question
stringlengths 37
38.8k
| group_id
int64 0
74.5k
| sentence_embeddings
sequencelengths 1.02k
1.02k
|
|---|---|---|
<p><img src="http://i.stack.imgur.com/IBHdy.png" alt="enter image description here"></p>
<p>This is an excerpt from "Modern mathematical statistics with applications" by Devore et al.
What puzzles me is that the estimator cannot help being dependent on $\theta$, since the sample depends on the parameter.</p> | 73,384 | [
-0.03154265135526657,
-0.0033498024567961693,
0.0071097384206950665,
0.0004639640392269939,
0.04898902773857117,
0.019556058570742607,
-0.027698885649442673,
0.0207839272916317,
0.013052034191787243,
-0.05280311778187752,
0.04065847396850586,
0.038831926882267,
0.07227423042058945,
0.008955988101661205,
-0.0023924517445266247,
0.028546767309308052,
-0.047151774168014526,
0.04585262015461922,
-0.006921439431607723,
0.008987592533230782,
0.0031609938014298677,
0.08306464552879333,
-0.010242622345685959,
-0.015470455400645733,
-0.01879202388226986,
0.018377769738435745,
0.038768600672483444,
-0.00377951143309474,
-0.006259015761315823,
0.09569017589092255,
-0.04859725758433342,
-0.04067053645849228,
0.011809476651251316,
0.048698168247938156,
0.012263997457921505,
-0.0325021855533123,
-0.04020696133375168,
0.0017198349814862013,
0.019122235476970673,
0.048722825944423676,
-0.05451245233416557,
-0.05024993419647217,
-0.020301269367337227,
0.035830240696668625,
-0.03767215833067894,
0.02718370594084263,
-0.02287627011537552,
-0.07731395214796066,
0.040994368493556976,
-0.01964312046766281,
0.07512760907411575,
0.001531083369627595,
0.01121857576072216,
0.051747582852840424,
-0.02424156293272972,
0.00241577485576272,
0.05404180660843849,
0.08893503993749619,
-0.04063519835472107,
-0.034962248057127,
-0.035721853375434875,
-0.03317975252866745,
0.00008239659655373544,
-0.004183166194707155,
-0.04429293051362038,
-0.017567791044712067,
0.004899689927697182,
-0.019260896369814873,
0.03462626039981842,
-0.016996512189507484,
0.030445164069533348,
0.02477377839386463,
0.018056798726320267,
0.024198144674301147,
-0.020133716985583305,
-0.013779031112790108,
-0.0044230809435248375,
0.045450013130903244,
0.0367085263133049,
0.0075988974422216415,
0.02291625179350376,
0.017387209460139275,
0.03996538370847702,
0.04385152831673622,
0.006839343812316656,
0.0036659217439591885,
0.06171819940209389,
-0.019477061927318573,
0.03156888112425804,
0.028134915977716446,
-0.019385404884815216,
0.015662651509046555,
0.010639011859893799,
-0.03902871906757355,
-0.032837800681591034,
0.037098053842782974,
-0.036357223987579346,
0.03356711566448212,
0.0047739772126078606,
-0.001078728586435318,
0.02583128958940506,
-0.04644137620925903,
0.005134876351803541,
0.05005243048071861,
-0.021906813606619835,
0.005822278093546629,
0.0013647095765918493,
0.0003180211060680449,
0.011422205716371536,
-0.04998089373111725,
0.0022552763111889362,
0.03317536786198616,
0.00247215642593801,
-0.005071426276117563,
0.012842564843595028,
0.005760582629591227,
-0.009399808943271637,
-0.0002541262365411967,
0.029426876455545425,
0.04651067033410072,
0.02933059073984623,
-0.014000430703163147,
0.017117539420723915,
-0.0351128950715065,
-0.04086533561348915,
0.034635771065950394,
0.02576928399503231,
-0.04340803623199463,
-0.031719308346509933,
0.018344983458518982,
0.0008355373283848166,
0.0057035041972994804,
0.0413682647049427,
0.02234506979584694,
0.02693082205951214,
0.0002430093300063163,
-0.07044940441846848,
-0.049223046749830246,
0.03298983722925186,
-0.011207577772438526,
-0.004378139972686768,
-0.07011987268924713,
0.018267938867211342,
0.03192144259810448,
0.04041586071252823,
-0.013458081521093845,
0.05195316672325134,
0.016000008210539818,
0.02689424529671669,
0.03099161759018898,
-0.023076843470335007,
-0.011986767873167992,
-0.02285255864262581,
-0.04311571270227432,
0.005993111990392208,
-0.08203045278787613,
0.01837947964668274,
-0.004167966544628143,
0.010932191275060177,
-0.03181758522987366,
0.03543597459793091,
0.010873351246118546,
-0.01460930798202753,
-0.0064132860861718655,
0.002145099686458707,
-0.03505793958902359,
0.0794617310166359,
-0.0005399464280344546,
0.02985820360481739,
0.009294966235756874,
0.024749021977186203,
0.02410285361111164,
0.022132936865091324,
0.0226959977298975,
0.0501721128821373,
-0.05260342359542847,
-0.026320483535528183,
-0.04219731688499451,
0.025047553703188896,
0.005151176359504461,
-0.045729443430900574,
-0.03650759905576706,
0.026254508644342422,
0.008839084766805172,
0.03120504319667816,
0.0668744444847107,
0.02482038550078869,
-0.01735629141330719,
0.014138269238173962,
-0.02176082693040371,
-0.009831851348280907,
-0.05433326214551926,
0.0035954536870121956,
-0.015634434297680855,
-0.015159457921981812,
0.03323722630739212,
0.002533752704039216,
0.02121567726135254,
-0.024609409272670746,
0.0009666078258305788,
-0.007851125672459602,
-0.026718102395534515,
0.027088336646556854,
-0.014934086240828037,
0.028231706470251083,
0.040547993034124374,
0.06254442781209946,
0.02494749054312706,
0.024792687967419624,
-0.03938726335763931,
-0.04694008827209473,
0.017087459564208984,
-0.044913243502378464,
0.02159888856112957,
0.009332195855677128,
-0.016489511355757713,
0.005980254616588354,
-0.023211954161524773,
-0.03336823731660843,
0.06361385434865952,
-0.05002126097679138,
0.06423518061637878,
0.010924162343144417,
-0.003128096926957369,
-0.005205546505749226,
0.0142039330676198,
0.05807754769921303,
0.0007067275582812726,
-0.007960125803947449,
-0.0212688148021698,
-0.05541376397013664,
0.021493544802069664,
0.06714723259210587,
-0.01251775212585926,
-0.0384364128112793,
0.01821933686733246,
0.06709634512662888,
0.009908577427268028,
0.014478813856840134,
0.019942859187722206,
-0.012005103752017021,
0.00948658399283886,
0.0208638533949852,
0.010051819495856762,
0.007334767375141382,
0.009202132001519203,
0.011597005650401115,
-0.0012274684850126505,
0.007212527561932802,
-0.02475525252521038,
0.026262721046805382,
0.055171720683574677,
-0.01915723644196987,
-0.011256208643317223,
0.009173312224447727,
0.02115202322602272,
0.03413517028093338,
-0.06256549060344696,
0.014219009317457676,
0.03118194080889225,
0.023220092058181763,
-0.0019534146413207054,
-0.028853224590420723,
-0.021043511107563972,
0.03965536504983902,
0.0023687828797847033,
-0.04956979304552078,
0.023617224767804146,
0.03870105370879173,
-0.021906735375523567,
-0.007184100802987814,
-0.047596946358680725,
-0.03601084649562836,
0.026484454050660133,
-0.012735431082546711,
0.057873379439115524,
0.03525475785136223,
-0.010695075616240501,
0.008326033130288124,
-0.04065325856208801,
-0.015575913712382317,
-0.02543996088206768,
0.012465671636164188,
0.040843114256858826,
-0.04670662805438042,
-0.005740109831094742,
-0.012306321412324905,
-0.029759598895907402,
0.017321009188890457,
0.02346457727253437,
0.021275002509355545,
-0.0035640692804008722,
-0.016185147687792778,
-0.051139503717422485,
-0.028850577771663666,
-0.00715924147516489,
0.008794520050287247,
-0.058265551924705505,
-0.05336276441812515,
0.04152074083685875,
0.011796860955655575,
0.01435042917728424,
0.020697299391031265,
-0.04896230250597,
-0.03493146970868111,
-0.027634600177407265,
0.023524345830082893,
0.0339646153151989,
-0.02439194731414318,
0.03766445070505142,
0.03940415009856224,
-0.023725034669041634,
-0.02483612857758999,
-0.06005100533366203,
-0.07740780711174011,
-0.00744895962998271,
-0.003906192723661661,
0.0178939551115036,
-0.005316152237355709,
-0.04583015665411949,
0.09589487314224243,
0.01825619675219059,
-0.019476020708680153,
-0.016223423182964325,
-0.02512797899544239,
-0.047457028180360794,
-0.07568307220935822,
0.00010795220441650599,
0.0194250475615263,
0.002458159113302827,
0.0354645773768425,
0.02545267343521118,
0.004581213463097811,
0.009050377644598484,
0.04770403727889061,
-0.02001153863966465,
0.030844004824757576,
0.03661618009209633,
-0.01592058129608631,
0.02526128850877285,
0.041895780712366104,
-0.0014670424861833453,
-0.009841532446444035,
0.009346314705908298,
0.05270005017518997,
-0.0007896088063716888,
-0.044595684856176376,
0.020505854859948158,
-0.0332031324505806,
0.017456168308854103,
-0.038896214216947556,
0.0504133477807045,
0.03700190410017967,
-0.006117313168942928,
0.0055792988277971745,
0.005786057561635971,
0.03143775463104248,
-0.039223991334438324,
-0.018945198506116867,
0.041297294199466705,
-0.006568143144249916,
-0.04161452874541283,
-0.03419238328933716,
-0.014732052572071552,
-0.010796725749969482,
0.027342859655618668,
-0.005257736891508102,
-0.044566892087459564,
0.00608433224260807,
0.028377532958984375,
-0.015738951042294502,
-0.010452346876263618,
-0.032555531710386276,
0.009378401562571526,
-0.06439773738384247,
0.024949567392468452,
0.01633971370756626,
0.028991369530558586,
0.01078387163579464,
0.03305291756987572,
0.026236455887556076,
0.008554456755518913,
0.004075555596500635,
0.044123575091362,
-0.07772227376699448,
0.019623130559921265,
-0.005990740843117237,
-0.03694376349449158,
0.013667336665093899,
-0.029095027595758438,
0.049128491431474686,
-0.014926331117749214,
0.007646257523447275,
-0.04258834198117256,
-0.0008536519017070532,
-0.05045408383011818,
0.028310449793934822,
0.0013282636646181345,
0.0025305929593741894,
-0.00715296808630228,
0.013260334730148315,
0.04325716197490692,
-0.020982299000024796,
0.05357435345649719,
0.05835358425974846,
-0.011655129492282867,
-0.0019648647867143154,
-0.05199751257896423,
0.01650909148156643,
0.010584520176053047,
0.03046562895178795,
0.022999059408903122,
0.013416139408946037,
-0.03262338042259216,
0.015021614730358124,
0.0036801223177462816,
0.07038094848394394,
0.07386601716279984,
0.012527050450444221,
-0.0413023866713047,
-0.03015575371682644,
-0.02565905638039112,
0.014962583780288696,
0.03517879545688629,
0.00638278154656291,
-0.017052551731467247,
0.09125589579343796,
0.006860165391117334,
-0.03597818687558174,
-0.009533941745758057,
0.030222071334719658,
0.018735846504569054,
-0.007590737193822861,
-0.029657013714313507,
0.006643850822001696,
-0.004692441318184137,
0.002606392139568925,
0.0139077827334404,
0.01335953176021576,
0.0027173124253749847,
-0.00982359703630209,
0.016587721183896065,
-0.026300525292754173,
-0.0072396243922412395,
0.008008807897567749,
0.018382318317890167,
0.036271385848522186,
-0.010590871796011925,
-0.03177841380238533,
0.03328165411949158,
0.028677767142653465,
0.035522155463695526,
0.011287866160273552,
-0.0002868632145691663,
-0.07591602951288223,
-0.012163165956735611,
0.05249377712607384,
0.02242007665336132,
-0.03202557936310768,
0.0013749090721830726,
-0.048225823789834976,
0.005064185708761215,
0.03094811923801899,
-0.03852412477135658,
0.03404843062162399,
-0.02521481364965439,
-0.017374303191900253,
-0.026281971484422684,
-0.04853128641843796,
-0.044956378638744354,
0.0040005650371313095,
-0.014689664356410503,
0.0023051402531564236,
-0.018395204097032547,
-0.03901147469878197,
-0.008834694512188435,
-0.0038640291895717382,
0.011292641051113605,
0.07228574901819229,
0.051499415189027786,
-0.011926005594432354,
0.011725646443665028,
0.04564220458269119,
-0.014475282281637192,
-0.05656127631664276,
0.038620151579380035,
-0.009524495340883732,
0.018546195700764656,
0.020569229498505592,
-0.04365558922290802,
-0.060966987162828445,
0.024958861991763115,
-0.012507649138569832,
-0.02342015691101551,
0.0033804404083639383,
-0.006828771438449621,
0.034604430198669434,
0.051896072924137115,
0.011809701099991798,
0.07202456891536713,
0.009593878872692585,
0.035099513828754425,
-0.0016728831687942147,
-0.01897263340651989,
0.012237741611897945,
-0.05154004320502281,
-0.027726903557777405,
-0.03711998835206032,
0.0028401054441928864,
-0.02463598921895027,
0.004291352815926075,
0.011461063288152218,
0.02311543934047222,
-0.02478824555873871,
-0.03277571126818657,
0.008958415128290653,
-0.01820240169763565,
0.01791752129793167,
0.008068890310823917,
-0.0029972558841109276,
0.012021893635392189,
-0.02198503166437149,
0.004231721628457308,
0.018012449145317078,
-0.07359404861927032,
0.00008897035149857402,
0.013236548751592636,
-0.03139403834939003,
-0.027215203270316124,
-0.06111884489655495,
-0.04233340546488762,
-0.0009291489841416478,
-0.022494187578558922,
0.04256685823202133,
-0.021420137956738472,
0.05712543800473213,
0.005727250594645739,
-0.04280716925859451,
-0.026680991053581238,
-0.005007701925933361,
-0.009647647850215435,
0.03227623552083969,
-0.032231222838163376,
-0.005400591064244509,
0.0024898317642509937,
0.032568566501140594,
-0.07015147060155869,
-0.011946757324039936,
0.035354312509298325,
0.009256473742425442,
-0.010770303197205067,
0.0065831029787659645,
-0.023274196311831474,
-0.014704191125929356,
-0.06802051514387131,
-0.004096703138202429,
0.042549099773168564,
0.006115675438195467,
-0.01541618537157774,
-0.032483506947755814,
0.04708949849009514,
0.09165778756141663,
-0.0115113016217947,
0.02165350317955017,
0.043109603226184845,
-0.05729520693421364,
-0.012934917584061623,
0.015246634371578693,
0.01910962350666523,
-0.052125897258520126,
0.007664917036890984,
-0.015538523904979229,
0.0021558606531471014,
-0.0050646462477743626,
-0.010013792663812637,
-0.055843185633420944,
0.027338502928614616,
0.018040083348751068,
0.009811777621507645,
-0.0006113028503023088,
-0.005046337842941284,
0.015221389010548592,
0.03355185687541962,
-0.010392460972070694,
0.010664486326277256,
-0.015644315630197525,
-0.03280926123261452,
0.05975332111120224,
-0.011142401956021786,
-0.01870313659310341,
0.018989909440279007,
0.08394081890583038,
-0.02771807461977005,
-0.011823232285678387,
0.002319489838555455,
-0.014078316278755665,
0.01835509203374386,
0.019620340317487717,
0.003357130568474531,
0.01965979114174843,
0.022065261378884315,
-0.0685902014374733,
0.0035895113833248615,
-0.0360344797372818,
0.011560211889445782,
0.04534270241856575,
-0.01272853184491396,
0.03208238258957863,
0.017106030136346817,
-0.0310893002897501,
-0.026077503338456154,
-0.04046527296304703,
-0.022694263607263565,
-0.017945870757102966,
-0.020199190825223923,
0.021962817758321762,
0.028813660144805908,
-0.005946432705968618,
0.03418879210948944,
0.006948960479348898,
0.0102304145693779,
0.006295513827353716,
0.0210906770080328,
0.03255600482225418,
0.004375842399895191,
0.014628955163061619,
-0.05129377171397209,
0.030814731493592262,
-0.041043996810913086,
0.013344056904315948,
-0.039526332169771194,
0.009265863336622715,
0.050233058631420135,
0.005070451181381941,
0.046834323555231094,
-0.02395530417561531,
-0.007516923826187849,
-0.045921582728624344,
0.019886253401637077,
0.02991621010005474,
0.013265752233564854,
0.045718543231487274,
-0.0016185111599043012,
0.02632523886859417,
0.025133751332759857,
0.016453145071864128,
-0.04560347646474838,
-0.0796976312994957,
-0.032181501388549805,
-0.010625964030623436,
-0.003530690213665366,
0.061162710189819336,
-0.02796867862343788,
-0.019594108685851097,
0.03344065696001053,
-0.035069484263658524,
0.02026856690645218,
0.012677800841629505,
0.03343229740858078,
-0.021708529442548752,
0.0773596316576004,
0.012780562974512577,
0.01152034942060709,
0.005396479275077581,
-0.01953367330133915,
0.10377173870801926,
0.05103839933872223,
0.03791198879480362,
-0.055397190153598785,
0.019261237233877182,
-0.012075484730303288,
-0.001227736589498818,
-0.021674860268831253,
0.013594867661595345,
0.007560061756521463,
-0.02810012176632881,
0.008339784108102322,
0.015290298499166965,
0.01747281476855278,
0.0015268881106749177,
0.06000761315226555,
-0.032182708382606506,
-0.0459599643945694,
-0.01610025018453598,
0.005142288748174906,
0.00046538104652427137,
-0.011941483244299889,
-0.03878375142812729,
0.030486367642879486,
0.0010518641211092472,
-0.017004668712615967,
-0.03144114464521408,
-0.02592414617538452,
0.0001743851025821641,
-0.024223459884524345,
-0.02747577242553234,
-0.031061332672834396,
0.040867552161216736,
0.01802227646112442,
-0.03717852383852005,
0.012596607208251953,
-0.02323623187839985,
0.001720368629321456,
0.03136305883526802,
0.024927647784352303,
0.0010082643711939454,
-0.003313853405416012,
0.032271526753902435,
-0.007789040450006723,
-0.033963706344366074,
-0.01812208816409111,
-0.032741982489824295,
0.03486162796616554,
0.030444970354437828,
0.00832169596105814,
-0.008201675489544868,
0.007286212407052517,
-0.014292240142822266,
-0.057565804570913315,
0.007853791117668152,
0.00415149237960577,
0.003986821044236422,
-0.03132655471563339,
-0.008689919486641884,
-0.01013146247714758,
0.014847036451101303,
0.00395378191024065,
0.03366260230541229,
0.040888089686632156,
-0.05802735686302185,
-0.015294336713850498,
-0.0038641581777483225,
0.04918242618441582,
0.01010211557149887,
-0.026016611605882645,
-0.0040143933147192,
-0.015713829547166824,
-0.02585197426378727,
0.0164770670235157,
-0.0017905314452946186,
-0.025274956598877907,
0.03514319285750389,
-0.009298847056925297,
0.01791188307106495,
-0.004599620122462511,
-0.026069123297929764,
0.0063821859657764435,
-0.024458492174744606,
0.006845302879810333,
-0.047327738255262375,
0.017564913257956505,
0.020585767924785614,
0.04359579086303711,
0.01020411029458046,
-0.021676503121852875,
0.0032464538235217333,
0.02760227955877781,
0.02447320520877838,
-0.04625466465950012,
-0.036120545119047165,
0.0165452491492033,
-0.020542291924357414,
-0.009044663049280643,
-0.0012084526242688298,
0.03717860206961632,
0.009003357961773872,
0.028010547161102295,
-0.03180447965860367,
0.013052175752818584,
-0.005338325630873442,
0.02962600253522396,
0.008655390702188015,
-0.03885708376765251,
0.02139156498014927,
0.004605493973940611,
0.003534230636432767,
0.0021243025548756123,
-0.019775303080677986,
-0.04575938731431961,
0.004220684990286827,
0.009418072178959846,
-0.035715486854314804,
-0.0467565581202507,
0.0015759876696392894,
0.00850843545049429,
0.017475320026278496,
0.00926593504846096,
-0.011108066886663437,
-0.01854534074664116,
-0.027211269363760948,
-0.01758076623082161,
-0.014076252467930317,
-0.004211347550153732,
0.004450381267815828,
-0.024138441309332848,
-0.019511623308062553,
0.0316411592066288,
-0.0019579583313316107,
0.025298938155174255,
-0.028721380978822708,
0.018910834565758705,
0.008314134553074837,
0.056223493069410324,
-0.0453413762152195,
-0.018672732636332512,
0.03547866642475128,
-0.03661626577377319,
-0.004582234658300877,
0.018925126641988754,
-0.015000530518591404,
0.04437787085771561,
0.01842879131436348,
-0.02401863783597946,
-0.002144633326679468,
0.005064697936177254,
-0.03290122374892235,
0.008701611310243607,
0.03232604265213013,
-0.002972327871248126,
0.024593548849225044,
-0.023183029145002365,
0.014234042726457119,
0.019630463793873787,
0.019834615290164948,
0.05133090913295746,
0.0380772165954113,
0.01226668432354927,
-0.028736570850014687,
0.02960570715367794,
0.012714885175228119,
0.04925430938601494,
-0.007308941800147295,
0.02248290367424488,
0.034603044390678406,
0.05052316561341286,
-0.03342457860708237,
0.04636552557349205,
-0.03169182687997818,
0.015187193639576435,
-0.13220855593681335,
-0.022447938099503517,
0.01884240098297596,
0.018879935145378113,
0.0610465481877327,
-0.053389810025691986,
0.003722491441294551,
0.01623530685901642,
-0.053986869752407074,
-0.002949570305645466,
-0.01248918380588293,
-0.015859361737966537,
-0.0454665906727314,
-0.010099362581968307,
-0.04738762602210045,
0.03249970078468323,
0.024266745895147324,
0.007098049856722355,
0.041677325963974,
0.01723003201186657,
-0.0009921604068949819,
-0.02751537412405014,
-0.00797449704259634,
0.011632420122623444,
0.00399068184196949,
-0.01713787391781807,
0.02046387270092964,
-0.018681643530726433,
-0.03897155076265335,
0.02678433433175087,
0.015475403517484665,
0.028521282598376274,
0.006789871025830507,
0.005718612112104893,
0.01210540346801281,
0.03949704393744469,
0.03508780524134636,
-0.017184296622872353,
-0.0060883695259690285,
-0.005315294489264488,
0.012567320838570595,
0.03227685019373894,
-0.011846757493913174,
-0.02731824479997158,
-0.005782975349575281,
-0.016379043459892273,
-0.04964955151081085,
-0.0038488623686134815,
-0.027633177116513252,
-0.04337140545248985,
0.010074544697999954,
-0.022653212770819664,
-0.008244010619819164,
-0.0253383070230484,
0.01638024114072323,
-0.03553367033600807,
-0.018898628652095795,
0.02952433004975319,
0.00833121407777071,
0.021801652386784554,
-0.009301808662712574,
-0.045931801199913025,
-0.0470583476126194,
0.01778477616608143,
0.0036687611136585474,
-0.04391174018383026,
-0.040832020342350006,
0.022696644067764282,
-0.0008153764065355062,
-0.015546975657343864,
-0.008333438076078892,
0.0117432726547122,
-0.04168345406651497,
0.03811383992433548,
-0.012349730357527733,
-0.0014476636424660683,
0.0017841729568317533,
-0.02771853469312191,
-0.025532299652695656,
-0.09912234544754028,
0.08740201592445374,
-0.002362866187468171,
-0.004637145437300205,
-0.02050432749092579,
-0.03261994943022728,
-0.0115147540345788,
-0.0005984080489724874,
0.0545843280851841,
0.017648203298449516,
0.004796415567398071,
0.033011969178915024,
0.010913753882050514,
-0.017290694639086723,
-0.03449484705924988,
0.03922590985894203,
-0.029007449746131897,
-0.010327541269361973,
-0.008177650161087513,
-0.023198021575808525,
0.03388793766498566,
0.016558418050408363,
-0.03291601687669754,
0.002891854615882039,
0.02960706315934658,
0.024333881214261055,
0.031666938215494156,
0.055416230112314224,
-0.0005170341464690864,
0.0012203427031636238,
0.0638631135225296,
-0.017924636602401733,
0.05049630627036095,
0.002412697533145547,
-0.006036445498466492,
-0.08222470432519913,
0.024531224742531776,
-0.06486459076404572,
-0.0306085254997015,
-0.011685020290315151,
0.007684577722102404,
0.011038379743695259,
-0.013404130935668945,
-0.04344287887215614,
0.019059013575315475,
-0.03476332500576973,
0.023254187777638435,
0.03944885730743408,
0.020725153386592865,
0.04538009688258171,
-0.013761933892965317,
-0.02043943852186203,
0.009885751642286777,
0.017592964693903923,
0.004801346454769373,
0.023805640637874603,
0.02538340352475643,
0.00749023025855422,
0.0002973961236421019,
0.0423584021627903,
0.0034440457820892334,
0.0010195012437179685,
-0.007422166410833597,
0.018537990748882294,
-0.031847063452005386,
-0.05652790516614914,
-0.02933872491121292,
0.005498800426721573,
-0.009981808252632618,
-0.0072675058618187904,
0.0002306572423549369,
0.04597695916891098,
-0.002659713616594672,
0.0009086952777579427,
-0.03296152874827385,
-0.0064651635475456715,
-0.03682428598403931,
0.00022510462440550327,
0.040589336305856705,
-0.018716590479016304,
-0.014214827679097652,
-0.030367126688361168,
0.036290306597948074,
-0.0006726377760060132,
0.009661463089287281,
-0.0186080913990736,
0.00403236597776413,
0.019086942076683044,
-0.0047104693949222565,
-0.03259588032960892,
-0.01809203065931797,
-0.05272046476602554,
-0.03116704896092415,
0.031786032021045685,
0.02563757263123989,
0.04981075972318649,
-0.006608724128454924,
-0.03714689239859581,
-0.027508335188031197,
0.08777429163455963,
-0.08163157850503922,
-0.018447270616889,
-0.007729825098067522,
0.016865326091647148,
0.029512448236346245,
-0.03587031364440918
] |
<p>I have a mixed model built using Data A below, and now I want to validate the model using Data B. What should I do to actually "validate" the model?</p>
<pre><code>model <- lme(Y~1+X1+X3, random=~1|School, method="ML", data=A)
</code></pre>
<p>I know how to use "predict(model,B) - B$Y" to get residuals, but what else should I also perform in this validation process?</p>
<p>(I will not apply the cross-validation technique since my data are hierarchical structured.)</p> | 35,718 | [
-0.0067083146423101425,
-0.007669028360396624,
-0.031057534739375114,
-0.024149911478161812,
0.011728012003004551,
0.019282611086964607,
-0.0249804500490427,
-0.0021926292683929205,
0.08135847002267838,
0.0015678787603974342,
0.06404178589582443,
0.04689296334981918,
0.06531214714050293,
0.01238013431429863,
0.04859715700149536,
0.008381271734833717,
0.01767645590007305,
-0.025438737124204636,
0.025248568505048752,
-0.014855289831757545,
-0.00461675925180316,
-0.019802577793598175,
0.017134036868810654,
-0.028639383614063263,
0.009814450517296791,
0.036600347608327866,
0.06793183833360672,
0.003881955286487937,
0.027658548206090927,
0.03092903643846512,
-0.022260237485170364,
-0.047895122319459915,
0.005468251649290323,
0.02137642912566662,
-0.0006074814009480178,
0.005837646313011646,
-0.00555868074297905,
-0.016730690374970436,
0.002573332516476512,
0.01286002155393362,
-0.013377171009778976,
-0.019811710342764854,
0.029992980882525444,
0.055699385702610016,
-0.009074344299733639,
0.01630818471312523,
-0.022645771503448486,
-0.01895909570157528,
0.04615567997097969,
-0.04082083702087402,
0.0632481649518013,
-0.0071649085730314255,
0.032661568373441696,
0.06337587535381317,
-0.02692417986690998,
-0.007260223384946585,
0.08865317702293396,
0.07414132356643677,
-0.0000642622253508307,
-0.04526016488671303,
-0.033341024070978165,
-0.044773805886507034,
0.00046072411350905895,
0.0029456145130097866,
-0.05858658254146576,
0.0048693446442484856,
-0.00925269816070795,
-0.009810210205614567,
0.03817863389849663,
-0.03647049143910408,
0.023106997832655907,
0.02124503068625927,
0.03884554281830788,
-0.030867846682667732,
0.056435223668813705,
-0.016988592222332954,
0.009434840641915798,
0.016410863026976585,
0.032924652099609375,
0.030539730563759804,
-0.02434488944709301,
0.015581158921122551,
0.002397987525910139,
0.03798741474747658,
-0.003048775950446725,
-0.030147027224302292,
0.035338014364242554,
0.0192320067435503,
0.010162259452044964,
-0.009713447652757168,
-0.018468765541911125,
0.008581586182117462,
0.035401515662670135,
0.022587627172470093,
-0.02832832559943199,
0.05181187763810158,
-0.004250869154930115,
0.045716460794210434,
0.033349089324474335,
-0.02172241173684597,
0.011567514389753342,
-0.032350536435842514,
0.03294629976153374,
0.05151974409818649,
-0.03413858264684677,
0.004498857539147139,
-0.006429684814065695,
-0.000940607744269073,
-0.0025426438078284264,
-0.00756408367305994,
-0.01653905399143696,
0.05348415672779083,
-0.016936587169766426,
-0.004964996129274368,
0.040733955800533295,
-0.04089267924427986,
-0.004398820456117392,
-0.008115340955555439,
0.05109842121601105,
0.0350923016667366,
0.053377989679574966,
-0.008609844371676445,
0.03209158405661583,
0.01492005493491888,
-0.057091984897851944,
-0.019694190472364426,
0.0034298754762858152,
-0.0029198150150477886,
-0.04381589591503143,
0.06351576000452042,
-0.026085959747433662,
-0.02333591692149639,
0.010235491208732128,
-0.025406967848539352,
0.04046732187271118,
0.011411819607019424,
-0.09660165011882782,
-0.07563166320323944,
0.02193734422326088,
-0.019553637132048607,
0.001457946258597076,
-0.03865321725606918,
-0.00359920971095562,
0.03201839700341225,
0.06058621406555176,
0.025466252118349075,
0.010457596741616726,
0.03478080406785011,
0.02284133806824684,
-0.011048798449337482,
-0.05084553733468056,
-0.029963195323944092,
-0.00517270527780056,
-0.022199200466275215,
-0.03717368096113205,
-0.0717858076095581,
-0.000862781482283026,
0.024538792669773102,
-0.0501260906457901,
-0.012311801314353943,
0.029503317549824715,
-0.01257230993360281,
-0.007357139140367508,
0.0012207000982016325,
0.008954470977187157,
-0.007704638410359621,
0.05643244832754135,
0.0027888640761375427,
0.038047973066568375,
0.036718934774398804,
-0.023313019424676895,
0.03233100473880768,
0.00296196062117815,
0.02266502007842064,
0.039257682859897614,
0.021968139335513115,
0.022646406665444374,
0.011628121137619019,
0.023456010967493057,
0.016487104818224907,
-0.05715562775731087,
0.001336399232968688,
-0.011325196363031864,
0.019665734842419624,
-0.016720455139875412,
0.03490278124809265,
0.02482989989221096,
-0.0024398346431553364,
0.05743337422609329,
-0.03132668882608414,
-0.029451927170157433,
-0.07981304824352264,
0.00727780070155859,
0.0028429562225937843,
-0.031212393194437027,
0.0071538034826517105,
-0.01621728576719761,
0.008733228780329227,
-0.037323176860809326,
-0.002290567383170128,
-0.042985353618860245,
-0.004310645628720522,
0.015406039543449879,
-0.01160765066742897,
-0.0023818698246032,
0.013933751732110977,
0.05946974828839302,
-0.03150561824440956,
0.04920593649148941,
-0.008153875358402729,
0.0019735575187951326,
-0.0038442020304501057,
-0.03569960594177246,
-0.02956300787627697,
-0.02978324703872204,
-0.03399325907230377,
0.023252326995134354,
0.00439309561625123,
0.003657401306554675,
0.03335660323500633,
-0.07725498080253601,
0.06874804943799973,
0.049293402582407,
0.015945235267281532,
0.002586293499916792,
-0.017160650342702866,
0.0077834222465753555,
0.031484562903642654,
-0.027634482830762863,
-0.007264974992722273,
-0.054371003061532974,
-0.036265335977077484,
0.045099612325429916,
-0.0046078176237642765,
-0.021470775827765465,
0.017363769933581352,
0.053988490253686905,
-0.03369086980819702,
0.023576751351356506,
0.02832549437880516,
-0.03344811126589775,
0.006810463964939117,
0.011904427781701088,
0.0033128424547612667,
-0.014948053285479546,
0.02860339917242527,
0.014307491481304169,
0.013844792731106281,
0.011609284207224846,
0.006541245151311159,
-0.0020127964671701193,
0.05925528705120087,
0.0077937631867825985,
0.004219265654683113,
-0.008435534313321114,
-0.033769384026527405,
0.05347982421517372,
-0.0015401325654238462,
0.015042223036289215,
0.04397578537464142,
-0.002712239744141698,
-0.03336377441883087,
-0.010146006010472775,
-0.008797865360975266,
0.004348372109234333,
0.049377407878637314,
-0.02349681593477726,
0.010574880056083202,
0.018554067239165306,
-0.032401904463768005,
-0.008382134139537811,
-0.04031672701239586,
-0.024896757677197456,
-0.07014261931180954,
0.0168245118111372,
0.018054625019431114,
-0.009835856966674328,
0.03386769816279411,
-0.037754446268081665,
-0.03973294422030449,
-0.012768169865012169,
-0.03080069087445736,
0.031007837504148483,
-0.045082539319992065,
-0.03398110345005989,
0.011708329431712627,
-0.021288087591528893,
-0.012758825905621052,
0.03300672769546509,
-0.030087405815720558,
-0.014260157942771912,
0.018106451258063316,
-0.013108144514262676,
-0.042002297937870026,
-0.041957952082157135,
-0.01044556312263012,
-0.01473380345851183,
0.021354669705033302,
-0.02563362754881382,
0.031078871339559555,
0.010612040758132935,
-0.032559216022491455,
0.01031105313450098,
-0.03340640291571617,
-0.005308591760694981,
-0.03236876055598259,
-0.021225130185484886,
0.01621415838599205,
0.005709103308618069,
0.05057680979371071,
-0.0002858600055333227,
-0.03168659284710884,
0.0062567805871367455,
-0.03542183339595795,
-0.04768582060933113,
0.019226444885134697,
0.023257752880454063,
-0.000014487930457107723,
-0.010426257736980915,
-0.027066662907600403,
0.06267404556274414,
0.03102938085794449,
-0.054272543638944626,
-0.057041410356760025,
0.0016650165198370814,
-0.015271943993866444,
-0.030190013349056244,
0.014912177808582783,
0.016638077795505524,
0.00017523103451821953,
0.026891177520155907,
0.02271266095340252,
-0.015278364531695843,
0.03524031490087509,
0.017231734469532967,
-0.026630230247974396,
-0.023250175639986992,
0.008971898816525936,
-0.013793517835438251,
0.0220080204308033,
0.012429852038621902,
-0.030003350228071213,
0.022704293951392174,
-0.023921219632029533,
0.013540895655751228,
-0.006958120968192816,
-0.051288820803165436,
-0.015195949003100395,
-0.043352119624614716,
0.01507549174129963,
-0.02382778748869896,
0.04080183058977127,
-0.008279710076749325,
-0.029410336166620255,
0.030849523842334747,
0.01036838162690401,
0.0125624043866992,
0.0015515980776399374,
0.012082328088581562,
0.03145435079932213,
0.03385873883962631,
-0.025798652321100235,
0.00403230544179678,
0.0064474171958863735,
0.001482413150370121,
0.017856629565358162,
-0.015879934653639793,
-0.008004623465240002,
0.05056009441614151,
0.0037522867787629366,
0.008332840166985989,
0.014573357068002224,
-0.03253444656729698,
0.004255570005625486,
-0.09007233381271362,
0.02365739829838276,
-0.025254471227526665,
0.05773446336388588,
-0.00515767652541399,
0.03711728751659393,
-0.0012459616409614682,
-0.04916534200310707,
0.04482659697532654,
0.004365907050669193,
-0.04155856370925903,
0.06356651335954666,
0.0004789842350874096,
-0.023156510666012764,
-0.006061404012143612,
-0.012430110946297646,
0.022468363866209984,
-0.042330142110586166,
-0.0013271014904603362,
-0.004856238141655922,
0.013722777366638184,
-0.01557980477809906,
0.0037043902557343245,
-0.061237893998622894,
-0.010054751299321651,
-0.0266391783952713,
0.018687311559915543,
0.016719691455364227,
-0.019553564488887787,
-0.010042701847851276,
0.058314427733421326,
-0.018086016178131104,
-0.025146203115582466,
-0.045657023787498474,
-0.023807022720575333,
0.02109977975487709,
0.05838310718536377,
0.0446939654648304,
0.026595482602715492,
-0.026245666667819023,
0.02961973287165165,
0.004115327261388302,
0.0445273295044899,
0.06526542454957962,
0.013399580493569374,
-0.03497884050011635,
-0.025826377794146538,
-0.003718787571415305,
-0.00784345157444477,
0.017285510897636414,
-0.017707765102386475,
-0.01903533935546875,
0.046183571219444275,
0.03826282173395157,
-0.058285538107156754,
0.03590584918856621,
0.10199052095413208,
0.023406678810715675,
0.007004181854426861,
-0.02126915194094181,
0.0012659271014854312,
-0.011275509372353554,
-0.014133494347333908,
0.06132444366812706,
-0.005873972550034523,
0.01648348569869995,
0.01386824157088995,
0.021505778655409813,
-0.025251837447285652,
-0.02435859851539135,
0.036727119237184525,
0.05162392184138298,
0.04175615310668945,
0.006368822883814573,
-0.0678114965558052,
-0.01274616364389658,
0.06435050815343857,
0.05339260399341583,
0.006850221194326878,
-0.012494654394686222,
-0.09801314026117325,
0.0030206989031285048,
0.05686197057366371,
0.04465063288807869,
-0.03378457948565483,
-0.030484933406114578,
-0.04815475270152092,
-0.011734707280993462,
0.031614355742931366,
-0.0241229385137558,
0.02806842513382435,
-0.027266645804047585,
0.03293305262923241,
-0.02897021546959877,
-0.002587652765214443,
-0.04878317564725876,
0.025731466710567474,
-0.009680857881903648,
0.035233333706855774,
-0.0022945536766201258,
-0.02864192984998226,
-0.021387772634625435,
0.0034085670486092567,
0.0032847141847014427,
0.03014610894024372,
-0.02752736769616604,
-0.03719973564147949,
0.004628093913197517,
0.010646157898008823,
0.006944610737264156,
-0.0344390869140625,
0.015811098739504814,
0.00791745912283659,
-0.009439115412533283,
0.03615928441286087,
-0.006592645309865475,
-0.029203960672020912,
0.024311067536473274,
0.04273199662566185,
-0.027154041454195976,
-0.00028868834488093853,
-0.02887365221977234,
0.02665562927722931,
0.015125620178878307,
0.024558259174227715,
0.030706100165843964,
-0.006821039132773876,
0.030133763328194618,
-0.04789448529481888,
-0.04011199623346329,
-0.00799555890262127,
-0.01152162067592144,
-0.05192093178629875,
-0.06850411742925644,
-0.006100806407630444,
-0.015356423333287239,
0.03897790238261223,
0.004856153391301632,
0.006188222207129002,
-0.05881418660283089,
-0.0534355454146862,
-0.006273382343351841,
0.0455571711063385,
-0.044518984854221344,
-0.011794481426477432,
0.00432167574763298,
-0.0023172174114733934,
-0.02946930192410946,
-0.006486379075795412,
0.028286952525377274,
-0.000039840084355091676,
-0.012544315308332443,
0.003273110603913665,
-0.022816127166152,
0.039342429488897324,
0.01308641117066145,
-0.015452180989086628,
0.014353072270751,
-0.013070695102214813,
0.017602263018488884,
0.006273849867284298,
0.05571943521499634,
-0.029168738052248955,
-0.051242075860500336,
0.0022553487215191126,
0.03869161009788513,
-0.009835483506321907,
0.028825748711824417,
-0.022826191037893295,
0.030690733343362808,
-0.02680196426808834,
-0.013125903904438019,
-0.06396844238042831,
-0.05373549833893776,
0.005292781628668308,
-0.002223048359155655,
-0.014255588874220848,
-0.03825916349887848,
-0.033466119319200516,
-0.041640475392341614,
-0.014957535080611706,
-0.016340183094143867,
0.05840654671192169,
-0.04579680785536766,
0.01223600935190916,
0.014025446027517319,
-0.006376533769071102,
0.07471262663602829,
0.027038464322686195,
0.011556878685951233,
0.00903440173715353,
-0.021655136719346046,
-0.022749366238713264,
0.03213464841246605,
0.010681829415261745,
-0.03878510743379593,
0.006275515537708998,
-0.06397885829210281,
0.028607187792658806,
0.06337068974971771,
-0.02956576831638813,
-0.029447700828313828,
0.00116059766151011,
0.005034810397773981,
0.012301619164645672,
-0.05951463803648949,
0.026716135442256927,
-0.03507343679666519,
0.0012479431461542845,
-0.012134457007050514,
0.015712229534983635,
-0.011732022278010845,
-0.0006295278435572982,
0.05850064009428024,
-0.027808615937829018,
0.0020118490792810917,
0.0012516188435256481,
0.08661918342113495,
-0.004808878526091576,
0.001939141540788114,
-0.007652326952666044,
-0.009795352816581726,
0.051822543144226074,
-0.011620144359767437,
0.011602283455431461,
0.028211338445544243,
0.04500478133559227,
-0.057323701679706573,
-0.03043975867331028,
-0.0011102947173640132,
-0.019565630704164505,
0.040906380861997604,
-0.03407856822013855,
0.045864831656217575,
0.03456372395157814,
-0.00011324373190291226,
-0.01702169142663479,
-0.029683029279112816,
-0.027208177372813225,
-0.00760304182767868,
-0.005188414826989174,
0.07768965512514114,
-0.0044850236736238,
-0.008952072821557522,
0.012427239678800106,
-0.013227317482233047,
0.04329777881503105,
0.013150523416697979,
0.03182156756520271,
0.004084447864443064,
0.01150794792920351,
0.00589812221005559,
-0.043728236109018326,
0.03256892040371895,
-0.03704565018415451,
-0.005472098011523485,
-0.019018346443772316,
-0.020710431039333344,
0.022507062181830406,
0.04133305698633194,
0.0074275522492825985,
-0.03461987152695656,
-0.020373636856675148,
-0.07342279702425003,
0.03741889446973801,
0.023004842922091484,
0.0051443008705973625,
0.040049366652965546,
0.015403768047690392,
0.029870182275772095,
0.006528643891215324,
0.03498506546020508,
-0.05388486385345459,
-0.09255422651767731,
-0.041012804955244064,
-0.02796543389558792,
-0.0034442241303622723,
0.028201986104249954,
0.02500900812447071,
-0.004941537044942379,
0.026876548305153847,
-0.029517171904444695,
0.03606625273823738,
-0.02196316421031952,
0.03923424333333969,
-0.012202335521578789,
0.045247647911310196,
-0.006264070048928261,
0.010283279232680798,
0.006182799115777016,
0.008812416344881058,
0.10529731959104538,
0.07198727130889893,
0.05343806371092796,
-0.10470101237297058,
0.05764418840408325,
0.01218313816934824,
-0.014296474866569042,
-0.028037898242473602,
-0.0020520044490695,
0.028680799528956413,
-0.006678038742393255,
0.02875402756035328,
0.031875018030405045,
0.003109130309894681,
0.010168185457587242,
0.05134836584329605,
-0.035559918731451035,
-0.0278831347823143,
0.011095601134002209,
-0.0009265403496101499,
-0.02899584174156189,
-0.024742677807807922,
-0.047525908797979355,
-0.007667989935725927,
0.004713950678706169,
-0.027489423751831055,
-0.020753655582666397,
-0.023811303079128265,
0.026472311466932297,
0.02447553351521492,
0.0019810397643595934,
0.010086588561534882,
-0.013848906382918358,
0.0423319935798645,
-0.005334282293915749,
-0.04745946452021599,
0.0029932688921689987,
-0.011017180979251862,
0.03685333952307701,
0.03805360198020935,
-0.023355595767498016,
-0.01577318273484707,
-0.018576931208372116,
0.008703019469976425,
-0.02652687020599842,
-0.03671972453594208,
-0.042345330119132996,
0.04380498826503754,
0.011133536696434021,
-0.02401787042617798,
0.017577124759554863,
0.013539263047277927,
0.010823646560311317,
-0.014495554380118847,
-0.04554077610373497,
0.028852226212620735,
0.0003702212998177856,
-0.04887143895030022,
-0.021757418289780617,
-0.027190402150154114,
0.03671550750732422,
-0.028792941942811012,
0.005432106088846922,
0.012469861656427383,
-0.018296152353286743,
0.001356156775727868,
-0.04728041961789131,
0.03308871388435364,
0.00022393405379261822,
0.015830986201763153,
0.0028549563139677048,
-0.027653342112898827,
-0.009956397116184235,
0.012898930348455906,
0.04753383994102478,
0.03440369665622711,
-0.010846083983778954,
-0.019207391887903214,
-0.0006457956042140722,
-0.010155758820474148,
-0.01741705648601055,
0.01473104115575552,
-0.012566096149384975,
-0.002118215663358569,
-0.012903242371976376,
-0.010481725446879864,
0.03148466721177101,
0.052124764770269394,
0.01567808724939823,
-0.03384977579116821,
-0.011362419463694096,
0.018351033329963684,
-0.00735852774232626,
-0.04011166840791702,
-0.03679344430565834,
0.015352658927440643,
-0.0525512732565403,
0.008481692522764206,
-0.013622722588479519,
0.06205584481358528,
0.02754492498934269,
0.016368472948670387,
-0.025314433500170708,
0.0586857832968235,
-0.007329199928790331,
0.015886923298239708,
0.001333924476057291,
-0.00741351256147027,
-0.020139669999480247,
-0.009184184484183788,
-0.008035700768232346,
0.008986077271401882,
-0.011803479865193367,
-0.05002041533589363,
-0.0403301939368248,
0.044652875512838364,
-0.021258948370814323,
-0.03614391013979912,
0.03623054921627045,
-0.007114409934729338,
-0.0020517795346677303,
-0.04528473690152168,
0.029859015718102455,
-0.016263850033283234,
-0.03912460803985596,
0.011783083900809288,
-0.060582492500543594,
-0.014936035498976707,
-0.00894306693226099,
-0.013847130350768566,
-0.020649313926696777,
0.0184156633913517,
0.001653687097132206,
0.02281920798122883,
-0.03583948314189911,
-0.00044965188135392964,
0.018358560279011726,
0.062457211315631866,
-0.030161168426275253,
-0.0019529166165739298,
0.028863433748483658,
-0.04660918563604355,
-0.024361710995435715,
0.005402503535151482,
-0.03565791994333267,
0.036334168165922165,
0.01223845686763525,
0.005861994810402393,
-0.007933815009891987,
0.0578814372420311,
-0.009973260574042797,
-0.014533977024257183,
-0.003868842264637351,
-0.006564093288034201,
0.025436900556087494,
0.00776499742642045,
0.029237668961286545,
0.011145922355353832,
-0.018206099048256874,
0.02544821985065937,
0.03690849617123604,
-0.0027611865662038326,
-0.012711478397250175,
0.0016902206698432565,
-0.00045891653280705214,
0.052672527730464935,
0.03383777663111687,
0.01330462284386158,
0.024845091626048088,
0.04548680782318115,
-0.017294710502028465,
0.029449179768562317,
-0.004853691905736923,
0.012404150329530239,
-0.10715710371732712,
-0.03229048103094101,
0.021134529262781143,
0.03899533674120903,
0.016625655815005302,
-0.044416457414627075,
-0.012505268678069115,
0.05632585659623146,
-0.015192430466413498,
0.007501928135752678,
0.005337554961442947,
0.004558965098112822,
-0.009252890944480896,
0.020345836877822876,
-0.021741576492786407,
-0.002507261699065566,
0.010135981254279613,
0.014195399358868599,
-0.01166454516351223,
0.0026747032534331083,
0.015608858317136765,
-0.012815603986382484,
-0.026089457795023918,
-0.0058320388197898865,
0.033839549869298935,
-0.0619627982378006,
0.02472775988280773,
-0.016817772760987282,
-0.0331655815243721,
0.024848587810993195,
0.021139342337846756,
0.03707720711827278,
0.01813582144677639,
0.004297314211726189,
0.027753673493862152,
0.038151856511831284,
0.024150120094418526,
0.0029673187527805567,
0.013329282402992249,
0.0160387996584177,
0.02975379303097725,
0.036171335726976395,
-0.036695417016744614,
0.0030420906841754913,
0.00033425490255467594,
-0.0016164870467036963,
-0.04878852888941765,
0.07232809066772461,
-0.013356640003621578,
-0.02134150266647339,
-0.009172609075903893,
0.01346213836222887,
0.01815747655928135,
-0.04526832327246666,
-0.025862256065011024,
-0.014389369636774063,
0.020160071551799774,
0.06153688579797745,
0.049679361283779144,
-0.03202914819121361,
0.01084988284856081,
-0.03438219055533409,
-0.023181216791272163,
0.006573474500328302,
-0.004825211130082607,
-0.031658321619033813,
-0.05065236613154411,
0.006608859170228243,
0.010477838106453419,
-0.02233242429792881,
-0.04745323956012726,
-0.0068647731095552444,
-0.03760306164622307,
0.044930294156074524,
-0.01077253371477127,
0.016791870817542076,
0.014953285455703735,
-0.004493432119488716,
-0.008029825985431671,
-0.08019107580184937,
0.04609466344118118,
0.032441962510347366,
-0.022742684930562973,
-0.05196310207247734,
0.03081534430384636,
-0.02381773665547371,
-0.0019507560646161437,
0.06031012162566185,
0.03612670302391052,
0.00786495115607977,
-0.0024806023575365543,
0.01401632558554411,
-0.02047089859843254,
-0.06551950424909592,
0.03564300388097763,
-0.0009372499771416187,
-0.017032204195857048,
-0.014302515424787998,
-0.019338494166731834,
-0.011068123392760754,
0.029682524502277374,
0.000634242023807019,
0.019361326470971107,
0.018901653587818146,
0.027142025530338287,
-0.017567699775099754,
0.020559603348374367,
-0.013652237132191658,
0.001855675014667213,
0.04367195814847946,
-0.004393368028104305,
0.006719713564962149,
0.03959396481513977,
0.012703480198979378,
-0.04915301874279976,
0.03315342590212822,
-0.060231491923332214,
0.014705401845276356,
-0.011388719081878662,
0.02180618979036808,
-0.009225135669112206,
-0.0656074807047844,
0.02475421503186226,
0.013640650548040867,
-0.004780903924256563,
0.006275479216128588,
0.03014945611357689,
0.018137654289603233,
0.0490962415933609,
-0.030397355556488037,
-0.007438495755195618,
0.010136325843632221,
-0.033593907952308655,
-0.009900333359837532,
0.011795468628406525,
0.06698443740606308,
-0.014521530829370022,
0.01400867011398077,
0.05630434677004814,
0.006719284690916538,
0.00645456463098526,
-0.015418549999594688,
0.07015510648488998,
-0.02775404043495655,
0.003863199846819043,
0.008925764821469784,
-0.015978021547198296,
0.04422350972890854,
-0.0004665151936933398,
-0.007913827896118164,
0.05476147308945656,
-0.0745796412229538,
-0.0025690272450447083,
-0.07252278923988342,
-0.027575548738241196,
-0.009302477352321148,
0.027458207681775093,
0.02380695939064026,
0.033520519733428955,
0.015676574781537056,
0.01270010694861412,
-0.01793542504310608,
-0.02766096591949463,
0.0031011009123176336,
0.02131851762533188,
0.00554297398775816,
-0.03259507939219475,
-0.0028721776325255632,
-0.012781290337443352,
-0.018087223172187805,
-0.027847273275256157,
-0.013259788043797016,
0.01619015820324421,
0.08510368317365646,
0.030545439571142197,
-0.032518841326236725,
-0.018905580043792725,
-0.0058599803596735,
0.017156237736344337,
-0.07395622879266739,
-0.0089963898062706,
-0.040575604885816574,
0.006180521100759506,
0.0050634159706532955,
-0.024764539673924446
] |
<p>I have some project categories $(PC_1, ... ,PC_n)$ and some institutions $(I_1, ..., I_n)$ and would like to determine how fairly projects are assigned to institutions and their project categories by some external sources.</p>
<p>I was thinking about using some chi square based measure for this. Basically I have a two dimensional contingency table where one dimension corresponds to the project categories and the other to the institutions. Each cell of the contingency table counts the number of projects that each institution ‘runs’ for a particular project category.</p>
<p>I could determine $(O – E)\cdot|O-E|/E$ for each cell. Here:</p>
<ul>
<li>$O$ is the observer number of projects</li>
<li>$E$ is the expected number of projects</li>
</ul>
<p>IMHO this would give me a value for each cell which indicates how much the observed value differs from the expected value and thus how fairly the resources were assigned for an institution and project category. In other words a negative value indicates ‘unfairness’, a positive value indicates ‘favouritism’ and a value close to zero indicates ‘fairness’. What do you think?</p> | 35,719 | [
-0.024160651490092278,
0.005256539210677147,
-0.03625136986374855,
-0.017987141385674477,
0.05878331884741783,
0.009797939099371433,
0.0071746548637747765,
0.0017378763295710087,
0.01475563459098339,
0.012177083641290665,
0.05059690773487091,
0.030356550589203835,
0.04822452738881111,
0.027626371011137962,
0.011486806906759739,
-0.007223246619105339,
-0.01747618056833744,
0.018448546528816223,
-0.0370003841817379,
-0.005187292583286762,
0.04071752727031708,
0.025685688480734825,
0.012502838857471943,
0.01642448455095291,
-0.06449717283248901,
0.06754518300294876,
-0.00004622845153789967,
-0.015154397115111351,
-0.03663058951497078,
0.055565692484378815,
-0.0027542971074581146,
-0.008220730349421501,
0.01940944604575634,
0.0007413489511236548,
0.00004692085713031702,
-0.010449669323861599,
-0.0136646693572402,
-0.03045377880334854,
-0.005060912575572729,
0.02396523393690586,
-0.021328583359718323,
-0.00592647073790431,
0.008713953197002411,
0.01842811331152916,
0.018240543082356453,
0.009192022494971752,
0.001610361272469163,
-0.023274226114153862,
0.003155316924676299,
-0.03542365878820419,
0.047815218567848206,
0.004879474174231291,
0.0206769946962595,
-0.010585814714431763,
-0.0061547099612653255,
-0.030100993812084198,
-0.0001631724735489115,
0.056916460394859314,
-0.010795453563332558,
-0.021050522103905678,
0.025539688766002655,
0.0044066584669053555,
0.008442087098956108,
-0.014089638367295265,
-0.018615195527672768,
0.020879307761788368,
0.009510012343525887,
-0.04560559615492821,
0.04068101942539215,
-0.00980545487254858,
0.004939874168485403,
0.020679302513599396,
0.0139590660110116,
-0.021025070920586586,
0.018829334527254105,
-0.043174996972084045,
0.0035647337790578604,
0.0009829062037169933,
0.003399400506168604,
0.03190420940518379,
-0.03622917830944061,
0.014849823899567127,
-0.016068128868937492,
0.052773237228393555,
0.03491610661149025,
-0.03970916196703911,
0.04709164798259735,
-0.07795126736164093,
0.0206956434994936,
0.011373358778655529,
-0.006762471981346607,
-0.017097707837820053,
0.033770374953746796,
0.000813925638794899,
-0.058331508189439774,
0.024437222629785538,
-0.016748476773500443,
0.038040775805711746,
0.0025511456187814474,
-0.004724238533526659,
-0.004074690863490105,
-0.035849954932928085,
0.025898216292262077,
0.036197807639837265,
-0.04942796006798744,
0.0013004124630242586,
-0.027928223833441734,
0.027558762580156326,
-0.01257372461259365,
-0.006736119743436575,
0.0006055222474969923,
0.027612818405032158,
0.06249338015913963,
0.04861217364668846,
0.013383529148995876,
-0.027002552524209023,
0.00008742790669202805,
-0.02936670556664467,
0.031597886234521866,
0.050625164061784744,
0.031030649319291115,
-0.03882189840078354,
0.03828878700733185,
0.0011436017230153084,
-0.06330180913209915,
0.02677781693637371,
0.04908176511526108,
-0.010780151933431625,
-0.0426621176302433,
0.05811058357357979,
0.04176035523414612,
0.01458258181810379,
0.021338380873203278,
0.016404008492827415,
0.02606099098920822,
0.008013730868697166,
-0.09845470637083054,
-0.0872889831662178,
0.023756299167871475,
0.010416141711175442,
-0.007088252808898687,
-0.06199684739112854,
-0.05699063464999199,
-0.007161092013120651,
0.08806471526622772,
-0.01960858330130577,
0.02478993684053421,
0.00045230722753331065,
0.03155355527997017,
0.03094707429409027,
-0.017569245770573616,
0.012122660875320435,
-0.026174258440732956,
-0.04082315415143967,
-0.003949948586523533,
-0.05933263525366783,
0.0318172313272953,
0.022680247202515602,
-0.011940189637243748,
0.0015738316578790545,
0.013491721823811531,
0.022576551884412766,
-0.01582430675625801,
-0.013184203766286373,
0.011131049133837223,
-0.021006926894187927,
0.07962401956319809,
-0.018127882853150368,
0.011465683579444885,
-0.0013377964496612549,
0.025668082758784294,
0.02372664399445057,
0.0435536727309227,
0.021143805235624313,
0.05670560151338577,
-0.032676827162504196,
0.02475184202194214,
-0.017468128353357315,
-0.0006604563095606863,
-0.014334178529679775,
-0.03820352256298065,
-0.02515852265059948,
-0.00497956108301878,
-0.002638021716848016,
0.03622857853770256,
0.04903833940625191,
0.006535809952765703,
-0.010446631349623203,
0.0641852468252182,
-0.06257537007331848,
-0.05114378780126572,
-0.0777854397892952,
0.00273546832613647,
0.007542084902524948,
-0.041607193648815155,
0.01975417695939541,
-0.019183481112122536,
-0.02596133016049862,
-0.0037459596060216427,
0.0013064895756542683,
-0.0002227527293143794,
0.00555769307538867,
0.018581636250019073,
-0.06016124412417412,
-0.014733516611158848,
0.052207350730895996,
0.017002306878566742,
0.011716492474079132,
0.05800771340727806,
-0.054021451622247696,
-0.08612442761659622,
-0.00036285401438362896,
-0.03768393397331238,
0.03604986146092415,
-0.008087331429123878,
0.015834221616387367,
-0.014739727601408958,
0.006331195589154959,
-0.018654562532901764,
0.03916745260357857,
-0.04182109236717224,
0.0633447915315628,
0.06973259150981903,
0.017218120396137238,
0.025727827101945877,
0.017118874937295914,
0.005789499264210463,
0.02538103424012661,
-0.009711532853543758,
-0.014839459210634232,
-0.04765665531158447,
0.0174330435693264,
0.005540890619158745,
0.008907195180654526,
-0.041825536638498306,
0.02521774172782898,
0.00810396857559681,
-0.004461543168872595,
0.0035147094167768955,
-0.00203114515170455,
-0.021037623286247253,
0.015089410357177258,
0.004677364602684975,
0.017117401584982872,
-0.012702957727015018,
0.03739234432578087,
0.013273773714900017,
-0.0008072728523984551,
0.003940091002732515,
-0.021534258499741554,
-0.02555333636701107,
0.040121786296367645,
-0.011224254965782166,
0.016467178240418434,
-0.017822738736867905,
-0.01939387060701847,
0.05503867566585541,
0.004664476495236158,
0.0008077232050709426,
0.0409519225358963,
-0.007689300924539566,
-0.005730293691158295,
0.023981858044862747,
-0.028821444138884544,
0.01598137803375721,
-0.0033868649043142796,
-0.06349163502454758,
0.007058123126626015,
0.03411133587360382,
0.01108649279922247,
0.04774351790547371,
-0.004883300978690386,
-0.001144322333857417,
-0.07446636259555817,
0.010967884212732315,
0.02934740111231804,
-0.00011431158782215789,
-0.016428722068667412,
-0.00484138960018754,
-0.02260671742260456,
-0.02819555066525936,
-0.010302315466105938,
0.01812669076025486,
0.03537268191576004,
-0.0010590020101517439,
-0.008754602633416653,
-0.026406588032841682,
-0.026053154841065407,
0.03332914412021637,
-0.012008474208414555,
-0.013214712031185627,
0.06037192419171333,
0.011004075407981873,
-0.010774459689855576,
0.005923909600824118,
-0.006180528551340103,
-0.024567805230617523,
-0.03530557453632355,
-0.06684090942144394,
0.009436334483325481,
0.019926033914089203,
-0.030654989182949066,
0.0437505766749382,
-0.047060560435056686,
-0.020616518333554268,
0.020504573360085487,
0.024007713422179222,
0.019042568281292915,
0.01317740697413683,
0.022072676569223404,
0.03180777654051781,
0.019238878041505814,
-0.042353078722953796,
-0.0744723528623581,
-0.054989006370306015,
0.0019486350938677788,
-0.011929932981729507,
0.024456895887851715,
0.0271266121417284,
-0.028951264917850494,
0.06269524246454239,
0.0644657090306282,
-0.023633325472474098,
-0.062009476125240326,
-0.03590134531259537,
-0.031902093440294266,
-0.004400584846735001,
-0.0010226648300886154,
0.039586391299963,
-0.010949550196528435,
0.013587393797934055,
0.018473373726010323,
0.03402546048164368,
0.03959400951862335,
-0.0052277809008955956,
-0.0033996261190623045,
-0.005803436506539583,
-0.012969265691936016,
-0.029518431052565575,
0.03151107579469681,
0.02403366006910801,
-0.030002932995557785,
0.01179893221706152,
0.018583904951810837,
0.030209286138415337,
0.0070488532073795795,
-0.029728874564170837,
-0.03159224987030029,
-0.034362565726041794,
0.016022376716136932,
-0.001427765586413443,
0.04889792203903198,
0.03726464509963989,
0.019264671951532364,
-0.005308995954692364,
0.014152729883790016,
-0.00684778206050396,
-0.052645713090896606,
0.004321059212088585,
0.08856834471225739,
0.010932516306638718,
0.015617053024470806,
0.0048591746017336845,
-0.05429030954837799,
0.01948905922472477,
0.02742762863636017,
-0.058364517986774445,
-0.02040979452431202,
0.02191515825688839,
0.03676730394363403,
0.02637692540884018,
-0.02180604822933674,
-0.017484091222286224,
0.0007938669295981526,
-0.05803419649600983,
-0.015114586800336838,
-0.03993534296751022,
0.07986617833375931,
0.0046358839608728886,
0.017348507419228554,
-0.02021053619682789,
-0.010852615348994732,
-0.020778337493538857,
-0.009213382378220558,
-0.0429723896086216,
0.005103160627186298,
-0.036328721791505814,
0.030854584649205208,
-0.01017745304852724,
-0.001404368318617344,
0.020778387784957886,
-0.0055701881647109985,
0.014071560464799404,
-0.0020831706933677197,
0.021776555106043816,
-0.005499690305441618,
0.0342964269220829,
-0.042346350848674774,
-0.008952692151069641,
-0.0006339821266010404,
-0.017346445471048355,
0.02629109099507332,
-0.0030573164112865925,
0.06254325062036514,
-0.0268368199467659,
-0.016513751819729805,
-0.013184580020606518,
-0.015878841280937195,
-0.015172535553574562,
0.03009556233882904,
0.007045740727335215,
-0.021222997456789017,
0.010176829062402248,
-0.025102965533733368,
0.03335504233837128,
-0.045230455696582794,
0.04780780151486397,
0.03923942148685455,
-0.000405716709792614,
0.011938482522964478,
-0.0037859485018998384,
-0.03273271769285202,
-0.0014964269939810038,
0.04136763513088226,
0.04111359268426895,
-0.004900888539850712,
0.04739506542682648,
0.049037523567676544,
-0.03150549530982971,
-0.006454499904066324,
0.06873992085456848,
0.05082876980304718,
-0.01081043854355812,
-0.008836308494210243,
-0.006897048093378544,
-0.01182802114635706,
-0.0366281196475029,
-0.01085899118334055,
0.009148415178060532,
0.033420003950595856,
0.003806209657341242,
0.028698893263936043,
0.0052582076750695705,
-0.031016802415251732,
0.011613704264163971,
-0.010122230276465416,
0.031919367611408234,
0.00663911085575819,
-0.02342892438173294,
0.015306506305932999,
0.037913233041763306,
0.016237545758485794,
0.047171611338853836,
0.005334766581654549,
-0.0930190458893776,
0.004000378306955099,
0.03676572069525719,
0.024713201448321342,
-0.024782592430710793,
-0.058023601770401,
-0.02409052848815918,
-0.009484418667852879,
0.0223249364644289,
-0.02562265656888485,
0.015473423525691032,
-0.01530641783028841,
0.014536050148308277,
-0.05582387372851372,
0.011953890323638916,
-0.02877373807132244,
0.01694762147963047,
0.01118032168596983,
0.022618211805820465,
-0.025311725214123726,
-0.045282378792762756,
-0.038084276020526886,
0.0009892885573208332,
0.05724106729030609,
0.0016858094604685903,
-0.013949362561106682,
-0.041517164558172226,
0.01785670407116413,
0.07215876132249832,
-0.03635702282190323,
-0.04270002245903015,
0.016502579674124718,
0.03625209629535675,
0.02446816675364971,
0.05887327715754509,
-0.003480165731161833,
-0.021329445764422417,
-0.014983557164669037,
-0.02578083798289299,
-0.03930589184165001,
0.00862962193787098,
-0.04352208226919174,
0.06697740405797958,
0.02197110839188099,
-0.01758633367717266,
0.0531255342066288,
0.05560846999287605,
-0.05753154307603836,
-0.013372989371418953,
-0.0299749244004488,
0.028582878410816193,
-0.0023192879743874073,
0.02705855295062065,
-0.006697255186736584,
0.0027016063686460257,
-0.03808806091547012,
0.00022491466370411217,
0.011189034208655357,
0.07881635427474976,
-0.01783817447721958,
-0.01859586127102375,
0.00460467766970396,
0.012623091228306293,
-0.027545087039470673,
-0.004994450137019157,
0.01894373632967472,
0.013443773612380028,
0.031502094119787216,
-0.035090893507003784,
0.007039302494376898,
-0.011375799775123596,
0.039930492639541626,
0.002863159403204918,
-0.033090416342020035,
0.027427317574620247,
-0.06383202224969864,
-0.0019303126027807593,
0.01614909991621971,
0.00293111614882946,
0.040805425494909286,
-0.026076121255755424,
0.0497468039393425,
0.015816425904631615,
0.02224830538034439,
-0.02546229213476181,
0.06073172762989998,
0.007630154490470886,
0.02588268555700779,
-0.023271989077329636,
0.005442512687295675,
0.01978525146842003,
-0.001218383084051311,
-0.07591041922569275,
-0.0299206655472517,
-0.010219171643257141,
-0.01493037585169077,
-0.023147117346525192,
-0.011652633547782898,
-0.03866150975227356,
0.026406828314065933,
-0.042299460619688034,
-0.02492433227598667,
0.07419054955244064,
-0.008055740967392921,
-0.009046908468008041,
-0.004141660872846842,
-0.015443168580532074,
0.08095889538526535,
-0.021916724741458893,
-0.027842171490192413,
-0.012757984921336174,
-0.026231132447719574,
-0.01400599256157875,
-0.011212700977921486,
0.010276439599692822,
-0.048998020589351654,
-0.013541342690587044,
0.0002621221065055579,
0.013406479731202126,
0.03325500339269638,
0.016001706942915916,
-0.010711360722780228,
-0.00535002863034606,
-0.049668874591588974,
-0.010722730308771133,
0.004526255186647177,
-0.006828833371400833,
0.014010821469128132,
-0.015619311481714249,
-0.02864072658121586,
-0.011658365838229656,
-0.031346049159765244,
-0.0016407521907240152,
-0.013490025885403156,
0.03195450082421303,
-0.023308662697672844,
0.010279462672770023,
0.03276985511183739,
0.014353988692164421,
-0.04627399891614914,
0.014046277850866318,
0.008502280339598656,
0.04280664026737213,
0.00564843975007534,
-0.017106637358665466,
0.004102752078324556,
0.03145484998822212,
-0.020695680752396584,
-0.005449358373880386,
-0.03465200960636139,
-0.014451039023697376,
0.050572723150253296,
-0.012517556548118591,
0.05780312418937683,
0.03767860308289528,
0.021086785942316055,
-0.03315688669681549,
-0.018254071474075317,
0.0011616786941885948,
0.011922087520360947,
0.036714594811201096,
0.018099060282111168,
-0.0464269183576107,
-0.0011013501789420843,
0.02089044451713562,
0.009633354842662811,
0.004021947737783194,
0.04070026054978371,
0.005330903455615044,
0.013449272140860558,
0.0444030687212944,
-0.028515195474028587,
-0.02875712513923645,
0.059539929032325745,
-0.034216299653053284,
-0.008336317725479603,
-0.03507096320390701,
-0.06302487850189209,
0.028554189950227737,
0.05603272095322609,
-0.04100561887025833,
-0.047696422785520554,
-0.021775877103209496,
-0.06165265664458275,
-0.008351996541023254,
0.010624300688505173,
0.0023052121978253126,
-0.0050216480158269405,
-0.016993440687656403,
0.019067607820034027,
0.0013011092087253928,
0.016907138749957085,
-0.06076188012957573,
-0.0410262756049633,
-0.0045840018428862095,
-0.01002482045441866,
-0.04304414987564087,
-0.0075567360036075115,
0.012344718910753727,
0.00824282318353653,
0.012239480391144753,
-0.036840956658124924,
0.0017131281783804297,
-0.008150280453264713,
0.017707958817481995,
-0.012006754986941814,
0.053905703127384186,
-0.004111031070351601,
-0.010722354054450989,
0.0005730044795200229,
-0.010654976591467857,
0.1266585886478424,
0.061212632805109024,
0.05543310567736626,
-0.050087593495845795,
0.034173447638750076,
0.025562753900885582,
-0.016033872961997986,
-0.03997384011745453,
0.038208868354558945,
-0.019657881930470467,
0.017235346138477325,
0.03031439334154129,
0.06529258191585541,
0.06445460766553879,
-0.0034536405000835657,
0.07444658130407333,
-0.006775213405489922,
-0.02487604133784771,
0.007550064008682966,
0.0005555665120482445,
-0.009369747713208199,
-0.02887413091957569,
-0.02997598610818386,
0.052248936146497726,
0.05916466936469078,
0.02333892323076725,
-0.017430927604436874,
0.003760650986805558,
-0.0020285635255277157,
-0.04927065595984459,
-0.016756244003772736,
0.03149786964058876,
0.029718484729528427,
0.0034627974964678288,
-0.024925781413912773,
-0.008465022780001163,
-0.008402345702052116,
-0.02832331694662571,
0.015869971364736557,
0.043356552720069885,
0.025376178324222565,
-0.024621764197945595,
0.03861801698803902,
0.01567678339779377,
-0.029483141377568245,
-0.015277926810085773,
-0.050218939781188965,
0.0376293919980526,
0.013674480840563774,
-0.03439139574766159,
-0.031066259369254112,
-0.011994744651019573,
0.007580135483294725,
-0.022733760997653008,
-0.038657233119010925,
0.0021519684232771397,
0.021208709105849266,
-0.019677089527249336,
-0.006782636512070894,
0.017272982746362686,
0.015301261097192764,
-0.020137900486588478,
0.013124716468155384,
0.018226521089673042,
-0.028414087370038033,
-0.0422314777970314,
-0.02838776633143425,
0.0970405787229538,
0.006838125642389059,
-0.023210128769278526,
0.0064133545383811,
-0.027441125363111496,
-0.03549438342452049,
-0.01798969693481922,
-0.04332705959677696,
-0.0017904373817145824,
0.04944753274321556,
0.002492963569238782,
-0.043326493352651596,
0.008503892458975315,
-0.023160625249147415,
0.02267128974199295,
-0.0287043247371912,
-0.003361821174621582,
-0.03923613205552101,
-0.0102755231782794,
0.029006043449044228,
-0.010902924463152885,
0.021611252799630165,
0.033744119107723236,
0.032883141189813614,
0.08320263028144836,
0.013476194813847542,
-0.03244037926197052,
-0.020911697298288345,
-0.05128953605890274,
-0.05305980518460274,
0.021045148372650146,
0.009100770577788353,
0.05969514325261116,
-0.009026830084621906,
0.0042849513702094555,
-0.021553155034780502,
0.08104296028614044,
0.010849262587726116,
0.015902839601039886,
0.021090533584356308,
-0.07912193238735199,
-0.015484458766877651,
-0.010308317840099335,
-0.005515451543033123,
-0.025507714599370956,
0.0007297371630556881,
-0.02894231677055359,
-0.0447993203997612,
0.015662655234336853,
-0.030138714239001274,
-0.027312494814395905,
-0.016599271446466446,
-0.06227871775627136,
0.0476226806640625,
-0.004097719676792622,
-0.013067846186459064,
-0.04012126103043556,
-0.02268691547214985,
0.008087134920060635,
-0.01640278659760952,
-0.005127664655447006,
0.022360166534781456,
0.008361537009477615,
0.0023061903193593025,
0.008943680673837662,
-0.006335197947919369,
0.0139992143958807,
0.010867241770029068,
0.01283499225974083,
0.022118056192994118,
0.04965299367904663,
-0.022516373544931412,
-0.01952369138598442,
0.03941154479980469,
-0.011829488910734653,
-0.027396826073527336,
0.026781899854540825,
-0.02232491597533226,
0.04915643110871315,
0.008536378853023052,
-0.01469456311315298,
-0.03219236433506012,
-0.0006677005439996719,
-0.03821408003568649,
-0.03556610643863678,
-0.030179690569639206,
-0.007090695668011904,
-0.021527636796236038,
-0.036644645035266876,
0.002827404299750924,
-0.008002275601029396,
-0.017210310325026512,
-0.0015652735019102693,
0.05452051758766174,
-0.009821091778576374,
-0.0026182583533227444,
-0.05065646395087242,
-0.00815752986818552,
0.010336044244468212,
0.010125342756509781,
-0.004715482238680124,
-0.021815946325659752,
0.0463012158870697,
-0.04309818148612976,
-0.0018834637012332678,
-0.015344623476266861,
0.02348952181637287,
-0.0593649260699749,
-0.026411034166812897,
0.018448127433657646,
-0.007644168101251125,
0.006618240848183632,
-0.04683306813240051,
0.02727060206234455,
0.02141292206943035,
-0.04243665933609009,
0.042252931743860245,
-0.002085776999592781,
-0.031349506229162216,
-0.05048219487071037,
0.0407862663269043,
-0.04189272224903107,
-0.0023278684820979834,
0.007533293683081865,
0.009115437977015972,
0.01284149382263422,
0.024545008316636086,
0.01825469546020031,
-0.011501636356115341,
0.010365416295826435,
-0.008241233415901661,
0.017974810674786568,
-0.04813341796398163,
0.04325277358293533,
-0.0061224098317325115,
-0.05114259198307991,
0.04933323711156845,
0.0007548951543867588,
-0.0018518833676353097,
0.006253437139093876,
0.02413833700120449,
0.04367170110344887,
0.07029615342617035,
0.04595603421330452,
-0.007035695947706699,
-0.041600681841373444,
-0.0002675470896065235,
0.03136184811592102,
0.027917493134737015,
-0.0027727067936211824,
0.05360211431980133,
0.06307999044656754,
0.025257542729377747,
-0.008545046672224998,
0.007986648939549923,
0.0018593176500871778,
-0.03225595876574516,
0.004489043261855841,
-0.06797760725021362,
0.029952941462397575,
-0.0012700783554464579,
0.04282610863447189,
-0.05951336398720741,
0.02660784311592579,
-0.010994154028594494,
0.013466674834489822,
-0.0018834394868463278,
0.0004466479877009988,
0.0032571519259363413,
-0.03600691258907318,
0.011814119294285774,
0.013158881105482578,
0.007196186576038599,
-0.06318605691194534,
-0.03579419478774071,
-0.03639230504631996,
-0.016327885910868645,
-0.007154127582907677,
-0.026529181748628616,
-0.01726471073925495,
0.03419679030776024,
-0.033562395721673965,
-0.0008837625500746071,
0.05261775106191635,
0.006887009367346764,
0.04918733984231949,
-0.06241399422287941,
0.024070385843515396,
0.0013777439016848803,
0.010592320002615452,
0.003680068301036954,
-0.01187179796397686,
-0.07790815085172653,
0.019879771396517754,
0.07534940540790558,
0.0063014947809278965,
-0.010956834070384502,
-0.0060391779989004135,
0.033432308584451675,
0.009589032270014286,
-0.04705248400568962,
0.03324444591999054,
-0.0325840525329113,
-0.0006459244177676737,
-0.022985972464084625,
-0.025448879227042198,
0.02009694278240204,
-0.014866442419588566,
0.02530418150126934,
-0.008391893468797207,
-0.017503906041383743,
-0.007795695215463638,
-0.015368529595434666,
0.03189351409673691,
-0.0018136902945116162,
0.0020029854495078325,
0.04280876740813255,
0.02420045994222164,
0.007320931181311607,
-0.017942283302545547,
-0.00041436805622652173,
-0.053722038865089417,
0.08032001554965973,
-0.026258835569024086,
-0.02684970386326313,
0.00837025698274374,
0.017034096643328667,
0.021700456738471985,
-0.07095734775066376,
-0.03033551014959812,
0.0223576370626688,
-0.04355253279209137,
0.006928741000592709,
0.030358564108610153,
0.00967740174382925,
0.0002500496048014611,
0.014789620414376259,
0.026458431035280228,
-0.03744541108608246,
-0.02122255600988865,
0.014564614742994308,
0.038189735263586044,
0.03347688540816307,
0.02279597893357277,
0.0073686633259058,
0.027263350784778595,
-0.009201700799167156,
0.014623051509261131,
0.030655885115265846,
0.0009732078178785741,
0.02901645004749298,
-0.0017095596995204687,
0.04012254625558853,
0.015082700178027153,
0.014595710672438145,
-0.027286723256111145,
-0.023664748296141624,
0.050750184804201126,
0.005895543377846479,
0.02524961717426777,
-0.07378063350915909,
0.0019566600676625967,
-0.02286713942885399,
0.0095497015863657,
-0.0074069201946258545,
0.04156595841050148,
-0.022351816296577454,
0.0017890657763928175,
-0.00954833161085844,
0.014274816028773785,
0.007111689075827599,
-0.032355546951293945,
0.03496856614947319,
-0.029149848967790604,
-0.0016377177089452744,
0.014379937201738358,
-0.02129569835960865,
-0.007095250766724348,
-0.028451310470700264,
0.05264311283826828,
0.03516269475221634,
0.02730984054505825,
-0.00473235547542572,
-0.031076261773705482,
0.04665322229266167,
0.053146082907915115,
-0.04386284947395325,
-0.045987412333488464,
-0.03835645318031311,
0.026161981746554375,
0.013942860066890717,
-0.026501381769776344
] |
<p>I'm playing with support vector machines (SVM) using the e1071::svm() function in R, and I encountered a scenario where I asked it for a leave-one-out cross-validated classification of a 2-category response and obtained a total accuracy of 38% (35/90), which, given 90 samples, ends up with a 95% confidence interval that is <strong>below</strong> chance. Should I consider this a fluke, and if not, how is it possible for an SVM to become anti-predictive?</p>
<p>In case it matters, I used default values for the cost and gamma parameters, and the data predicting the response was a 8192 item vector representing 500 milliseconds of electroencephalogram data collected across 64 electrodes. </p> | 35,721 | [
-0.020517498254776,
-0.041681233793497086,
-0.0023488153237849474,
-0.02019122801721096,
0.01414512936025858,
-0.049646247178316116,
-0.019411148503422737,
0.033964674919843674,
0.051955293864011765,
-0.013571933843195438,
0.034576017409563065,
0.015949858352541924,
0.05608542636036873,
0.059646476060152054,
-0.017212936654686928,
0.014259451068937778,
0.01860998384654522,
0.009021516889333725,
0.02102155238389969,
-0.005794551223516464,
-0.02208499237895012,
0.0024951633531600237,
-0.029417095705866814,
-0.023514188826084137,
-0.011367293074727058,
0.05492805689573288,
0.0268048457801342,
-0.011060148477554321,
-0.0008272831328213215,
0.07069382816553116,
-0.06092802807688713,
-0.052539288997650146,
0.01634129136800766,
0.021607350558042526,
0.02106470800936222,
0.00000779848596721422,
-0.024478623643517494,
-0.03114323318004608,
0.0004517927300184965,
0.05873921141028404,
0.022124117240309715,
0.00798838771879673,
-0.009485366754233837,
0.08187593519687653,
-0.03199027478694916,
0.019036568701267242,
-0.04134271666407585,
-0.034270044416189194,
0.038092974573373795,
-0.006293607410043478,
0.05721702426671982,
-0.015883654356002808,
0.0495012141764164,
0.022862296551465988,
-0.022227004170417786,
0.01475736778229475,
0.08327730745077133,
0.05519658327102661,
-0.009830367751419544,
-0.062493063509464264,
-0.02755536139011383,
-0.025317711755633354,
-0.009083750657737255,
-0.019992195069789886,
-0.006542854011058807,
0.04016541317105293,
0.02738375961780548,
-0.023600339889526367,
0.04169490188360214,
-0.010412520729005337,
0.013556036166846752,
0.020988833159208298,
-0.013695674017071724,
0.006846346892416477,
0.03610469773411751,
-0.023719100281596184,
0.008515306748449802,
0.015565062873065472,
0.013205236755311489,
0.03893443942070007,
0.012075306847691536,
0.009316345676779747,
0.024266233667731285,
0.03809472918510437,
0.022765761241316795,
-0.007566266227513552,
0.028419461101293564,
-0.024301493540406227,
-0.006032553501427174,
0.023342974483966827,
-0.03518557921051979,
0.05943267419934273,
0.029689690098166466,
0.00816700141876936,
-0.06058220565319061,
0.043481115251779556,
-0.012833656743168831,
0.029640791937708855,
0.03480656445026398,
-0.015530452132225037,
-0.016682947054505348,
0.0031398057471960783,
0.03625746816396713,
0.028245968744158745,
-0.05911971628665924,
-0.010981877334415913,
-0.023488609120249748,
-0.011486262083053589,
-0.013207241892814636,
-0.0325196199119091,
0.015084343031048775,
0.026120837777853012,
0.0185023732483387,
0.013125238008797169,
0.019776124507188797,
-0.008030532859265804,
-0.04872424900531769,
-0.031024623662233353,
0.021050691604614258,
0.024762079119682312,
0.025166910141706467,
-0.003757328959181905,
-0.010105172172188759,
-0.03373377025127411,
-0.01097625121474266,
0.002468134043738246,
0.04750186949968338,
-0.017827875912189484,
-0.05581236630678177,
0.05097390338778496,
0.006703042425215244,
-0.04573853686451912,
0.04117919132113457,
-0.03673326224088669,
0.010843894444406033,
-0.02360421046614647,
-0.10217072814702988,
-0.06110658869147301,
0.018537994474172592,
-0.009310895577073097,
-0.016740653663873672,
-0.04037351906299591,
-0.019941503182053566,
0.012790998443961143,
0.0483325757086277,
0.01470367331057787,
0.05202878639101982,
0.0014886801363900304,
0.0389547161757946,
0.02533157914876938,
-0.06285076588392258,
0.012391160242259502,
-0.038499265909194946,
0.004399019759148359,
-0.04529640078544617,
-0.025196289643645287,
0.024189643561840057,
-0.004977515432983637,
0.009695623070001602,
0.013640156015753746,
-0.03708779439330101,
-0.0190053042024374,
-0.013254155404865742,
-0.032677795737981796,
-0.006200916133821011,
-0.047052331268787384,
0.053833745419979095,
0.022932741791009903,
0.00292963907122612,
0.001035381923429668,
-0.03909800946712494,
0.01187719777226448,
0.053427353501319885,
0.025382474064826965,
0.03843562677502632,
0.03020813874900341,
0.020630870014429092,
-0.04206804558634758,
0.05046563968062401,
0.001457294332794845,
-0.015241919085383415,
-0.010003033094108105,
-0.019089389592409134,
0.01795763149857521,
-0.0046366360038518906,
0.06128614395856857,
-0.03208804875612259,
-0.039787497371435165,
0.0409076027572155,
-0.006461771670728922,
-0.03418567404150963,
-0.035551849752664566,
0.015231683850288391,
0.004114849958568811,
-0.02729443646967411,
0.060731422156095505,
0.013770248740911484,
0.016255635768175125,
0.014471122995018959,
-0.0030440352857112885,
-0.03955445811152458,
0.00952682550996542,
0.0428105853497982,
-0.05677470564842224,
-0.01651737093925476,
0.04490126669406891,
-0.003148469841107726,
-0.035007722675800323,
0.021235009655356407,
-0.022393865510821342,
-0.10453213006258011,
0.00015255494508892298,
-0.01781223900616169,
0.02750403620302677,
-0.00653478316962719,
-0.03762590512633324,
0.011342435143887997,
-0.014389044605195522,
-0.028373515233397484,
0.048006024211645126,
-0.047915372997522354,
0.046268392354249954,
0.042347148060798645,
-0.015662550926208496,
-0.019327031448483467,
-0.008526424877345562,
0.01080966368317604,
0.006195989437401295,
-0.007199276238679886,
-0.004283166490495205,
-0.027295000851154327,
0.00158183672465384,
0.03544037416577339,
0.02477537840604782,
0.016753479838371277,
-0.014107161201536655,
-0.003610647516325116,
0.00560024892911315,
0.012998820282518864,
0.018288740888237953,
0.004662372171878815,
-0.01998504437506199,
0.022738803178071976,
0.0230756513774395,
0.0027085738256573677,
-0.015605073422193527,
0.02424319088459015,
-0.0029094526544213295,
-0.021448355168104172,
0.011508258059620857,
-0.006411516573280096,
0.043137021362781525,
0.01027337834239006,
0.010223268531262875,
0.020828472450375557,
-0.013753790408372879,
0.04790642485022545,
-0.01744299754500389,
0.01910628378391266,
0.03566707298159599,
0.02591828815639019,
0.014782052487134933,
-0.004726982209831476,
-0.021654682233929634,
0.06134011223912239,
0.07691125571727753,
-0.03127528354525566,
0.003852949244901538,
0.03433673456311226,
-0.05055902525782585,
-0.00019989866996183991,
-0.017427751794457436,
-0.018052613362669945,
-0.03715120628476143,
0.03418750688433647,
0.03330056741833687,
0.006000007968395948,
0.018626928329467773,
-0.0181272029876709,
-0.024656105786561966,
0.0226910300552845,
-0.03494565561413765,
0.03772193565964699,
0.015881991013884544,
-0.04164401441812515,
-0.0067811994813382626,
-0.041117895394563675,
-0.01491085160523653,
0.016448795795440674,
-0.0007868187967687845,
-0.02892172895371914,
0.03788438439369202,
-0.024482864886522293,
-0.04123593866825104,
0.0005739983171224594,
-0.0361497662961483,
-0.007764098234474659,
0.005045375786721706,
-0.03708091750741005,
0.03799710422754288,
-0.01090332679450512,
-0.05475441738963127,
0.025372715666890144,
-0.010401799343526363,
-0.013775409199297428,
-0.012270987033843994,
-0.03826374188065529,
0.006852060090750456,
-0.023577898740768433,
0.000036156656278762966,
0.035593483597040176,
-0.008090723305940628,
-0.0008655780111439526,
-0.07717209309339523,
-0.0716557502746582,
-0.0028271020855754614,
-0.014880774542689323,
-0.01338565070182085,
0.014188419096171856,
0.008939427323639393,
0.10533598810434341,
0.04591764509677887,
-0.02948649600148201,
-0.0295167975127697,
-0.00973321869969368,
-0.05299817770719528,
-0.03022894449532032,
0.008677245117723942,
0.035380154848098755,
0.01257724966853857,
0.039843011647462845,
-0.023049578070640564,
0.02368907444179058,
0.04435281082987785,
-0.0003532560949679464,
-0.0500691682100296,
0.036951061338186264,
-0.01417352631688118,
0.006737003102898598,
0.03239388018846512,
0.026801269501447678,
-0.03700179234147072,
0.01852809265255928,
0.013543634675443172,
0.037152595818042755,
0.008759967051446438,
-0.018724244087934494,
0.01702474057674408,
-0.050648242235183716,
0.06267190724611282,
-0.034931886941194534,
0.0142073854804039,
0.00834980234503746,
-0.04911024495959282,
-0.02027054689824581,
0.012611628510057926,
0.05415080860257149,
-0.04429275915026665,
0.015406811609864235,
0.03520714491605759,
0.055552635341882706,
-0.0033323480747640133,
-0.012819608673453331,
-0.01618782803416252,
0.0356048159301281,
-0.0007343195611611009,
-0.027439726516604424,
-0.02728433907032013,
0.040700264275074005,
0.04000856354832649,
0.010341021232306957,
0.004205797333270311,
-0.023131923750042915,
0.0023747067898511887,
-0.05555381998419762,
-0.03507488965988159,
-0.050072431564331055,
0.032239917665719986,
0.013777206651866436,
0.020932549610733986,
0.01809368096292019,
-0.0374513640999794,
-0.004564250353723764,
0.02436154894530773,
-0.019093390554189682,
0.019079318270087242,
-0.029774989932775497,
-0.016911640763282776,
-0.015199780464172363,
-0.04200168699026108,
0.03545146808028221,
-0.016169195994734764,
-0.015810087323188782,
-0.0320233553647995,
0.031861718744039536,
-0.06189572438597679,
-0.003603834193199873,
-0.0007390041719190776,
0.03946607932448387,
-0.037848036736249924,
-0.018601899966597557,
0.010973856784403324,
-0.014268745668232441,
0.03528011590242386,
0.023566391319036484,
-0.03573786839842796,
0.0002594605030026287,
-0.036861125379800797,
-0.0015630580019205809,
0.01684894785284996,
0.026933252811431885,
0.01276096049696207,
0.007605083752423525,
-0.06005188450217247,
0.0006316493381746113,
0.023715190589427948,
0.0480811782181263,
0.04650029540061951,
-0.017291080206632614,
-0.03472183272242546,
-0.03546854481101036,
-0.040537215769290924,
0.02884821780025959,
0.011049320921301842,
0.05420893058180809,
0.04082388058304787,
0.04494288191199303,
0.032301876693964005,
-0.05147116258740425,
-0.009961878880858421,
0.05360841751098633,
0.014419048093259335,
-0.004187212325632572,
-0.05404113978147507,
-0.01489128265529871,
0.01734796352684498,
-0.008301314897835255,
-0.005576541181653738,
-0.00669478764757514,
-0.011637379415333271,
-0.025328511372208595,
0.02080524154007435,
-0.03826344013214111,
-0.04237869754433632,
-0.01161455363035202,
0.009322802536189556,
0.00569182587787509,
-0.02086474560201168,
-0.00023839018831495196,
0.008518708869814873,
0.024314656853675842,
0.06887735426425934,
-0.013133058324456215,
0.020283138379454613,
-0.0894932821393013,
0.013696882873773575,
0.04875194653868675,
0.022369178012013435,
-0.02542116865515709,
-0.03437875211238861,
-0.06790141016244888,
0.0051950677298009396,
0.03176260367035866,
-0.034468743950128555,
0.016631530597805977,
-0.004708734806627035,
-0.006258184555917978,
-0.04954821616411209,
-0.00943201594054699,
-0.044262807816267014,
0.004852863494306803,
-0.03594525530934334,
0.07318311929702759,
-0.017874926328659058,
-0.03672093152999878,
-0.028303438797593117,
-0.032385505735874176,
0.03676186129450798,
0.05826874077320099,
-0.007176434155553579,
-0.039182648062705994,
-0.022169139236211777,
0.0026436648331582546,
-0.005451202858239412,
-0.06317784637212753,
-0.017117854207754135,
-0.0216694213449955,
-0.025075694546103477,
0.05862440541386604,
-0.01376370806246996,
-0.045460037887096405,
0.050874754786491394,
0.026163224130868912,
0.005059760995209217,
-0.04366166517138481,
-0.041821520775556564,
0.020373808220028877,
0.033083438873291016,
0.015775397419929504,
0.04171289503574371,
0.023194964975118637,
0.013184121809899807,
0.006908794399350882,
-0.06267981231212616,
-0.002587872790172696,
-0.04113181680440903,
0.007192668039351702,
-0.0032185509335249662,
-0.03131849318742752,
-0.033012524247169495,
0.026519106701016426,
0.022329704836010933,
0.03412051871418953,
-0.025061683729290962,
0.004573552869260311,
-0.009172097779810429,
0.01072003785520792,
-0.02762412466108799,
-0.004127980209887028,
-0.009899701923131943,
0.034688159823417664,
-0.05880061909556389,
-0.004540340509265661,
-0.00342014548368752,
-0.019450897350907326,
0.022578394040465355,
0.0508124940097332,
-0.06722516566514969,
0.007069552782922983,
0.0058189816772937775,
-0.005792679265141487,
0.02981574833393097,
-0.004628477618098259,
0.013769419863820076,
-0.0250588059425354,
0.015464781783521175,
-0.0023626405745744705,
-0.037949636578559875,
-0.01789383590221405,
0.006578285247087479,
-0.0062936581671237946,
0.04244717210531235,
-0.0020843318197876215,
0.012366076000034809,
0.03673475980758667,
-0.000053176045184955,
-0.0654713362455368,
-0.034576889127492905,
0.01938534900546074,
-0.01123395748436451,
-0.02225939743220806,
-0.04097837582230568,
0.0016312540974467993,
-0.026110708713531494,
-0.03922823816537857,
-0.010498902760446072,
0.018259583041071892,
0.011984055861830711,
-0.007127027027308941,
0.021810542792081833,
-0.021026620641350746,
0.07754648476839066,
-0.00044679827988147736,
0.037930574268102646,
0.023237304762005806,
-0.02637329511344433,
-0.013412934727966785,
0.013812117278575897,
0.005087230820208788,
-0.028844868764281273,
0.005486881360411644,
-0.002653110306710005,
0.011811413802206516,
-0.010191471315920353,
0.01810178905725479,
-0.01615922339260578,
0.028522880747914314,
-0.023764370009303093,
0.058705829083919525,
-0.00993567518889904,
0.017779232934117317,
0.01577342115342617,
-0.005188302136957645,
0.016805963590741158,
-0.018856221809983253,
-0.026167524978518486,
0.00228446489199996,
0.0400538295507431,
0.026280948892235756,
0.0020053137559443712,
0.00938924215734005,
0.051040634512901306,
-0.03403255343437195,
0.016362324357032776,
-0.017495082691311836,
-0.018627455458045006,
0.031765166670084,
0.021505078300833702,
0.003501121886074543,
-0.002999788848683238,
0.03607438504695892,
-0.0510532408952713,
-0.016819000244140625,
-0.01518706139177084,
0.021788043901324272,
0.047434691339731216,
0.009179290384054184,
0.0295440461486578,
-0.002313363365828991,
-0.009011431597173214,
-0.028115876019001007,
-0.07351375371217728,
-0.024543192237615585,
0.006326055619865656,
0.003380679525434971,
0.016707727685570717,
-0.006865178234875202,
0.01763688586652279,
0.03500087186694145,
0.002356152515858412,
0.0013001497136428952,
0.01276874728500843,
0.02049718052148819,
0.037140194326639175,
0.044656310230493546,
0.0019592444878071547,
-0.027481311932206154,
0.016280891373753548,
-0.00878019817173481,
-0.0136030288413167,
0.0052338289096951485,
0.015558217652142048,
0.016237173229455948,
-0.01096994150429964,
0.008435769937932491,
-0.03938112407922745,
-0.03182478994131088,
-0.01695014163851738,
-0.006461832206696272,
0.048008162528276443,
-0.033215999603271484,
0.02258758433163166,
0.005368626210838556,
0.015300312079489231,
0.028107384219765663,
0.03391297534108162,
-0.04395909234881401,
-0.0832086056470871,
-0.04890000820159912,
-0.046120405197143555,
-0.03809274360537529,
0.0789504423737526,
0.014527028426527977,
-0.014347093179821968,
-0.008636211045086384,
-0.012489783577620983,
0.06439346075057983,
-0.019271183758974075,
0.03056390956044197,
-0.01584613509476185,
0.03655388206243515,
-0.002338842721655965,
0.01053862739354372,
-0.009417769499123096,
-0.005553719587624073,
0.13239435851573944,
0.03664664179086685,
0.029947908595204353,
-0.04855591431260109,
-0.0020837329793721437,
-0.012229550629854202,
-0.03388066962361336,
-0.006500779651105404,
0.0043987734243273735,
0.016553254798054695,
-0.017347147688269615,
0.03492550179362297,
0.012864705175161362,
0.05253280699253082,
0.0015332056209445,
0.050767309963703156,
-0.006248062942177057,
0.027570899575948715,
0.011901505291461945,
0.00026790646370500326,
0.0031506726518273354,
-0.058503974229097366,
-0.011751663871109486,
0.01948261633515358,
-0.020868895575404167,
-0.045808542519807816,
0.006421353202313185,
-0.017731929197907448,
0.014771530404686928,
0.026791933923959732,
-0.0009923375910148025,
-0.0104578398168087,
0.021077916026115417,
0.029977936297655106,
-0.007932382635772228,
-0.0005190365482121706,
0.03219281882047653,
0.023155776783823967,
0.0015920874429866672,
0.04245004430413246,
0.013153093867003918,
-0.014488414861261845,
0.021810393780469894,
0.01560014858841896,
-0.04110674560070038,
0.0011944514699280262,
-0.049204036593437195,
0.04382890462875366,
0.03739120066165924,
-0.0040016015991568565,
-0.013562307693064213,
-0.018029149621725082,
0.0025759630370885134,
-0.0273661557585001,
-0.01434844359755516,
-0.016221608966588974,
-0.02183132991194725,
-0.0317198671400547,
-0.03664571791887283,
-0.011244281195104122,
0.025020260363817215,
-0.007154409307986498,
0.03846742957830429,
0.032962679862976074,
-0.04337301477789879,
-0.013031354174017906,
0.002387737389653921,
-0.01712477020919323,
0.016252426430583,
-0.01170797273516655,
0.046450287103652954,
-0.030378686264157295,
-0.033300526440143585,
-0.02757410518825054,
0.0386103056371212,
0.0011467720614746213,
0.013406342826783657,
-0.02790764532983303,
-0.017842017114162445,
-0.023837806656956673,
-0.046421460807323456,
-0.019833149388432503,
-0.021609311923384666,
0.03612367808818817,
-0.011906804516911507,
0.0016164083499461412,
-0.00997183471918106,
0.014939086511731148,
0.007544255815446377,
0.0010923707159236073,
0.01803172193467617,
0.036370307207107544,
0.014327064156532288,
-0.04023604094982147,
-0.04968483746051788,
-0.02280338853597641,
-0.04970047250390053,
0.02600654400885105,
0.023601152002811432,
0.06621202826499939,
-0.0029268907383084297,
0.04178847372531891,
0.012057866901159286,
0.011756685562431812,
0.03569506108760834,
-0.05430024489760399,
0.01003852766007185,
-0.024691762402653694,
-0.02412836253643036,
0.009199075400829315,
0.011384252458810806,
-0.03382942080497742,
-0.02651354670524597,
-0.045789435505867004,
-0.015903953462839127,
-0.0002018377126660198,
0.01692451722919941,
-0.04153040423989296,
0.014593872241675854,
0.008078917860984802,
0.03277859836816788,
-0.0007532290765084326,
0.006003879476338625,
-0.01912390999495983,
0.010839981026947498,
-0.0457431860268116,
-0.047374751418828964,
0.04492051899433136,
-0.0166392233222723,
-0.015183503739535809,
0.011797763407230377,
0.03125988692045212,
0.0042776321060955524,
-0.0008839815272949636,
-0.012607929296791553,
0.030939236283302307,
-0.011205214075744152,
0.030381321907043457,
-0.028481995686888695,
-0.005036677233874798,
0.05487675592303276,
-0.052199073135852814,
-0.05077122896909714,
0.015281198546290398,
-0.055542245507240295,
0.01961018703877926,
0.017094852402806282,
0.012398592196404934,
0.013195306062698364,
0.03810036554932594,
-0.02195965312421322,
-0.014655916020274162,
0.05755773186683655,
0.02298700623214245,
-0.0050826300866901875,
0.054147422313690186,
-0.0014293852727860212,
0.03333755210042,
0.021997828036546707,
-0.003121671499684453,
0.032365307211875916,
0.024276668205857277,
-0.03299184888601303,
0.015311749652028084,
-0.0019331498770043254,
0.0475568026304245,
-0.008361371234059334,
-0.01793564483523369,
0.003979135304689407,
0.037030693143606186,
0.003102038288488984,
0.0275009423494339,
-0.01417925301939249,
0.0001034931920003146,
-0.08357518911361694,
-0.010405907407402992,
-0.011718581430613995,
0.018052326515316963,
0.03170032054185867,
-0.043205417692661285,
0.02309529297053814,
0.06219445541501045,
-0.07224909216165543,
0.01836646907031536,
-0.003973883111029863,
-0.020852064713835716,
-0.03879457712173462,
0.011700538918375969,
-0.01902044378221035,
-0.026344578713178635,
0.048172496259212494,
-0.0026417917106300592,
0.01598174311220646,
0.018236897885799408,
-0.023685071617364883,
-0.042396098375320435,
-0.027271412312984467,
0.07911447435617447,
-0.021537309512495995,
-0.052001845091581345,
0.013545408844947815,
-0.05087302625179291,
-0.03754579648375511,
0.02331221103668213,
0.006455807480961084,
0.00010895000741584226,
0.06475859135389328,
0.02257377654314041,
0.003628367092460394,
0.04002656787633896,
0.03621351718902588,
-0.040670979768037796,
-0.0007610337343066931,
0.017407776787877083,
0.022265121340751648,
0.041969142854213715,
-0.010798539035022259,
0.021831465885043144,
0.00519907521083951,
-0.007358550559729338,
-0.02991073951125145,
0.02977096289396286,
-0.0027230004779994488,
-0.01925554871559143,
0.01782037690281868,
0.04634757712483406,
-0.024952055886387825,
-0.05367812514305115,
0.013554981909692287,
-0.026081997901201248,
-0.011505166999995708,
0.0511450357735157,
0.027423853054642677,
0.012882382608950138,
-0.006637256126850843,
-0.0404638946056366,
-0.057718656957149506,
0.0056871091946959496,
0.0012338929809629917,
-0.01217492576688528,
-0.06650862842798233,
-0.0003972831182181835,
-0.0021697613410651684,
-0.01919974386692047,
-0.012267445214092731,
-0.0035838813055306673,
-0.029460258781909943,
0.06783981621265411,
-0.0030078289564698935,
0.04519672691822052,
0.05961000546813011,
-0.010501117445528507,
0.024362891912460327,
-0.09673142433166504,
0.06971204280853271,
-0.01729726605117321,
-0.015494260005652905,
-0.010619382373988628,
0.0028258515521883965,
-0.011606586165726185,
-0.002910326700657606,
0.050133559852838516,
-0.006365668028593063,
-0.004338657017797232,
0.015223179943859577,
-0.0034771766513586044,
-0.02092989720404148,
-0.03012087382376194,
0.06046869978308678,
-0.022906294092535973,
-0.020274922251701355,
0.01612311229109764,
0.007076028268784285,
0.01091952994465828,
0.006260850001126528,
-0.0002511156490072608,
0.006283019669353962,
-0.0016758784186095,
0.011463806964457035,
-0.023769386112689972,
0.035108327865600586,
0.027315357699990273,
0.028271274641156197,
0.05053316056728363,
0.006768971215933561,
0.016053179278969765,
-0.009076996706426144,
-0.004240456968545914,
-0.0610978901386261,
0.01979191228747368,
0.014007838442921638,
-0.014130859635770321,
-0.011675338260829449,
0.06290307641029358,
0.02664950117468834,
-0.046367090195417404,
-0.04535665363073349,
0.04942742735147476,
-0.0006939313607290387,
0.012661388143897057,
0.071041040122509,
0.01553533598780632,
0.027928488329052925,
-0.010783103294670582,
0.020572036504745483,
0.013348473235964775,
0.01635689102113247,
0.0004640421539079398,
0.03987856209278107,
0.030924413353204727,
0.0063721188344061375,
0.03447907418012619,
0.04899459704756737,
-0.03223896026611328,
0.005040209274739027,
0.008967418223619461,
0.08367185294628143,
-0.026294758543372154,
-0.0151256388053298,
-0.010921475477516651,
0.013106217607855797,
-0.01434087473899126,
-0.04513724148273468,
-0.03562381491065025,
0.04774947836995125,
-0.0668831616640091,
-0.006543595343828201,
-0.06322809308767319,
-0.022011615335941315,
-0.0001669346384005621,
0.0013560756342485547,
0.045871034264564514,
0.04931558296084404,
0.03144070878624916,
0.015705635771155357,
-0.021795175969600677,
0.033093422651290894,
0.023279068991541862,
-0.005234300158917904,
0.0031808591447770596,
-0.00649377703666687,
0.009928128682076931,
-0.0029139830730855465,
0.015889672562479973,
-0.0001092053935281001,
-0.035614825785160065,
-0.000881410320289433,
0.041250452399253845,
0.015584343113005161,
-0.031533412635326385,
-0.0471000075340271,
-0.00553126260638237,
0.0409822016954422,
-0.07209741324186325,
0.0010649757459759712,
-0.04728073254227638,
0.07374143600463867,
-0.02023887075483799,
-0.011266167275607586
] |
<p>I am trying to compare 2 ideas to see which one is better/more effective - I am looking to see if a significant difference. (2 conditions)</p>
<p>We used a questionnaire to gather feedback from hundreds of people.
(Questions include: how likely would you buy it, how likely would you tell your friends and family, I want to learn more about this product...etc. An
swers are multiple choice: strongly agree,somewhat agree, neutral, somewhat disagree, strongly disagree & no advantage, some advantage, slight advantage, a great advantage)</p>
<p><strong>WHAT SHOULD I DO? AND IS THIS THE RIGHT WAY OF DOING IT? (using SPSS)</strong></p>
<ol>
<li>t-test: by combining the data (would I just give each answer a value like 1-4, add values up for total score for each participant)</li>
<li>Run cross tabs and then do something?</li>
<li>Other suggestions?</li>
</ol>
<p>THANKS! :) </p> | 73,385 | [
-0.04718226566910744,
0.012841918505728245,
0.01227891631424427,
0.03221452608704567,
0.029468154534697533,
0.0065454114228487015,
0.02511748857796192,
-0.026814792305231094,
0.05244545638561249,
0.025910979136824608,
0.03382866829633713,
0.049399394541978836,
0.01971280202269554,
0.03824037313461304,
-0.015790339559316635,
0.028405793011188507,
0.010017582215368748,
-0.009099149145185947,
0.0018275304464623332,
0.030073247849941254,
-0.0392254963517189,
0.010577167384326458,
-0.011876341886818409,
0.0027987200301140547,
-0.03185734897851944,
0.04883826896548271,
0.03951936960220337,
-0.056117940694093704,
0.007048927713185549,
0.04839853569865227,
-0.0476628802716732,
-0.0450863242149353,
-0.004448580555617809,
0.0017310562543570995,
0.0014407513663172722,
-0.03790588676929474,
-0.01718156598508358,
-0.012840029783546925,
-0.006471777800470591,
0.019815025851130486,
0.008012193255126476,
-0.0009864377789199352,
-0.024336300790309906,
0.01650843396782875,
-0.002988889580592513,
0.008908843621611595,
-0.046603452414274216,
-0.02352234348654747,
-0.01304639969021082,
-0.08220414817333221,
0.029758457094430923,
-0.005775513127446175,
0.006796387489885092,
0.06363522261381149,
0.006982481572777033,
-0.018462657928466797,
0.05494183301925659,
0.06669528782367706,
-0.006470388732850552,
-0.040568508207798004,
0.012164442799985409,
0.0036087341140955687,
-0.00024330704763997346,
-0.030352730304002762,
-0.052582114934921265,
0.009445970878005028,
-0.007828986272215843,
0.013696021400392056,
0.049141738563776016,
-0.005164894741028547,
0.04879654571413994,
0.03554137423634529,
0.02605297975242138,
-0.005667132791131735,
-0.005407377146184444,
-0.04559166356921196,
-0.008568685501813889,
0.022164369001984596,
0.07715750485658646,
0.06065582111477852,
0.029967177659273148,
0.012434625066816807,
0.0054404898546636105,
0.05606786534190178,
0.016046786680817604,
-0.03232883661985397,
0.07230395823717117,
-0.022941771894693375,
-0.024422286078333855,
0.030750367790460587,
0.02262081764638424,
-0.018922733142971992,
0.06489819288253784,
0.038832779973745346,
-0.028830941766500473,
0.011669151484966278,
-0.007286658510565758,
0.02885904721915722,
0.002830356592312455,
0.025614921003580093,
-0.0002781924558803439,
-0.02939329482614994,
0.009395135566592216,
0.018639881163835526,
0.010580210015177727,
-0.015048046596348286,
0.004788180813193321,
0.018160246312618256,
-0.0006789422477595508,
-0.0024346860591322184,
-0.00795728899538517,
0.027423547580838203,
-0.003204597858712077,
-0.01069888286292553,
-0.007456858642399311,
-0.043511684983968735,
-0.020931553095579147,
-0.023073207587003708,
0.06499764323234558,
0.05712595954537392,
0.049727652221918106,
-0.04101107642054558,
0.014542187564074993,
-0.00967336818575859,
-0.05315312743186951,
-0.009209266863763332,
0.006157335825264454,
0.006086396519094706,
-0.04162609577178955,
0.06360048055648804,
0.000057467841543257236,
0.010321083478629589,
0.04920082911849022,
-0.005739480257034302,
0.011877846904098988,
0.022404909133911133,
-0.09743818640708923,
-0.03540891036391258,
0.05304524302482605,
-0.03058556653559208,
0.003167135175317526,
-0.034208785742521286,
-0.005994412116706371,
-0.00011346623068675399,
0.022586187347769737,
0.006376172881573439,
0.029193419963121414,
0.026726996526122093,
0.028136037290096283,
-0.003359151305630803,
-0.026546496897935867,
-0.00973600335419178,
-0.010847068391740322,
-0.03471910208463669,
-0.0202347245067358,
-0.06883584707975388,
0.00956634059548378,
0.029529402032494545,
0.00035222104634158313,
0.007724923547357321,
-0.007929063402116299,
-0.0013292666990309954,
-0.006567684002220631,
-0.011900071054697037,
0.017654692754149437,
-0.03562450036406517,
0.03884020447731018,
-0.024450799450278282,
0.013614104129374027,
0.004033057484775782,
-0.036222927272319794,
-0.0016886998200789094,
0.012405548244714737,
-0.013727128505706787,
0.023015951737761497,
0.0018856466049328446,
0.0203696321696043,
-0.01929764449596405,
-0.01367846317589283,
0.009991475380957127,
-0.03766288608312607,
-0.045594651252031326,
-0.04964339733123779,
0.005660131573677063,
0.030755063518881798,
0.06276050209999084,
-0.007988493889570236,
0.0006228065467439592,
0.028594044968485832,
-0.04997919499874115,
-0.09209220111370087,
-0.09864111244678497,
0.0017130596097558737,
0.024052327498793602,
-0.044904906302690506,
0.022356677800416946,
0.01735980622470379,
0.030021078884601593,
-0.028905587270855904,
-0.0058259679935872555,
-0.02623705193400383,
0.04377158358693123,
0.024877021089196205,
-0.020724846050143242,
0.029524071142077446,
0.07489465177059174,
0.016477089375257492,
-0.05767863243818283,
0.03366643935441971,
-0.030337488278746605,
-0.0524958036839962,
-0.0017025283304974437,
-0.03378460183739662,
0.013308859430253506,
0.0038437542971223593,
-0.01983661763370037,
0.03827595338225365,
0.043434638530015945,
-0.018146468326449394,
0.010193907655775547,
-0.046503156423568726,
0.1282605677843094,
0.06722971796989441,
-0.016296377405524254,
0.010605759918689728,
0.0011433410691097379,
0.02794751338660717,
0.030828025192022324,
-0.006294773425906897,
0.015162084251642227,
-0.04783813655376434,
0.025439048185944557,
0.04360060766339302,
-0.004344967659562826,
-0.05323006957769394,
0.027030114084482193,
0.038703642785549164,
-0.035939183086156845,
0.006637538317590952,
0.03820331394672394,
-0.005175644066184759,
-0.019319912418723106,
0.013755164109170437,
0.03417463228106499,
0.017513426020741463,
0.022835515439510345,
-0.00004752241511596367,
0.018054204061627388,
0.027570350095629692,
0.01782885193824768,
0.027704307809472084,
0.038905613124370575,
0.050642866641283035,
0.01233790535479784,
-0.01041855476796627,
-0.007543094456195831,
0.05164971575140953,
0.0029270134400576353,
-0.023822009563446045,
0.015930460765957832,
-0.00645685289055109,
-0.0020181038416922092,
0.004784524440765381,
-0.02430015243589878,
0.02391805313527584,
0.030439253896474838,
-0.021546194329857826,
0.008255407214164734,
0.03137979656457901,
-0.029405010864138603,
-0.0025372228119522333,
0.004793423227965832,
0.015376975759863853,
-0.04999015852808952,
0.002210241975262761,
0.0275022741407156,
-0.013634433969855309,
0.023955129086971283,
-0.020471831783652306,
-0.022920429706573486,
-0.00683927396312356,
0.007246873807162046,
0.02039889246225357,
-0.028099311515688896,
-0.06715235859155655,
-0.01982465572655201,
-0.03974326699972153,
-0.01909121312201023,
0.04439127445220947,
0.006545670330524445,
-0.030495954677462578,
0.03459545969963074,
0.0346154049038887,
-0.06592220813035965,
-0.03747144341468811,
-0.022475751116871834,
0.0537898950278759,
-0.005161327309906483,
-0.04722152277827263,
0.023857075721025467,
-0.01141246035695076,
-0.03999609500169754,
0.03346046805381775,
-0.029629947617650032,
-0.017167193815112114,
-0.013351887464523315,
0.016071742400527,
-0.003679802641272545,
0.0017013093456625938,
-0.02593040093779564,
0.0004146930587012321,
-0.004259890411049128,
0.0025951985735446215,
-0.09211412817239761,
-0.02487420290708542,
0.036960069090127945,
-0.003582598175853491,
0.05823430046439171,
-0.005272513255476952,
-0.009579939767718315,
0.08797449618577957,
0.011115188710391521,
-0.026866048574447632,
-0.06354352086782455,
-0.0008606004994362593,
-0.043320368975400925,
0.0022328344639390707,
0.01570313610136509,
0.0258681271225214,
-0.0031450591050088406,
0.015234083868563175,
0.006264062598347664,
0.007275518495589495,
0.04168754816055298,
0.009750169701874256,
-0.013196001760661602,
0.012399592436850071,
-0.0011853001778945327,
-0.014968464151024818,
0.04120762273669243,
0.03134912997484207,
-0.050338298082351685,
-0.0007300767465494573,
0.007645339239388704,
0.010867857374250889,
0.008647864684462547,
-0.030928993597626686,
0.015161748975515366,
-0.010811403393745422,
-0.01911388896405697,
-0.02324925921857357,
0.03658783435821533,
0.01705232448875904,
-0.02284540794789791,
-0.024752376601099968,
0.020028237253427505,
0.0461445152759552,
-0.01854315958917141,
-0.004790633916854858,
0.0780235305428505,
0.02718360722064972,
-0.030768005177378654,
-0.035053495317697525,
-0.035851143300533295,
0.007814498618245125,
-0.016677075996994972,
0.022624315693974495,
-0.013406350277364254,
0.02285659871995449,
0.08126796036958694,
0.03920146822929382,
0.01836860366165638,
-0.0375862680375576,
0.00415502255782485,
-0.08287565410137177,
-0.00002302781467733439,
-0.04041394218802452,
0.08894512057304382,
0.011022205464541912,
0.05481170117855072,
0.033690303564071655,
-0.0110015869140625,
0.019141322001814842,
0.0016982079250738025,
-0.03556631878018379,
0.05521447956562042,
-0.012919020839035511,
0.012500825338065624,
0.031785860657691956,
0.0009380263509228826,
0.008623525500297546,
-0.01602000743150711,
-0.005738066043704748,
-0.02059255726635456,
0.04410085082054138,
-0.011464731767773628,
-0.01247936487197876,
0.002645098837092519,
0.018655532971024513,
0.0011256362777203321,
0.021656174212694168,
-0.03125211223959923,
0.0005265420186333358,
0.032696109265089035,
0.023563440889120102,
-0.02513391710817814,
0.03251541778445244,
-0.01627587340772152,
-0.01925666630268097,
0.004461833741515875,
0.040490780025720596,
0.012133603915572166,
0.013843490742146969,
-0.020596768707036972,
0.018980685621500015,
0.031939320266246796,
0.034683361649513245,
0.00934750959277153,
0.006368814501911402,
-0.03719102218747139,
-0.03153787553310394,
-0.004945805296301842,
0.011827261187136173,
-0.005476765800267458,
-0.01614992693066597,
-0.024587156251072884,
0.006286934483796358,
0.014933655969798565,
-0.02693799138069153,
-0.0012381421402096748,
0.035255227237939835,
0.02046511508524418,
0.009357616305351257,
-0.024607980623841286,
-0.05352664366364479,
-0.009498801082372665,
-0.031490884721279144,
0.033292051404714584,
0.03199362754821777,
-0.0008422104292549193,
-0.0010013722348958254,
0.027189034968614578,
-0.002689845161512494,
-0.07556574046611786,
0.021430963650345802,
-0.02585749700665474,
0.02958562597632408,
0.015384115278720856,
-0.04008929803967476,
0.013713101856410503,
0.04817374423146248,
0.024427827447652817,
0.005767097696661949,
0.006101243197917938,
-0.07823358476161957,
-0.014999674633145332,
0.06372048705816269,
0.06704186648130417,
-0.053126972168684006,
-0.009191708639264107,
-0.027630390599370003,
-0.02441798895597458,
0.04052595794200897,
-0.07108907401561737,
0.016565125435590744,
-0.012504156678915024,
0.009816826321184635,
-0.0438581183552742,
0.007236421573907137,
-0.0241981353610754,
0.01488368771970272,
-0.018452346324920654,
0.02715284936130047,
0.005859866738319397,
-0.017986638471484184,
-0.0023580973502248526,
-0.010515323840081692,
0.036046188324689865,
0.05790982022881508,
-0.0665760189294815,
-0.024421440437436104,
-0.001253120368346572,
0.0006688887951895595,
-0.0169440358877182,
-0.07912453263998032,
0.006992073263972998,
0.005616195499897003,
-0.02103264257311821,
0.0680331140756607,
0.01640271209180355,
-0.01565045677125454,
0.024153074249625206,
0.008949527516961098,
-0.0134357875213027,
0.0003088516532443464,
-0.027757173404097557,
0.01360015943646431,
0.04217655211687088,
0.02603778801858425,
0.025343427434563637,
0.040980614721775055,
-0.02035023644566536,
0.033916302025318146,
-0.013075449503958225,
-0.030247163027524948,
-0.0062461975030601025,
-0.03563898801803589,
-0.06630839407444,
-0.008419865742325783,
-0.05501428246498108,
0.00502636656165123,
0.004084646236151457,
0.011610033921897411,
-0.04743005335330963,
-0.03787199407815933,
0.02142416313290596,
0.031979821622371674,
0.023336928337812424,
0.00095541583141312,
0.0023296677973121405,
0.0006172267021611333,
0.0037154420278966427,
-0.020861538127064705,
0.00763341598212719,
-0.015557974576950073,
-0.0041746399365365505,
0.014351861551404,
-0.06081044673919678,
-0.011240048334002495,
-0.019968662410974503,
-0.022403893992304802,
-0.012335145846009254,
-0.00676294881850481,
0.058070674538612366,
-0.013618400320410728,
0.029864300042390823,
0.006608827970921993,
-0.03284621238708496,
-0.01229061558842659,
0.07790601253509521,
0.014419333077967167,
0.017842672765254974,
-0.05091320723295212,
0.06834253668785095,
-0.01345093548297882,
-0.03309117630124092,
-0.041490163654088974,
-0.027875619009137154,
0.021333927288651466,
0.016637707129120827,
-0.027914267033338547,
-0.0306991133838892,
-0.0004519251815509051,
0.0035867481492459774,
-0.0312383770942688,
-0.018124490976333618,
-0.0036447884049266577,
-0.0002359719801461324,
-0.003748869290575385,
0.015605207532644272,
-0.00877317413687706,
0.05371863767504692,
-0.009787137620151043,
-0.016767315566539764,
-0.011135080829262733,
0.015271990559995174,
-0.01530102826654911,
-0.02061581052839756,
-0.035712942481040955,
-0.0517803393304348,
-0.05685834214091301,
-0.05480631813406944,
0.010420123115181923,
0.04663022235035896,
-0.0231560617685318,
0.00007078996713971719,
-0.00854309368878603,
-0.022455701604485512,
-0.04232136160135269,
-0.034291986376047134,
0.005810035392642021,
-0.022730644792318344,
-0.00997987575829029,
-0.04380076751112938,
0.022507626563310623,
-0.030845215544104576,
-0.030168205499649048,
0.003990534693002701,
0.011965434066951275,
-0.05750532075762749,
0.0023338592145591974,
0.05874164402484894,
-0.02194436825811863,
0.023421473801136017,
-0.013438770547509193,
-0.008660437539219856,
0.04232705011963844,
0.013385845348238945,
0.021525269374251366,
-0.0028834128752350807,
0.04270683601498604,
-0.014771079644560814,
-0.029594795778393745,
0.014231993816792965,
-0.013554910197854042,
0.05513041839003563,
-0.005795107688754797,
0.014013523235917091,
0.08210726827383041,
-0.014069310389459133,
0.004232837352901697,
0.009226777590811253,
-0.0003031616797670722,
-0.01674807444214821,
0.02469450607895851,
0.038820214569568634,
0.019302185624837875,
0.009807078167796135,
0.05271292105317116,
-0.00748770497739315,
0.040285833179950714,
0.0213888268917799,
0.04911741241812706,
0.02991737797856331,
0.013967861421406269,
-0.058125630021095276,
-0.027023272588849068,
0.009424460120499134,
-0.06487895548343658,
0.03972217068076134,
-0.04173047095537186,
-0.018786456435918808,
0.03747156262397766,
0.04697687178850174,
-0.04371226206421852,
-0.050590574741363525,
0.015603359788656235,
-0.059689346700906754,
-0.027971457690000534,
0.014561139047145844,
-0.03316912055015564,
0.01907273568212986,
-0.0030801002867519855,
0.05949001759290695,
0.0067443810403347015,
0.007810254581272602,
-0.05633198842406273,
-0.08078180253505707,
-0.027529120445251465,
0.013232659548521042,
-0.021629413589835167,
0.04363475367426872,
-0.0005082289571873844,
-0.014843001961708069,
0.031012849882245064,
-0.022356264293193817,
0.011432670056819916,
0.03772168606519699,
0.01916438899934292,
-0.014842928387224674,
0.04565086215734482,
0.018633928149938583,
0.03895338624715805,
0.01922825165092945,
-0.025917228311300278,
0.10245656222105026,
0.07241112738847733,
0.027424486353993416,
-0.06924891471862793,
0.05493297055363655,
0.017268402501940727,
0.015465437434613705,
0.018613465130329132,
0.029883000999689102,
-0.004841109737753868,
0.026241563260555267,
0.04260393977165222,
0.05980802699923515,
0.028394049033522606,
0.0038779943715780973,
0.04481200501322746,
-0.037763871252536774,
-0.03494016081094742,
0.026877837255597115,
-0.022719047963619232,
-0.005680218804627657,
-0.05356285348534584,
-0.04385276138782501,
0.014011739753186703,
0.0012384000001475215,
-0.010427569039165974,
0.012583710253238678,
-0.035584818571805954,
0.016967684030532837,
0.0018975570565089583,
0.0015612011775374413,
0.01629152148962021,
-0.001604305929504335,
0.029408399015665054,
-0.03830024227499962,
-0.018042881041765213,
0.04547392576932907,
-0.04545116797089577,
0.01653837412595749,
0.056383632123470306,
0.011191516183316708,
-0.03471241146326065,
0.01906558871269226,
0.0363762229681015,
-0.07463829964399338,
0.0018753466429188848,
-0.04600762948393822,
0.008782324381172657,
-0.0020715382415801287,
-0.04708978533744812,
-0.031084861606359482,
0.009750230237841606,
0.0008097783429548144,
-0.030412519350647926,
-0.04043956845998764,
0.03493576869368553,
0.032109085470438004,
0.0014777862234041095,
-0.04376000538468361,
-0.05140954628586769,
0.014403024688363075,
-0.021100809797644615,
-0.006407753098756075,
0.02849913388490677,
-0.014598451554775238,
-0.027027500793337822,
-0.007265440188348293,
0.019905833527445793,
0.04304700717329979,
0.013516499660909176,
-0.0020735531579703093,
-0.012110416777431965,
-0.020658083260059357,
0.03490065783262253,
-0.027224378660321236,
0.025702200829982758,
-0.006430148147046566,
-0.0009183435468003154,
0.0329802967607975,
-0.057448841631412506,
-0.024274397641420364,
0.010591547004878521,
0.007212746422737837,
0.00007951132283778861,
-0.03952076658606529,
0.029239242896437645,
0.03630645200610161,
-0.020666880533099174,
0.025278765708208084,
0.030069975182414055,
0.032064344733953476,
0.06570101529359818,
0.019490664824843407,
-0.07257819920778275,
-0.03783027455210686,
-0.0036909610498696566,
-0.027706535533070564,
-0.013546047732234001,
-0.007070556282997131,
0.07303783297538757,
0.010346727445721626,
0.00970459170639515,
0.014960451051592827,
-0.01840358041226864,
-0.013842049054801464,
0.0007641298579983413,
-0.00706310011446476,
-0.07235800474882126,
-0.04756012558937073,
0.016959965229034424,
-0.00042049121111631393,
-0.02014048397541046,
0.021540898829698563,
-0.02774553745985031,
-0.030664190649986267,
0.013891094364225864,
-0.03007074072957039,
-0.00015208209515549242,
-0.0021002867724746466,
-0.02141422964632511,
0.05209393426775932,
-0.036360688507556915,
-0.0032668402418494225,
-0.028336411342024803,
-0.03560558333992958,
0.015031665563583374,
0.028449339792132378,
0.012920684181153774,
0.02178812026977539,
0.00988058466464281,
0.013711226172745228,
0.04252665489912033,
-0.004121182952076197,
-0.0028071473352611065,
0.005736366380006075,
0.005215957295149565,
0.002658300334587693,
0.008393222466111183,
-0.0059590465389192104,
-0.015411012805998325,
0.03561241179704666,
0.007446698844432831,
-0.0030682163778692484,
-0.0015942128375172615,
-0.013633428141474724,
0.056447818875312805,
0.0032515593338757753,
-0.038964029401540756,
0.012296258471906185,
0.07212978601455688,
-0.02904587797820568,
-0.030242571607232094,
-0.01636453904211521,
0.017095360904932022,
0.024332482367753983,
-0.0062479241751134396,
0.003988883923739195,
0.002785734599456191,
-0.02431516721844673,
0.042604777961969376,
0.010923256166279316,
-0.013289063237607479,
-0.032136138528585434,
-0.029323216527700424,
-0.0164338406175375,
-0.015722259879112244,
0.007360963616520166,
-0.04941986873745918,
0.021828731521964073,
0.01040075533092022,
-0.031053179875016212,
0.022280847653746605,
-0.00004348923175712116,
0.009571751579642296,
-0.0676354318857193,
-0.00572282075881958,
-0.003650722559541464,
-0.02177557721734047,
0.028269052505493164,
-0.03941811993718147,
0.028550976887345314,
0.03840106353163719,
-0.04535120353102684,
-0.0014859737129881978,
-0.007524007000029087,
0.016518130898475647,
-0.03457581251859665,
0.03258512169122696,
-0.037605758756399155,
0.02553497813642025,
-0.013620690442621708,
0.04467128962278366,
0.013217332772910595,
0.04386795684695244,
-0.005045709665864706,
0.02137899585068226,
-0.02466532401740551,
0.02236776426434517,
0.012104840949177742,
-0.05780371278524399,
0.029480312019586563,
-0.04120294749736786,
-0.04438076540827751,
0.03308969736099243,
0.0031327183824032545,
0.048159725964069366,
0.022514991462230682,
0.03711792454123497,
-0.028073936700820923,
0.009657255373895168,
-0.0009297234937548637,
0.015688840299844742,
-0.005070938728749752,
0.0008518265676684678,
0.02178536169230938,
0.015737449750304222,
0.02364220842719078,
0.019540464505553246,
0.05035869777202606,
0.0033611461985856295,
0.005889453925192356,
0.018292484804987907,
-0.04978952556848526,
-0.02171904779970646,
-0.0209363903850317,
0.015895633026957512,
0.02369828149676323,
-0.0379408560693264,
-0.0047177160158753395,
-0.025237543508410454,
0.016155073419213295,
0.043054502457380295,
-0.031660910695791245,
-0.022980976849794388,
-0.01878419704735279,
-0.0159530621021986,
-0.028040943667292595,
0.017477773129940033,
-0.007665795274078846,
0.025600232183933258,
-0.03219207003712654,
0.012958915904164314,
-0.010942353866994381,
0.012807279825210571,
-0.020397618412971497,
0.025205044075846672,
-0.016972875222563744,
0.07146204262971878,
-0.022412138059735298,
-0.011726278811693192,
0.04439399391412735,
-0.00885965395718813,
0.0020617065019905567,
-0.08146742731332779,
0.05662224441766739,
0.020419618114829063,
-0.048099368810653687,
-0.042270589619874954,
-0.018674423918128014,
-0.04072980955243111,
0.02060832642018795,
0.04391995817422867,
-0.005514490883797407,
-0.004862281959503889,
0.001379574416205287,
0.040868163108825684,
0.0027835459914058447,
-0.026502888649702072,
0.06862837821245193,
-0.005893443711102009,
-0.018334150314331055,
-0.010910811834037304,
-0.0023767079692333937,
0.008567129261791706,
-0.009729544632136822,
0.04433540627360344,
-0.03748442232608795,
0.021298954263329506,
-0.02617419697344303,
0.007723359856754541,
0.01778700388967991,
0.0019930852577090263,
-0.03477414324879646,
0.051378391683101654,
-0.008291272446513176,
0.018531525507569313,
0.0007725433679297566,
-0.024880006909370422,
-0.01392799336463213,
0.044840842485427856,
-0.01919754594564438,
0.007607049774378538,
-0.023317508399486542,
-0.015643369406461716,
-0.03548889234662056,
-0.06390337646007538,
-0.013571802526712418,
0.005344917997717857,
-0.029923345893621445,
0.00708273658528924,
0.030278118327260017,
0.034897781908512115,
0.01428673043847084,
-0.013302741572260857,
0.04059096798300743,
-0.03044675849378109,
-0.013840585015714169,
-0.002077021636068821,
0.0037844942416995764,
0.03439030423760414,
0.015215657651424408,
0.017105335369706154,
0.05283171683549881,
0.015267197042703629,
0.03241027891635895,
-0.034328147768974304,
0.029263870790600777,
-0.023930585011839867,
-0.006068646442145109,
0.045964501798152924,
-0.007088225334882736,
-0.0012018863344565034,
0.04540707543492317,
-0.004994628485292196,
0.0515412911772728,
-0.04579746723175049,
0.02102995663881302,
-0.04145913943648338,
-0.010094549506902695,
-0.041323352605104446,
-0.01616424135863781,
0.018479498103260994,
0.017568103969097137,
0.009867903776466846,
0.012622044421732426,
-0.02067851833999157,
-0.011458678171038628,
0.016449205577373505,
0.016955366358160973,
0.026721833273768425,
-0.040434133261442184,
-0.02293042466044426,
0.005311875604093075,
-0.03142380341887474,
-0.018669642508029938,
0.000687793071847409,
0.019098956137895584,
0.0008294624858535826,
0.010433534160256386,
-0.0067934300750494,
-0.04330040514469147,
0.029161879792809486,
0.04315601661801338,
-0.04715602472424507,
0.0016891672275960445,
-0.045933231711387634,
-0.004185961093753576,
-0.019306378439068794,
-0.022875741124153137
] |
<p>When you are trying to fit models to a large dataset, the common advice is to partition the data into three parts: the training, validation, and test dataset.</p>
<p>This is because the models usually have three "levels" of parameters: the first "parameter" is the model class (e.g. SVM, neural network, random forest), the second set of parameters are the "regularization" parameters or "hyperparameters" (e.g. lasso penalty coefficient, choice of kernel, neural network structure) and the third set are what are usually considered the "parameters" (e.g. coefficients for the covariates.)</p>
<p>Given a model class and a choice of hyperparameters, one selects the parameters by choosing the parameters which minimize error on the training set. Given a model class, one tunes the hyperparameters by minimizing error on the validation set. One selects the model class by performance on the test set.</p>
<p>But why not more partitions? Often one can split the hyperparameters into two groups, and use a "validation 1" to fit the first and "validation 2" to fit the second. Or one could even treat the size of the training data/validation data split as a hyperparameter to be tuned.</p>
<p>Is this already a common practice in some applications? Is there any theoretical work on the optimal partitioning of data?</p> | 73,386 | [
-0.013410987332463264,
0.054759860038757324,
-0.029205895960330963,
-0.013983532786369324,
0.02669581212103367,
0.001492199837230146,
-0.026027031242847443,
-0.03787899762392044,
0.053790345788002014,
0.0006253075553104281,
0.02577168680727482,
0.02562509849667549,
0.051730141043663025,
-0.044256582856178284,
0.00233378354460001,
-0.01382300816476345,
-0.0012420245911926031,
-0.009440608322620392,
-0.008593187667429447,
0.008379417471587658,
-0.011267080903053284,
0.015868403017520905,
0.01278879027813673,
-0.03909187763929367,
-0.018172476440668106,
0.020717790350317955,
0.03038797900080681,
-0.0013702778378501534,
0.017335735261440277,
0.023840652778744698,
-0.024129444733262062,
-0.018812283873558044,
0.007712711580097675,
0.06966015696525574,
0.004849608987569809,
-0.02550439164042473,
-0.0035631090868264437,
-0.05514037609100342,
-0.022588586434721947,
0.033954594284296036,
-0.032072968780994415,
0.00657258415594697,
-0.012198771350085735,
0.020109672099351883,
0.015456999652087688,
0.038658495992422104,
-0.007267208304256201,
-0.05302692949771881,
-0.00003236471093259752,
-0.051848381757736206,
0.06105220317840576,
-0.0009455587714910507,
0.04982476308941841,
0.05614442005753517,
-0.01581249199807644,
-0.024125557392835617,
0.06867548078298569,
0.08634203672409058,
-0.010930709540843964,
-0.019828446209430695,
-0.03886532410979271,
-0.036568447947502136,
0.02572699636220932,
0.018225528299808502,
-0.02965066023170948,
0.043441884219646454,
0.02916858345270157,
-0.01473713107407093,
0.002397169591858983,
-0.004078995902091265,
0.0199003703892231,
0.002497827634215355,
0.05446090176701546,
-0.035372957587242126,
0.013083279132843018,
0.020322127267718315,
0.00998767465353012,
0.04498365521430969,
0.06100211292505264,
0.007065658923238516,
0.030840914696455002,
0.018653737381100655,
0.014578557573258877,
0.012739225290715694,
-0.005264120642095804,
0.0017405017279088497,
0.08312547206878662,
-0.011479126289486885,
-0.00728303287178278,
-0.007778317667543888,
-0.006041723769158125,
0.019856669008731842,
0.07118816673755646,
-0.006434584967792034,
-0.02167758159339428,
0.025466127321124077,
-0.00026623893063515425,
0.01786910369992256,
0.01633823662996292,
0.006464929785579443,
-0.02072100341320038,
-0.01258661225438118,
-0.009464893490076065,
0.040612947195768356,
-0.012654473073780537,
0.003470631083473563,
-0.006877067033201456,
-0.007136819418519735,
0.0026018021162599325,
-0.011914285831153393,
-0.023865846917033195,
0.0372699573636055,
-0.010589745827019215,
0.01924050599336624,
0.01695559173822403,
0.011144465766847134,
0.01729632541537285,
-0.044194545596838,
0.035270724445581436,
0.06879378855228424,
0.037176910787820816,
-0.03926275297999382,
0.030003516003489494,
-0.001488714711740613,
-0.05912008881568909,
0.02034670300781727,
0.01150646060705185,
-0.025522487238049507,
-0.045115675777196884,
0.040939755737781525,
-0.02068718895316124,
-0.02610674686729908,
0.03526832535862923,
-0.020213263109326363,
-0.0022198655642569065,
0.02598033845424652,
-0.07902068644762039,
-0.039070963859558105,
0.0006450233049690723,
0.0013314048992469907,
0.014982867985963821,
-0.018688956275582314,
-0.012823112308979034,
0.00936464685946703,
0.060339685529470444,
-0.016113612800836563,
0.031327441334724426,
0.008308152668178082,
0.026762081310153008,
-0.01978130266070366,
-0.02457226812839508,
-0.03678383678197861,
-0.028676172718405724,
0.01589539460837841,
-0.04039302095770836,
-0.07762721925973892,
0.0016854392597451806,
0.05709336698055267,
-0.0043741860426962376,
0.019558828324079514,
0.010582180693745613,
-0.0069728814996778965,
-0.01683168113231659,
-0.01961176097393036,
0.018216440454125404,
-0.00798592995852232,
0.05407048016786575,
0.0027872950304299593,
0.07716064900159836,
0.03572482615709305,
-0.012960324995219707,
0.021837370470166206,
0.025915317237377167,
0.02737308293581009,
0.016331637278199196,
0.029930703341960907,
0.00315461540594697,
0.00038177528767846525,
0.03177112340927124,
0.003740619169548154,
-0.031184161081910133,
-0.05487081781029701,
0.025828853249549866,
0.02249765209853649,
0.0129784494638443,
0.022387918084859848,
0.020903103053569794,
-0.04298333451151848,
0.0267960112541914,
-0.05151127278804779,
-0.04582845792174339,
-0.05572478473186493,
0.010477723553776741,
-0.05267668515443802,
-0.011949438601732254,
0.052168361842632294,
-0.009373839013278484,
-0.005448331590741873,
0.0024208317045122385,
-0.03872673586010933,
-0.014194709248840809,
0.009688657708466053,
0.047238774597644806,
-0.011655431240797043,
0.020299790427088737,
0.07063380628824234,
-0.007914233021438122,
-0.024117646738886833,
0.06281010806560516,
-0.02952062524855137,
-0.075990229845047,
0.005461819935590029,
-0.060331717133522034,
0.008766966871917248,
-0.037728775292634964,
-0.024889664724469185,
-0.013134678825736046,
0.016935275867581367,
-0.036507442593574524,
0.03672314062714577,
-0.041268911212682724,
0.06856294721364975,
0.05751684308052063,
-0.0002210861857747659,
-0.0034408208448439837,
0.001491681905463338,
-0.023509101942181587,
0.021801047027111053,
-0.0009750754688866436,
0.003594029461964965,
-0.06951044499874115,
-0.01129264198243618,
0.05955301970243454,
0.012312396429479122,
-0.03106018714606762,
-0.0014495484065264463,
0.05859009921550751,
0.025516023859381676,
0.025485780090093613,
0.015176234766840935,
-0.016468564048409462,
-0.008246514946222305,
0.034954946488142014,
0.00622076028957963,
0.01802319660782814,
-0.009377009235322475,
-0.005643465556204319,
-0.004883036948740482,
0.017432188615202904,
0.0007707984768785536,
0.003203138243407011,
0.06419852375984192,
0.015363269485533237,
-0.0002443820412736386,
-0.0007954943575896323,
-0.027533089742064476,
0.021229013800621033,
-0.026507427915930748,
0.03642769157886505,
-0.00046257497160695493,
0.024682020768523216,
-0.0005018250085413456,
-0.019357740879058838,
-0.014996089041233063,
0.009311625733971596,
0.011729511432349682,
-0.019079767167568207,
0.02629387006163597,
0.025496868416666985,
-0.043398723006248474,
0.00001669111406954471,
-0.048282165080308914,
-0.03410980477929115,
-0.07211202383041382,
-0.01088443398475647,
0.02888544648885727,
-0.012520910240709782,
0.05650658160448074,
-0.04334308207035065,
-0.005709437187761068,
-0.0009985934011638165,
-0.01827077753841877,
0.03092966414988041,
-0.027057595551013947,
-0.03052976354956627,
-0.0004131337336730212,
-0.034909702837467194,
-0.024500105530023575,
0.0166611485183239,
-0.011883484199643135,
0.02279438078403473,
-0.013503477908670902,
0.0023061682004481554,
-0.05062725022435188,
-0.059942279011011124,
-0.012686180882155895,
-0.0063110594637691975,
-0.010722143575549126,
-0.05067138373851776,
0.047853756695985794,
0.03592376783490181,
-0.032326627522706985,
0.023709874600172043,
0.008578573353588581,
0.008833607658743858,
-0.022728195413947105,
-0.04682552069425583,
0.0012802903074771166,
-0.005825462285429239,
0.02439669519662857,
0.05794316902756691,
-0.03749328851699829,
-0.017709415405988693,
-0.06490609049797058,
-0.055923350155353546,
-0.00780544662848115,
-0.0032162703573703766,
0.050252750515937805,
0.0015027843182906508,
-0.006942960433661938,
0.0805225521326065,
0.020866453647613525,
-0.014690259471535683,
-0.03171171993017197,
0.03483082354068756,
-0.007229293696582317,
-0.013882112689316273,
0.019449669867753983,
0.043711911886930466,
0.026877842843532562,
0.005629961844533682,
-0.01303042285144329,
0.032502658665180206,
0.03891848027706146,
0.003593707224354148,
-0.023311711847782135,
0.006340248975902796,
0.02872474305331707,
-0.024855516850948334,
0.0008784233359619975,
0.02224317193031311,
-0.0029981324914842844,
0.036321282386779785,
-0.03773391619324684,
0.01939946785569191,
0.016225438565015793,
-0.03938356414437294,
0.017936166375875473,
-0.0411154143512249,
0.0179890263825655,
-0.017277251929044724,
0.019562970846891403,
0.025266947224736214,
-0.06955423206090927,
0.005459320265799761,
0.08018044382333755,
0.014319460839033127,
-0.021042924374341965,
-0.012921549379825592,
0.030948512256145477,
0.037980787456035614,
-0.03156203031539917,
-0.030160512775182724,
-0.03169960528612137,
0.0005679283640347421,
0.004081118386238813,
-0.002134254202246666,
-0.020751357078552246,
0.060079243034124374,
0.01281912624835968,
0.016400715336203575,
-0.04025910049676895,
-0.05245387554168701,
0.009509853087365627,
-0.09230424463748932,
0.010417339392006397,
-0.016781410202383995,
0.0514286644756794,
-0.012881480157375336,
0.019292643293738365,
0.017546873539686203,
-0.010080904699862003,
0.036689355969429016,
0.03836866095662117,
-0.07410982996225357,
0.0049337539821863174,
0.007606512866914272,
0.008687236346304417,
-0.014959807507693768,
-0.011396955698728561,
0.024703074246644974,
-0.033281873911619186,
0.01576894521713257,
-0.01627335138618946,
0.021436696872115135,
-0.021721959114074707,
0.013230480253696442,
-0.0008985560853034258,
-0.009033246897161007,
0.010259482078254223,
0.008625591173768044,
0.04653802141547203,
0.03140365704894066,
-0.006223836913704872,
0.03792094439268112,
-0.007935632951557636,
-0.0149741405621171,
-0.011544523760676384,
0.011029433459043503,
0.014776439405977726,
0.05809541791677475,
-0.005040805321186781,
0.045716457068920135,
-0.0242807287722826,
0.01797744818031788,
-0.02604527212679386,
0.02932082675397396,
0.035482898354530334,
-0.031963691115379333,
-0.004944668151438236,
-0.04720425233244896,
-0.023076577112078667,
-0.014389362186193466,
0.020482731983065605,
0.014529990963637829,
-0.02392495423555374,
0.04267474636435509,
0.027945732697844505,
-0.03545209765434265,
0.0023154369555413723,
0.06434521079063416,
0.014285767450928688,
-0.03301263228058815,
-0.04999937117099762,
-0.017198678106069565,
0.010938928462564945,
0.013931903056800365,
-0.003766830312088132,
-0.0008084905566647649,
-0.018282148987054825,
0.03346763178706169,
0.020379461348056793,
-0.02985282801091671,
0.0006836270913481712,
-0.0020065640565007925,
0.05814013630151749,
0.0573560930788517,
0.0013153881300240755,
-0.0022397234570235014,
0.005577113479375839,
0.06252675503492355,
0.04701215773820877,
0.03585829958319664,
-0.039122696965932846,
-0.0865480899810791,
0.018946941941976547,
0.04332362487912178,
0.016954638063907623,
-0.024598363786935806,
-0.005220408085733652,
-0.01928417943418026,
-0.033148348331451416,
0.03213384374976158,
-0.02813880518078804,
0.008664926514029503,
-0.007336936425417662,
-0.011491919867694378,
-0.051117561757564545,
-0.006053832359611988,
-0.03428715839982033,
0.010721787810325623,
-0.02688024565577507,
0.040800243616104126,
-0.029020534828305244,
-0.02397102117538452,
-0.031081385910511017,
0.045664526522159576,
0.0075190989300608635,
0.0666276067495346,
-0.02241656742990017,
-0.019110703840851784,
-0.007559804245829582,
-0.006033098325133324,
-0.044996168464422226,
-0.06278818100690842,
-0.03892698884010315,
0.030556902289390564,
-0.01832752116024494,
-0.008400361984968185,
0.0037986983079463243,
-0.06703241169452667,
0.01950516737997532,
0.00298200361430645,
-0.04134446755051613,
-0.0013917029136791825,
-0.026645634323358536,
0.051790203899145126,
0.013701679185032845,
0.0026567073073238134,
0.06978817284107208,
0.0035652839578688145,
0.014154484495520592,
-0.009084227494895458,
-0.031836021691560745,
0.005358035676181316,
-0.007557789329439402,
-0.04893011972308159,
-0.03864819183945656,
-0.023405995219945908,
0.0002615263219922781,
0.02757040411233902,
-0.019989272579550743,
0.04887869209051132,
-0.030759869143366814,
-0.046177059412002563,
-0.008129293099045753,
0.038470055907964706,
0.016401242464780807,
-0.028875838965177536,
0.0223682951182127,
0.05607469379901886,
0.02433781512081623,
0.019696103408932686,
-0.01051446795463562,
-0.03151603415608406,
0.04976479336619377,
0.04117334261536598,
-0.027256984263658524,
0.01203794777393341,
-0.05768877640366554,
-0.013729896396398544,
0.02381533570587635,
0.006128091365098953,
0.026729997247457504,
-0.009861492551863194,
0.030366789549589157,
-0.01200221199542284,
-0.03811797499656677,
-0.00034428140497766435,
0.014522626996040344,
-0.00042501025018282235,
0.04708203300833702,
-0.04353443533182144,
0.027763914316892624,
-0.038121048361063004,
-0.0008871006430126727,
-0.0723004937171936,
-0.030731432139873505,
0.028531569987535477,
-0.0237966850399971,
-0.016662847250699997,
-0.04086022078990936,
0.020994821563363075,
-0.03528157249093056,
-0.05451233685016632,
0.007675673346966505,
0.06519454717636108,
-0.02581426315009594,
-0.019310707226395607,
-0.03768116235733032,
0.0273748766630888,
0.055592313408851624,
0.02263701520860195,
0.017227619886398315,
-0.009153859689831734,
0.0006012146477587521,
-0.014282400719821453,
0.02723008394241333,
-0.004517268389463425,
-0.029784128069877625,
0.004162119701504707,
-0.03432488813996315,
0.0030357821378856897,
0.05021108314394951,
-0.004806322976946831,
-0.020118407905101776,
-0.014649340882897377,
-0.038105208426713943,
0.008554850704967976,
-0.025426965206861496,
0.013479910790920258,
0.028059309348464012,
-0.00999212171882391,
-0.005770788993686438,
0.02587939240038395,
-0.016326146200299263,
-0.017886610701680183,
0.028964173048734665,
-0.002740793861448765,
-0.008189871907234192,
0.02459751069545746,
0.061890922486782074,
0.003681040834635496,
-0.007035547401756048,
-0.018189765512943268,
-0.02604812942445278,
0.05932985246181488,
0.004388004541397095,
-0.014805455692112446,
0.013598506338894367,
0.048448916524648666,
-0.04846259579062462,
-0.01579897478222847,
-0.014862807467579842,
-0.04631486535072327,
0.03215779364109039,
-0.043051671236753464,
0.03935081139206886,
0.054985642433166504,
-0.009093206375837326,
0.0005580652505159378,
-0.0603145956993103,
0.00761055713519454,
-0.022296937182545662,
0.018371136859059334,
0.054265767335891724,
0.005988998804241419,
-0.012438789010047913,
0.040772464126348495,
-0.0031502689234912395,
0.005416617263108492,
0.04452360048890114,
-0.011766989715397358,
0.041333846747875214,
0.008387797512114048,
-0.05611219257116318,
-0.06376413255929947,
0.0442904569208622,
-0.05107368156313896,
-0.017683418467640877,
-0.010204751044511795,
-0.018243413418531418,
0.02894715964794159,
0.023060953244566917,
0.003773896023631096,
-0.02404281310737133,
0.020299749448895454,
-0.046313319355249405,
0.027838535606861115,
0.03450264781713486,
-0.006292750593274832,
0.039892569184303284,
-0.0019557643681764603,
0.05555169656872749,
0.0116463927552104,
0.019511790946125984,
0.0015247320989146829,
-0.05949285998940468,
-0.054430488497018814,
-0.016078192740678787,
-0.02457978017628193,
0.017337990924715996,
0.007427884731441736,
-0.033803269267082214,
0.0028526298701763153,
-0.005751464050263166,
0.026321016252040863,
-0.009263144806027412,
0.0562557689845562,
-0.041890453547239304,
0.035800836980342865,
-0.01518659945577383,
-0.019048497080802917,
0.0032436498440802097,
0.0015947440406307578,
0.1293632984161377,
0.11632833629846573,
0.053278081119060516,
-0.034226253628730774,
0.03295983746647835,
-0.010273262858390808,
-0.01821054145693779,
-0.004328293725848198,
-0.007058748044073582,
0.023090442642569542,
0.002624458633363247,
0.024790192022919655,
0.0369889996945858,
0.01397885661572218,
0.016014713793992996,
0.047191742807626724,
-0.025964507833123207,
-0.0015626808162778616,
0.02420923113822937,
0.023315541446208954,
-0.009267013520002365,
-0.01146214734762907,
-0.028059091418981552,
0.0022964461240917444,
0.005031257402151823,
-0.01937262713909149,
-0.009626622311770916,
-0.027800245210528374,
0.02756471000611782,
-0.014365720562636852,
-0.019179753959178925,
-0.00525554409250617,
-0.0032151935156434774,
0.01475490815937519,
-0.01472416426986456,
0.01066064927726984,
-0.014711015857756138,
-0.027767712250351906,
-0.012649217620491982,
0.022413885220885277,
0.013540892861783504,
0.007541408762335777,
-0.02998378314077854,
0.017622599378228188,
-0.049824755638837814,
-0.05008849874138832,
-0.030669305473566055,
0.04531025514006615,
-0.007924983277916908,
-0.019931690767407417,
-0.0012040083529427648,
0.01162397675216198,
0.01648259349167347,
-0.014873368665575981,
-0.034922536462545395,
0.03751019760966301,
0.02008570358157158,
-0.020089752972126007,
-0.029067065566778183,
-0.04201817512512207,
0.006571995560079813,
-0.011777023784816265,
0.019623123109340668,
0.007137253414839506,
-0.012564283795654774,
-0.02387353964149952,
-0.005483546294271946,
0.043413400650024414,
0.014215300790965557,
0.015731697902083397,
0.00921397190541029,
-0.022891394793987274,
-0.022014888003468513,
-0.0244993194937706,
0.03955534100532532,
0.0167837031185627,
-0.005725710652768612,
-0.01397431269288063,
-0.0075684599578380585,
-0.041643474251031876,
-0.021667305380105972,
-0.0015255585312843323,
-0.03368620201945305,
0.009086523205041885,
-0.03367204964160919,
-0.022763926535844803,
0.008442741818726063,
0.04114217683672905,
0.019600117579102516,
-0.003388406243175268,
0.008187423460185528,
0.01802895963191986,
0.004221061710268259,
-0.0527220219373703,
-0.028492767363786697,
-0.008990113623440266,
-0.03083207830786705,
0.04080218821763992,
0.014204657636582851,
0.11169946938753128,
-0.0217958502471447,
0.006674680858850479,
-0.0146870082244277,
0.032565731555223465,
0.002599709201604128,
0.02092023752629757,
0.005193849094212055,
-0.06640889495611191,
0.010297168046236038,
0.011034674011170864,
-0.006102186162024736,
-0.04069337248802185,
-0.00909249298274517,
-0.01934404857456684,
-0.02924380637705326,
0.023667097091674805,
-0.025010425597429276,
-0.018697459250688553,
0.032533202320337296,
-0.026509908959269524,
0.05785069614648819,
-0.04028593376278877,
0.000411985965911299,
-0.024812204763293266,
0.001969984034076333,
-0.06368754804134369,
-0.0698523074388504,
0.009415160864591599,
-0.008525805547833443,
-0.02845088206231594,
0.004649399779736996,
0.04920356348156929,
0.0010062886867672205,
0.016872169449925423,
-0.013164786621928215,
0.014249080792069435,
0.004526129923760891,
0.043213844299316406,
-0.052356455475091934,
-0.015519725158810616,
0.0581708662211895,
-0.05958632752299309,
-0.06573265045881271,
0.012630400247871876,
-0.030479250475764275,
0.044385749846696854,
0.031316209584474564,
-0.007019509095698595,
-0.018926169723272324,
0.028157809749245644,
-0.035076044499874115,
-0.026308836415410042,
0.004611168522387743,
0.03254909813404083,
0.02388615719974041,
-0.012787128798663616,
0.04151305556297302,
-0.00443009240552783,
-0.02076941914856434,
0.03244369104504585,
0.00316334399394691,
0.009321850724518299,
-0.009483782574534416,
0.030398711562156677,
0.014097507111728191,
0.055805809795856476,
-0.004270133096724749,
0.0019323829328641295,
0.031453125178813934,
0.043879423290491104,
-0.04595564678311348,
0.05318514630198479,
-0.013276800513267517,
0.0358455628156662,
-0.08676460385322571,
-0.03019464761018753,
-0.026515832170844078,
0.0020362031646072865,
0.005262008868157864,
-0.053704019635915756,
-0.005227755289524794,
0.021929513663053513,
-0.03864056617021561,
0.05542135238647461,
-0.030894877389073372,
0.008519881404936314,
-0.01336020790040493,
-0.016482625156641006,
-0.004900814034044743,
0.011566422879695892,
0.03086199425160885,
-0.008101338520646095,
-0.006376917939633131,
0.005132521968334913,
0.012964817695319653,
-0.02540642023086548,
-0.021287865936756134,
0.03196952864527702,
-0.016337569802999496,
-0.05069715902209282,
0.03299262002110481,
0.005922915879637003,
-0.05000115931034088,
0.01882166601717472,
-0.009404243901371956,
0.011514787562191486,
0.043947577476501465,
0.0014046321157366037,
0.001308840117417276,
0.04404231905937195,
0.0450015664100647,
0.0006881622830405831,
0.0010185010032728314,
-0.005314005073159933,
-0.002180870622396469,
0.027227161452174187,
0.009451817721128464,
0.012192418798804283,
0.042864859104156494,
-0.0024564298801124096,
-0.011587127111852169,
0.019107230007648468,
0.004259698558598757,
-0.02553842030465603,
0.015499047003686428,
0.008656752295792103,
-0.0054750144481658936,
-0.03261156752705574,
-0.0005547741311602294,
-0.022805124521255493,
0.008414785377681255,
0.012905013747513294,
0.01716926321387291,
-0.0156440157443285,
0.01953238993883133,
-0.011481163091957569,
-0.02121901325881481,
-0.02009473741054535,
0.024407852441072464,
-0.01673332042992115,
-0.05096755921840668,
-0.004813562147319317,
-0.004046766087412834,
-0.023376449942588806,
-0.06483140587806702,
-0.003214475465938449,
0.02561725489795208,
0.05289674550294876,
-0.02638157084584236,
0.030367393046617508,
0.02836555428802967,
-0.03747500106692314,
-0.010829171165823936,
-0.08717510104179382,
0.07878090441226959,
0.0027420620899647474,
-0.004618237726390362,
-0.031117640435695648,
0.003168240888044238,
-0.04066552221775055,
-0.006615424994379282,
0.06045866757631302,
0.053750015795230865,
0.02783200517296791,
-0.0455404631793499,
0.012828407809138298,
0.010412529110908508,
-0.0538121797144413,
0.02553052455186844,
-0.0093641746789217,
-0.021416708827018738,
-0.010738243348896503,
0.0036731332074850798,
0.004885590169578791,
-0.019872643053531647,
0.007750749588012695,
0.0033885962329804897,
0.021513961255550385,
0.013352534733712673,
0.020978640764951706,
0.009997415356338024,
0.027150504291057587,
0.006886634044349194,
0.031068164855241776,
-0.002721265656873584,
0.01075491402298212,
0.011982026509940624,
-0.010459746234118938,
-0.07072685658931732,
-0.025422215461730957,
-0.050778940320014954,
-0.03981969505548477,
-0.004468343686312437,
0.02837669663131237,
0.006696123629808426,
-0.03726641833782196,
0.017423944547772408,
0.010427468456327915,
-0.035100057721138,
0.016556909307837486,
0.048547517508268356,
0.04736444726586342,
0.037135545164346695,
0.012008043006062508,
0.015665212646126747,
0.04750184342265129,
-0.015368655323982239,
0.0032485227566212416,
0.02433134987950325,
0.03690316900610924,
0.02740619331598282,
0.009511347860097885,
0.02094378136098385,
-0.011065274477005005,
0.015586827881634235,
0.004736424423754215,
0.05751277878880501,
-0.04038763791322708,
-0.019903670996427536,
0.00453256256878376,
-0.025378568097949028,
-0.010842197574675083,
-0.030791576951742172,
-0.009607368148863316,
0.0631902888417244,
-0.03162451833486557,
-0.03896080330014229,
-0.05694114416837692,
-0.007362544536590576,
0.02467295713722706,
0.052577074617147446,
-0.0015805265866219997,
0.06092219427227974,
-0.009633045643568039,
-0.005895520560443401,
-0.03048853762447834,
0.005523297004401684,
0.04106983169913292,
-0.00702998461201787,
0.04419657588005066,
-0.012552797794342041,
-0.00412329938262701,
-0.017504902556538582,
-0.013171058148145676,
-0.023107582703232765,
-0.031676359474658966,
0.01175321452319622,
0.0660499706864357,
0.05098782479763031,
0.005247598979622126,
-0.03537488356232643,
-0.018097519874572754,
0.036905523389577866,
-0.0726841539144516,
-0.03287801519036293,
-0.037844717502593994,
0.02224094420671463,
-0.0025953128933906555,
-0.008685560896992683
] |
<p>I was thinking of this problem.</p>
<p><a href="http://en.wikipedia.org/wiki/Two_envelopes_problem" rel="nofollow">http://en.wikipedia.org/wiki/Two_envelopes_problem</a></p>
<p>I believe the solution and I think I understand it, but if I take the following approach I'm completely confused.</p>
<p>Problem 1:</p>
<blockquote>
<p>I will offer you the following game. You pay me \$10 and I will flip a fair coin. Heads I give you \$5 and Tails I give you \$20.</p>
<p>The expectation is \$12.5 so you will always play the game.</p>
</blockquote>
<p>Problem 2:</p>
<blockquote>
<p>I will give you an envelope with \$10, the envelope is open and you can check. I then show you another envelope, closed this time and tell you: This envelope either has \$5 or $20 in it with equal probability. Do you want to swap?</p>
<p>I feel this is exactly the same as problem 1, you forgo \$10 for a \$5 or a \$20, so again you will always switch.</p>
</blockquote>
<p>Problem 3:</p>
<blockquote>
<p>I do the same as above but close the envelopes. So you don't know there are $10 but some amount X. I tell you the other envelope has double or half. Now if you follow the same logic you want to switch. This is the envelope paradox.</p>
</blockquote>
<p>What changed when I closed the envelope??</p>
<p>EDIT:</p>
<p>Some have argued that problem 3 is not the envelope problem and I'm going to try and provide below why I think it is by analysing how each views the game. Also, it gives a better set up for the game.</p>
<p>Providing some clarification for Problem 3:</p>
<p>From the perspective of the person organising the game:</p>
<blockquote>
<p>I hold 2 envelopes. In one I put \$10 close it and give it to the player. I then tell him, I have one more envelope that has either double or half the amount of the envelope I just gave you. Do you want to switch? I then proceed to flip a fair coin and Heads I put \$5 in and Tails I put \$20. And hand him the envelope. I then ask him. The envelope you just gave me has twice or half the amount of the envelope you are holding. Do you want to switch?</p>
</blockquote>
<p>From the perspective of the player:</p>
<blockquote>
<p>I am given an envelope and told there is another envelope that has double or half the amount with equal probability. Do I want to switch. I think sure I have $X$, hence $\frac{1}{2}(\frac{1}{2}X + 2X) > X$ so I want to switch. I get the envelope and all of a sudden I am facing the exact same situation. I want to switch again as the other envelope has either double or half the amount.</p>
</blockquote> | 73,387 | [
-0.0454801507294178,
-0.02853136882185936,
0.03758235275745392,
-0.029210006818175316,
0.008569221012294292,
-0.009508674964308739,
0.004279579035937786,
-0.012505356222391129,
0.009586356580257416,
0.018942365422844887,
0.03945228084921837,
0.037474531680345535,
0.014265852980315685,
0.036402370780706406,
-0.0012109564850106835,
0.05169505625963211,
0.046755824238061905,
-0.008330865763127804,
0.019510235637426376,
-0.00856770295649767,
-0.016654539853334427,
0.024126334115862846,
0.008301779627799988,
-0.0014052584301680326,
-0.0502571202814579,
0.0372534841299057,
0.04175593703985214,
-0.03478862717747688,
0.027708683162927628,
0.05319305881857872,
-0.0389600470662117,
0.00145696010440588,
0.01736469194293022,
-0.015066257677972317,
0.03479210287332535,
0.0084996921941638,
0.007368265185505152,
-0.0005323906661942601,
0.020753754302859306,
-0.005784183274954557,
-0.05310036987066269,
0.04864136129617691,
0.019729889929294586,
0.04239535704255104,
-0.009536992758512497,
0.013562639243900776,
-0.01377780083566904,
0.005348382983356714,
0.01636960357427597,
-0.05698004737496376,
0.06405412405729294,
-0.021620091050863266,
0.010395917110145092,
0.036754071712493896,
0.009173628874123096,
-0.013686149381101131,
0.05229196324944496,
0.08511655777692795,
-0.006726959720253944,
-0.04167477414011955,
-0.004050788469612598,
-0.005121726542711258,
-0.009952623397111893,
-0.008892352692782879,
-0.03543000668287277,
0.025168344378471375,
0.010141685605049133,
0.00979714933782816,
-0.01352120004594326,
-0.029277373105287552,
0.012495476752519608,
0.01353785116225481,
0.03895595297217369,
-0.014951533637940884,
0.02589220181107521,
0.0006829748162999749,
0.00016982821398414671,
0.04787229001522064,
0.044900186359882355,
0.07972334325313568,
0.023486454039812088,
-0.026380043476819992,
0.021710021421313286,
0.011973539367318153,
0.03893782198429108,
-0.03218597173690796,
0.043176840990781784,
-0.004515796899795532,
0.050457753241062164,
0.02049507386982441,
0.02484925091266632,
-0.009964851662516594,
0.05820070952177048,
-0.029449257999658585,
-0.026758641004562378,
0.06110452860593796,
-0.02788630686700344,
0.01961968094110489,
-0.006969226524233818,
-0.029725132510066032,
-0.01476787868887186,
-0.034200720489025116,
-0.009861054830253124,
0.06410377472639084,
-0.01057871337980032,
0.006836443208158016,
-0.01321562472730875,
0.013446980156004429,
0.013575699180364609,
-0.017395328730344772,
-0.04263252764940262,
0.07775890082120895,
-0.03343256562948227,
0.025618206709623337,
-0.033593274652957916,
-0.04143214970827103,
-0.01816817931830883,
-0.0023532595951110125,
0.04088203236460686,
0.05514220520853996,
0.01408205647021532,
-0.026656122878193855,
0.011837744154036045,
-0.04231729730963707,
-0.05568079650402069,
-0.046190205961465836,
0.02269044518470764,
0.019983911886811256,
-0.023747935891151428,
0.05437193438410759,
0.022917089983820915,
-0.03353710472583771,
-0.0008993339142762125,
0.02463243529200554,
0.012619071640074253,
-0.0284414142370224,
-0.09286954998970032,
-0.06888317316770554,
0.03412865102291107,
-0.025467274710536003,
-0.028534600511193275,
-0.0397537499666214,
0.0009490038501098752,
0.045698147267103195,
0.03558548539876938,
-0.0020640678703784943,
0.025358982384204865,
0.0027736637275666,
0.03898027166724205,
0.04750983417034149,
-0.005862460937350988,
0.027079332619905472,
-0.02473352663218975,
0.01974167302250862,
-0.016043003648519516,
-0.051372624933719635,
-0.023899182677268982,
0.03225398808717728,
-0.019209550693631172,
-0.030798783525824547,
-0.007968931458890438,
0.008293027989566326,
-0.05640941113233566,
-0.024575674906373024,
-0.027705930173397064,
-0.04492131620645523,
0.10736621171236038,
0.03686438873410225,
0.04142149165272713,
0.023964527994394302,
-0.0015021796571090817,
0.019007215276360512,
-0.02960270829498768,
-0.002971230074763298,
0.015231127850711346,
-0.05982786417007446,
0.01069075521081686,
-0.029915189370512962,
-0.01010869350284338,
0.008772536180913448,
-0.030203726142644882,
0.022893410176038742,
-0.029285136610269547,
-0.011408694088459015,
0.011578431352972984,
-0.026530032977461815,
0.025810418650507927,
0.0256886575371027,
-0.021542692556977272,
-0.04338742047548294,
-0.06262166798114777,
-0.08337176591157913,
0.012539952993392944,
-0.0033543927129358053,
0.027312733232975006,
0.025519950315356255,
-0.031217342242598534,
-0.02040492184460163,
-0.017674770206212997,
0.0040684957057237625,
-0.02415124699473381,
0.062382154166698456,
0.031554073095321655,
-0.049321845173835754,
-0.01850394532084465,
0.07091008871793747,
0.027474962174892426,
-0.02672542817890644,
0.02200973406434059,
-0.05449412763118744,
-0.009493594989180565,
0.02400965988636017,
-0.029534652829170227,
0.032271359115839005,
-0.0016455685254186392,
0.001472773845307529,
0.0464298352599144,
0.010704782791435719,
0.0035003290977329016,
0.028396431356668472,
-0.05530888959765434,
0.06242622435092926,
0.06313096731901169,
0.02294333465397358,
0.013521532528102398,
0.014696800149977207,
0.0037977967876940966,
0.04396776854991913,
0.00840908195823431,
-0.04286196082830429,
-0.04068474471569061,
-0.03292466327548027,
0.01738821528851986,
0.01662086509168148,
-0.00338661577552557,
0.030763395130634308,
0.07836596667766571,
0.018118401989340782,
-0.021936533972620964,
0.013106975704431534,
-0.004224043805152178,
0.0270839836448431,
0.01887986995279789,
0.0010617109946906567,
0.02777777798473835,
0.0989607498049736,
0.011747857555747032,
-0.025092655792832375,
-0.005211313255131245,
0.03427138179540634,
-0.060030460357666016,
0.03619430586695671,
0.016595592722296715,
0.018525073304772377,
-0.020178036764264107,
-0.021393844857811928,
0.03191420063376427,
-0.04334644973278046,
-0.012234367430210114,
0.019538281485438347,
0.02249196171760559,
-0.04647117108106613,
-0.006943426560610533,
-0.025700556114315987,
-0.01051219180226326,
-0.025129862129688263,
-0.032195936888456345,
0.020536646246910095,
0.01616125926375389,
0.0010176440700888634,
0.010393465869128704,
-0.002848129952326417,
0.0025506571400910616,
0.02278456650674343,
0.008503017015755177,
0.002584102563560009,
-0.013585606589913368,
-0.02569473162293434,
-0.043811049312353134,
-0.0016000267351046205,
0.0009685723925940692,
0.012366145849227905,
0.00021526709315367043,
-0.004359210841357708,
-0.06787551939487457,
0.04705338552594185,
-0.022763047367334366,
-0.07675814628601074,
0.026529492810368538,
0.017227061092853546,
0.03934086114168167,
0.02982792630791664,
0.01631094701588154,
-0.013302961364388466,
0.007706869393587112,
-0.02515464648604393,
0.004352850839495659,
-0.02705858275294304,
-0.008679965510964394,
0.0919196829199791,
0.019187914207577705,
-0.0671858862042427,
0.02659371681511402,
-0.023066261783242226,
-0.06283208727836609,
-0.02945123426616192,
-0.02569006010890007,
-0.008510855957865715,
-0.011061256751418114,
-0.006620394065976143,
-0.022653676569461823,
0.018719691783189774,
-0.02973887138068676,
-0.06300918012857437,
-0.07832971960306168,
-0.008569413796067238,
-0.019872654229402542,
0.0022953832522034645,
0.010131647810339928,
-0.010419987142086029,
0.07101466506719589,
0.03547966852784157,
0.0030314491596072912,
-0.03243669867515564,
0.006388090550899506,
-0.011352410539984703,
-0.017420727759599686,
-0.022608136758208275,
0.022930599749088287,
-0.021578900516033173,
-0.014476312324404716,
-0.0018777564400807023,
0.03665127605199814,
0.017216740176081657,
-0.018592050299048424,
-0.0016434426652267575,
-0.004756361711770296,
0.0182732455432415,
-0.014313850551843643,
0.046360284090042114,
0.004277945030480623,
-0.008492819964885712,
-0.021483680233359337,
0.01911921612918377,
-0.0005148418713361025,
-0.004481503274291754,
-0.024144137278199196,
0.029162131249904633,
-0.01577584445476532,
0.018340202048420906,
0.0049161845818161964,
0.053883012384176254,
-0.0064072017557919025,
0.005130949895828962,
-0.0018010587664321065,
0.000035277676943223923,
0.06985414773225784,
-0.03990747407078743,
-0.004884503781795502,
0.06954043358564377,
0.044744823127985,
-0.01725625805556774,
-0.06229018792510033,
-0.03393898531794548,
0.0251197200268507,
0.017241274937987328,
-0.015525189228355885,
-0.03489607572555542,
0.035789135843515396,
0.057032108306884766,
0.014832733199000359,
0.014843253418803215,
-0.04685980826616287,
0.0027553269173949957,
-0.08284014463424683,
0.007632109802216291,
-0.016068264842033386,
0.0503111258149147,
0.011252796277403831,
0.0451226644217968,
0.007411499507725239,
0.004158905707299709,
-0.03714881092309952,
0.027327291667461395,
-0.07850231230258942,
0.03695211932063103,
0.022880056872963905,
0.017494842410087585,
-0.013124148361384869,
0.0005127133917994797,
0.016983849927783012,
-0.021542148664593697,
-0.010285534895956516,
-0.03792977333068848,
0.01631217636168003,
-0.03340565040707588,
0.031721096485853195,
-0.0025996845215559006,
-0.03251686319708824,
0.0110755180940032,
0.012169009074568748,
0.013008719310164452,
0.011109450832009315,
0.07036706060171127,
0.0007446020608767867,
-0.02898074872791767,
-0.004051888827234507,
0.012073082849383354,
0.03141250088810921,
0.05550039932131767,
0.045801471918821335,
0.014108440838754177,
0.028805699199438095,
-0.02207009866833687,
-0.012869498692452908,
0.0014452202012762427,
0.04257930815219879,
0.006546270567923784,
-0.03959909826517105,
-0.009886386804282665,
-0.05595577508211136,
-0.007826839573681355,
0.0027935090474784374,
0.015523571521043777,
-0.017536817118525505,
0.032300543040037155,
0.05290403962135315,
-0.023095186799764633,
-0.007949638180434704,
0.004686837084591389,
0.04242893308401108,
0.005865939427167177,
-0.026704566553235054,
-0.023102905601263046,
-0.02327161468565464,
-0.028691638261079788,
0.03973395377397537,
-0.0007993968320079148,
-0.010801712982356548,
0.013247964903712273,
-0.0032833581790328026,
0.03491652011871338,
0.000580453546717763,
-0.005038936156779528,
0.02531803958117962,
-0.01652853935956955,
0.04235393553972244,
-0.008730762638151646,
-0.026253221556544304,
0.0064697242341935635,
0.003068687627092004,
-0.0006963810883462429,
0.024196123704314232,
0.00011915898357983679,
-0.007015238981693983,
-0.013709578663110733,
0.01668696478009224,
0.052352938801050186,
-0.03249369189143181,
0.016626417636871338,
-0.049294035881757736,
-0.027204234153032303,
-0.003549461252987385,
-0.04477144777774811,
0.014740679413080215,
-0.04576963186264038,
-0.005200396757572889,
-0.029034119099378586,
-0.015480468049645424,
-0.020748009905219078,
-0.0024445506278425455,
-0.032162051647901535,
0.053550515323877335,
-0.02631278522312641,
-0.01611454226076603,
-0.017282631248235703,
0.01859932206571102,
0.0661398321390152,
0.04792766645550728,
-0.05880967527627945,
0.03557967022061348,
0.026106273755431175,
0.0001112349855247885,
-0.02558020129799843,
-0.0951341912150383,
0.003670151112601161,
-0.01811252534389496,
-0.0012031063670292497,
0.013646514154970646,
-0.0054238177835941315,
-0.08510191738605499,
0.014017101377248764,
-0.03414304926991463,
-0.002753029577434063,
0.055867794901132584,
-0.016716279089450836,
0.05243217200040817,
0.05062548443675041,
0.01149542536586523,
0.04471562057733536,
0.05966551601886749,
-0.008613774552941322,
0.0388098880648613,
-0.0004831865953747183,
-0.00023245972988661379,
-0.03024071455001831,
0.00829377956688404,
-0.03777733072638512,
0.030012346804142,
-0.04207950830459595,
0.04928096756339073,
0.02280660904943943,
0.03325997292995453,
-0.0130333062261343,
-0.04050644487142563,
-0.01879776641726494,
0.004773168358951807,
0.008081947453320026,
0.016092030331492424,
-0.035527292639017105,
-0.04261809587478638,
-0.004076269920915365,
-0.005683660972863436,
0.030875833705067635,
0.0032990030013024807,
0.007742675952613354,
-0.0004571835452225059,
-0.03025934100151062,
0.00489804008975625,
-0.05656052008271217,
0.00843611266463995,
-0.03155524656176567,
-0.050682734698057175,
0.028003131970763206,
-0.00544592784717679,
0.015373560599982738,
0.015007768757641315,
-0.007723386865109205,
-0.03401487320661545,
0.03716380149126053,
0.009904422797262669,
-0.025167416781187057,
-0.05273626372218132,
0.03432789444923401,
0.024272747337818146,
-0.0044870320707559586,
-0.043790094554424286,
0.012729845009744167,
0.02068491093814373,
-0.008873571641743183,
-0.03780193626880646,
-0.0050880503840744495,
-0.020922422409057617,
0.013784872367978096,
-0.03252531215548515,
-0.05762183293700218,
-0.0045325011014938354,
0.00205276464112103,
0.001644361182115972,
0.0033812467008829117,
-0.010509432293474674,
0.03502730652689934,
0.004249433521181345,
-0.012698281556367874,
-0.017532797530293465,
-0.03490392491221428,
-0.015890179201960564,
-0.017957348376512527,
0.008257831446826458,
-0.02024884708225727,
-0.049188435077667236,
-0.022316455841064453,
-0.007383578922599554,
0.022815106436610222,
-0.009795963764190674,
-0.02438531257212162,
-0.01458017434924841,
-0.023495836183428764,
-0.022687794640660286,
-0.006456541828811169,
0.002775771776214242,
0.012287233024835587,
-0.0025081364437937737,
0.011221406050026417,
0.022200068458914757,
0.008951330557465553,
-0.03339822217822075,
0.006880536675453186,
-0.00963106844574213,
0.002256625099107623,
0.009410381317138672,
0.09244014322757721,
-0.044800858944654465,
-0.005282475613057613,
-0.006482396740466356,
-0.022973651066422462,
0.021582836285233498,
-0.05716527998447418,
0.0036149942316114902,
0.01577926240861416,
0.03303695097565651,
-0.028565842658281326,
-0.046123482286930084,
-0.05192257836461067,
0.04042007774114609,
0.02169734798371792,
0.013105807825922966,
0.03497307375073433,
0.03788972273468971,
-0.0072732362896203995,
0.016967186704277992,
-0.009164955466985703,
0.018691347911953926,
-0.048986587673425674,
0.03334600850939751,
0.03450562059879303,
-0.02922440506517887,
0.010264544747769833,
0.058569833636283875,
0.03645150363445282,
0.05807243287563324,
-0.004853983875364065,
0.005311302840709686,
0.01503141038119793,
0.021840432658791542,
-0.06415686011314392,
-0.039007607847452164,
0.021442251279950142,
-0.049788761883974075,
0.030414627864956856,
0.004133566748350859,
-0.026104185730218887,
0.032385602593421936,
-0.0007636344525963068,
-0.015006281435489655,
-0.02247968502342701,
-0.014896099455654621,
-0.046793133020401,
0.014610152691602707,
-0.008558060973882675,
0.01884889230132103,
0.01697121374309063,
0.004082777071744204,
0.04239428788423538,
-0.01565377041697502,
0.024288151413202286,
-0.07430588454008102,
-0.07012723386287689,
-0.006478163413703442,
-0.02826475352048874,
-0.014734795317053795,
0.049530476331710815,
0.003778125625103712,
0.015228033997118473,
0.0067473179660737514,
-0.047611165791749954,
-0.0367932952940464,
0.03839963674545288,
0.00222021690569818,
-0.029218260198831558,
0.05414154380559921,
-0.010340210050344467,
0.042865049093961716,
-0.04127845540642738,
-0.01304053794592619,
0.12517103552818298,
0.051214978098869324,
0.029279781505465508,
-0.06392809748649597,
0.04353119432926178,
-0.019859757274389267,
0.0250005554407835,
-0.013977466151118279,
0.03791973367333412,
-0.01688825711607933,
0.014319621957838535,
0.01012110710144043,
0.06357701122760773,
0.011693992651998997,
-0.025843126699328423,
0.029342859983444214,
-0.06902284175157547,
-0.03693518787622452,
-0.0024011428467929363,
0.005175765138119459,
0.006065829657018185,
-0.026545114815235138,
-0.024985117837786674,
0.025422722101211548,
-0.023203736171126366,
0.007245364133268595,
-0.010696488432586193,
-0.019200440496206284,
0.03775639086961746,
-0.0032344022765755653,
0.015843097120523453,
0.0026253981050103903,
0.006685419473797083,
-0.01872394047677517,
0.01775578409433365,
0.05863532796502113,
0.020917784422636032,
-0.05336056649684906,
0.017402399331331253,
0.02543274499475956,
0.01406456995755434,
0.0029293992556631565,
0.037796955555677414,
0.02534903585910797,
-0.05789733678102493,
-0.015384609811007977,
-0.036606863141059875,
0.009879937395453453,
-0.01054591778665781,
-0.03603183850646019,
-0.017496725544333458,
0.00685759587213397,
-0.006862655282020569,
-0.03960125148296356,
-0.016699446365237236,
0.019546378403902054,
0.0033397721126675606,
-0.022926723584532738,
-0.013333470560610294,
-0.026060422882437706,
0.044354185461997986,
-0.008227305486798286,
0.04232177138328552,
0.018658721819519997,
-0.026854339987039566,
-0.046824075281620026,
-0.02921336703002453,
0.035684701055288315,
0.013208854012191296,
0.00724736787378788,
-0.01913529820740223,
-0.0036426556762307882,
-0.07204215228557587,
-0.012088713236153126,
-0.011769639328122139,
0.011680523864924908,
0.02507651410996914,
0.009603621438145638,
0.0023350187111645937,
0.010605105198919773,
-0.033336345106363297,
0.021585017442703247,
-0.022392576560378075,
0.01818900555372238,
-0.02704063057899475,
0.005275540053844452,
-0.01144212856888771,
-0.01455960888415575,
0.024503417313098907,
0.0014516875380650163,
0.039809972047805786,
0.0394304022192955,
-0.007127146702259779,
-0.013651277869939804,
-0.05292313173413277,
-0.02019367553293705,
-0.03233911842107773,
-0.015507112257182598,
-0.029659932479262352,
0.04805787652730942,
0.008677637204527855,
0.012603670358657837,
-0.028748279437422752,
-0.007786725647747517,
-0.06236719340085983,
-0.007607981562614441,
0.018845554441213608,
-0.02717904932796955,
0.000594796147197485,
0.0697561576962471,
0.038441672921180725,
-0.029941760003566742,
-0.00539378309622407,
-0.005046193487942219,
-0.006170931737869978,
0.052648600190877914,
0.0003154782752972096,
-0.02154000848531723,
0.007856442593038082,
-0.020084870979189873,
0.06879658997058868,
-0.03916526958346367,
-0.03407524153590202,
-0.044300105422735214,
0.009091819636523724,
0.015081778168678284,
-0.004148825071752071,
-0.01467935647815466,
-0.006285601761192083,
0.035294439643621445,
-0.01837846264243126,
0.034555889666080475,
0.0013356260024011135,
-0.030651938170194626,
-0.012776082381606102,
0.018778400495648384,
0.053998932242393494,
0.03807114064693451,
-0.038304056972265244,
-0.04530046880245209,
0.019743168726563454,
-0.02834293432533741,
-0.011674484238028526,
-0.019499700516462326,
0.04805292934179306,
0.04342895746231079,
0.02882755920290947,
-0.009984361939132214,
0.016546284779906273,
0.05737101286649704,
-0.032872606068849564,
-0.028761984780430794,
0.00276513141579926,
-0.01624882034957409,
0.04011939465999603,
-0.013896482065320015,
-0.009853694587945938,
0.0034775573294609785,
-0.004201504401862621,
0.023631282150745392,
0.0019112990703433752,
0.0005823177052661777,
-0.036536600440740585,
0.0030160495080053806,
-0.00980162899941206,
0.0033920849673449993,
-0.028544003143906593,
0.006341156084090471,
-0.028808729723095894,
-0.008376557379961014,
-0.0027446832973510027,
0.032793838530778885,
-0.0037456259597092867,
0.00878302101045847,
-0.07082272320985794,
0.015419332310557365,
0.03167213127017021,
0.01881970278918743,
0.03308052197098732,
-0.03575487062335014,
0.0073498827405273914,
0.03790174797177315,
-0.027423938736319542,
0.02888692170381546,
0.010727436281740665,
-0.02047152817249298,
-0.04536473751068115,
0.0521947406232357,
-0.06374002248048782,
0.03039451502263546,
0.02605617232620716,
0.01351949479430914,
0.025304580107331276,
0.008544753305613995,
-0.004666062071919441,
-0.03931483253836632,
0.0010664872825145721,
0.04046415537595749,
-0.02790009044110775,
-0.007337695453315973,
0.04529159516096115,
-0.024240918457508087,
0.007627333980053663,
0.06182059273123741,
0.031337372958660126,
0.007795567158609629,
-0.02585756406188011,
0.022565005347132683,
-0.009026638232171535,
0.052753958851099014,
0.03058193251490593,
0.04102142155170441,
0.04808048531413078,
-0.0027360536623746157,
-0.004983674734830856,
0.0017361883074045181,
0.020341655239462852,
0.009910907596349716,
0.05024820938706398,
0.00040842077578417957,
-0.006586118601262569,
0.009361141361296177,
-0.003561731893569231,
-0.02351776883006096,
0.008475820533931255,
-0.013003772124648094,
0.024941038340330124,
-0.000017373025912093,
-0.012821909971535206,
0.025817887857556343,
-0.0291758943349123,
0.014037058688700199,
-0.006287865340709686,
-0.028357360512018204,
0.006204446777701378,
-0.04013177379965782,
-0.018115077167749405,
0.044610340148210526,
0.023161251097917557,
0.00849660113453865,
-0.03757156804203987,
0.01707315258681774,
-0.007584861945360899,
0.01801922731101513,
0.04536115378141403,
-0.038862504065036774,
-0.041969094425439835,
0.0010368982329964638,
0.003955792170017958,
0.035123925656080246,
-0.032834574580192566,
0.003958649002015591,
-0.018008524551987648,
-0.07741332799196243,
0.028960198163986206,
-0.025312799960374832,
-0.0007581561803817749,
-0.03461538255214691,
-0.027190443128347397,
-0.03201887011528015,
0.013453397899866104,
0.057076774537563324,
0.0009346434380859137,
-0.02968788519501686,
-0.030100110918283463,
0.01893884316086769,
0.036306511610746384,
-0.061020348221063614,
0.032163456082344055,
0.006672602146863937,
0.01867603324353695,
0.011586818844079971,
-0.01612669602036476,
0.013485025614500046,
0.019448159262537956,
0.05284862965345383,
-0.017117610201239586,
-0.01032130979001522,
-0.0027610184624791145,
0.004467516206204891,
-0.0030527394264936447,
0.041953857988119125,
-0.00496679125353694,
0.016831818968057632,
-0.01914454624056816,
0.028734585270285606,
-0.021617120131850243,
-0.0037697216030210257,
-0.05416775867342949,
0.002171299885958433,
-0.05322419852018356,
-0.01937379688024521,
0.0027070885989814997,
0.028660355135798454,
0.02865133062005043,
-0.05992778018116951,
-0.033686764538288116,
0.032197244465351105,
-0.023234082385897636,
-0.04699643701314926,
0.02818732149899006,
0.005604580510407686,
0.016705026850104332,
0.016362907364964485,
0.06484459340572357,
-0.0689038410782814,
-0.0249741580337286,
0.012918327935039997,
-0.04551219940185547,
0.05067979171872139,
-0.006947146262973547,
0.05877078324556351,
0.04004252701997757,
0.0019261681009083986,
0.034915100783109665,
-0.022064905613660812,
0.019015461206436157,
-0.0042093414813280106,
-0.00827833078801632,
0.030814727768301964,
-0.002532570157200098,
-0.05289047211408615,
0.0030586516950279474,
0.010161338374018669,
0.06244011968374252,
-0.010539962910115719,
0.025807129219174385,
-0.007560159545391798,
0.03256315365433693,
-0.040755514055490494,
0.0010449058609083295,
0.0035058006178587675,
-0.020740823820233345,
-0.014320340007543564,
0.005312266759574413,
-0.023428894579410553,
0.023344343528151512,
0.055242929607629776,
-0.01959368772804737,
0.01031984481960535,
0.03251158818602562,
-0.03149139881134033,
-0.04741301387548447,
-0.0008775875903666019,
0.0007034422596916556,
0.0015661675715819001,
0.00895739533007145,
0.014667493291199207,
0.021707898005843163,
-0.02085365355014801,
-0.01609901525080204,
-0.008802647702395916,
0.06499826163053513,
-0.043604183942079544,
0.011108332313597202,
-0.012546720914542675,
0.005700492300093174,
0.039449580013751984,
-0.010257069952785969
] |
<p>We are measuring data with a high sample rate (20 kHz) and calculated a big standard error due to our system setup. Currently we are only interested in slow signals (in the order of Hz's) is it valid to use averaging (once per 20.000 samples) and thus lower our standard error with an order 20.000?</p> | 41,569 | [
-0.01862935721874237,
-0.025190608575940132,
-0.02736695297062397,
-0.021773487329483032,
0.059549763798713684,
0.004666769877076149,
-0.03398978337645531,
-0.015764573588967323,
-0.017467079684138298,
-0.009941252879798412,
0.023563850671052933,
0.035983093082904816,
0.0822153091430664,
0.024724498391151428,
0.026247547939419746,
-0.011147056706249714,
-0.037436842918395996,
0.028769798576831818,
-0.01576707512140274,
-0.05819803103804588,
0.02002403885126114,
0.03408096358180046,
-0.0023120539262890816,
-0.017983578145503998,
-0.032353226095438004,
0.009961599484086037,
0.05791384354233742,
-0.01457177847623825,
0.00768471322953701,
0.01435864344239235,
-0.043922338634729385,
0.005164770409464836,
0.016975710168480873,
0.03867427259683609,
0.060434721410274506,
-0.02749684639275074,
-0.04079277068376541,
-0.047236423939466476,
0.00525077898055315,
0.049784693866968155,
-0.03334134444594383,
0.03230470418930054,
0.02359699085354805,
-0.014215993694961071,
-0.00018972023099195212,
-0.0004991429159417748,
0.03488648310303688,
-0.027387630194425583,
0.020102856680750847,
-0.04676314443349838,
0.06302203983068466,
-0.003094902727752924,
0.012668692506849766,
0.024853965267539024,
0.006308634765446186,
0.03461882844567299,
0.06187449395656586,
0.03767174482345581,
-0.031627874821424484,
-0.016209129244089127,
0.01788248121738434,
-0.03619978204369545,
-0.01473523210734129,
-0.007326058112084866,
0.019381621852517128,
0.008461015298962593,
-0.046492718160152435,
-0.010088633745908737,
0.015772467479109764,
-0.024392466992139816,
0.017029497772455215,
0.016602594405412674,
0.03633662685751915,
-0.012238897383213043,
-0.0005408958531916142,
-0.03319054841995239,
0.04101291298866272,
0.01570589281618595,
0.008704731240868568,
0.060952428728342056,
-0.0020260163582861423,
0.004877222701907158,
0.040271468460559845,
0.03585536405444145,
0.024107273668050766,
-0.027057485654950142,
0.05806479975581169,
-0.042194873094558716,
0.01025147084146738,
0.017077362164855003,
0.022182103246450424,
0.01607002317905426,
0.031380198895931244,
0.00018097041174769402,
-0.019676199182868004,
-0.006715327501296997,
-0.02487964741885662,
0.07526584714651108,
-0.004117772914469242,
-0.03159749135375023,
0.016937406733632088,
-0.029180601239204407,
0.04141805320978165,
0.042981263250112534,
-0.022557199001312256,
0.0234982967376709,
-0.01471544336527586,
-0.006592721212655306,
-0.017645059153437614,
-0.024001026526093483,
-0.01236983947455883,
-0.03393956273794174,
-0.006355178542435169,
0.030966052785515785,
0.01523782778531313,
0.018694374710321426,
-0.001046082703396678,
0.0010442481143400073,
0.058480553328990936,
0.07455399632453918,
0.047399990260601044,
-0.03939015790820122,
0.002914096461609006,
-0.006045673508197069,
-0.04093313589692116,
0.0761246383190155,
-0.03544694557785988,
-0.03979021683335304,
-0.06286502629518509,
0.04513843357563019,
0.02387816272675991,
-0.016876181587576866,
0.039420995861291885,
-0.027441512793302536,
0.07209152728319168,
-0.02783784829080105,
-0.09875898063182831,
-0.07014100253582001,
0.04954466596245766,
-0.018814271315932274,
-0.002774671418592334,
-0.10347405076026917,
0.024996714666485786,
0.02694457769393921,
0.030449047684669495,
0.07390067726373672,
0.04445263370871544,
0.01517997495830059,
0.016043702140450478,
0.02031274512410164,
-0.028278019279241562,
-0.05028574913740158,
0.0014509102329611778,
-0.004675474017858505,
-0.002951196627691388,
-0.052819617092609406,
0.014149838127195835,
-0.016474401578307152,
-0.007172253914177418,
-0.013960831798613071,
-0.02931295335292816,
-0.0029759861063212156,
-0.016335561871528625,
0.015333817340433598,
-0.008128652349114418,
-0.04679436236619949,
0.0628092885017395,
0.005808492656797171,
0.04023980349302292,
-0.022049540653824806,
0.01993451453745365,
0.017176970839500427,
0.005042288918048143,
-0.016177451238036156,
0.039220768958330154,
-0.023609444499015808,
0.033090636134147644,
-0.0026541338302195072,
0.017056312412023544,
0.019713571295142174,
-0.035738710314035416,
-0.02011793665587902,
-0.02734791673719883,
0.009847109206020832,
0.008630169555544853,
0.037747614085674286,
0.017110643908381462,
-0.009968291036784649,
-0.03804461285471916,
-0.05746830254793167,
-0.06035573408007622,
-0.053298357874155045,
0.014241809025406837,
0.0016409988747909665,
0.003927415702491999,
0.020902305841445923,
0.0036349475849419832,
0.06125766783952713,
-0.017303787171840668,
-0.005695007275789976,
-0.03262688219547272,
-0.0005747067625634372,
0.03679097071290016,
-0.05463000386953354,
0.01424243114888668,
0.010933117009699345,
0.0034409919753670692,
-0.027633117511868477,
0.021623505279421806,
-0.0040315985679626465,
-0.04268336296081543,
0.0037792623043060303,
-0.036444470286369324,
0.027295419946312904,
0.03716512396931648,
-0.026772307232022285,
0.046129122376441956,
-0.018501952290534973,
-0.00005436954234028235,
0.048049040138721466,
-0.014190451242029667,
0.09890604764223099,
0.04542425647377968,
0.012786440551280975,
-0.008202719502151012,
0.05160984769463539,
0.01902247592806816,
-0.00024132423277478665,
0.01653132401406765,
-0.04577067494392395,
-0.05191827565431595,
0.04201376810669899,
0.023038718849420547,
0.031697120517492294,
-0.07514196634292603,
-0.031337201595306396,
0.07408936321735382,
-0.021890202537178993,
0.03722387179732323,
0.004745930433273315,
0.024604521691799164,
-0.019402215257287025,
0.015764649957418442,
0.04039204865694046,
0.01971936784684658,
0.022667374461889267,
-0.012313143350183964,
-0.003153490833938122,
0.012879899702966213,
0.025531241670250893,
0.04421050474047661,
0.003247826127335429,
-0.024848295375704765,
0.023596266284585,
0.008162124082446098,
-0.03024972416460514,
0.0023277581203728914,
-0.022210869938135147,
0.06380167603492737,
0.022610055282711983,
-0.009389189071953297,
0.03276938572525978,
0.03824474290013313,
0.003254594514146447,
0.0028079068288207054,
-0.02805059589445591,
-0.027083680033683777,
-0.02887289598584175,
0.05411364883184433,
-0.04128722473978996,
0.011265694163739681,
-0.057705558836460114,
-0.01847299002110958,
-0.029101235792040825,
-0.035122599452733994,
0.046673089265823364,
-0.015205775387585163,
0.033692676573991776,
-0.031815044581890106,
-0.004346584901213646,
-0.050094056874513626,
-0.008188462816178799,
-0.0023913446348160505,
0.025850247591733932,
-0.02115379460155964,
0.005382892210036516,
0.027189821004867554,
-0.08372247964143753,
0.04066832363605499,
-0.00865982286632061,
0.00990410428494215,
0.05411462113261223,
0.006901353597640991,
-0.07541844993829727,
0.002678824122995138,
-0.0022794739343225956,
0.020239200443029404,
-0.016630589962005615,
-0.00817371066659689,
0.05600526183843613,
0.016798604279756546,
-0.02647050842642784,
0.03669881820678711,
-0.039751697331666946,
-0.0317770391702652,
-0.03437507152557373,
-0.015085509046912193,
-0.00022153256577439606,
-0.029949501156806946,
-0.007052958477288485,
0.015969770029187202,
-0.045347943902015686,
-0.06691454350948334,
-0.012581070885062218,
-0.06637059897184372,
0.010581271722912788,
-0.01579408161342144,
0.059936437755823135,
0.01622956618666649,
-0.02196681872010231,
0.06543636322021484,
0.04531458020210266,
-0.03112214244902134,
-0.026030339300632477,
-0.02773815393447876,
0.003054349683225155,
-0.0622495636343956,
0.027244484052062035,
0.03385249152779579,
-0.02311711572110653,
0.008675987832248211,
-0.005283741280436516,
0.011185995303094387,
0.05755624175071716,
0.010878200642764568,
-0.0036529323551803827,
-0.014036799781024456,
-0.015743212774395943,
-0.009043815545737743,
0.038064274936914444,
0.027897506952285767,
-0.041912373155355453,
-0.016945267096161842,
0.004992264322936535,
0.08223480731248856,
0.02881428226828575,
-0.04391893744468689,
0.03340383991599083,
-0.0004285761096980423,
-0.009173929691314697,
-0.014956671744585037,
-0.006676068529486656,
0.029347356408834457,
0.009031226858496666,
-0.013487797230482101,
0.0543595589697361,
-0.018560394644737244,
0.0035844319500029087,
0.013428062200546265,
0.05243869870901108,
0.03961028531193733,
-0.014826982282102108,
-0.03479615971446037,
-0.020802300423383713,
-0.017811186611652374,
0.024442069232463837,
-0.014044566079974174,
-0.046123962849378586,
0.044546764343976974,
0.03598611801862717,
-0.0013059912016615272,
-0.009776468388736248,
-0.021805783733725548,
0.045401785522699356,
-0.059435468167066574,
0.00025642025866545737,
-0.03542573004961014,
0.018479276448488235,
0.032020606100559235,
0.04631591588258743,
0.00023980735568329692,
-0.008984159678220749,
0.027354473248124123,
-0.01608651876449585,
-0.025087879970669746,
0.044366106390953064,
-0.0366850309073925,
-0.0190159622579813,
0.008500540629029274,
-0.023532317951321602,
0.01824549026787281,
-0.02336142212152481,
0.05111623555421829,
-0.04281165078282356,
0.025259165093302727,
-0.042572569102048874,
-0.003420917084440589,
0.0453677624464035,
0.02577902190387249,
-0.060921330004930496,
0.028328554704785347,
0.0343875028192997,
-0.009718109853565693,
0.0015924081671983004,
0.003674647770822048,
-0.008946772664785385,
-0.01223823893815279,
-0.02125854790210724,
0.046073075383901596,
-0.03364969417452812,
0.037440259009599686,
-0.0007001889171078801,
0.026150623336434364,
-0.04630230739712715,
0.010985332541167736,
0.018768861889839172,
0.057673972100019455,
0.004184158518910408,
-0.019897064194083214,
-0.02525494620203972,
-0.030733635649085045,
-0.03746611252427101,
0.014914450235664845,
0.04724680632352829,
0.03214729204773903,
-0.022171897813677788,
-0.009047930128872395,
-0.012490486726164818,
-0.045877404510974884,
0.01182857807725668,
0.057675816118717194,
-0.027651460841298103,
0.026340648531913757,
-0.0637284368276596,
-0.049833741039037704,
-0.005281869787722826,
-0.0008199634030461311,
0.03362410143017769,
0.012516124173998833,
-0.0019382451428100467,
0.006499337498098612,
0.017191262915730476,
0.009644124656915665,
-0.01421023067086935,
0.02906271629035473,
0.039893560111522675,
0.024109451100230217,
0.004327800124883652,
-0.0348152332007885,
0.010513265617191792,
0.027138298377394676,
0.031663838773965836,
0.03973941504955292,
-0.005451307166367769,
-0.09931051731109619,
-0.017941059544682503,
-0.008314680308103561,
0.02049228735268116,
-0.022366715595126152,
0.022161684930324554,
-0.05725380405783653,
-0.000871857802849263,
0.05596376210451126,
-0.01771700382232666,
0.018789341673254967,
-0.027958720922470093,
0.003317013382911682,
-0.04942253232002258,
0.022358404472470284,
-0.009824174456298351,
0.028552910313010216,
-0.016567882150411606,
0.028863465413451195,
-0.01452990435063839,
-0.039247360080480576,
-0.011936393566429615,
0.005239720456302166,
0.036059193313121796,
0.046124253422021866,
-0.014502860605716705,
0.004324598703533411,
0.014707481488585472,
0.03714866191148758,
-0.02827022224664688,
-0.0628015398979187,
0.015186896547675133,
-0.017849765717983246,
0.006906479597091675,
-0.003731250064447522,
-0.005669003818184137,
-0.029159264639019966,
0.0399453341960907,
0.03587767481803894,
-0.01213936135172844,
-0.013314387761056423,
-0.012865377590060234,
0.043239716440439224,
0.015403980389237404,
0.03353694826364517,
0.0510304719209671,
0.017404379323124886,
0.003814161755144596,
0.0431923009455204,
0.005756638012826443,
0.023052804172039032,
-0.07519159466028214,
0.02724747359752655,
-0.014278633520007133,
-0.030105257406830788,
-0.017378559336066246,
0.04634914919734001,
0.008111398667097092,
0.06384549289941788,
0.014002346433699131,
-0.003809299785643816,
0.0293749812990427,
0.015062619931995869,
-0.0007886433159001172,
-0.012126811780035496,
-0.0007920051575638354,
0.02904026210308075,
-0.03388301283121109,
-0.022077545523643494,
-0.0002068991307169199,
-0.004834081046283245,
-0.008752596564590931,
0.030560292303562164,
-0.026406336575746536,
-0.0046652983874082565,
-0.05069264397025108,
-0.02213585004210472,
0.016332479193806648,
-0.032157763838768005,
0.063711978495121,
-0.016175176948308945,
0.028387781232595444,
-0.005675497930496931,
-0.012884246185421944,
-0.0036914723459631205,
0.01241269614547491,
-0.023274069651961327,
0.05736855790019035,
-0.08604956418275833,
0.06303531676530838,
-0.023047616705298424,
0.029210301116108894,
-0.05992578715085983,
-0.0631754919886589,
0.026423370465636253,
0.00658414326608181,
-0.006395398173481226,
-0.02896716631948948,
-0.013901433907449245,
-0.03197392076253891,
-0.02030731737613678,
-0.005896396469324827,
0.02597319334745407,
0.012447603978216648,
-0.05055432394146919,
0.017852334305644035,
-0.013001910410821438,
0.08742792159318924,
-0.02335328236222267,
-0.0022620405070483685,
0.010290813632309437,
-0.01789112389087677,
-0.018421869724988937,
-0.07832897454500198,
0.0427047498524189,
-0.05151199921965599,
0.009331908077001572,
-0.02762177400290966,
-0.019470365718007088,
-0.00550308870151639,
-0.006401850376278162,
-0.005513095296919346,
0.021882183849811554,
0.0014081881381571293,
0.015403793193399906,
-0.03197465464472771,
0.04480702802538872,
-0.017129186540842056,
-0.012011988088488579,
-0.008383064530789852,
-0.018250998109579086,
-0.04938984662294388,
-0.01643652468919754,
0.026542427018284798,
0.04957729950547218,
-0.02864007093012333,
0.005374044645577669,
0.05390426516532898,
0.0055533177219331264,
-0.0017452508909627795,
0.014536580070853233,
-0.029484333470463753,
0.027117738500237465,
-0.014214441180229187,
0.0164694394916296,
0.028292112052440643,
-0.018451344221830368,
-0.008988572284579277,
-0.05512530729174614,
-0.02800799533724785,
-0.02540615014731884,
0.07523523271083832,
0.03155926614999771,
0.05275443568825722,
0.018839897587895393,
0.011426321230828762,
-0.01196537259966135,
-0.04813747853040695,
-0.02591690607368946,
-0.0251139048486948,
0.005486063193529844,
0.03653404489159584,
0.012918515130877495,
-0.006936101242899895,
-0.030996182933449745,
-0.0020430719014257193,
0.02441621758043766,
0.026313938200473785,
0.01434293482452631,
0.03654336556792259,
-0.007044062949717045,
0.017665861174464226,
-0.027633456513285637,
0.011342821642756462,
-0.052526142448186874,
0.02865036204457283,
-0.033881429582834244,
-0.026394745334982872,
0.02090713381767273,
0.01203459408134222,
0.010487194173038006,
-0.07229622453451157,
0.0024189490359276533,
-0.02912907302379608,
0.0030754837207496166,
-0.017080126330256462,
-0.023184971883893013,
0.031212275847792625,
0.007029431406408548,
0.01667768321931362,
0.00880526751279831,
0.03183417022228241,
-0.026023639366030693,
-0.05698872730135918,
-0.013660725206136703,
-0.03268871083855629,
-0.03424226492643356,
0.0635705441236496,
0.019844012334942818,
-0.014936148189008236,
0.029984332621097565,
-0.00430457666516304,
0.025008639320731163,
-0.007240330334752798,
0.02902495115995407,
-0.028459757566452026,
0.04965514689683914,
0.029956132173538208,
0.0019231484038755298,
0.0037371187936514616,
0.00999643187969923,
0.11803991347551346,
0.06201574206352234,
0.006301905959844589,
-0.03884318843483925,
0.033597879111766815,
0.006702797021716833,
0.014859970659017563,
-0.04088672995567322,
0.0033808890730142593,
-0.012543470598757267,
-0.02264169417321682,
0.032800380140542984,
0.03578256815671921,
-0.00040239832014776766,
-0.022056054323911667,
0.07085821032524109,
-0.001508143381215632,
0.011782925575971603,
0.011646142229437828,
0.04239390417933464,
0.01832433044910431,
0.012190155684947968,
0.015009700320661068,
0.03171982988715172,
-0.035675641149282455,
-0.025514280423521996,
-0.004994660150259733,
-0.0018107291543856263,
-0.01503554917871952,
-0.005029706750065088,
0.004904355388134718,
0.017990028485655785,
0.04108140617609024,
-0.012573092244565487,
-0.059713464230298996,
-0.016204888001084328,
-0.02063923515379429,
-0.011873736046254635,
0.00849605817347765,
0.001278932555578649,
0.012790695764124393,
0.013486268930137157,
0.01400117389857769,
0.0327281728386879,
-0.02016955427825451,
-0.015471032820641994,
-0.027110902592539787,
0.012246442027390003,
0.02467440254986286,
-0.01756550744175911,
-0.009956822730600834,
0.02387349121272564,
0.010242077521979809,
-0.055163074284791946,
0.01325948629528284,
-0.01730763353407383,
0.011405916884541512,
-0.014385776594281197,
-0.02970210835337639,
-0.04767018184065819,
0.03304459527134895,
0.0022376880515366793,
0.00021865704911760986,
0.019094208255410194,
-0.011973056010901928,
-0.0032408072147518396,
0.04334601014852524,
0.03128240630030632,
-0.010201169177889824,
-0.02018864080309868,
-0.024737020954489708,
0.03351692482829094,
-0.05252953618764877,
0.015480794943869114,
0.02016373537480831,
-0.022941067814826965,
0.0447961799800396,
-0.005317649804055691,
-0.006336220074445009,
-0.024783974513411522,
-0.07823885977268219,
0.06279289722442627,
0.025022432208061218,
-0.03238077089190483,
-0.03371506184339523,
0.006554902996867895,
-0.027554374188184738,
0.0449117049574852,
-0.015489020384848118,
0.003533684415742755,
0.0028992081061005592,
0.04718853533267975,
0.029281992465257645,
-0.0229931753128767,
-0.0007996948552317917,
-0.01709205098450184,
-0.012626524083316326,
0.02408222109079361,
0.022842997685074806,
0.05269823595881462,
0.009762413799762726,
0.03191257268190384,
0.004382633604109287,
0.034195009618997574,
-0.024142006412148476,
0.0075698490254580975,
-0.011161098256707191,
-0.048800989985466,
0.019464772194623947,
-0.015173659659922123,
0.00004211657142150216,
-0.031106511130928993,
0.00193207326810807,
-0.06475138664245605,
-0.00034118921030312777,
-0.01969016343355179,
0.010969158262014389,
0.010711927898228168,
0.03277689218521118,
-0.0396730974316597,
-0.017791319638490677,
-0.004222034011036158,
0.03526466339826584,
-0.006697946228086948,
-0.0008804846438579261,
-0.006176693830639124,
-0.008168050087988377,
0.00017315502918791026,
0.0076684788800776005,
-0.02913418598473072,
-0.002719183685258031,
0.05665859952569008,
0.0055717541836202145,
-0.007499413099139929,
0.008963648229837418,
-0.005890198051929474,
0.03437430411577225,
-0.008907615207135677,
-0.058907512575387955,
-0.018255766481161118,
0.040890686213970184,
-0.061998385936021805,
-0.02312629483640194,
0.05170803144574165,
-0.0004145429120399058,
-0.006916047539561987,
0.02017972059547901,
-0.02442070282995701,
0.0026826930698007345,
0.030514637008309364,
-0.012284591794013977,
-0.05131923779845238,
0.012458101846277714,
-0.014249536208808422,
0.0005884061101824045,
0.03809766098856926,
0.044692154973745346,
0.0398726612329483,
0.03297910839319229,
0.03549888730049133,
0.037890851497650146,
-0.014761785976588726,
-0.0017032496398314834,
-0.00296407425776124,
-0.023406291380524635,
0.024290598928928375,
-0.013839338906109333,
0.002697261981666088,
0.03422217071056366,
0.044511087238788605,
-0.02813829481601715,
-0.01064218394458294,
-0.025258919224143028,
-0.011519821360707283,
-0.08077790588140488,
-0.014861653558909893,
0.0068092942237854,
-0.00005985700408928096,
-0.003006918588653207,
-0.03686898946762085,
0.0009104351047426462,
0.019232865422964096,
-0.05908235162496567,
0.0009008787455968559,
-0.036491911858320236,
-0.0382242277264595,
-0.04223571717739105,
-0.007158549036830664,
0.00575438654050231,
-0.007526845205575228,
0.02470490336418152,
0.029110360890626907,
0.024254916235804558,
-0.0036100444849580526,
0.016263622790575027,
-0.031033921986818314,
-0.02553970366716385,
0.007101514842361212,
0.02060887962579727,
-0.013785691931843758,
0.04000537097454071,
-0.04696104675531387,
-0.04450349509716034,
0.032720282673835754,
-0.017853500321507454,
0.016537586227059364,
-0.015202222391963005,
0.028758835047483444,
-0.020722515881061554,
0.028571641072630882,
0.04732886701822281,
-0.053337935358285904,
0.013220558874309063,
0.00898500345647335,
-0.005219270940870047,
0.02211451716721058,
-0.027949709445238113,
0.006275087594985962,
0.04755963012576103,
-0.03703315183520317,
-0.04847344011068344,
0.016774388030171394,
0.031818687915802,
-0.019857781007885933,
0.004220200702548027,
-0.007750475779175758,
0.01212058775126934,
-0.02771463617682457,
0.03077603504061699,
0.0025483539793640375,
0.002546329516917467,
0.03816996514797211,
0.005000322125852108,
-0.05386490002274513,
0.023077040910720825,
-0.0053070103749632835,
-0.008110523223876953,
-0.0008939530234783888,
0.01683347299695015,
-0.04723642021417618,
-0.08166652917861938,
-0.024841703474521637,
0.0064190165139734745,
-0.015532763674855232,
-0.024294106289744377,
-0.009028108790516853,
0.010397616773843765,
0.06189605966210365,
-0.0050819977186620235,
0.037651773542165756,
0.017586901783943176,
-0.0163089819252491,
-0.019086159765720367,
-0.05536404252052307,
0.05394132807850838,
0.01380875613540411,
0.03245389461517334,
-0.03229648619890213,
-0.05030512064695358,
-0.01107585895806551,
0.023413360118865967,
0.04715107008814812,
0.023031532764434814,
0.006651957053691149,
0.008106010966002941,
-0.003349149599671364,
0.00019800057634711266,
-0.04358689486980438,
0.018779927864670753,
-0.019107483327388763,
0.0036535260733217,
-0.021612435579299927,
-0.025261132046580315,
-0.005163026507943869,
-0.02992798015475273,
-0.005721192806959152,
0.01312454417347908,
0.013213587924838066,
-0.00690437899902463,
-0.029984470456838608,
0.03662267327308655,
0.03187815099954605,
-0.015782233327627182,
0.05585923045873642,
-0.017519056797027588,
0.017574556171894073,
0.01743442378938198,
-0.019475026056170464,
-0.054365795105695724,
0.01978801190853119,
-0.04078448936343193,
0.02199152112007141,
-0.011955732479691505,
0.04785626381635666,
-0.015842026099562645,
-0.07184276729822159,
-0.007308905012905598,
0.023162459954619408,
-0.07761132717132568,
0.013388704508543015,
0.038684338331222534,
0.002225950127467513,
0.008469498716294765,
-0.011661172844469547,
0.028895702213048935,
-0.0016039015026763082,
0.0016402527689933777,
0.0008865658310241997,
0.026289623230695724,
-0.007262319792062044,
-0.01906762085855007,
0.01635635830461979,
0.004543879069387913,
-0.00948815606534481,
0.030062235891819,
0.031417347490787506,
0.026157526299357414,
0.001988916890695691,
-0.029509838670492172,
0.0009972640546038747,
-0.01317825447767973,
-0.01047444250434637,
0.03340883180499077,
-0.0010356230195611715,
0.054902222007513046,
-0.02864120341837406,
-0.02427959255874157,
-0.01765422523021698,
-0.026302296668291092,
-0.014294992201030254,
-0.01036140602082014,
-0.010618623346090317,
0.049910277128219604,
-0.0024610545951873064,
-0.010235275141894817,
0.010944816283881664,
0.015330749563872814,
0.014941392466425896,
-0.07875458896160126,
0.03470622003078461,
-0.016820507124066353,
0.023207463324069977,
0.029970036819577217,
0.009543347172439098,
-0.026839395985007286,
0.014655755832791328,
0.0015261565567925572,
0.01581544429063797,
0.005437641870230436,
0.003910447470843792,
-0.016233501955866814,
0.004648255649954081,
-0.004155928269028664,
-0.0617789588868618,
0.0048271785490214825,
-0.009379364550113678,
0.011471898294985294,
-0.0007989494479261339,
-0.04126233235001564
] |
<p>I have four numeric variables. All of them are measures of soil quality. Higher the variable, higher the quality. The range for all of them is different:</p>
<p>Var1 from 1 to 10</p>
<p>Var2 from 1000 to 2000</p>
<p>Var3 from 150 to 300</p>
<p>Var4 from 0 to 5</p>
<p>I need to combine four variables into single soil quality score which will successfully rank order.</p>
<p>My idea is very simple. Standardize all four variables, sum them up and whatever you get is the score which should rank-order. Do you see any problem with applying this approach. Is there any other (better) approach that you would recommend?</p>
<p>Thanks</p>
<p><strong>Edit:</strong></p>
<p>Thanks guys. A lot of discussion went into "domain expertise"... Agriculture stuff... Whereas I expected more stats-talk. In terms of technique that I will be using... It will probably be simple z-score summation + logistic regression as an experiment. Because vast majority of samples has poor quality 90% I'm going to combine 3 quality categories into one and basically have binary problem (somequality vs no-quality). I kill two birds with one stone. I increase my sample in terms of event rate and I make a use of experts by getting them to clasify my samples. Expert classified samples will then be used to fit log-reg model to maximize level of concordance / discordance with the experts.... How does that sound to you?</p> | 49,470 | [
-0.030080847442150116,
-0.027529822662472725,
0.0011161164147779346,
0.024492451921105385,
0.015445691533386707,
0.00948253832757473,
0.03632039204239845,
0.005473432596772909,
0.027012355625629425,
-0.015886425971984863,
0.00952102430164814,
0.023588305339217186,
0.03711378201842308,
0.03429374098777771,
0.012977657839655876,
-0.014428769238293171,
0.03135906532406807,
0.01624068059027195,
-0.0013941120123490691,
-0.010682191699743271,
-0.0013649415923282504,
-0.02236940898001194,
0.004896991886198521,
0.00931492168456316,
-0.012067991308867931,
0.06673051416873932,
0.0046170256100595,
0.010291729122400284,
-0.014101970940828323,
0.036042794585227966,
-0.017305150628089905,
-0.035814519971609116,
0.037249606102705,
0.05707044154405594,
0.030781913548707962,
-0.0017266805516555905,
-0.019526107236742973,
0.027427250519394875,
-0.010486863553524017,
0.04480433091521263,
-0.018638722598552704,
-0.04166477546095848,
0.000300849846098572,
-0.02816072478890419,
-0.011735881678760052,
0.009678973816335201,
0.014465076848864555,
-0.019926469773054123,
0.048837028443813324,
-0.037731025367975235,
0.035709165036678314,
0.0006614731391891837,
0.025477303192019463,
0.02204544097185135,
-0.005168497562408447,
-0.015794912353157997,
0.049554597586393356,
0.05708169564604759,
-0.016442373394966125,
-0.03359987586736679,
-0.009913789108395576,
-0.036500267684459686,
0.019331414252519608,
-0.011630193330347538,
-0.022249167785048485,
0.031343016773462296,
-0.015438715927302837,
-0.002291594399139285,
0.03399591147899628,
0.010804124176502228,
0.02500854805111885,
0.021918542683124542,
0.054173920303583145,
-0.01796911656856537,
0.015565403737127781,
-0.01227691862732172,
0.02012724243104458,
0.006148326210677624,
0.05720309168100357,
-0.003371630562469363,
-0.025624750182032585,
0.01775793917477131,
0.0013283423613756895,
0.04641705006361008,
0.013950590044260025,
-0.012865003198385239,
0.06421057134866714,
-0.06433334946632385,
0.02433609776198864,
0.022247767075896263,
-0.019309213384985924,
0.0056973532773554325,
0.034258827567100525,
0.012979064136743546,
-0.029898330569267273,
-0.007451335899531841,
-0.033187322318553925,
0.028154414147138596,
-0.018305236473679543,
0.03984133526682854,
-0.005621068645268679,
-0.03527567535638809,
0.030008837580680847,
0.04814170300960541,
-0.020444801077246666,
-0.012745807878673077,
-0.029027514159679413,
-0.020281827077269554,
-0.003139684209600091,
-0.057374224066734314,
-0.0026306225918233395,
0.0010250029154121876,
0.011445404961705208,
-0.009236619807779789,
0.007563743740320206,
-0.014214807190001011,
-0.020108260214328766,
-0.019983313977718353,
0.0712977722287178,
0.013448663987219334,
0.042147520929574966,
-0.04786023497581482,
0.020339926704764366,
-0.04080267995595932,
-0.0600830502808094,
0.0115613779053092,
0.038691721856594086,
-0.00474923150613904,
-0.04303473234176636,
0.053000353276729584,
0.01005086861550808,
0.0252362247556448,
0.02536938525736332,
0.011615212075412273,
0.006814293097704649,
-0.034566719084978104,
-0.05834265798330307,
-0.026847468689084053,
0.0387190580368042,
-0.010898408479988575,
0.016652127727866173,
-0.07115203142166138,
-0.014459050260484219,
0.020914355292916298,
0.038551751524209976,
0.027753496542572975,
0.0453212596476078,
0.02572210505604744,
0.0347437858581543,
0.045980099588632584,
-0.01210376713424921,
-0.0034290598705410957,
-0.005414904560893774,
-0.03251217305660248,
-0.020851755514740944,
-0.07608122378587723,
0.009790990501642227,
-0.023545850068330765,
-0.043764080852270126,
-0.01409669779241085,
0.01994074136018753,
0.015476285479962826,
0.0010188388405367732,
-0.03896697610616684,
0.026793785393238068,
-0.001905188662931323,
0.037028249353170395,
-0.011963989585638046,
0.02323143742978573,
-0.0011677599977701902,
0.007391400169581175,
-0.014998828992247581,
0.018379775807261467,
0.05251326784491539,
0.05411192774772644,
-0.02137627638876438,
0.02892298437654972,
-0.04954993724822998,
0.01188204437494278,
-0.01830221712589264,
-0.02007940784096718,
-0.033610351383686066,
-0.007971799932420254,
0.03864727169275284,
-0.00957490038126707,
0.015693310648202896,
-0.022992325946688652,
-0.011769507080316544,
0.07282230257987976,
-0.028303977102041245,
-0.0621783547103405,
-0.04377872124314308,
-0.012976047582924366,
0.020872004330158234,
-0.013396537862718105,
0.005924776662141085,
-0.04875260964035988,
0.037832796573638916,
0.0194172915071249,
0.01719457283616066,
-0.03987031802535057,
0.006222479976713657,
0.07435768842697144,
-0.01300649531185627,
0.004719231277704239,
0.03588298335671425,
0.011908662505447865,
-0.042814597487449646,
0.039323776960372925,
0.006111022550612688,
-0.07515475898981094,
0.015403114259243011,
-0.00401744619011879,
0.008874794468283653,
-0.020195946097373962,
-0.03522733226418495,
0.07117228955030441,
-0.006597574800252914,
-0.0434374064207077,
0.004433047957718372,
-0.08347535878419876,
0.06577335298061371,
0.0712805911898613,
-0.02613026462495327,
-0.025659708306193352,
0.015146245248615742,
-0.007171521428972483,
0.026230303570628166,
-0.051541026681661606,
-0.003933575935661793,
-0.05225398391485214,
-0.006696260068565607,
0.030348336324095726,
0.04145233705639839,
-0.051925674080848694,
0.006425903178751469,
0.03954898193478584,
0.014326507225632668,
0.03551912307739258,
0.03694629296660423,
0.024209143593907356,
0.005572955589741468,
0.02232714742422104,
0.04112633317708969,
0.026506341993808746,
0.007822268642485142,
-0.019962985068559647,
0.010253789834678173,
0.036336541175842285,
-0.03103967010974884,
0.013786540366709232,
0.014839272014796734,
0.011063746176660061,
0.010644507594406605,
0.014668295159935951,
0.01300344243645668,
0.017523258924484253,
-0.04358619078993797,
-0.005515797063708305,
0.047954659909009933,
0.04247956722974777,
0.00753178633749485,
0.010524377226829529,
-0.0014642621390521526,
0.06010612100362778,
0.07106490433216095,
-0.03549332171678543,
0.018864937126636505,
0.023042181506752968,
-0.025567393749952316,
-0.011263849213719368,
0.005544578190892935,
-0.04310052841901779,
-0.053367190062999725,
0.002393493428826332,
0.04532288759946823,
-0.016586795449256897,
0.024853214621543884,
0.03129996731877327,
-0.029481755569577217,
-0.014075784012675285,
0.009182194247841835,
0.005063114687800407,
0.011324807070195675,
-0.023086780682206154,
-0.041223328560590744,
0.0266304612159729,
-0.0037123814690858126,
0.046130456030368805,
0.01104030106216669,
-0.02767331153154373,
0.012672767043113708,
-0.013042410835623741,
-0.05341557040810585,
-0.03246714174747467,
-0.029910597950220108,
0.014311658218502998,
-0.012642784975469112,
-0.018584169447422028,
0.02117505483329296,
-0.0036651412956416607,
-0.06176120787858963,
-0.0028264906723052263,
-0.03745286166667938,
-0.012160057201981544,
-0.04647809639573097,
0.0022526492830365896,
-0.010852411389350891,
0.0462106429040432,
-0.018558170646429062,
0.013744846917688847,
0.011090000160038471,
-0.006044346839189529,
-0.04364872723817825,
-0.0929507315158844,
0.037457361817359924,
-0.014475738629698753,
0.03154272958636284,
-0.011545198038220406,
-0.0124839898198843,
0.08405694365501404,
0.07158590853214264,
-0.04283212125301361,
-0.05893073230981827,
-0.029756728559732437,
-0.026291897520422935,
0.010252880863845348,
0.044028155505657196,
-0.004665670916438103,
0.012625488452613354,
0.031165488064289093,
-0.003951703198254108,
0.03107503056526184,
0.028070300817489624,
0.01149925496429205,
0.0206050556153059,
0.030091499909758568,
0.01184010785073042,
-0.020667990669608116,
-0.0004286355688236654,
0.03234675154089928,
-0.05773104727268219,
0.021344978362321854,
0.012149711139500141,
0.007577456999570131,
0.02830931916832924,
-0.054090991616249084,
0.0014826699625700712,
0.024060161784291267,
0.012715032324194908,
-0.001915790606290102,
-0.014748013578355312,
0.029575087130069733,
-0.06113206967711449,
-0.005454047117382288,
0.0038073656614869833,
0.012894541025161743,
0.02371966280043125,
-0.004389799665659666,
0.04097452014684677,
0.07096610963344574,
-0.022046193480491638,
-0.010723713785409927,
0.020748598501086235,
-0.02310210093855858,
0.01688852533698082,
-0.025253208354115486,
-0.009579678066074848,
0.009623993188142776,
0.04086067155003548,
-0.009314638562500477,
-0.02539329044520855,
-0.0689515545964241,
0.025798359885811806,
-0.0662303939461708,
0.009468810632824898,
-0.04827198013663292,
0.07541245967149734,
0.00460554426535964,
0.03372678533196449,
0.01107635349035263,
-0.031526532024145126,
0.020572302863001823,
0.007770319934934378,
-0.05902310460805893,
0.03297030180692673,
0.024655479937791824,
-0.0013379359152168036,
0.008956708945333958,
0.005517615936696529,
0.011562036350369453,
-0.04488476738333702,
0.01950872130692005,
-0.012363011948764324,
0.04951827973127365,
-0.039991267025470734,
0.012834593653678894,
-0.02788418158888817,
-0.01481409277766943,
0.0199138130992651,
0.0096391336992383,
-0.007554244715720415,
-0.01740948110818863,
0.06055213883519173,
0.040938735008239746,
-0.017126331105828285,
0.025277720764279366,
-0.03528469428420067,
0.007484906818717718,
0.00005285984661895782,
0.052426137030124664,
-0.0024276485200971365,
0.04562126845121384,
-0.03827023133635521,
0.06298558413982391,
-0.027842815965414047,
0.047718118876218796,
0.010185793973505497,
-0.03265770524740219,
-0.03929084166884422,
-0.008213321678340435,
-0.03671923279762268,
0.03016786091029644,
0.026458580046892166,
0.01899394765496254,
-0.017042070627212524,
0.029414573684334755,
0.016222264617681503,
-0.07622059434652328,
0.0194076057523489,
0.03232812136411667,
-0.012608322314918041,
-0.02135651372373104,
0.0030481668654829264,
-0.017360422760248184,
0.04274049773812294,
-0.022493992000818253,
0.03828103467822075,
0.047661226242780685,
-0.03067637048661709,
-0.04506952315568924,
0.05900048464536667,
-0.027952149510383606,
-0.02454829029738903,
0.00032883352832868695,
0.025601239874958992,
0.0211279708892107,
-0.016752855852246284,
-0.08268281817436218,
-0.01113850437104702,
0.030847085639834404,
0.03403933718800545,
0.043404605239629745,
-0.03190118819475174,
-0.09977668523788452,
0.011078416369855404,
0.022993776947259903,
0.0641918033361435,
-0.06827680766582489,
-0.006345351226627827,
-0.005002634599804878,
-0.052301064133644104,
0.018158935010433197,
-0.07937037199735641,
0.029156852513551712,
-0.019118554890155792,
0.030026018619537354,
-0.013598884455859661,
-0.03671526536345482,
-0.05385076627135277,
0.024318773299455643,
-0.0010598450899124146,
0.04702376201748848,
0.02122334949672222,
-0.033225588500499725,
-0.04703659936785698,
0.04383426904678345,
0.0055842325091362,
0.01725934073328972,
-0.010987549088895321,
-0.015204629860818386,
-0.019354628399014473,
0.010779840871691704,
-0.03686026483774185,
-0.03215426579117775,
0.03032803349196911,
-0.017367450520396233,
0.0017460881499573588,
0.02627677470445633,
0.027634186670184135,
-0.005692626815289259,
-0.012744617648422718,
0.0403323769569397,
-0.01775667630136013,
-0.007154420949518681,
0.030524050816893578,
0.034204766154289246,
0.025076154619455338,
0.010312090627849102,
0.02168155461549759,
0.024747218936681747,
-0.0022869990207254887,
0.022494371980428696,
-0.022873949259519577,
0.016359539702534676,
-0.021533170714974403,
-0.026156429201364517,
-0.026519540697336197,
0.01329423114657402,
-0.039671339094638824,
0.014985598623752594,
-0.013245680369436741,
0.06831836700439453,
-0.037550147622823715,
-0.004278183449059725,
-0.007783402688801289,
-0.030091043561697006,
-0.013041170313954353,
-0.0292135551571846,
-0.012173877097666264,
0.023604577407240868,
0.02195575088262558,
-0.007861630991101265,
0.008321656845510006,
0.019829459488391876,
-0.01584835909307003,
0.00046948756789788604,
-0.03700161352753639,
0.022179296240210533,
-0.049738809466362,
-0.0041986857540905476,
-0.008532680571079254,
-0.014895654283463955,
0.06531919538974762,
0.03468994051218033,
0.052435994148254395,
0.009935688227415085,
-0.013510774821043015,
-0.021340273320674896,
0.026800818741321564,
0.02348191849887371,
0.032042887061834335,
-0.06442885845899582,
0.029515186324715614,
-0.013785297982394695,
-0.005015301983803511,
-0.058386512100696564,
-0.05628719553351402,
0.01648101955652237,
0.013937004841864109,
-0.024182191118597984,
-0.058386772871017456,
0.01652323640882969,
-0.014888527803122997,
-0.008842147886753082,
-0.024584941565990448,
0.07290628552436829,
-0.02524792030453682,
-0.016839027404785156,
0.002559944987297058,
0.03255171328783035,
0.05822943150997162,
0.025854485109448433,
-0.005575892515480518,
0.006538636051118374,
-0.019271478056907654,
-0.006318771746009588,
-0.023042898625135422,
-0.02265378087759018,
-0.039106596261262894,
-0.009728529490530491,
-0.010294413194060326,
0.01623564213514328,
0.03086516633629799,
0.014465427957475185,
0.027519717812538147,
-0.0016750871436670423,
0.019516218453645706,
0.0012352555058896542,
-0.010677493177354336,
0.00015336694195866585,
-0.00939965806901455,
0.010386993177235126,
-0.05063430592417717,
0.005089671351015568,
-0.027803825214505196,
-0.04769594594836235,
-0.01113662589341402,
0.0031013910192996264,
0.03246745467185974,
0.007564571686089039,
0.051371850073337555,
0.02322642132639885,
-0.0028110118582844734,
-0.00355156441219151,
-0.012576699256896973,
0.035885926336050034,
0.0028344960883259773,
-0.017639050260186195,
-0.012295019812881947,
0.03619775548577309,
-0.0028237004298716784,
0.0023988992907106876,
-0.012388383038341999,
-0.05054158717393875,
0.07120711356401443,
-0.03579123690724373,
0.03620065003633499,
0.061123576015233994,
0.015255284495651722,
-0.01889994740486145,
-0.04218081012368202,
0.008364221081137657,
0.0009423269075341523,
-0.007241302169859409,
0.047469835728406906,
0.007499018218368292,
0.013547282665967941,
0.01035874243825674,
0.02788764424622059,
-0.01901690848171711,
0.03632833808660507,
-0.036353155970573425,
0.042985908687114716,
0.011864210478961468,
-0.05681602656841278,
-0.03033623844385147,
0.041930925101041794,
-0.051583170890808105,
-0.027839967980980873,
0.0030298540368676186,
-0.045556314289569855,
0.03288077190518379,
0.03464866057038307,
-0.01385434903204441,
-0.019257621839642525,
-0.04648395627737045,
-0.08182277530431747,
0.025117596611380577,
-0.013257665559649467,
-0.06844615936279297,
0.03098122403025627,
-0.005756897386163473,
-0.01315414160490036,
0.027040937915444374,
0.021970568224787712,
-0.07197941839694977,
-0.06564030796289444,
-0.006804025731980801,
0.018462330102920532,
-0.07092463970184326,
-0.013644995167851448,
-0.00739206001162529,
-0.06338810920715332,
0.029250141233205795,
-0.02428552135825157,
0.03869035467505455,
-0.0022717376705259085,
0.022750353440642357,
-0.001159660634584725,
0.0533626526594162,
0.027872055768966675,
0.0169198177754879,
0.0018729508155956864,
-0.003527830122038722,
0.14379994571208954,
0.06237498298287392,
0.024098429828882217,
-0.07049477100372314,
0.02326512150466442,
0.044092681258916855,
0.03872859477996826,
0.014275097288191319,
-0.011739778332412243,
0.018974540755152702,
0.008822149597108364,
0.039688631892204285,
0.04862743616104126,
0.03610226884484291,
0.018566811457276344,
0.08409827202558517,
-0.01277940534055233,
-0.009090103209018707,
-0.02989700250327587,
0.04859679192304611,
-0.0001307410711888224,
-0.021574918180704117,
-0.04785175248980522,
0.0192238911986351,
0.012371480464935303,
-0.017636725679039955,
-0.01284271851181984,
-0.017377836629748344,
-0.02651875652372837,
-0.0236199963837862,
0.02688644453883171,
0.01489525567740202,
0.007515985053032637,
0.009360757656395435,
-0.031035825610160828,
0.011886714957654476,
0.002646104199811816,
-0.015038798563182354,
0.008554316125810146,
0.010854912921786308,
0.02300916612148285,
0.015345992520451546,
0.02102132886648178,
0.005326693877577782,
-0.05427749082446098,
-0.021617325022816658,
-0.07005792111158371,
0.008851388469338417,
-0.014067497104406357,
0.002979346551001072,
-0.03405553475022316,
-0.011136885732412338,
0.032747454941272736,
-0.014326184056699276,
-0.04908297583460808,
0.018370751291513443,
0.015736714005470276,
0.0036732705775648355,
-0.055905621498823166,
-0.0006934404955245554,
0.028384020552039146,
-0.0003871290246024728,
0.012474951334297657,
-0.0038114534690976143,
-0.054614678025245667,
-0.044748805463314056,
-0.044344883412122726,
0.06263581663370132,
0.010669412091374397,
-0.002639882965013385,
-0.035630516707897186,
-0.02781703695654869,
0.0035872908774763346,
0.01433784794062376,
-0.01759491115808487,
0.002475614659488201,
0.0429946705698967,
-0.018193842843174934,
-0.004889121279120445,
-0.007220045663416386,
-0.0296091940253973,
-0.005706123076379299,
-0.02469806931912899,
0.008183980360627174,
-0.03809520602226257,
0.002119993092492223,
-0.03172164410352707,
0.03389088809490204,
0.021139957010746002,
-0.00703654857352376,
0.014909281395375729,
0.021999428048729897,
-0.022444354370236397,
-0.047084543853998184,
0.0033867359161376953,
-0.01720101572573185,
-0.031724963337183,
0.013196045532822609,
0.005231817718595266,
0.09329402446746826,
0.013859627768397331,
0.004463633056730032,
0.012492522597312927,
0.04039401561021805,
0.008435629308223724,
0.034018561244010925,
0.031118744984269142,
-0.047670356929302216,
-0.009661708027124405,
0.03316858038306236,
-0.006747972685843706,
-0.018496107310056686,
-0.034030329436063766,
-0.04567565768957138,
-0.04358378052711487,
0.002945277141407132,
-0.05754378065466881,
-0.0442294105887413,
-0.009959954768419266,
-0.0347086563706398,
0.02627970278263092,
-0.03005271404981613,
0.021447354927659035,
-0.01292200107127428,
0.010381640866398811,
-0.021707965061068535,
0.010628136806190014,
-0.010815677233040333,
-0.004810902755707502,
-0.016840685158967972,
0.008093718439340591,
0.022205933928489685,
0.01953449472784996,
0.02161192148923874,
-0.018771979957818985,
-0.0053198328241705894,
0.0047635603696107864,
0.049837663769721985,
-0.005218342877924442,
0.0069736395962536335,
0.0023063188418745995,
-0.04624725505709648,
-0.0256645530462265,
0.03547465801239014,
0.00926885474473238,
0.0069722081534564495,
0.013711849227547646,
0.004620152059942484,
-0.03178757056593895,
0.046787358820438385,
-0.018366878852248192,
0.008689879439771175,
0.003846228588372469,
0.04049854353070259,
-0.0007162461406551301,
0.02405400574207306,
0.020460104569792747,
0.009797656908631325,
-0.016050469130277634,
-0.0022739048581570387,
0.019364632666110992,
0.01627447083592415,
-0.0019921560306102037,
0.021864239126443863,
-0.022253192961215973,
0.01030777022242546,
-0.019365299493074417,
-0.028739280998706818,
0.017499545589089394,
0.07513447105884552,
-0.03142537176609039,
-0.01995464786887169,
0.014610769227147102,
0.015456132590770721,
-0.038386501371860504,
-0.01595683954656124,
0.005756956059485674,
0.0176509041339159,
-0.0017178029520437121,
-0.0498255155980587,
0.018606944009661674,
0.03245074674487114,
-0.0428062342107296,
0.001096753403544426,
0.009584611281752586,
0.0040895999409258366,
-0.053585484623909,
0.004377241246402264,
-0.027181871235370636,
-0.0018068203935399652,
0.009563719853758812,
0.03007289208471775,
0.01914208196103573,
0.010784262791275978,
-0.009897854179143906,
-0.002875447506085038,
-0.03617231547832489,
0.010860402137041092,
0.02245390973985195,
-0.02416718192398548,
0.07703140377998352,
-0.04923815652728081,
-0.03971586376428604,
0.04596231132745743,
-0.01016936358064413,
0.03684477135539055,
0.033354632556438446,
0.05361273139715195,
0.00942240934818983,
0.07632895559072495,
0.03270707651972771,
-0.03886636346578598,
0.01795194484293461,
-0.0007918235496617854,
0.01294419914484024,
0.00408371165394783,
-0.01765599101781845,
0.01936487853527069,
0.043188195675611496,
0.018259627744555473,
-0.02855580486357212,
0.007459878455847502,
-0.025062870234251022,
-0.025616195052862167,
0.005859592463821173,
0.03813488408923149,
0.012494487687945366,
-0.005858092103153467,
0.01473287120461464,
-0.0315098911523819,
0.005614427849650383,
0.027064258232712746,
0.003176826750859618,
-0.00020157580729573965,
-0.018706342205405235,
-0.012258299626410007,
-0.055354632437229156,
-0.023555919528007507,
0.012092414312064648,
-0.021031904965639114,
-0.041482195258140564,
0.009973122738301754,
0.004708613734692335,
-0.009697655215859413,
-0.03525388985872269,
-0.006052082870155573,
-0.06628969311714172,
0.08569137006998062,
-0.04956944286823273,
0.03200071305036545,
0.021165546029806137,
-0.012845329940319061,
0.06169191002845764,
-0.07052523642778397,
0.06651884317398071,
0.007072539068758488,
0.018894316628575325,
-0.016296425834298134,
-0.014667194336652756,
-0.01838841289281845,
0.0008144791354425251,
0.04349267855286598,
0.013265601359307766,
0.004920582752674818,
-0.00910690426826477,
0.0033134908881038427,
0.017440613359212875,
-0.019059866666793823,
0.018200207501649857,
-0.015716267749667168,
0.0009456921834498644,
-0.0333990640938282,
0.017320431768894196,
0.01769101992249489,
-0.028402572497725487,
0.00495736300945282,
-0.04421687498688698,
-0.027921395376324654,
-0.003580549731850624,
0.023398539051413536,
-0.0016602854011580348,
-0.037289321422576904,
-0.009459649212658405,
0.043884363025426865,
-0.02660515159368515,
-0.008285848423838615,
0.015216050669550896,
0.015256929211318493,
-0.013827352784574032,
0.028992632403969765,
0.0071800812147557735,
-0.008033736608922482,
0.013649245724081993,
0.03705659508705139,
0.012502833269536495,
-0.06872463971376419,
-0.006656373385339975,
0.004922389052808285,
-0.050169460475444794,
0.0029642428271472454,
0.02319011092185974,
0.01670559123158455,
0.0351102352142334,
-0.010112538933753967,
0.019526051357388496,
-0.009788653813302517,
-0.003985084127634764,
-0.0209281574934721,
0.016165906563401222,
0.013712750747799873,
0.030347861349582672,
0.008874820545315742,
0.010255959816277027,
0.004812873434275389,
0.054179348051548004,
0.007101049646735191,
0.03391631692647934,
0.031780458986759186,
-0.011253680102527142,
0.026286151260137558,
0.0044194492511451244,
0.022423500195145607,
0.004181876312941313,
0.013397838920354843,
0.013308996334671974,
-0.015201062895357609,
-0.03627483546733856,
-0.04698751121759415,
-0.013987780548632145,
-0.058291543275117874,
-0.024153979495167732,
-0.009483515284955502,
0.008329582400619984,
0.0017327197128906846,
0.01408747211098671,
-0.026004284620285034,
-0.014469189569354057,
0.021631445735692978,
-0.020996516570448875,
0.011247267946600914,
-0.03241778165102005,
0.010083043947815895,
0.045889779925346375,
-0.03808751329779625,
-0.034625135362148285,
-0.015724414959549904,
0.006806123070418835,
0.016165371984243393,
0.03133386746048927,
-0.046955656260252,
-0.039398495107889175,
-0.0030343460384756327,
0.03177114203572273,
-0.03750350698828697,
-0.0495198518037796,
-0.06305841356515884,
0.008929820731282234,
-0.008100580424070358,
-0.024668650701642036
] |
<p><strong>INTRO</strong></p>
<p>I have trained a SVM model based on 300 training cases in order to build a filter that should help me extract a bigger and evenly balanced training set, that is to be validated by human judges.</p>
<p><strong>DATA</strong></p>
<p>My training set is:</p>
<pre><code>288 negative cases
12 positive cases
</code></pre>
<p>My model performance is:</p>
<pre><code>True positives = 6
False positives = 0
True negatives = 288
False negative = 6
</code></pre>
<p>I have used this model on a 440000 cases data set and I am given confidence values for zeroes and ones (confidence.1. = 95% -> confidence.0. = 5% and confidence.1. = 50% -> confidence.0. = 50%)</p>
<p>When the model is applied to the 440000 cased it predicts 1499 of the cases to be positive.</p>
<p><strong>PROBLEM</strong></p>
<p>As explained I am about to take a random sample of 3000 cases that will hopefully be balanced in order to train a better model. Thus my formal problem becomes:</p>
<p><em>"How can one extract a random sample of 3000 and approximate the balance of the dataset given the information I have stated?"</em></p>
<p><strong>OWN THOUGHTS</strong></p>
<p>I am fairly good with R but I simply do not have the knowledge or the skills to figure this out. I dont even know if it is possible. The only thing I do know is that it seems a bit doll to just put a finger in the air and guess on which cases to extract. The easy way would be to take the top 3000 sorted on confidence.1. which is nothing more that a qualified guess.
Happy new year
Kasper </p> | 47,744 | [
-0.03630399703979492,
-0.020504359155893326,
-0.014972621574997902,
0.004322798456996679,
-0.01709028333425522,
-0.026159459725022316,
-0.023200437426567078,
-0.0007934338063932955,
0.0213296040892601,
0.012103128246963024,
0.0033796397037804127,
0.06640646606683731,
0.039885565638542175,
0.04293418303132057,
-0.020269842818379402,
0.008608642965555191,
0.018371934071183205,
0.003578606992959976,
-0.00960179977118969,
0.009118689224123955,
-0.0386386401951313,
0.029480475932359695,
0.010248505510389805,
-0.013424132950603962,
-0.056655026972293854,
0.006367709022015333,
0.047494594007730484,
-0.01786961778998375,
0.00654600840061903,
0.03714136406779289,
-0.04635758697986603,
-0.028537463396787643,
0.04524541646242142,
0.015648838132619858,
0.03750152513384819,
0.013036543503403664,
-0.01472293771803379,
-0.02139357663691044,
-0.004597013350576162,
0.01703503169119358,
-0.02495042234659195,
-0.0016243759309872985,
0.0105076739564538,
0.09368181228637695,
-0.01921048015356064,
0.004712425637990236,
0.0019869229290634394,
-0.027696197852492332,
0.007538334466516972,
-0.06562311202287674,
0.0626724362373352,
0.0020365810487419367,
0.03748883679509163,
0.042125701904296875,
0.022693190723657608,
-0.030606627464294434,
0.02304949425160885,
0.07115855813026428,
0.00010121083323610947,
-0.030703112483024597,
0.014330248348414898,
-0.02993459813296795,
-0.03371395915746689,
-0.012777297757565975,
-0.01757636107504368,
0.02997400611639023,
-0.004585168790072203,
-0.01843750849366188,
0.05532857030630112,
0.0035896014887839556,
0.013356057927012444,
-0.0003588850668165833,
0.03393002599477768,
0.003498473670333624,
-0.0010746525367721915,
-0.06448563933372498,
0.008429137989878654,
0.008648230694234371,
0.04327400401234627,
0.004486325662583113,
0.0193119328469038,
0.02528955042362213,
-0.018832577392458916,
0.06592609733343124,
0.03183829039335251,
-0.02537616342306137,
0.06240970641374588,
-0.026653962209820747,
0.013893050141632557,
0.034717150032520294,
-0.007642768789082766,
0.004387419205158949,
0.038681890815496445,
0.0023845438845455647,
-0.06335507333278656,
0.025003736838698387,
-0.0030513564124703407,
0.02001829817891121,
0.012845221906900406,
0.009749216958880424,
-0.00741531141102314,
-0.045652929693460464,
0.03861663490533829,
0.08840454369783401,
-0.06126744672656059,
-0.0025205917190760374,
-0.011417297646403313,
-0.014100102707743645,
0.009584883227944374,
-0.027643689885735512,
-0.025840168818831444,
-0.004064634442329407,
0.01435172837227583,
-0.0050376420840620995,
0.002629148541018367,
-0.013975286856293678,
-0.0224580317735672,
-0.04788358882069588,
0.024716701358556747,
0.040394220501184464,
0.023103119805455208,
-0.010452331975102425,
0.012327871285378933,
-0.036423005163669586,
-0.04368399456143379,
0.022097600623965263,
0.019346600398421288,
0.000761483795940876,
-0.050505299121141434,
0.05574221909046173,
-0.01642506942152977,
-0.031721826642751694,
0.03525162488222122,
-0.01725742407143116,
0.07627081125974655,
-0.05950383096933365,
-0.10532581806182861,
-0.03742998465895653,
0.01742113009095192,
-0.030388087034225464,
0.01800120808184147,
-0.03512684628367424,
0.0008765928796492517,
0.05594046413898468,
0.05411094054579735,
0.032278645783662796,
0.05546712875366211,
0.020325137302279472,
0.018267568200826645,
0.025380482897162437,
-0.028435397893190384,
-0.015627730637788773,
-0.035181254148483276,
0.021026814356446266,
-0.06540389358997345,
-0.04800911620259285,
0.04240036383271217,
0.005932417698204517,
-0.011242815293371677,
-0.01139142643660307,
-0.03802996128797531,
0.013985749334096909,
-0.00044065751717425883,
-0.03235187754034996,
0.007082998752593994,
0.0011117327958345413,
0.05589858815073967,
0.03149877116084099,
0.0159517340362072,
0.009882977232336998,
-0.014095521531999111,
0.01745125837624073,
0.07400088757276535,
0.0025288572069257498,
0.027081742882728577,
0.0041585746221244335,
0.039831098169088364,
-0.05026784539222717,
0.04440443962812424,
0.020747492089867592,
-0.009106718003749847,
-0.024120435118675232,
-0.015003050677478313,
0.005718789994716644,
0.03570474684238434,
0.032463278621435165,
-0.015828754752874374,
-0.029130807146430016,
0.009161176159977913,
-0.03792986646294594,
-0.06517188251018524,
-0.06428076326847076,
-0.030263716354966164,
-0.0023524833377450705,
-0.015776194632053375,
-0.005236754193902016,
-0.004382870625704527,
0.026102816686034203,
-0.022887317463755608,
-0.0037742804270237684,
-0.03522856906056404,
-0.01221543364226818,
0.09508660435676575,
-0.019748257473111153,
0.016526348888874054,
0.053023021668195724,
0.03336845710873604,
-0.03591054677963257,
0.046458736062049866,
-0.030382616445422173,
-0.050113704055547714,
0.018963729962706566,
-0.013101429678499699,
0.0023786970414221287,
0.02121005579829216,
-0.006632186006754637,
0.03653203696012497,
-0.016665317118167877,
0.0030651220586150885,
-0.0037752517964690924,
-0.021615110337734222,
0.06947517395019531,
0.078506238758564,
0.009583454579114914,
-0.003147179028019309,
-0.00793506670743227,
0.010550860315561295,
0.021705856546759605,
-0.003524663858115673,
-0.0018297542119398713,
-0.050041571259498596,
-0.007291794754564762,
0.01781735010445118,
0.0063960617408156395,
-0.03904977813363075,
0.01057283766567707,
0.03884062543511391,
-0.01125246100127697,
0.023670867085456848,
0.016941580921411514,
-0.007183845620602369,
0.017717823386192322,
0.035207923501729965,
0.015461825765669346,
0.043556373566389084,
-0.011791040189564228,
0.001590188592672348,
0.00000837738025438739,
0.02789394184947014,
-0.0006700661615468562,
-0.02106545679271221,
0.032476309686899185,
0.03220394253730774,
0.024116775020956993,
-0.03370507061481476,
-0.032957229763269424,
0.03662782534956932,
-0.021756118163466454,
-0.030124353244900703,
0.04379817470908165,
-0.01665360853075981,
0.008902331814169884,
-0.0028893519192934036,
0.003565598279237747,
0.029940206557512283,
0.05349172279238701,
-0.038654785603284836,
0.014283818192780018,
0.012985172681510448,
-0.05072961747646332,
-0.005986845586448908,
-0.011321257799863815,
-0.02103152498602867,
-0.059888649731874466,
0.027991583570837975,
0.027422206476330757,
-0.005656459368765354,
0.011829645372927189,
-0.01124665793031454,
0.003990994766354561,
-0.0016277329996228218,
-0.0016927528195083141,
0.01563793607056141,
0.02526000700891018,
-0.08175528794527054,
0.008533726446330547,
0.0051934970542788506,
-0.05094138905405998,
0.02102302573621273,
0.010124952532351017,
-0.035414230078458786,
0.010153580456972122,
-0.015247381292283535,
-0.04566727578639984,
-0.023725109174847603,
-0.03766898065805435,
-0.0037960095796734095,
-0.02196328155696392,
-0.04206893593072891,
0.034203119575977325,
0.03798447921872139,
-0.0340275876224041,
0.010981118306517601,
-0.014233016408979893,
-0.03282834589481354,
-0.01844923198223114,
0.01135703269392252,
-0.016455931589007378,
-0.0012937417486682534,
-0.022510692477226257,
0.008966362103819847,
0.046060990542173386,
-0.01291448250412941,
-0.05633219704031944,
-0.021532030776143074,
0.01656883768737316,
0.022315384820103645,
0.044011108577251434,
0.0249469093978405,
-0.005462401546537876,
0.1210232600569725,
0.06066692993044853,
-0.07813047617673874,
-0.026146957650780678,
-0.02440103329718113,
-0.053616590797901154,
0.004596506245434284,
0.020931879058480263,
0.019242800772190094,
0.010431916452944279,
0.035441383719444275,
-0.0015242195222526789,
0.007980755530297756,
0.02968137152493,
0.00029802523204125464,
-0.04591967910528183,
0.026449033990502357,
-0.04032564535737038,
0.008952024392783642,
0.03683655709028244,
0.018632542341947556,
-0.04582149162888527,
-0.004484982695430517,
-0.0032510559540241957,
0.011801770888268948,
0.012987873516976833,
-0.08581706136465073,
0.027438312768936157,
0.00304531492292881,
0.025684058666229248,
-0.020110758021473885,
0.01885666511952877,
0.04337659105658531,
-0.024587713181972504,
-0.005527036730200052,
-0.002552272751927376,
0.023773854598402977,
-0.01959570124745369,
-0.014541341923177242,
0.03351852297782898,
0.04403643682599068,
-0.016725029796361923,
0.009230316616594791,
-0.046557165682315826,
-0.010600018315017223,
0.002370355650782585,
-0.00336261629126966,
-0.0031604012474417686,
0.016621431335806847,
0.05322971194982529,
0.009099157527089119,
0.00009597966709407046,
0.0021091895177960396,
-0.005365552846342325,
-0.048261359333992004,
-0.02667219191789627,
-0.027925485745072365,
0.062076032161712646,
0.01950914040207863,
0.06267593055963516,
0.037343740463256836,
-0.04587627202272415,
0.010988999158143997,
0.03599509969353676,
-0.015328940935432911,
0.030619429424405098,
0.040742482990026474,
-0.008854889310896397,
-0.010070305317640305,
-0.035744842141866684,
0.03487229719758034,
-0.016261909157037735,
-0.013885349966585636,
-0.02642810344696045,
0.021770860999822617,
-0.04791568964719772,
0.011416684836149216,
0.010321064852178097,
0.0033173549454659224,
0.006828412879258394,
0.03739791736006737,
0.02394483983516693,
-0.02386176586151123,
0.00032208123593591154,
0.020359862595796585,
-0.02450760081410408,
0.013552766293287277,
-0.025230610743165016,
0.03988826274871826,
0.022489475086331367,
0.017466962337493896,
0.00961559172719717,
0.03274908289313316,
-0.05505593866109848,
0.007026836276054382,
-0.06324990093708038,
0.008329272270202637,
0.050585173070430756,
0.01850534975528717,
-0.0024276140611618757,
-0.04774067550897598,
-0.005110375117510557,
0.03498801216483116,
0.0054893651977181435,
-0.013934179209172726,
0.01593329943716526,
0.07841047644615173,
0.016855085268616676,
-0.0880448967218399,
-0.014356609433889389,
0.06960050761699677,
-0.012326697818934917,
0.009583068080246449,
-0.05393286421895027,
0.00015580763283651322,
-0.008743462152779102,
0.0002539425913710147,
0.03922022506594658,
0.008178767748177052,
-0.004554084036499262,
-0.026556283235549927,
0.03869905695319176,
-0.014102552086114883,
-0.049668293446302414,
0.04554220288991928,
0.03100397065281868,
0.08434611558914185,
-0.007201673462986946,
-0.00899608712643385,
0.0159183070063591,
0.028541453182697296,
0.03639659658074379,
-0.010774602182209492,
-0.0031646438874304295,
-0.1144343912601471,
-0.02369476854801178,
0.0625598281621933,
0.050364427268505096,
-0.05005078762769699,
-0.006814180873334408,
-0.0602836012840271,
-0.016644125804305077,
0.04157951846718788,
-0.05821278318762779,
-0.008334572426974773,
-0.03609444200992584,
0.007101577240973711,
-0.020423876121640205,
-0.02745763026177883,
-0.04082619026303291,
0.008627182804048061,
-0.020061422139406204,
0.032330237329006195,
-0.009197434410452843,
-0.013075126335024834,
-0.041965167969465256,
0.002561261411756277,
0.02791975438594818,
0.060850586742162704,
-0.005708825774490833,
-0.03090832196176052,
0.005748000927269459,
0.004102235194295645,
-0.02588934265077114,
-0.0542173758149147,
-0.005347989499568939,
0.005758199375122786,
-0.010507065802812576,
0.026556657627224922,
-0.04082728177309036,
-0.038155000656843185,
-0.003057030728086829,
0.027768250554800034,
-0.023809412494301796,
-0.009387030266225338,
-0.05865515395998955,
0.04148951545357704,
0.025020591914653778,
0.011449447833001614,
0.008618034422397614,
0.02965647727251053,
0.020414654165506363,
0.002224740106612444,
-0.023993629962205887,
-0.008045474998652935,
-0.025154398754239082,
-0.027362050488591194,
-0.054042473435401917,
0.004439848940819502,
-0.016995850950479507,
-0.00019569775031413883,
0.030270278453826904,
0.07174495607614517,
-0.00004615195211954415,
-0.004283092450350523,
0.011591439135372639,
-0.007969914004206657,
-0.036454327404499054,
-0.01972014084458351,
-0.02962544746696949,
0.0255418810993433,
0.0004781085008289665,
0.004477542359381914,
0.00547073595225811,
-0.01775985397398472,
0.027561232447624207,
0.03136695548892021,
-0.07451317459344864,
0.03788267448544502,
-0.030999569222331047,
0.005715955980122089,
-0.003050070023164153,
-0.02167622372508049,
0.04535537213087082,
-0.032451290637254715,
0.05283790081739426,
0.024598391726613045,
-0.023291783407330513,
0.0018277574563398957,
0.007347250357270241,
0.00808711163699627,
0.031132210046052933,
-0.012919320724904537,
0.045101381838321686,
0.03194763511419296,
0.005327142309397459,
-0.06394211947917938,
-0.06825856119394302,
0.04325583577156067,
0.0035439704079180956,
-0.011532670818269253,
-0.043418556451797485,
-0.020338406786322594,
0.03789432719349861,
0.021596582606434822,
-0.0037012756802141666,
0.06603279709815979,
0.006374774035066366,
-0.0037727043963968754,
-0.010250379331409931,
0.0035150116309523582,
0.0764785185456276,
-0.026550309732556343,
0.02652781456708908,
0.011396043002605438,
0.009016850963234901,
-0.047384560108184814,
0.020157629624009132,
-0.003631043713539839,
-0.024599600583314896,
-0.031416624784469604,
-0.014032461680471897,
0.025970393791794777,
0.07894523441791534,
0.015442159958183765,
0.01930864341557026,
-0.0023452157620340586,
-0.017581863328814507,
0.012827371247112751,
-0.033834610134363174,
-0.000558317406103015,
-0.006588324438780546,
0.0071696205995976925,
-0.03188453987240791,
0.0143616683781147,
-0.02757713943719864,
-0.022002073004841805,
0.03411545604467392,
-0.0066003454849123955,
-0.00007539484795415774,
0.008229335770010948,
0.060077957808971405,
-0.015909206122159958,
0.014987995848059654,
-0.021431859582662582,
-0.01075668353587389,
0.008014285936951637,
0.009675633162260056,
0.029845157638192177,
-0.007522875908762217,
0.025369862094521523,
-0.020961519330739975,
-0.01809593476355076,
-0.06627927720546722,
-0.00935433804988861,
0.07317928224802017,
0.011063549667596817,
0.03882865235209465,
0.008058333769440651,
0.01385907270014286,
0.009504441171884537,
-0.03575478866696358,
0.006029476877301931,
-0.01074244175106287,
0.010869674384593964,
0.03485604003071785,
0.03896746039390564,
0.0003177002363372594,
0.005322575103491545,
0.01079664658755064,
0.031672440469264984,
0.0365753173828125,
-0.006528620608150959,
0.00406349403783679,
0.028742928057909012,
-0.023237230256199837,
0.0009925621561706066,
0.019506890326738358,
-0.029318463057279587,
0.004918117541819811,
0.002072839066386223,
-0.023461924865841866,
0.03249516710639,
0.0030711861327290535,
-0.009140177629888058,
-0.03490069881081581,
-0.04185331612825394,
-0.057222288101911545,
0.0600176602602005,
0.018045220524072647,
-0.019046107307076454,
0.03976137936115265,
-0.004353757482022047,
-0.007009926252067089,
0.0334993451833725,
0.020944517105817795,
-0.017953742295503616,
-0.06590564548969269,
-0.017469145357608795,
-0.07140295952558517,
-0.07567531615495682,
0.006700587458908558,
0.015227974392473698,
-0.022265339270234108,
0.0052937171421945095,
-0.014548609033226967,
0.0339631624519825,
0.002670420566573739,
0.06832225620746613,
-0.0012406744062900543,
0.04737117514014244,
0.00968276895582676,
0.0347709134221077,
0.008701213635504246,
0.004664630629122257,
0.1448754370212555,
0.0624358169734478,
0.03760740906000137,
-0.07373073697090149,
-0.021130433306097984,
0.0219004824757576,
-0.03820133954286575,
-0.010660015046596527,
0.019408857449889183,
-0.020259510725736618,
-0.009924285113811493,
0.014637215062975883,
0.02320001646876335,
0.009904243983328342,
0.0024971538223326206,
0.028440559282898903,
-0.03426367789506912,
-0.006585866212844849,
-0.019984139129519463,
0.02872554399073124,
-0.011591395363211632,
-0.04698649048805237,
-0.05064557120203972,
0.07589889317750931,
0.032883480191230774,
-0.04075990617275238,
-0.04098426178097725,
-0.010325413197278976,
-0.022186337038874626,
-0.027077512815594673,
0.03828362375497818,
0.008101915009319782,
-0.009602820500731468,
-0.003826353931799531,
0.02363394759595394,
-0.019509345293045044,
0.0018486721673980355,
-0.033895380795001984,
0.003697973908856511,
0.03111676126718521,
0.0018652286380529404,
0.0014672402758151293,
-0.014577294699847698,
0.015282846055924892,
-0.031327515840530396,
-0.045734703540802,
-0.04353436082601547,
0.009701761417090893,
-0.020010560750961304,
-0.04170878976583481,
0.008320373483002186,
-0.009343991987407207,
-0.01928342692553997,
-0.0425683818757534,
-0.0029247375205159187,
0.007419435307383537,
0.03159080818295479,
-0.0026825645472854376,
-0.04151402413845062,
-0.009961718693375587,
0.04037551209330559,
-0.010695025324821472,
0.023221490904688835,
0.009706963784992695,
-0.01468098908662796,
-0.05584699660539627,
-0.01974351517856121,
0.016213487833738327,
-0.0011965475277975202,
0.028291795402765274,
-0.0002624301996547729,
-0.05148690193891525,
-0.017514590173959732,
-0.007424496579915285,
0.00501140346750617,
0.008030823431909084,
0.0007438462343998253,
-0.023445110768079758,
-0.026766084134578705,
-0.023562481626868248,
0.005747773218899965,
-0.022370021790266037,
-0.008084379136562347,
0.016480257734656334,
0.006627646274864674,
0.015193265862762928,
-0.03997720032930374,
0.04702586680650711,
0.016635293141007423,
0.020685575902462006,
0.04365173354744911,
0.06744900345802307,
-0.011867749504745007,
-0.04839107021689415,
-0.029933279380202293,
-0.010569371283054352,
-0.05484766885638237,
0.047914471477270126,
0.03125965967774391,
0.07918719947338104,
0.043732065707445145,
0.01357104629278183,
0.00906983483582735,
0.04365813732147217,
0.008100242353975773,
0.00989280641078949,
0.012288757599890232,
-0.0572308748960495,
0.0012117710430175066,
-0.011645826511085033,
-0.038600411266088486,
-0.03870271146297455,
-0.03777957335114479,
-0.005905175115913153,
-0.00012595635780598968,
-0.01664312370121479,
-0.011438755318522453,
-0.018624456599354744,
0.03932708501815796,
0.01072950754314661,
0.007924379780888557,
-0.013791486620903015,
0.012493775226175785,
-0.01056706067174673,
0.019728414714336395,
-0.031682852655649185,
0.0008958710823208094,
-0.0012156646698713303,
0.01368711981922388,
0.005802965257316828,
0.016157399863004684,
0.02187967486679554,
-0.012427153997123241,
0.007024333346635103,
-0.02859603986144066,
0.022243715822696686,
-0.004683504346758127,
0.021900756284594536,
-0.04544243961572647,
-0.015946928411722183,
0.03129421919584274,
-0.038953445851802826,
-0.023798376321792603,
-0.004202317912131548,
0.016727034002542496,
0.04522018879652023,
0.015757977962493896,
-0.021319914609193802,
-0.0026193244848400354,
0.034357573837041855,
-0.016379190608859062,
-0.03167770430445671,
-0.005829915404319763,
0.02746630646288395,
-0.003563154488801956,
0.013668888248503208,
0.03280118852853775,
0.011869003996253014,
-0.015119361691176891,
0.017514998093247414,
0.015413181856274605,
0.013696253299713135,
-0.03393487632274628,
0.002071911469101906,
-0.01846311427652836,
0.023573659360408783,
-0.0032360851764678955,
0.0039959498681128025,
0.030095869675278664,
0.019234631210565567,
-0.029864002019166946,
0.010588068515062332,
-0.013564164750277996,
0.02610633336007595,
-0.11846034973859787,
-0.03501282259821892,
0.01238508615642786,
-0.0033793114125728607,
0.02009759657084942,
-0.08049334585666656,
0.025562047958374023,
0.03448726609349251,
-0.029498575255274773,
0.016728820279240608,
0.0020913456100970507,
0.01336919516324997,
0.0032169825863093138,
0.043090350925922394,
-0.03231922164559364,
-0.034502558410167694,
0.03808287903666496,
0.013642062433063984,
0.0514349602162838,
0.02846365235745907,
0.01420880202203989,
-0.0212906114757061,
-0.023063553497195244,
0.034668248146772385,
-0.007588821928948164,
-0.02585717663168907,
0.03366059064865112,
-0.03781118243932724,
-0.022591279819607735,
0.044531844556331635,
-0.010882556438446045,
0.015003728680312634,
0.058497268706560135,
0.08686371147632599,
0.0003948236699216068,
0.04809204116463661,
0.023293277248740196,
0.02029925212264061,
0.009960117749869823,
0.004558765795081854,
0.03408551216125488,
-0.013665738515555859,
0.0076575507409870625,
0.016563380137085915,
0.04562624916434288,
-0.026180006563663483,
-0.013137651607394218,
0.0367698073387146,
-0.013495407998561859,
-0.019405893981456757,
0.0037544225342571735,
-0.007213533390313387,
-0.008122630417346954,
-0.03891327977180481,
0.010169490240514278,
-0.02349531464278698,
0.02080664038658142,
-0.0004654406802728772,
0.022083066403865814,
-0.025842446833848953,
0.016339117661118507,
-0.010022604838013649,
-0.04897085204720497,
-0.002683778991922736,
0.004004090558737516,
-0.02159150503575802,
-0.042027056217193604,
-0.0007485076785087585,
0.011895456351339817,
-0.036165256053209305,
-0.057604849338531494,
-0.01697348989546299,
-0.02846486307680607,
0.0555730015039444,
-0.009785423055291176,
0.014919805340468884,
0.03770742565393448,
0.009115349501371384,
0.023952776566147804,
-0.11772425472736359,
0.04885602742433548,
0.0007839277386665344,
-0.023573050275444984,
-0.022533558309078217,
-0.016548823565244675,
0.0093406792730093,
0.011831494979560375,
0.014302612282335758,
0.014865203760564327,
0.0037139272317290306,
-0.014204311184585094,
0.0014990682248026133,
0.010020178742706776,
-0.05186700075864792,
0.02915876731276512,
-0.022353315725922585,
-0.014744900166988373,
-0.015952538698911667,
-0.005187089089304209,
-0.0021650553680956364,
0.019926020875573158,
0.009092707186937332,
0.005460009444504976,
-0.015870874747633934,
-0.012880325317382812,
0.004458426497876644,
0.004663986153900623,
0.04213976860046387,
-0.01310357078909874,
0.04720459505915642,
-0.010841515846550465,
-0.005350932013243437,
0.04501240327954292,
-0.02415386587381363,
-0.027759728953242302,
0.045088984072208405,
-0.009076348505914211,
-0.02994132786989212,
0.006213974207639694,
0.010366689413785934,
0.024230819195508957,
-0.04490170255303383,
0.004592410754412413,
0.024471165612339973,
-0.01753075420856476,
0.019840480759739876,
0.01179831475019455,
-0.004179410170763731,
0.03696827590465546,
0.017668820917606354,
0.006654629483819008,
-0.0014973508659750223,
-0.028687354177236557,
0.00488080782815814,
-0.01647382602095604,
-0.014170878566801548,
-0.014038548804819584,
0.008124057203531265,
0.01874975860118866,
-0.004054237622767687,
0.02296125516295433,
0.020884688943624496,
0.01181149110198021,
-0.017345799133181572,
-0.008170563727617264,
-0.021618595346808434,
0.006315498147159815,
-0.029734810814261436,
-0.01826281100511551,
-0.02095913328230381,
0.06935452669858932,
-0.03315144032239914,
0.018015166744589806,
-0.02349114790558815,
0.005948846228420734,
0.01075361855328083,
0.0030403081327676773,
0.006255416199564934,
0.014028497971594334,
0.002184133045375347,
-0.03013015352189541,
0.0056280395947396755,
0.011686048470437527,
0.017791716381907463,
-0.02479398623108864,
0.04279160499572754,
-0.029978714883327484,
0.02300793118774891,
0.0017248851945623755,
-0.02863520383834839,
-0.014949976466596127,
-0.0029046600684523582,
0.006879988592118025,
0.011219969019293785,
0.01887085847556591,
0.0013599282829090953,
-0.031172076240181923,
-0.03136875107884407,
0.03330417349934578,
-0.024598438292741776,
0.01779867708683014,
-0.06900058686733246,
-0.016328690573573112,
-0.0406082347035408,
-0.0518803596496582
] |
<p>I am doing cross-validation using the leave-one-out cross-validation method (total 10 runs). I have predicted $\hat{y}$ and observed $y$ from all the runs. I have applied the following equation to calculate $R^2$. Can anyone please confirm whether I am doing right? I am confused because the $R^2$ value appeared negative.
\begin{align}
SSE&=∑(y-\hat{y})^2 \\
SST&=∑(y–\bar{y})^2 \\
R^2&=1-(SSE/SST)
\end{align}
(N.b., $\bar{y}=$ is the average of $y$.)</p> | 27,748 | [
-0.033767830580472946,
-0.026519667357206345,
-0.04851937294006348,
0.013382448814809322,
0.013806693255901337,
-0.013980627991259098,
-0.008533980697393417,
-0.01172054186463356,
0.03388980031013489,
-0.011026116088032722,
0.058124322444200516,
0.02307605743408203,
0.08876577019691467,
-0.004542037378996611,
0.004699224606156349,
0.029029663652181625,
-0.022987527772784233,
0.0022255931980907917,
0.022056246176362038,
-0.013132398948073387,
0.014869768172502518,
0.02755781263113022,
0.01721734181046486,
-0.023296311497688293,
-0.032086893916130066,
0.049038179218769073,
0.06341630220413208,
-0.00739336758852005,
-0.005561185535043478,
0.033416785299777985,
-0.038632914423942566,
-0.04559772461652756,
-0.006923884619027376,
0.06741435080766678,
0.011342170648276806,
-0.011449840851128101,
-0.015586208552122116,
-0.059791769832372665,
-0.008920546621084213,
0.02439388446509838,
0.006789519917219877,
-0.012802847661077976,
-0.007967285811901093,
0.04516913369297981,
0.011930926702916622,
-0.030505230650305748,
-0.01579209417104721,
-0.008044308982789516,
0.04755832254886627,
-0.031126471236348152,
0.08403056859970093,
0.000762377108912915,
0.03284135460853577,
0.03624430671334267,
-0.03697333484888077,
0.010313726030290127,
0.023799922317266464,
0.038933683186769485,
-0.013621500693261623,
-0.031534746289253235,
-0.007325027137994766,
-0.048003874719142914,
0.0008152525988407433,
0.02995448186993599,
-0.04175705090165138,
-0.012663550674915314,
0.006034421268850565,
0.012624658644199371,
-0.006458932533860207,
-0.026403069496154785,
0.07301530241966248,
0.006328564137220383,
0.026386631652712822,
-0.011760737746953964,
0.03241748735308647,
-0.004802764393389225,
0.01193145290017128,
0.05855662003159523,
0.027561118826270103,
0.04399054870009422,
-0.0006792553467676044,
-0.012293791398406029,
0.026986291632056236,
0.05678993836045265,
0.0014817790361121297,
0.011712653562426567,
0.08006814122200012,
-0.002241729525849223,
0.046417102217674255,
0.030119996517896652,
0.015384468249976635,
0.0004974166513420641,
0.05973118171095848,
-0.0002119614655384794,
-0.049383774399757385,
0.05273735895752907,
-0.004063160624355078,
0.04610433802008629,
0.013552500866353512,
-0.024571705609560013,
0.01431698352098465,
-0.05199569836258888,
0.017764071002602577,
0.07769738882780075,
-0.03941040113568306,
-0.022540710866451263,
-0.03955526649951935,
0.006106968969106674,
0.013461988419294357,
-0.04325227439403534,
-0.031366653740406036,
0.021869152784347534,
-0.025658611208200455,
-0.03851146250963211,
0.04015042632818222,
-0.011685595847666264,
0.013339094817638397,
0.015508154407143593,
-0.000788428180385381,
0.005170048214495182,
0.04066986218094826,
-0.009327669627964497,
0.0036341461818665266,
0.007563465740531683,
-0.00552962115034461,
0.02579438127577305,
0.020111657679080963,
-0.025115469470620155,
-0.02669723890721798,
0.027921225875616074,
0.01650986447930336,
-0.04715937748551369,
0.022898035123944283,
-0.006064934190362692,
0.01587548851966858,
0.01378495991230011,
-0.09183821082115173,
-0.05576316639780998,
0.004877577070146799,
-0.03782258555293083,
0.053197845816612244,
-0.03131759911775589,
-0.03435341641306877,
0.012210112996399403,
0.05549938231706619,
0.01709257811307907,
0.03162764012813568,
0.022723110392689705,
0.017875421792268753,
-0.003918694797903299,
-0.010440163314342499,
-0.03182796761393547,
-0.04673418775200844,
-0.01603543944656849,
-0.06076531857252121,
-0.054584044963121414,
0.009026147425174713,
0.004240772686898708,
-0.01769149862229824,
0.016419442370533943,
0.01756731979548931,
-0.00886390171945095,
0.024267949163913727,
0.03828892111778259,
0.018161680549383163,
-0.03736304119229317,
0.05295726656913757,
0.002630864968523383,
0.023677963763475418,
0.030271334573626518,
0.01505851000547409,
0.016320329159498215,
0.030292993411421776,
0.03953802213072777,
0.037623003125190735,
-0.009044905193150043,
-0.02004559524357319,
-0.04671674594283104,
0.015758421272039413,
0.0057670860551297665,
-0.06206049397587776,
-0.0320291668176651,
-0.02885764092206955,
-0.015054622665047646,
0.008110311813652515,
0.06224960833787918,
-0.014574514701962471,
-0.04317384585738182,
0.0610746331512928,
-0.0570375993847847,
-0.017420828342437744,
-0.05178297683596611,
-0.0042767939157783985,
0.01590104214847088,
-0.0032749539241194725,
0.0013391909888014197,
0.030270736664533615,
0.025676995515823364,
-0.009316510520875454,
-0.011586165055632591,
-0.016960173845291138,
0.03130485489964485,
0.01579904556274414,
-0.007497662212699652,
0.015652397647500038,
0.04120757803320885,
0.012047416530549526,
0.01738106645643711,
0.03242751955986023,
-0.05978613719344139,
-0.034678734838962555,
-0.022901251912117004,
0.006518777925521135,
-0.025866471230983734,
0.0024294473696500063,
-0.04742532595992088,
0.028342703357338905,
-0.028498368337750435,
-0.014844122342765331,
0.013010051101446152,
-0.05090121179819107,
0.05605442449450493,
0.055964089930057526,
0.0060815270990133286,
0.01181622315198183,
0.006551358848810196,
0.0209914892911911,
0.029619745910167694,
-0.03233584761619568,
-0.013082734309136868,
-0.026428813114762306,
-0.03364110738039017,
0.04581755772233009,
0.0033718282356858253,
-0.04216211661696434,
0.007510481867939234,
0.07447709143161774,
0.0008670992683619261,
-0.0006051931413821876,
0.005655617918819189,
0.01001627929508686,
-0.023896319791674614,
0.024635035544633865,
0.03079906851053238,
-0.007287765387445688,
-0.02462089993059635,
-0.01538271177560091,
0.0035235732793807983,
0.01864861510694027,
0.039743781089782715,
0.004466714337468147,
0.03006851300597191,
0.011583777144551277,
-0.00018905413162428886,
-0.0015724420081824064,
-0.006573295220732689,
0.056701451539993286,
-0.005338698159903288,
-0.005896532442420721,
0.05662698298692703,
0.03606833890080452,
-0.012928529642522335,
-0.016059452667832375,
0.005726612638682127,
0.04143177717924118,
0.04566163569688797,
-0.02074521966278553,
0.011423202231526375,
0.011722434312105179,
-0.0348268523812294,
0.004418535623699427,
-0.0192247461527586,
-0.04192805290222168,
-0.052927806973457336,
0.00660400977358222,
0.04513290524482727,
0.05804334953427315,
0.026409393176436424,
-0.05089866369962692,
0.00021041081345174462,
-0.03959071263670921,
0.005013776943087578,
0.018243638798594475,
-0.012823204509913921,
-0.04440508782863617,
-0.00886612944304943,
-0.060039665549993515,
-0.00008841259841574356,
0.03359336778521538,
-0.005915180779993534,
-0.044625576585531235,
0.0030014440417289734,
-0.013446840457618237,
-0.05183598771691322,
-0.04051872715353966,
-0.05921498313546181,
0.02702183835208416,
-0.03559728339314461,
-0.02459467202425003,
0.05549541115760803,
0.02100963145494461,
-0.031452275812625885,
0.07020936906337738,
-0.01873018965125084,
-0.02952639013528824,
-0.0022450806573033333,
0.004980580881237984,
0.04847721755504608,
-0.0026462359819561243,
0.04115305095911026,
0.01883082278072834,
0.021656498312950134,
0.002592101925984025,
-0.05625259503722191,
-0.08593884110450745,
0.028533125296235085,
0.030862919986248016,
0.00046215171460062265,
0.03263954073190689,
-0.009354782290756702,
0.07880823314189911,
0.023191360756754875,
-0.033079005777835846,
-0.0017303327331319451,
0.051354482769966125,
-0.027776796370744705,
-0.031424347311258316,
-0.012767644599080086,
-0.025363318622112274,
0.025424333289265633,
0.03537900373339653,
0.010308682918548584,
0.04208768159151077,
0.031630273908376694,
0.003413805039599538,
-0.03610094264149666,
-0.010123577900230885,
-0.00721637113019824,
-0.0014220229350030422,
0.04284633323550224,
-0.010649303905665874,
0.008765796199440956,
-0.016212189570069313,
0.009878415614366531,
0.052490558475255966,
0.00408210838213563,
-0.06708435714244843,
0.015191390179097652,
-0.07417069375514984,
0.022330982610583305,
-0.008455414324998856,
0.04087826609611511,
-0.009213529527187347,
-0.023719366639852524,
-0.029565906152129173,
0.0008514289511367679,
0.045750461518764496,
-0.005460827145725489,
0.013292628340423107,
0.03469749912619591,
0.010601229965686798,
0.0018076957203447819,
-0.0010276084067299962,
-0.0029739970341324806,
-0.01230206061154604,
0.03874961659312248,
0.022252291440963745,
-0.023179668933153152,
0.03968146815896034,
0.038921140134334564,
0.01372494176030159,
-0.011280771344900131,
-0.03552388399839401,
-0.0007871977868489921,
-0.049712151288986206,
-0.0015474992105737329,
-0.07769545912742615,
0.05203305184841156,
0.012292370200157166,
0.027556423097848892,
0.01567128486931324,
-0.011476177722215652,
0.03205675631761551,
0.007530047558248043,
-0.030014505609869957,
0.008435612544417381,
-0.03008875995874405,
-0.008500258438289165,
-0.01739690825343132,
0.0002566646144259721,
0.023711059242486954,
-0.06494100391864777,
0.049308352172374725,
0.009995227679610252,
0.005874318536370993,
-0.02891130931675434,
-0.031161770224571228,
-0.005320011172443628,
0.020442428067326546,
-0.03009834885597229,
0.02962861955165863,
0.0375424325466156,
-0.017759554088115692,
0.025273125618696213,
0.04617425426840782,
-0.013197408989071846,
-0.005216533318161964,
-0.058554016053676605,
0.0064491285011172295,
0.03232892230153084,
0.0287203136831522,
0.031988341361284256,
-0.00909025315195322,
-0.036321211606264114,
0.001843458623625338,
-0.005659662652760744,
0.008012606762349606,
0.0373123399913311,
-0.01630895584821701,
-0.043598588556051254,
-0.058491840958595276,
-0.013022561557590961,
-0.00712917186319828,
-0.012206542305648327,
0.04074384644627571,
0.019810503348708153,
0.045890502631664276,
0.009934994392096996,
-0.03369448706507683,
-0.004778627306222916,
0.07819201052188873,
-0.005381646100431681,
0.024702664464712143,
-0.047197531908750534,
0.03833604231476784,
-0.0063046300783753395,
-0.010125439614057541,
0.022477611899375916,
-0.016442421823740005,
-0.022107195109128952,
-0.03380555659532547,
0.040635399520397186,
0.015723934397101402,
0.01003002654761076,
0.007445113733410835,
0.030068693682551384,
0.059518635272979736,
-0.041800037026405334,
-0.040370676666498184,
0.0156861562281847,
0.06370200961828232,
0.03692936897277832,
0.0013127109268680215,
-0.03318523243069649,
-0.028631243854761124,
0.001928970799781382,
0.0006237845518626273,
0.018203001469373703,
-0.03862646967172623,
-0.009514383971691132,
-0.044196706265211105,
-0.020416921004652977,
0.018425608053803444,
-0.02372048795223236,
-0.007551964372396469,
-0.0014247543876990676,
-0.009579703211784363,
0.007743819151073694,
-0.0036446251906454563,
-0.06893062591552734,
-0.009583134204149246,
-0.024080270901322365,
0.01928451657295227,
-0.022383853793144226,
-0.02821684069931507,
-0.0364917553961277,
-0.003861555829644203,
0.012132618576288223,
0.03382543846964836,
-0.04171176254749298,
-0.004473193548619747,
-0.02734730765223503,
0.023119613528251648,
0.01764540746808052,
-0.075703464448452,
-0.02680944837629795,
0.009421790018677711,
0.012888064607977867,
0.06298316270112991,
-0.018026407808065414,
-0.03265250846743584,
0.033079762011766434,
0.05433175340294838,
0.013858075253665447,
-0.0321444496512413,
-0.04064718261361122,
0.04126591235399246,
0.034704625606536865,
0.0012110269162803888,
0.07622949779033661,
-0.001619006390683353,
0.011597474105656147,
-0.023586686700582504,
0.0031769576016813517,
-0.006082803942263126,
0.0038280971348285675,
-0.007416998967528343,
-0.003796523669734597,
-0.03651053085923195,
0.012376859784126282,
-0.002888127462938428,
-0.03942592442035675,
0.056388478726148605,
-0.07280722260475159,
-0.02929835394024849,
0.02726501226425171,
0.02677665837109089,
-0.00007151124009396881,
-0.005939437076449394,
-0.0059455689042806625,
0.03484690934419632,
-0.00764098996296525,
-0.021693093702197075,
-0.028858458623290062,
-0.03448941558599472,
-0.014615464955568314,
0.03215044364333153,
-0.03235673904418945,
0.05828923359513283,
-0.036035120487213135,
-0.04395357891917229,
0.0045921350829303265,
-0.052156638354063034,
0.014988203532993793,
-0.029410867020487785,
0.01574842818081379,
-0.005729514639824629,
-0.001479294733144343,
-0.01413720566779375,
0.027988294139504433,
0.01813751645386219,
0.01441996730864048,
-0.010473509319126606,
-0.0022076547611504793,
-0.008016315288841724,
0.010283430106937885,
-0.0727696344256401,
-0.028282074257731438,
-0.015173518098890781,
-0.006522209383547306,
-0.019591189920902252,
-0.011891305446624756,
-0.024667108431458473,
-0.037579409778118134,
-0.0215858556330204,
-0.011858540587127209,
0.04302077367901802,
-0.028851330280303955,
-0.010338222607970238,
0.01230968814343214,
-0.00889005046337843,
0.07353953272104263,
-0.02212211862206459,
0.008034823462367058,
0.012862267903983593,
0.03425190597772598,
-0.028556980192661285,
0.043640848249197006,
0.05735672265291214,
-0.04635124281048775,
-0.006380995735526085,
-0.04005517065525055,
-0.007025215774774551,
0.04641593247652054,
-0.009956753812730312,
-0.02688007429242134,
0.0012203393271192908,
0.002567617455497384,
0.015412851236760616,
-0.012219260446727276,
0.004584548529237509,
-0.025619370862841606,
-0.011453859508037567,
-0.004256345331668854,
-0.046330779790878296,
-0.03627149015665054,
0.01101861521601677,
0.03641360625624657,
-0.006779321003705263,
-0.015514210797846317,
0.0005530606140382588,
0.09320235997438431,
0.013101300224661827,
-0.005256297066807747,
-0.004209969192743301,
-0.05478077754378319,
0.017844945192337036,
0.020053045824170113,
-0.005982378963381052,
0.02999366819858551,
0.004014729056507349,
-0.0655071884393692,
-0.021758636459708214,
-0.025639062747359276,
0.002207823796197772,
0.08848851919174194,
-0.03798414021730423,
0.04883742704987526,
-0.0009033178794197738,
0.0016046109376475215,
-0.01775892823934555,
-0.08663120865821838,
-0.0034415984991937876,
0.0044149053283035755,
0.01999909244477749,
0.04783608764410019,
0.062027715146541595,
0.011905502527952194,
-0.011013752780854702,
0.009602953679859638,
0.04612894728779793,
0.03274460509419441,
0.019520238041877747,
0.03448100760579109,
-0.0011230806121602654,
-0.007054127752780914,
-0.04402869939804077,
0.0204558614641428,
-0.028870420530438423,
-0.008046944625675678,
-0.02103886939585209,
0.016218554228544235,
-0.003453783690929413,
0.023986592888832092,
0.00042062363354489207,
-0.046173080801963806,
-0.025219133123755455,
-0.025883328169584274,
0.0076658716425299644,
0.0037152329459786415,
0.000897020217962563,
0.00459517166018486,
0.04384484514594078,
-0.0038381568156182766,
0.03103584051132202,
0.03997461125254631,
-0.03137095645070076,
-0.05955464392900467,
-0.01691039837896824,
-0.02854137495160103,
-0.01102636568248272,
0.03147576004266739,
0.027816753834486008,
-0.017057932913303375,
-0.0069363596849143505,
-0.044644951820373535,
0.03910097852349281,
0.031044665724039078,
0.029423877596855164,
-0.006445871666073799,
0.06727902591228485,
-0.0022367609199136496,
0.017729412764310837,
0.002968010725453496,
0.02700546756386757,
0.12065567076206207,
0.1010543704032898,
0.03270043805241585,
-0.042122915387153625,
0.01911606453359127,
-0.03619491681456566,
-0.01760207675397396,
-0.02062825858592987,
-0.004408146720379591,
-0.035245537757873535,
-0.008468914777040482,
0.031926680356264114,
0.030624782666563988,
0.013116192072629929,
-0.004385156556963921,
0.012957176193594933,
-0.0319245345890522,
-0.009736803360283375,
-0.003814631374552846,
-0.0055832089856266975,
-0.005157677922397852,
-0.021634984761476517,
-0.01706419698894024,
0.013184786774218082,
-0.030469456687569618,
-0.03278638422489166,
-0.03254161402583122,
-0.013197286985814571,
-0.0010765781626105309,
-0.0013941237702965736,
-0.00824037566781044,
0.054933108389377594,
-0.019603798165917397,
0.014538545161485672,
-0.043951332569122314,
-0.009591768495738506,
0.016264349222183228,
-0.02737489342689514,
0.03547908365726471,
0.018255839124321938,
-0.0023115205112844706,
-0.014386984519660473,
0.02047804743051529,
-0.006163445301353931,
-0.051891326904296875,
0.0013736016117036343,
-0.04132745787501335,
0.07228885591030121,
-0.02217147871851921,
-0.03594287484884262,
-0.01138344407081604,
-0.019029751420021057,
0.009340854361653328,
-0.03975774347782135,
-0.005857117008417845,
0.014693347737193108,
0.012281887233257294,
-0.030456138774752617,
-0.02400156483054161,
-0.07278710603713989,
0.044062014669179916,
0.031849492341279984,
-0.02056240290403366,
0.021351484581828117,
0.020729171112179756,
-0.028643079102039337,
0.027552643790841103,
0.05900375917553902,
0.009778723120689392,
0.008270448073744774,
-0.000125943188322708,
-0.0032087669242173433,
-0.011184539645910263,
-0.033722762018442154,
0.04559337720274925,
0.010062845423817635,
0.04780708998441696,
-0.014628578908741474,
-0.008744643069803715,
-0.03950333967804909,
-0.05397239699959755,
0.0021256643813103437,
-0.011982858180999756,
-0.0037647199351340532,
-0.00575422216206789,
-0.03355799987912178,
-0.019291071221232414,
0.024248342961072922,
-0.010758000425994396,
-0.0010243527358397841,
0.005082578398287296,
0.06580657511949539,
0.009355340152978897,
-0.031681716442108154,
-0.020646557211875916,
0.0400739423930645,
-0.030311254784464836,
0.03163204342126846,
-0.01429380290210247,
0.03180889040231705,
0.023918334394693375,
0.043294258415699005,
-0.021910717710852623,
0.025234585627913475,
-0.029413780197501183,
-0.00003883934914483689,
-0.0042833904735744,
-0.03636227175593376,
0.008634543046355247,
-0.01972101256251335,
-0.013474156148731709,
-0.01565123349428177,
0.0029526303987950087,
-0.01979791186749935,
-0.036123719066381454,
0.014721100218594074,
0.007946301251649857,
-0.022505488246679306,
0.01359538733959198,
-0.0011566031025722623,
-0.025444652885198593,
-0.043805379420518875,
-0.009583688341081142,
-0.049704279750585556,
0.01022113673388958,
-0.01085609383881092,
-0.030387744307518005,
-0.020733844488859177,
-0.008315949700772762,
0.006001739297062159,
0.01728147827088833,
0.04593998193740845,
0.01832873560488224,
0.04003101959824562,
-0.006961534731090069,
-0.01730869524180889,
-0.018062595278024673,
0.057220298796892166,
-0.039843615144491196,
-0.026706891134381294,
0.036022964864969254,
-0.028629284352064133,
-0.023812633007764816,
0.04320291057229042,
0.0328708179295063,
0.048034559935331345,
0.022487005218863487,
-0.007491096388548613,
0.0008093969081528485,
0.032875653356313705,
-0.019943661987781525,
-0.014460885897278786,
0.007828913629055023,
0.00875036884099245,
0.034754421561956406,
-0.01704745553433895,
0.009504987858235836,
-0.013335473835468292,
0.022898316383361816,
0.046158429235219955,
0.03209390491247177,
-0.0256781205534935,
-0.022162076085805893,
-0.004030843731015921,
-0.006904821842908859,
0.017340080812573433,
0.012517214752733707,
0.026391705498099327,
0.011842812411487103,
0.003479677950963378,
-0.03992091119289398,
0.04114579036831856,
-0.02715359628200531,
-0.015965135768055916,
-0.06109025701880455,
-0.026927629485726357,
0.028145048767328262,
0.023212172091007233,
-0.00643526203930378,
-0.07023848593235016,
0.00207162881270051,
0.03584393858909607,
-0.017871204763650894,
0.03376326337456703,
-0.041653599590063095,
-0.006599417421966791,
-0.049818165600299835,
0.011903790757060051,
-0.021018510684370995,
-0.022099943831562996,
0.02342476136982441,
0.03627907484769821,
0.03525698557496071,
0.03605026379227638,
-0.007282794453203678,
-0.024852944537997246,
-0.03091210126876831,
0.04781128466129303,
0.02562086284160614,
-0.054442405700683594,
0.02272348664700985,
-0.0113754877820611,
-0.021812887862324715,
0.05339112505316734,
-0.02396196685731411,
0.004415624774992466,
-0.007680172100663185,
0.040840454399585724,
-0.02073734812438488,
0.03668302297592163,
0.03612641245126724,
-0.016430579125881195,
0.017998330295085907,
0.0149137694388628,
0.017068475484848022,
0.02240539714694023,
-0.017517322674393654,
0.0133134126663208,
-0.016895677894353867,
-0.021364988759160042,
-0.04080722853541374,
0.034610237926244736,
-0.027369285002350807,
-0.021036913618445396,
0.02368917129933834,
0.02250671200454235,
-0.021994851529598236,
-0.06669201701879501,
-0.010365553200244904,
-0.014516891911625862,
0.01245406735688448,
0.04213152080774307,
0.021116701886057854,
-0.0361306257545948,
0.002600024687126279,
-0.004228414036333561,
-0.07842599600553513,
0.01743197627365589,
0.020637601613998413,
-0.026763804256916046,
-0.05543430894613266,
-0.004929846618324518,
0.019482934847474098,
-0.0342511311173439,
-0.006579775828868151,
-0.02162010781466961,
-0.027437305077910423,
0.0011373994639143348,
-0.008553744293749332,
-0.011488603428006172,
0.027034198865294456,
-0.003931468352675438,
-0.0040496038272976875,
-0.09170153737068176,
0.059487178921699524,
0.026858195662498474,
-0.049462612718343735,
-0.010213693603873253,
0.01702854596078396,
-0.038530491292476654,
-0.036985475569963455,
0.062429361045360565,
-0.002721471479162574,
0.007847812958061695,
-0.0034236665815114975,
0.0209178626537323,
-0.009720145724713802,
-0.06728968024253845,
0.046657878905534744,
-0.0049797589890658855,
0.020194850862026215,
-0.01891058310866356,
-0.050089914351701736,
0.012102068401873112,
0.01573018915951252,
0.01168141234666109,
0.0010938256746158004,
0.03925304487347603,
0.00818574894219637,
-0.020258121192455292,
0.04582834243774414,
0.007973291911184788,
-0.015604906715452671,
0.06874217838048935,
0.026230216026306152,
0.009219489991664886,
0.0362936370074749,
-0.024207865819334984,
-0.01816222257912159,
0.03973864018917084,
0.011446135118603706,
-0.03570375218987465,
-0.006576674524694681,
0.04561088979244232,
0.009220863692462444,
-0.041527360677719116,
-0.04114324226975441,
0.05946000665426254,
0.003800460370257497,
-0.0006795220542699099,
0.0445517972111702,
0.021819183602929115,
0.0028263316489756107,
0.022545576095581055,
0.023819297552108765,
0.02849024534225464,
0.030253572389483452,
0.04206809401512146,
0.0216288510710001,
-0.01116028893738985,
0.021964114159345627,
-0.01767868734896183,
0.02983301505446434,
-0.019423920661211014,
0.023076113313436508,
0.02094237320125103,
0.05567497760057449,
-0.03732690215110779,
-0.016980288550257683,
0.025309544056653976,
-0.023647457361221313,
-0.013391218148171902,
-0.03994998335838318,
-0.03269204497337341,
0.05013865604996681,
-0.05552060902118683,
0.017456814646720886,
-0.02250046096742153,
-0.029324006289243698,
-0.006440394092351198,
0.012728116475045681,
-0.016323914751410484,
0.031518276780843735,
0.03060043975710869,
-0.028942763805389404,
-0.02191774919629097,
-0.005736729130148888,
0.0263922568410635,
-0.02875586971640587,
0.024694785475730896,
-0.009683501906692982,
-0.021892134100198746,
0.00010120619117515162,
-0.014323526993393898,
0.015139964409172535,
0.0029160117264837027,
0.02316192165017128,
0.061612531542778015,
0.013242426328361034,
-0.021907439455389977,
-0.01601295918226242,
0.027826914563775063,
0.039679206907749176,
-0.055247705429792404,
-0.058223798871040344,
-0.002470447914674878,
0.04221698269248009,
0.0025380642618983984,
-0.03757641464471817
] |
<p>I understand supervised and unsupervised learning well, and would be able to identify some 'basic' examples of, for example, supervised classifcation as:</p>
<ul>
<li>SVMs</li>
<li>Random Forests</li>
<li>Logistic Regression</li>
</ul>
<p>These are key works in the field which have lots of code and publications available.</p>
<p>I am now starting to look at domain adaptation in supervised learning, where the distribution over the data at learning and testing time are known to be different. Despite reading some of the literature, I haven't spotted any similar 'basic' methods which come up time and time again. In contrast, there seem to be a wild array of completely different methods for achieving the goal, many of which have only been in the literature for a few years.</p>
<p>Are there such key, established methods for domain adaptation? What are the most popular methods currently used?</p> | 35,729 | [
-0.005091939587146044,
0.013276800513267517,
-0.004625815432518721,
-0.003927372395992279,
0.012273753061890602,
0.0033684223890304565,
-0.03068438731133938,
0.0075272754766047,
0.05887054651975632,
-0.052050910890102386,
0.03981003165245056,
0.043498169630765915,
0.04101477190852165,
0.037515342235565186,
0.009910251945257187,
-0.006951043847948313,
0.013798346742987633,
-0.03836490586400032,
-0.012183231301605701,
0.008389212191104889,
0.040825728327035904,
0.0232964139431715,
0.021307066082954407,
0.00897434912621975,
-0.011661343276500702,
0.033767059445381165,
-0.009681903757154942,
-0.026841310784220695,
0.02737140655517578,
0.04199482873082161,
-0.05684766545891762,
0.0033717001788318157,
-0.014715242199599743,
0.032178621739149094,
-0.000978246214799583,
0.0008265014039352536,
-0.029599741101264954,
-0.04774192348122597,
-0.012462981976568699,
0.01645011082291603,
-0.06879264116287231,
0.0003664923715405166,
-0.027229301631450653,
0.03463790565729141,
0.007071473635733128,
0.006402082275599241,
-0.0425633043050766,
-0.007755405269563198,
-0.0010315401013940573,
-0.03759855031967163,
0.055105920881032944,
-0.02127833291888237,
0.016398632898926735,
0.030644558370113373,
-0.0038536833599209785,
-0.012462115846574306,
0.07077110558748245,
0.05126116797327995,
0.00705628702417016,
-0.0484703965485096,
-0.0015144178178161383,
-0.00982365757226944,
-0.0036074586678296328,
-0.01998143643140793,
-0.02498944289982319,
0.020523205399513245,
0.01302413735538721,
-0.015504647977650166,
0.029751049354672432,
-0.003976904321461916,
0.008226856589317322,
0.00885552167892456,
0.06680673360824585,
0.02024458907544613,
-0.002533462131395936,
-0.007479044143110514,
0.008567949756979942,
0.03334400802850723,
0.03652935475111008,
0.04345540329813957,
0.025205211713910103,
0.01160405296832323,
0.0029668426141142845,
0.008126573637127876,
0.009253095835447311,
0.00745466910302639,
0.09134943038225174,
-0.006234796717762947,
-0.007585790473967791,
0.0260179340839386,
-0.0016333903186023235,
-0.002551701618358493,
0.04483756050467491,
-0.004646697081625462,
-0.048595987260341644,
0.05310351774096489,
0.028072182089090347,
0.034898243844509125,
0.04782018065452576,
-0.007289656437933445,
0.017070665955543518,
-0.039597008377313614,
-0.025315558537840843,
0.05887829139828682,
-0.043583862483501434,
-0.00929922517389059,
-0.05664309859275818,
-0.007139578461647034,
-0.01129206083714962,
-0.01199311949312687,
-0.034681446850299835,
0.05284298211336136,
-0.0012643091613426805,
0.007491302210837603,
-0.009691785089671612,
0.011653120629489422,
-0.004004342015832663,
-0.02748778462409973,
0.008978132158517838,
0.07120541483163834,
0.017847325652837753,
-0.050472550094127655,
0.011995752342045307,
-0.016095038503408432,
-0.04491248354315758,
0.01303957775235176,
0.005156048573553562,
-0.029868246987462044,
-0.05195264145731926,
0.016353262588381767,
-0.018443353474140167,
-0.06388170272111893,
0.03984382748603821,
0.030598245561122894,
-0.005167257972061634,
0.004482549149543047,
-0.09008804708719254,
-0.06634607911109924,
-0.01574723795056343,
0.000955400406382978,
0.012367334216833115,
-0.02161722257733345,
-0.019615745171904564,
0.027657734230160713,
0.023062335327267647,
0.02277580089867115,
0.02179598994553089,
0.03613763675093651,
0.009529526345431805,
0.007670004386454821,
-0.004750129301100969,
0.01727609522640705,
-0.025440778583288193,
0.0018188217654824257,
-0.002060725586488843,
-0.08515563607215881,
0.01860174909234047,
-0.0023849373683333397,
0.0029590274207293987,
0.012330385856330395,
0.027619706466794014,
-0.011055557057261467,
-0.016793303191661835,
-0.047055549919605255,
0.014834124594926834,
0.0019617853686213493,
0.0759575292468071,
0.004827114753425121,
0.062026455998420715,
0.012758362106978893,
-0.02384883351624012,
-0.014252164401113987,
0.049689557403326035,
0.04453364014625549,
0.033885352313518524,
-0.010411886498332024,
-0.014391627162694931,
-0.003184250555932522,
0.027351945638656616,
0.009590143337845802,
-0.011810505762696266,
-0.004220103845000267,
0.012196090072393417,
0.026472199708223343,
-0.008009359240531921,
0.04929269105195999,
0.020304188132286072,
-0.018995041027665138,
0.04106537625193596,
-0.06377489119768143,
-0.02423035353422165,
-0.01851062849164009,
0.021098310127854347,
-0.05865456908941269,
0.0017170666251331568,
0.03609234094619751,
-0.005370780825614929,
0.02139310911297798,
-0.014887865632772446,
-0.041673459112644196,
-0.01879112794995308,
-0.02576747164130211,
0.04534493759274483,
-0.05139245465397835,
0.004860209301114082,
0.05441019684076309,
0.012245286256074905,
-0.044888317584991455,
0.03307567909359932,
-0.04588482156395912,
-0.08099240809679031,
0.0006416820106096566,
-0.027125338092446327,
0.014927756041288376,
-0.019843943417072296,
-0.02085234969854355,
0.03192443400621414,
-0.01962534710764885,
-0.04698685556650162,
0.00254933163523674,
-0.05504465848207474,
0.05652330443263054,
0.056617848575115204,
-0.01431528851389885,
-0.004157687537372112,
0.029879271984100342,
-0.008236251771450043,
0.02980322390794754,
-0.0012073734542354941,
-0.024626273661851883,
-0.0996197983622551,
-0.05682727321982384,
0.06326339393854141,
0.03475387394428253,
-0.030033569782972336,
0.012637751176953316,
0.009856234304606915,
0.03700488805770874,
0.025294048711657524,
0.005141462665051222,
-0.0260130874812603,
-0.013812828809022903,
-0.015492413192987442,
0.040661536157131195,
0.01541162934154272,
0.00015421646821778268,
0.013913502916693687,
0.004255547653883696,
0.033954646438360214,
-0.010394943878054619,
-0.013663535937666893,
0.04325740039348602,
0.015810994431376457,
0.0025284718722105026,
-0.018747316673398018,
-0.032316215336322784,
0.020351756364107132,
-0.0350327305495739,
-0.012359386309981346,
0.027634432539343834,
0.02338309958577156,
0.01796206831932068,
0.012853825464844704,
-0.015826497226953506,
0.036651212722063065,
0.01608836092054844,
0.006249257363379002,
0.007274150382727385,
0.009158930741250515,
-0.02974126487970352,
-0.010535536333918571,
-0.00859823264181614,
-0.04895862564444542,
-0.02792196534574032,
0.027596978470683098,
0.016063811257481575,
-0.000451848580269143,
0.0069525889120996,
-0.012360832653939724,
-0.01086714118719101,
0.012555545195937157,
-0.002720674965530634,
0.0426594540476799,
0.016066264361143112,
0.012554679065942764,
0.03280847147107124,
-0.01288516167551279,
-0.042734503746032715,
0.04450080171227455,
-0.002741825534030795,
-0.014673925004899502,
0.0072435420006513596,
0.012356569059193134,
-0.047974590212106705,
-0.006831243168562651,
-0.04479346424341202,
0.04972568154335022,
-0.02521611750125885,
0.00500778341665864,
0.05651487410068512,
-0.01946588233113289,
-0.022873111069202423,
0.027238745242357254,
-0.0028818845748901367,
-0.054120566695928574,
-0.047211967408657074,
-0.01177956722676754,
-0.004734788555651903,
-0.020347826182842255,
0.006231235805898905,
0.052013080567121506,
-0.013267314061522484,
0.005520029459148645,
-0.05389149487018585,
-0.045786142349243164,
0.041342008858919144,
0.029080014675855637,
0.04670477285981178,
0.042129188776016235,
0.02871324121952057,
0.10431256890296936,
0.0197401475161314,
-0.028629830107092857,
-0.008009371347725391,
0.006541286129504442,
-0.009123115800321102,
-0.02432921901345253,
0.017413562163710594,
0.023296989500522614,
-0.011436346918344498,
-0.0065596625208854675,
-0.01569923758506775,
0.02998814359307289,
0.03311765566468239,
0.0048149386420845985,
0.00353858876042068,
0.051030319184064865,
0.02492353320121765,
-0.010383103042840958,
0.025219399482011795,
0.024171732366085052,
-0.014547541737556458,
-0.007509313058108091,
-0.0024275497999042273,
-0.002239770023152232,
0.0236718337982893,
-0.04096418619155884,
0.02811872586607933,
-0.03865635395050049,
-0.00914920587092638,
-0.03181477263569832,
0.019215267151594162,
0.00577585119754076,
-0.04861989617347717,
0.015945637598633766,
0.03950418159365654,
0.01879124902188778,
0.0027723340317606926,
-0.004016736522316933,
0.04047666862607002,
0.039110612124204636,
-0.022810835391283035,
-0.01583794876933098,
-0.012757819145917892,
0.0006637853221036494,
0.04483354464173317,
-0.03208240866661072,
0.013296126388013363,
0.03842777758836746,
0.0531100332736969,
0.01632673665881157,
0.010765038430690765,
-0.05475296452641487,
0.02753855101764202,
-0.07351525872945786,
0.018671220168471336,
-0.03289923444390297,
0.07790069282054901,
0.029917173087596893,
0.024794217199087143,
0.03620683401823044,
-0.000647355685941875,
0.013153424486517906,
0.02078954130411148,
-0.06838610768318176,
0.007858000695705414,
-0.021723449230194092,
0.0013778975699096918,
-0.031513988971710205,
-0.0182716753333807,
0.03146211802959442,
-0.033150143921375275,
-0.014789417386054993,
-0.052293561398983,
0.01644592173397541,
-0.022903820499777794,
0.006247640121728182,
0.009732993319630623,
-0.04457235708832741,
-0.015244383364915848,
0.014993544667959213,
-0.010394494980573654,
0.011576244607567787,
-0.001741228741593659,
-0.003953240811824799,
0.010212019085884094,
-0.04947382211685181,
-0.031078997999429703,
-0.00778305483981967,
-0.008252246305346489,
0.056414950639009476,
0.011695313267409801,
0.024579398334026337,
-0.06987261772155762,
0.0552237294614315,
-0.021272078156471252,
0.043072011321783066,
0.008668707683682442,
-0.03942440450191498,
-0.0018150811083614826,
-0.08503339439630508,
-0.03692646697163582,
0.03467664122581482,
0.010152901522815228,
0.01911764219403267,
0.0021546795032918453,
0.023832881823182106,
0.017168274149298668,
-0.06564667075872421,
-0.022702760994434357,
0.06839674711227417,
0.00010746817133622244,
-0.004311484284698963,
-0.018769148737192154,
-0.0015839876141399145,
-0.020028207451105118,
0.00003317041773698293,
0.027638858184218407,
-0.0094760125502944,
-0.020330915227532387,
-0.015608505345880985,
0.030659392476081848,
-0.019506866112351418,
-0.008336154744029045,
-0.03646179661154747,
0.04401266202330589,
0.0733085423707962,
0.015067150816321373,
-0.016895612701773643,
-0.0024889048654586077,
0.02682551182806492,
0.08733748644590378,
-0.0026617685798555613,
-0.0015299979131668806,
-0.08398507535457611,
0.015950622037053108,
0.040340449661016464,
0.01358597818762064,
-0.03657960519194603,
-0.0012893954990431666,
-0.02984822914004326,
-0.0024515590630471706,
0.025683673098683357,
-0.02802666835486889,
-0.004839340224862099,
-0.010715204291045666,
-0.03895409032702446,
-0.009704961441457272,
-0.05925361439585686,
-0.025662286207079887,
0.014777788892388344,
-0.02644832246005535,
0.04347381368279457,
-0.035112302750349045,
-0.02733403444290161,
-0.05038704723119736,
0.009076789021492004,
-0.008791238069534302,
0.058290619403123856,
-0.010406729765236378,
-0.004065479151904583,
-0.008506523445248604,
0.024541011080145836,
-0.02100077085196972,
-0.06896238029003143,
-0.012886098586022854,
0.03970445320010185,
-0.01410695444792509,
0.00026895501650869846,
-0.017624318599700928,
-0.0561363659799099,
0.0006662555388174951,
0.0031696471851319075,
-0.0684553012251854,
-0.004050508141517639,
0.02569016069173813,
0.007153993472456932,
0.037579819560050964,
0.012528321705758572,
0.04631407558917999,
0.016441144049167633,
0.02151607908308506,
-0.011036185547709465,
-0.024314608424901962,
0.03612656146287918,
-0.05406631529331207,
-0.007750629913061857,
-0.016688724979758263,
-0.010763704776763916,
-0.005774117074906826,
0.04463104158639908,
0.002326234010979533,
0.04889155924320221,
-0.006951428018510342,
-0.02399243414402008,
-0.01463479083031416,
0.005885507445782423,
-0.027976524084806442,
-0.02985161915421486,
0.05871111899614334,
0.03516374155879021,
0.009311330504715443,
0.009336899034678936,
0.00384337455034256,
0.02552005834877491,
0.005111502483487129,
0.002752682426944375,
-0.06468278169631958,
-0.00468506058678031,
-0.06516475230455399,
-0.02551741525530815,
0.022692274302244186,
-0.025761671364307404,
0.06989281624555588,
0.022157803177833557,
0.043349023908376694,
0.008853862062096596,
-0.027917176485061646,
-0.0052259196527302265,
-0.0073914965614676476,
-0.004037266131490469,
0.03250998631119728,
-0.033426132053136826,
0.017368419095873833,
-0.01413570437580347,
0.0033924959134310484,
-0.06138284131884575,
-0.05092589557170868,
0.04254896193742752,
0.005815271288156509,
-0.03190382942557335,
-0.060532499104738235,
0.03993495553731918,
-0.019058236852288246,
-0.020711787045001984,
-0.0004093587049283087,
0.06882847845554352,
-0.015538562089204788,
-0.0018355570500716567,
-0.009464144706726074,
0.03237512335181236,
0.05153530091047287,
-0.05187400430440903,
0.021540110930800438,
-0.010974576696753502,
0.013205217197537422,
0.010597696527838707,
0.005998516455292702,
0.024385379627346992,
-0.0401933416724205,
-0.0037811091169714928,
-0.041227374225854874,
0.04124993085861206,
0.030479291453957558,
-0.02048240788280964,
0.010975094512104988,
0.0389682836830616,
-0.04648387059569359,
-0.015615705400705338,
-0.03320974111557007,
0.009848225861787796,
0.028079736977815628,
-0.003378599649295211,
-0.03282636031508446,
0.018994564190506935,
0.004691978916525841,
0.007058955729007721,
0.03328729420900345,
0.013751976191997528,
0.04697171598672867,
0.023459583520889282,
0.04078930616378784,
-0.02830358035862446,
0.0216654185205698,
0.02131093293428421,
-0.05481352284550667,
0.03711327910423279,
0.01337498240172863,
0.028467632830142975,
0.022202113643288612,
0.008854296989738941,
-0.042681436985731125,
-0.011286057531833649,
-0.04301106557250023,
-0.01819467358291149,
0.030267024412751198,
0.02168205939233303,
0.05747482553124428,
0.07638736814260483,
0.02018290013074875,
-0.00145521922968328,
-0.07330084592103958,
-0.0504726767539978,
-0.013186641037464142,
0.012177035212516785,
0.025433585047721863,
0.02555392123758793,
0.03020114079117775,
0.04168451949954033,
0.0016065031522884965,
0.02402927540242672,
0.03157447651028633,
-0.005689132027328014,
0.03360152989625931,
0.026449281722307205,
-0.09173326194286346,
-0.05090843141078949,
0.007558143697679043,
-0.034548770636320114,
0.016939053311944008,
0.0034034480340778828,
0.0010536195477470756,
0.06362742185592651,
0.010525623336434364,
0.009396671317517757,
-0.05230153724551201,
-0.00022830413945484906,
-0.042543213814496994,
0.036612942814826965,
0.020166469737887383,
-0.0013087866827845573,
0.016689948737621307,
-0.007754309102892876,
0.028840024024248123,
-0.03451640531420708,
0.007306886836886406,
-0.001634943182580173,
-0.0823478177189827,
-0.03453778848052025,
-0.027455974370241165,
-0.031969454139471054,
0.046803612262010574,
0.025775056332349777,
-0.05138789117336273,
-0.008483397774398327,
-0.03900865837931633,
0.03655064105987549,
0.03318507969379425,
0.05035400390625,
-0.019605381414294243,
0.05205824226140976,
-0.010468840599060059,
0.008829385042190552,
0.0034163142554461956,
-0.010020919144153595,
0.13067765533924103,
0.05454915389418602,
0.06408379971981049,
-0.06564554572105408,
0.006221003830432892,
-0.03658813238143921,
-0.00009925764607032761,
0.0042381202802062035,
-0.01910366676747799,
-0.007149178069084883,
0.004803348798304796,
0.013165267184376717,
0.023552190512418747,
0.03390256687998772,
-0.027967577800154686,
0.04907531663775444,
-0.02609805390238762,
0.013235077261924744,
0.010313805192708969,
0.01163325272500515,
0.004125550389289856,
-0.007181012537330389,
-0.044369809329509735,
0.025233019143342972,
0.01710856333374977,
0.008750232867896557,
-0.005333786830306053,
-0.020282242447137833,
0.015085809864103794,
-0.035910896956920624,
0.014204936102032661,
-0.0037629215512424707,
0.0010190606117248535,
-0.03182053193449974,
-0.0006356077501550317,
0.01666438579559326,
0.013456479646265507,
-0.037853341549634933,
-0.011472774669528008,
0.017799243330955505,
0.002602159045636654,
-0.016945917159318924,
-0.007246461696922779,
0.006879589986056089,
-0.03234900161623955,
-0.0515834242105484,
-0.06229153648018837,
0.029297027736902237,
-0.048410385847091675,
0.00576358288526535,
0.01813036948442459,
0.009141404181718826,
0.0008263146737590432,
-0.029780780896544456,
-0.021302979439496994,
0.021072549745440483,
0.04361497610807419,
0.001972659956663847,
0.008797179907560349,
-0.018745267763733864,
0.05448183789849281,
-0.0016659102402627468,
0.0028636043425649405,
-0.0014419277431443334,
-0.010915825143456459,
-0.01947609893977642,
-0.019551100209355354,
0.030884645879268646,
0.009132909588515759,
0.010659311898052692,
0.01261274516582489,
0.00935123860836029,
-0.01331073697656393,
0.008612999692559242,
0.006310849450528622,
0.010403383523225784,
0.0266254972666502,
-0.01547055784612894,
-0.023500995710492134,
-0.05383702740073204,
-0.040245238691568375,
-0.014615993946790695,
-0.03600860387086868,
0.026653608307242393,
-0.04203645884990692,
0.011889384128153324,
0.04553062841296196,
0.006254060659557581,
0.04946918413043022,
0.02791544422507286,
0.002356907119974494,
0.005631130188703537,
0.005417560692876577,
-0.027080457657575607,
-0.013510150834918022,
-0.006882438436150551,
-0.03294268995523453,
-0.005234542768448591,
0.020917603746056557,
0.05509709194302559,
0.05709837004542351,
-0.009952744469046593,
-0.009426094591617584,
0.019076436758041382,
0.0017089411849156022,
0.04306167736649513,
-0.003597743809223175,
-0.03723610192537308,
-0.012138262391090393,
-0.04725762456655502,
0.012662200257182121,
-0.07371252030134201,
0.0014107954921200871,
-0.0357927642762661,
-0.025274725630879402,
0.003842244390398264,
0.0012637543259188533,
-0.009267965331673622,
0.030435392633080482,
-0.02079404890537262,
0.050038933753967285,
-0.02934110537171364,
-0.01570737548172474,
-0.033097609877586365,
-0.035671595484018326,
-0.03430965542793274,
-0.03161613643169403,
-0.008989627473056316,
-0.004005854949355125,
0.00042517221299931407,
-0.004731235560029745,
0.034731607884168625,
0.020579123869538307,
-0.01782982237637043,
0.029273610562086105,
0.005065164063125849,
-0.0555267296731472,
0.022556627169251442,
-0.04094128683209419,
-0.045307934284210205,
0.018904291093349457,
-0.023937910795211792,
0.014660930261015892,
0.03905651345849037,
-0.0075245085172355175,
0.02218213677406311,
0.006058960221707821,
-0.007181941065937281,
-0.02496681548655033,
0.02305171638727188,
0.004719666205346584,
-0.03169906884431839,
-0.014876207336783409,
0.03712749853730202,
0.027984613552689552,
0.03142223507165909,
0.06742590665817261,
0.008493664674460888,
-0.005012050736695528,
0.008955482393503189,
0.0006946137873455882,
0.03115902468562126,
-0.008093463256955147,
0.02814018353819847,
-0.028695544227957726,
0.012126578949391842,
0.006370679009705782,
0.01414506882429123,
0.048375193029642105,
0.038361094892024994,
-0.03626377508044243,
0.04948900267481804,
-0.009382732212543488,
0.0049447123892605305,
-0.09601671993732452,
-0.02044459991157055,
0.053935419768095016,
-0.003429899225011468,
0.01644173450767994,
-0.09233424812555313,
-0.003733416087925434,
0.01045258529484272,
-0.07675324380397797,
0.03639627993106842,
0.010461433790624142,
-0.036824148148298264,
-0.013142145238816738,
0.025262754410505295,
-0.025138113647699356,
0.011369043961167336,
0.001633829204365611,
0.018264783546328545,
0.0036851405166089535,
0.0251922644674778,
-0.016206489875912666,
0.004353554453700781,
-0.031218593940138817,
0.016759946942329407,
0.0036150554660707712,
-0.04286659508943558,
0.015783635899424553,
-0.04397841542959213,
-0.04771967977285385,
0.03791160508990288,
0.017199192196130753,
0.0387270450592041,
0.03805191442370415,
0.005413752980530262,
0.013255191966891289,
0.006570279132574797,
0.04069329425692558,
-0.017043741419911385,
-0.011956647969782352,
0.02343498170375824,
0.026094840839505196,
0.02370019629597664,
-0.014461340382695198,
0.024654893204569817,
0.00584048219025135,
-0.023051731288433075,
-0.026896391063928604,
0.016574295237660408,
-0.030948445200920105,
-0.044098950922489166,
-0.0012965787900611758,
0.008391516283154488,
-0.023468662053346634,
0.004438256379216909,
-0.012984220869839191,
-0.04567800462245941,
-0.029548633843660355,
0.03799358010292053,
-0.0027398583479225636,
-0.00548730231821537,
0.04095768555998802,
-0.01251913234591484,
-0.03712557256221771,
0.015638690441846848,
-0.018122728914022446,
-0.011371167376637459,
-0.01872638612985611,
0.021523281931877136,
0.0054350560531020164,
0.0074236104264855385,
-0.022229967638850212,
-0.01757398061454296,
-0.004914355929940939,
0.029047762975096703,
-0.005515063647180796,
0.03709446266293526,
0.001335592707619071,
-0.026288775727152824,
0.0049668424762785435,
-0.06601490825414658,
0.05390727519989014,
-0.011283334344625473,
-0.050187673419713974,
-0.007818922400474548,
0.006338577717542648,
-0.028763340786099434,
-0.03469479829072952,
0.06561583280563354,
-0.01759093627333641,
0.039921440184116364,
-0.05682274326682091,
0.02335732989013195,
-0.0049976566806435585,
-0.03818505257368088,
0.02563622035086155,
-0.014551554806530476,
-0.04255182668566704,
-0.005473956000059843,
-0.01136002317070961,
-0.00791563093662262,
-0.02325921319425106,
0.010067494586110115,
-0.02475670911371708,
0.02538098208606243,
0.003017963143065572,
-0.0021568622905761003,
0.04322623088955879,
0.0012466242769733071,
0.040727898478507996,
0.03783334419131279,
-0.002806834178045392,
0.01922881416976452,
-0.014490500092506409,
0.015630682930350304,
-0.0032621363643556833,
0.01763596013188362,
-0.04139511287212372,
-0.025343982502818108,
-0.00987209752202034,
0.008591915480792522,
0.03649241849780083,
-0.051960136741399765,
0.006788249127566814,
0.021295970305800438,
0.0026269720401614904,
0.019037259742617607,
0.029902298003435135,
0.020776860415935516,
0.02727627009153366,
0.021977007389068604,
0.001440293388441205,
-0.011427436955273151,
-0.016598260030150414,
-0.0029860257636755705,
0.01623550057411194,
0.036684151738882065,
-0.014360452070832253,
0.04159969836473465,
0.009863793849945068,
-0.02935655415058136,
0.04343956336379051,
-0.007710149511694908,
0.047416314482688904,
-0.05120440199971199,
0.012858320958912373,
0.02136007696390152,
0.0071221101097762585,
-0.014693628065288067,
0.02910996414721012,
-0.04528123885393143,
0.06191127747297287,
-0.02719493955373764,
0.00008732916467124596,
-0.03744957968592644,
-0.015976758673787117,
-0.011180045083165169,
0.0052214511670172215,
-0.05409039929509163,
0.06244071573019028,
0.011274058371782303,
0.03266537934541702,
0.0186653733253479,
0.011327790096402168,
0.027662677690386772,
0.03505973890423775,
0.02935992367565632,
-0.010945932008326054,
-0.009160292334854603,
0.024643640965223312,
-0.016783632338047028,
-0.019086772575974464,
-0.02955603040754795,
-0.021188581362366676,
0.07435688376426697,
0.035921186208724976,
0.0021588425152003765,
-0.03514552861452103,
0.002195450011640787,
0.035855554044246674,
-0.09071304649114609,
-0.01126838382333517,
-0.04507558047771454,
0.01010782178491354,
-0.007618322968482971,
-0.024470850825309753
] |
<p>I have a data table T1, that contains nearly a thousand variables (V1) and around 200 million data points. The data is sparse and most of the entries are NA. Each datapoints have a unique id and date pair to distinguish from another.</p>
<p>I have another table T2, which contains a separate set of variables (V2). This table also has id and date pair that uniquely identify entries in T2. </p>
<p>We suspect that the data in T1 can be used to predict values of variables in T2. </p>
<p>To prove this, I thought to apply 'glm' model in R and check if we can really find some variable in T2 that is dependent on variables in T1. </p>
<p>For each variable in T2, I started pulling out all data in T1 having same id and date pair which resulted in much smaller ~50K data points for some of test variables. </p>
<p>The problems that I am facing now with application of glm is as follows. </p>
<ol>
<li><p>In some cases, it shows me an error 'fit not found' and warning 'glm.fit: algorithm did not converge '. I am not sure why is it shown? </p></li>
<li><p>How the NAs are treated in glm? Does it remove all records involving 'NA' first and then perform fitting?</p></li>
<li><p>Is it a good strategy to remove all NAs first and then call 'glm'. I fear that this may reduce the datapoints significantly as most of them are NAs. </p></li>
<li><p>Which method is used to calculate the coefficients. I couldnot find any website or paper or book that discuss how the output is calculated.</p></li>
</ol>
<p>I tested glm with and without 'NAs' and found difft answers which points that NAs are considered while fitting the data:</p>
<p>Example 1:</p>
<pre><code>> tmpData
x1 x2 x3 Y
1 1 1 1 3
2 1 0 4 5
3 1 2 3 6
4 0 3 1 4
Call: glm(formula = as.formula(paste(dep, " ~ ", paste(xn, collapse = "+"))),
na.action = na.exclude)
Coefficients:
(Intercept) as.numeric(unlist(tmpData["x1"])) as.numeric(unlist(tmpData["x2"]))
5.551e-16 1.000e+00 1.000e+00
as.numeric(unlist(tmpData["x3"]))
1.000e+00
Degrees of Freedom: 3 Total (i.e. Null); 0 Residual
Null Deviance: 5
Residual Deviance: 9.861e-31 AIC: -260.6
</code></pre>
<p>Example 2:</p>
<pre><code>'x1' 'x2' 'x3' 'Y'
100000 1 NA 2
1 1 1 3
1 NA -1124 2
1 0 4 5
1 2 3 6
0 3 1 4
Coefficients:
(Intercept) as.numeric(unlist(tmpData["x1"])) as.numeric(unlist(tmpData["x2"])) as.numeric(unlist(tmpData["x3"]))
-2.3749044 -0.0000625 0.6249899 1.8749937
Degrees of Freedom: 5 Total (i.e. Null); 2 Residual
Null Deviance: 13.33
Residual Deviance: 1.875 AIC: 20.05
</code></pre> | 73,388 | [
-0.023019447922706604,
0.04705878719687462,
0.022448554635047913,
-0.0035344534553587437,
0.04739803075790405,
0.014953594654798508,
-0.01356644369661808,
-0.04772266373038292,
0.014959010295569897,
-0.0037175228353589773,
0.015518644824624062,
0.04582252725958824,
0.028456876054406166,
-0.005807268898934126,
0.022294210270047188,
0.01862979494035244,
-0.010454398579895496,
0.006785116624087095,
0.002419210271909833,
-0.012193500064313412,
-0.004819607827812433,
0.031208962202072144,
-0.02101866528391838,
-0.029371803626418114,
-0.028903568163514137,
0.054628778249025345,
-0.009649168699979782,
-0.016090190038084984,
0.0004501245857682079,
0.07353344559669495,
-0.042761776596307755,
-0.045558325946331024,
-0.005428614094853401,
0.01873636059463024,
-0.02650076150894165,
0.0006293805781751871,
0.015370385721325874,
-0.0373399555683136,
-0.002187900710850954,
0.049622438848018646,
0.005404483526945114,
-0.008868212811648846,
-0.030601125210523605,
0.05953265354037285,
0.01333738025277853,
0.028729824349284172,
0.02896151691675186,
0.00696089630946517,
0.02781057171523571,
-0.029543336480855942,
0.03784371167421341,
-0.025764605030417442,
0.05471579357981682,
0.020058682188391685,
-0.006896667182445526,
-0.004881714005023241,
0.04243522509932518,
0.05417913571000099,
-0.010631018318235874,
-0.038603588938713074,
-0.011394495144486427,
-0.033624254167079926,
0.016699783504009247,
-0.022059373557567596,
-0.006885509006679058,
0.03199639543890953,
0.011165366508066654,
-0.002472764579579234,
0.005912536755204201,
-0.04247777536511421,
0.027489615604281425,
-0.005559437442570925,
0.01934981532394886,
0.00974410679191351,
0.004539203830063343,
-0.010644293390214443,
-0.004148733802139759,
-0.025733251124620438,
0.06087839603424072,
0.009370817802846432,
-0.00011658319272100925,
0.019670428708195686,
0.02959701605141163,
0.03468547388911247,
0.022331025451421738,
-0.017623817548155785,
0.04555901512503624,
-0.042519234120845795,
0.014860362745821476,
0.0006000440334901214,
-0.020734624937176704,
0.042751286178827286,
0.04345657303929329,
0.03761548921465874,
-0.02898152731359005,
0.056520089507102966,
-0.005508599802851677,
0.014719031751155853,
0.02397824451327324,
-0.0019418381853029132,
-0.048551321029663086,
-0.03845909982919693,
0.0037690221797674894,
0.03709124028682709,
-0.021344443783164024,
-0.024767311289906502,
-0.019608428701758385,
-0.0031207117717713118,
-0.02396097220480442,
-0.034145236015319824,
-0.004736994858831167,
0.030626371502876282,
0.03481348603963852,
-0.039107099175453186,
0.008145039901137352,
-0.03214285522699356,
0.014776937663555145,
-0.018818756565451622,
0.051633745431900024,
0.07896541804075241,
0.037569042295217514,
-0.016947446390986443,
-0.0061637465842068195,
-0.024187592789530754,
-0.032417841255664825,
-0.0061171893030405045,
-0.0010319161228835583,
0.004404611885547638,
-0.04026840999722481,
0.03399195894598961,
0.0031734704971313477,
-0.017774831503629684,
0.06183309853076935,
-0.0227194931358099,
0.030439913272857666,
0.01519002579152584,
-0.05576396360993385,
-0.05867292732000351,
0.04182395339012146,
-0.07086487859487534,
0.0473710335791111,
-0.016019059345126152,
0.017455903813242912,
-0.0204012468457222,
0.05057162791490555,
0.006860050372779369,
0.03333605080842972,
0.03934565186500549,
0.008952639065682888,
-0.004808251745998859,
-0.03162422031164169,
-0.025145122781395912,
-0.02427370846271515,
-0.00003753730925382115,
-0.028531016781926155,
-0.06195222958922386,
0.02831513248383999,
0.03583265095949173,
-0.02668907679617405,
0.006876446306705475,
0.00708002271130681,
0.05523072928190231,
-0.03432163968682289,
0.019999034702777863,
0.02964356355369091,
-0.03789592161774635,
0.0653868243098259,
-0.0035313591361045837,
0.01586207002401352,
0.06458680331707001,
-0.03626503422856331,
0.06301161646842957,
0.03575041890144348,
0.04252384603023529,
0.04018818959593773,
0.008916552178561687,
0.0011753892758861184,
-0.010691183619201183,
0.01657160185277462,
0.016185671091079712,
-0.021235216408967972,
-0.0203277375549078,
-0.028484823182225227,
-0.021898368373513222,
0.045544110238552094,
0.04844723269343376,
0.006986456923186779,
-0.0016658732201904058,
0.0661364197731018,
-0.058199651539325714,
-0.0392913781106472,
-0.032873161137104034,
-0.0137457475066185,
-0.005561157129704952,
-0.008804277516901493,
-0.015528308227658272,
-0.007166360039263964,
0.032709695398807526,
0.03702586516737938,
-0.04279200732707977,
-0.031835488975048065,
-0.021577587351202965,
0.038371726870536804,
-0.025005701929330826,
0.0004990918678231537,
0.04636388644576073,
0.05512415990233421,
-0.03593481332063675,
0.03742986544966698,
-0.04031545668840408,
-0.039422448724508286,
0.04159824550151825,
-0.05104568973183632,
0.007480963598936796,
-0.029795225709676743,
-0.021000249311327934,
0.011742210946977139,
0.02573770470917225,
-0.04018021374940872,
0.03981367498636246,
-0.06602801382541656,
0.02817094512283802,
0.048428189009428024,
0.004723315127193928,
0.018257038667798042,
0.014464756473898888,
-0.011902389116585255,
0.009495878592133522,
-0.005069540813565254,
0.021877799183130264,
-0.07886071503162384,
-0.06009630486369133,
0.04657043144106865,
0.055534232407808304,
-0.008035100996494293,
0.0014203868340700865,
0.03858484327793121,
-0.007934543304145336,
0.021598761901259422,
0.01384698785841465,
-0.004390427377074957,
-0.025620238855481148,
0.012100339867174625,
-0.0021101017482578754,
0.001023947959765792,
0.018857317045331,
0.01763222925364971,
0.004491664934903383,
0.0325276255607605,
-0.018050706014037132,
0.0023563296999782324,
0.07076417654752731,
0.03608587384223938,
-0.037461649626493454,
-0.007266441360116005,
-0.028928518295288086,
0.05261027067899704,
-0.010628143325448036,
-0.0027335803024470806,
0.0297755915671587,
0.018527090549468994,
-0.009648111648857594,
-0.015971766784787178,
0.014999507926404476,
0.008280587382614613,
0.028644507750868797,
-0.029665427282452583,
-0.008962581865489483,
0.02662067674100399,
-0.061436306685209274,
0.0327751450240612,
-0.026088692247867584,
-0.0637989193201065,
-0.06902974843978882,
0.03206460922956467,
0.0028312569484114647,
-0.009757187217473984,
0.0060774190351367,
-0.03513757139444351,
0.01518311258405447,
-0.020216993987560272,
-0.026577701792120934,
-0.0023574403021484613,
0.006804535631090403,
-0.026220407336950302,
-0.0005928787286393344,
-0.03770509362220764,
-0.01734398677945137,
0.01930658146739006,
-0.03037280961871147,
-0.016050158068537712,
0.04573596641421318,
-0.0176556333899498,
-0.0529480054974556,
-0.03737901523709297,
-0.02251480519771576,
-0.0033344076946377754,
-0.040635351091623306,
-0.06327766925096512,
0.009533361531794071,
0.029298340901732445,
-0.03373730927705765,
-0.028255539014935493,
-0.04325123131275177,
-0.024888409301638603,
-0.01585441082715988,
0.011337492614984512,
0.04740201309323311,
0.0067528230138123035,
-0.013001478277146816,
0.024839069694280624,
-0.031161578372120857,
0.011453721672296524,
-0.05536332353949547,
-0.019127119332551956,
0.04408806189894676,
0.0002985969476867467,
0.03627020865678787,
-0.002846142975613475,
-0.023923853412270546,
0.05419245734810829,
0.04587557539343834,
-0.02022101916372776,
-0.02158466726541519,
-0.007670655380934477,
-0.029932299628853798,
-0.042186904698610306,
0.04497596621513367,
-0.0069974251091480255,
0.049519896507263184,
0.018430808559060097,
-0.03705241531133652,
0.007513049989938736,
0.0533878318965435,
0.006544069852679968,
0.02359987050294876,
0.016675038263201714,
-0.0017637483542785048,
-0.024278899654746056,
0.011714075691998005,
0.002100634854286909,
-0.021707525476813316,
0.04175904393196106,
-0.012211251072585583,
0.02770201303064823,
-0.00696454057469964,
-0.05993706360459328,
0.0033267142716795206,
-0.015776747837662697,
0.07532474398612976,
-0.035915400832891464,
0.005590131040662527,
-0.006153050810098648,
-0.021971259266138077,
0.01408963743597269,
0.01765928603708744,
0.03910484537482262,
-0.015066134743392467,
0.02228797785937786,
0.05765032023191452,
-0.00993120577186346,
-0.014742404222488403,
0.03442317619919777,
-0.01588558591902256,
-0.010800198651850224,
-0.005129254423081875,
-0.06215610355138779,
-0.00897897407412529,
0.02970404177904129,
0.05181249603629112,
-0.0026310612447559834,
-0.03034786321222782,
-0.026720363646745682,
0.001217978773638606,
-0.05054429918527603,
0.005758353043347597,
-0.018252741545438766,
0.05473388358950615,
0.007521956227719784,
0.03772151842713356,
0.021296242251992226,
0.029603518545627594,
0.013422503136098385,
-0.02054179459810257,
-0.07324615865945816,
-0.006645429413765669,
-0.014673387631773949,
-0.03250620514154434,
0.026166893541812897,
-0.04388446360826492,
0.045198772102594376,
-0.005017186515033245,
-0.0002994830720126629,
-0.007380696479231119,
0.039174292236566544,
-0.029296686872839928,
0.023431669920682907,
-0.02657967060804367,
-0.0099593885242939,
-0.05489802733063698,
0.02240697294473648,
0.029345912858843803,
-0.009113353677093983,
0.023988027125597,
0.054152101278305054,
0.015724647790193558,
-0.009041447192430496,
-0.04963715746998787,
0.009689888916909695,
0.02877945639193058,
0.04493186995387077,
0.024755768477916718,
0.030108990147709846,
-0.04638773575425148,
0.009983992204070091,
0.03152039274573326,
0.013810459524393082,
0.02940860204398632,
0.002049599541351199,
-0.04025566205382347,
-0.025728201493620872,
-0.0027293956372886896,
0.0082192188128829,
0.017990387976169586,
0.021374475210905075,
0.00029622321017086506,
0.07194135338068008,
0.029886282980442047,
-0.019719410687685013,
0.0018734022742137313,
0.05165564641356468,
0.023336637765169144,
0.01792089082300663,
-0.0013258105609565973,
-0.01498541608452797,
-0.012238210067152977,
0.022286634892225266,
0.032138098031282425,
-0.028384169563651085,
-0.0021630199626088142,
-0.027668792754411697,
0.036015890538692474,
-0.01580396108329296,
-0.020087871700525284,
0.016104066744446754,
0.05657767504453659,
0.056986041367053986,
0.0014376383041962981,
-0.03618493303656578,
0.023955773562192917,
0.055915795266628265,
0.018480544909834862,
0.003236685646697879,
0.025530720129609108,
-0.10089854151010513,
-0.01550122257322073,
0.03960747271776199,
0.04901381582021713,
-0.03906802833080292,
-0.0029933496844023466,
-0.035430580377578735,
-0.010981922969222069,
0.006720250938087702,
0.006737081333994865,
0.032694313675165176,
-0.016152136027812958,
0.01603328064084053,
-0.0410877950489521,
-0.024725066497921944,
-0.047415316104888916,
0.0013534296303987503,
-0.05352948233485222,
0.03198784589767456,
-0.006099484860897064,
-0.03425011411309242,
-0.020978428423404694,
0.003405757248401642,
-0.006235175766050816,
0.027712861075997353,
-0.00968906469643116,
-0.0295264832675457,
0.05669450759887695,
0.04809283837676048,
-0.025754351168870926,
-0.015210497193038464,
0.0014567316975444555,
-0.03770420327782631,
-0.03355398774147034,
0.011818207800388336,
-0.012986090034246445,
-0.029880866408348083,
0.006366008426994085,
0.021952897310256958,
0.01657560095191002,
-0.0013776394771412015,
-0.024189479649066925,
0.0075231390073895454,
0.016547152772545815,
-0.030507247895002365,
0.056599706411361694,
0.02714274451136589,
0.007693442050367594,
0.0223613940179348,
-0.03852182999253273,
-0.03333626314997673,
-0.05409408360719681,
-0.05272146686911583,
-0.04171187803149223,
0.0035103855188935995,
-0.01039851550012827,
0.021612562239170074,
-0.022995922714471817,
0.02240188606083393,
-0.004438693169504404,
0.018212366849184036,
0.021349970251321793,
0.06155549734830856,
-0.018567431718111038,
-0.0026446429546922445,
-0.014721190556883812,
0.025583509355783463,
-0.0023689144290983677,
-0.015188375487923622,
0.011172663420438766,
-0.007386739831417799,
-0.010552779771387577,
-0.01945563033223152,
-0.00850893184542656,
0.01526368223130703,
-0.0409393347799778,
0.013244740664958954,
0.008505593053996563,
0.012977922335267067,
0.005460700020194054,
0.014056210406124592,
0.028774132952094078,
0.002174954628571868,
-0.046747397631406784,
-0.026240339502692223,
0.028651965782046318,
-0.0007554951007477939,
0.008862145245075226,
-0.007158498279750347,
0.04685140773653984,
-0.04112149029970169,
-0.017475003376603127,
-0.037326354533433914,
-0.019650422036647797,
0.009786292910575867,
-0.03351099416613579,
-0.043431807309389114,
-0.04028574377298355,
-0.00018400409317109734,
-0.029424967244267464,
0.01737375371158123,
-0.012239889241755009,
0.05921487137675285,
-0.02218623086810112,
-0.004557994659990072,
0.0018465898465365171,
0.03479713946580887,
0.05307486280798912,
-0.020652033388614655,
-0.009191394783556461,
-0.0051006777212023735,
-0.0012163878418505192,
-0.016766732558608055,
-0.0031632548198103905,
0.0009341953555122018,
-0.025734392926096916,
-0.011477252468466759,
-0.045214347541332245,
-0.015819642692804337,
0.04625122249126434,
0.001869618776254356,
-0.015410134568810463,
-0.005354052875190973,
0.004016687627881765,
-0.013965814374387264,
-0.03459286317229271,
0.01601104810833931,
-0.0008100706618279219,
0.010444000363349915,
-0.008833244442939758,
0.005147480871528387,
0.0023801932111382484,
-0.03827577084302902,
0.04132379591464996,
-0.023659598082304,
0.006780247204005718,
0.015526136383414268,
0.037386201322078705,
-0.012484780512750149,
0.02622441202402115,
-0.023629458621144295,
-0.023424893617630005,
0.07902512699365616,
0.015575920231640339,
0.017245370894670486,
-0.0056959111243486404,
0.06868673861026764,
-0.04687333106994629,
-0.025049326941370964,
-0.02443111501634121,
0.00914206262677908,
0.04170471057295799,
0.01619686745107174,
0.029975421726703644,
0.05639014393091202,
0.004410129971802235,
0.0006968319648876786,
-0.06851746141910553,
0.020688127726316452,
0.003484665183350444,
0.0018986420473083854,
0.04887812212109566,
0.008030042052268982,
-0.04072975739836693,
0.02905181236565113,
-0.03236645832657814,
0.03981195390224457,
0.030392710119485855,
-0.024817829951643944,
-0.01740778610110283,
-0.005865186452865601,
-0.03945690765976906,
-0.030834602192044258,
0.013335616327822208,
-0.030960015952587128,
-0.003686058335006237,
-0.015838049352169037,
-0.03745574504137039,
0.017719928175210953,
0.01301987748593092,
0.046382348984479904,
-0.050798796117305756,
-0.03680501878261566,
-0.07883333414793015,
0.0047953869216144085,
0.04497838392853737,
-0.008471191860735416,
0.03379395231604576,
0.04291030764579773,
0.02981715463101864,
-0.01659587025642395,
0.01862289570271969,
-0.029624460265040398,
-0.06684119999408722,
-0.034339237958192825,
-0.02292327769100666,
-0.01662093959748745,
0.04837661236524582,
-0.028217097744345665,
-0.024775534868240356,
0.010499532334506512,
-0.05320006236433983,
-0.02629845216870308,
0.01377454400062561,
0.04709840565919876,
0.0032662739977240562,
0.06845664232969284,
-0.011875397525727749,
-0.0048008933663368225,
-0.005884802900254726,
-0.0038151175249367952,
0.1511271446943283,
0.09142592549324036,
0.021810349076986313,
-0.04907521605491638,
-0.0035426681861281395,
0.020797019824385643,
-0.03180430456995964,
-0.04908980056643486,
-0.00024219129409175366,
0.009623698890209198,
-0.009231535717844963,
0.06787661463022232,
0.025296002626419067,
0.012460140511393547,
-0.04050321877002716,
0.029988978058099747,
-0.02926022559404373,
-0.03667093813419342,
0.010719808749854565,
-0.0018009712221100926,
-0.003640533657744527,
-0.00667050015181303,
-0.017989300191402435,
0.010905031114816666,
0.020693650469183922,
-0.026049964129924774,
0.008069626055657864,
0.022785475477576256,
-0.014191020280122757,
-0.019010484218597412,
-0.038559865206480026,
0.01173266489058733,
0.008038162253797054,
0.03777037933468819,
-0.006685230880975723,
0.01931879110634327,
-0.002211306942626834,
-0.05296234041452408,
0.004335691686719656,
0.05130167677998543,
0.0005910488544031978,
0.0000436438167525921,
-0.008293019607663155,
-0.004853882361203432,
-0.034941416233778,
-0.01720810867846012,
-0.03655892238020897,
0.053919486701488495,
0.014609226956963539,
-0.04038282856345177,
-0.0013834370765835047,
-0.0137493796646595,
0.023366892710328102,
-0.026618266478180885,
0.001069815014488995,
0.04646190628409386,
0.02648228034377098,
-0.007925513200461864,
-0.012892592698335648,
-0.03320655599236488,
0.0037370827049016953,
-0.0034454085398465395,
0.012462751939892769,
0.02992197498679161,
-0.00534571660682559,
0.011141421273350716,
-0.000705718994140625,
0.08240152150392532,
0.009882031939923763,
0.05153479799628258,
-0.016295725479722023,
0.018083777278661728,
-0.0086800716817379,
-0.049261413514614105,
0.01813427358865738,
0.01830720156431198,
-0.00012911010708194226,
-0.015566693618893623,
0.019200453534722328,
-0.036840055137872696,
-0.04732263833284378,
0.02095009759068489,
-0.0030197459273040295,
0.009978639893233776,
-0.07048394531011581,
0.0016472490970045328,
0.020779699087142944,
0.03212627023458481,
0.04886937513947487,
0.013754548504948616,
-0.02792753465473652,
0.05744636803865433,
-0.006310807541012764,
-0.03179053217172623,
-0.04036474972963333,
-0.02763008512556553,
-0.019541161134839058,
0.0046686031855642796,
0.0010473825968801975,
0.05836359038949013,
0.04311687871813774,
0.0227874256670475,
-0.016954142600297928,
0.006883857771754265,
-0.012849608436226845,
0.0025605896953493357,
0.02097426727414131,
-0.05510295182466507,
0.04368289187550545,
-0.005825936794281006,
0.017266076058149338,
-0.008446436375379562,
0.006616056896746159,
-0.018423300236463547,
-0.02239040657877922,
-0.0035162209533154964,
-0.012948385439813137,
-0.025190649554133415,
0.01714148558676243,
-0.013907541520893574,
0.01750103011727333,
-0.04971402883529663,
-0.018581004813313484,
-0.04047679901123047,
-0.006473795976489782,
-0.014809783548116684,
-0.044053152203559875,
0.020924026146531105,
-0.008284972049295902,
-0.010889284312725067,
0.004165361635386944,
0.056453242897987366,
-0.004113003611564636,
-0.012678807601332664,
-0.01884596422314644,
0.04544756934046745,
-0.016647063195705414,
0.05317769572138786,
-0.016857296228408813,
-0.015039102174341679,
0.03976359963417053,
-0.028542498126626015,
-0.01937483623623848,
0.009066836908459663,
-0.019667398184537888,
0.02251785807311535,
-0.021631157025694847,
0.0007581737008877099,
-0.053217511624097824,
0.04267822578549385,
-0.04434686899185181,
0.010456550866365433,
-0.03965606540441513,
0.025944305583834648,
0.012515912763774395,
0.000010147758075618185,
0.002379628596827388,
0.030479345470666885,
-0.012929501943290234,
0.04208413511514664,
0.04538971558213234,
0.009228283539414406,
-0.0012388344621285796,
0.009211699478328228,
-0.02720908634364605,
0.000014628743883804418,
0.03499072790145874,
-0.010255767963826656,
0.021661454811692238,
0.060846295207738876,
-0.013006175868213177,
0.054534848779439926,
-0.011201852932572365,
0.03199860081076622,
-0.09272851794958115,
-0.033211130648851395,
-0.006914718542248011,
0.06103697046637535,
0.03261663392186165,
-0.03998970240354538,
-0.0018590642139315605,
-0.0026646992191672325,
-0.035396452993154526,
0.022777754813432693,
0.017894450575113297,
0.011990963481366634,
-0.028246372938156128,
0.02050265669822693,
0.0023441039957106113,
0.001811397960409522,
0.035992030054330826,
0.0028231169562786818,
0.02772081084549427,
0.04493795335292816,
0.029563073068857193,
-0.03864159807562828,
-0.01763925515115261,
-0.010344780050218105,
-0.009683985263109207,
-0.05876736715435982,
0.02377660945057869,
-0.025447651743888855,
-0.005451613571494818,
0.000491179118398577,
-0.035024456679821014,
0.04687820374965668,
0.01929783634841442,
0.02155137062072754,
-0.016697373241186142,
0.044843703508377075,
0.05057675018906593,
0.03083355724811554,
0.02824840135872364,
0.002328210975974798,
-0.008171961642801762,
0.02117118239402771,
-0.00260065495967865,
0.044819094240665436,
0.025607138872146606,
-0.04082491993904114,
0.004680697340518236,
-0.005366222932934761,
0.0036129869986325502,
-0.005674448795616627,
-0.01316811516880989,
0.01716482639312744,
-0.03433498367667198,
-0.014761792495846748,
0.00997698213905096,
-0.003341343719512224,
0.026772907003760338,
0.04226011410355568,
0.04084319248795509,
-0.03631558641791344,
0.026001108810305595,
-0.0025416561402380466,
-0.029648471623659134,
0.021188395097851753,
0.004240474198013544,
0.03984498977661133,
-0.06893576681613922,
0.0048004635609686375,
-0.010298681445419788,
-0.015464933589100838,
-0.03622295707464218,
0.018316732719540596,
-0.08305323868989944,
0.05561438202857971,
-0.031056063249707222,
-0.003155746264383197,
0.060271866619586945,
-0.03637728840112686,
0.03368936851620674,
-0.12326651811599731,
0.06886383146047592,
-0.02969544194638729,
-0.007084071170538664,
-0.05424438789486885,
-0.025784865021705627,
-0.0582607127726078,
0.0035357025917619467,
0.04101886600255966,
0.025915032252669334,
0.026613611727952957,
-0.01646246761083603,
0.03432633727788925,
0.010637855157256126,
-0.02510257624089718,
0.0591103620827198,
0.022300798445940018,
-0.007483282592147589,
0.004208953119814396,
-0.0362868458032608,
-0.0007159633678384125,
0.004180088173598051,
0.0092643853276968,
-0.023086095228791237,
0.012758058495819569,
0.04011979326605797,
-0.005454614758491516,
0.051558542996644974,
-0.002187522826716304,
-0.0021090623922646046,
0.026034751906991005,
-0.018844429403543472,
0.000887917063664645,
0.06370892375707626,
-0.014582592062652111,
-0.07187119871377945,
0.022598398849368095,
-0.04095948114991188,
-0.009211559779942036,
0.03211163729429245,
0.005271767266094685,
-0.002567257033661008,
-0.07895292341709137,
0.02177235670387745,
-0.005338273011147976,
-0.005042163655161858,
0.002610425930470228,
0.01578415371477604,
-0.0046710544265806675,
-0.003041026880964637,
-0.030608290806412697,
0.016834888607263565,
0.011884340085089207,
0.00141133985016495,
0.035547785460948944,
0.03098004125058651,
0.011029127985239029,
-0.02875833585858345,
-0.012656847946345806,
0.0474948026239872,
0.0034051844850182533,
0.014469743706285954,
-0.014122577384114265,
0.04872375726699829,
-0.028528623282909393,
-0.01447170041501522,
0.011879808269441128,
0.019034504890441895,
0.013561327010393143,
0.01666841469705105,
-0.03509918227791786,
0.060678254812955856,
-0.0813908651471138,
-0.02936294674873352,
0.0006141476333141327,
-0.04175007343292236,
-0.03255975991487503,
0.008823741227388382,
-0.017978787422180176,
0.028694646432995796,
-0.010580364614725113,
0.01887674070894718,
0.01352508831769228,
-0.02486354112625122,
-0.0390743687748909,
-0.012714824639260769,
-0.0018392535857856274,
0.009660139679908752,
0.01304509025067091,
-0.026897653937339783,
-0.009650994092226028,
-0.021256720647215843,
-0.03822871670126915,
0.01112797949463129,
0.0457732155919075,
0.019587544724345207,
-0.04820990562438965,
-0.008955031633377075,
-0.020533591508865356,
0.017972838133573532,
-0.04789081588387489,
-0.024886051192879677,
-0.015224223025143147,
0.018377887085080147,
-0.03190463408827782,
-0.04782707244157791
] |
<p>There are several packages that can apply the Durbin-Watson test for serial correlation. However, I do not see a package that supports the calculation in the case that once has a GLS weighted regression.</p>
<p>For example, CRAN package <a href="http://cran.r-project.org/web/packages/lmtest/index.html" rel="nofollow">lmtest</a> notes in their <a href="http://cran.r-project.org/web/packages/lmtest/NEWS" rel="nofollow">changelog</a> that they explicitly do not support weighted regressions (yet). Before the recent release, lmtest would not throw an error when passing weighted regressions. </p>
<p>My concern is that the other dwtest packages may also not be explicitly dealing with this scenario.</p> | 1,008 | [
-0.050671301782131195,
0.001465587061829865,
0.009125001728534698,
-0.002693049842491746,
0.05752664804458618,
-0.003561154706403613,
-0.046659812331199646,
-0.024539727717638016,
0.036895424127578735,
-0.012805555015802383,
0.020156214013695717,
0.07517272233963013,
0.07181483507156372,
0.07144378870725632,
-0.002955071162432432,
-0.0037254018243402243,
-0.007705676835030317,
0.044380173087120056,
-0.024176372215151787,
0.0006409540073946118,
-0.017563004046678543,
0.013348073698580265,
0.00832084659487009,
-0.009673258289694786,
0.007247732486575842,
0.005142820533365011,
0.01754254847764969,
-0.0596943162381649,
-0.02321241796016693,
0.028426751494407654,
-0.053691163659095764,
0.00909495260566473,
-0.008591069839894772,
0.051573991775512695,
-0.013453496620059013,
0.03359152004122734,
-0.012582925148308277,
-0.009354150854051113,
-0.02103440649807453,
0.013273653574287891,
-0.03988543525338173,
0.013994774781167507,
-0.007762440480291843,
0.07444173842668533,
-0.009189634583890438,
0.019278131425380707,
-0.006075655575841665,
0.03488766774535179,
0.0331999696791172,
-0.01290430873632431,
0.05773262679576874,
-0.00821654498577118,
0.021732890978455544,
-0.0045898593962192535,
-0.025432884693145752,
0.017561085522174835,
0.04664161056280136,
0.04975612461566925,
-0.022001050412654877,
-0.03225275129079819,
-0.016130022704601288,
-0.004379420541226864,
0.04291979968547821,
0.0053056636825203896,
-0.03187396004796028,
0.006394797470420599,
-0.0012119874591007829,
-0.021474922075867653,
0.03663633391261101,
-0.032866742461919785,
0.005241821985691786,
0.035270366817712784,
0.05715122073888779,
-0.004909674171358347,
-0.006020783446729183,
-0.033868204802274704,
-0.032576557248830795,
-0.010957191698253155,
0.02090071141719818,
0.023678597062826157,
-0.01771017722785473,
0.005762419197708368,
0.018789982423186302,
0.018313517794013023,
0.05491085350513458,
-0.018988780677318573,
0.0634397342801094,
-0.018858598545193672,
0.041943229734897614,
0.06717181950807571,
0.010846702381968498,
-0.0127937076613307,
0.023981725797057152,
0.022321896627545357,
-0.03332128748297691,
0.030783161520957947,
-0.003898950759321451,
-0.000419546413468197,
-0.003919759299606085,
-0.012989570386707783,
-0.017674066126346588,
-0.044006846845149994,
0.032859183847904205,
0.06433554738759995,
0.009124156087636948,
-0.03476334363222122,
-0.0014431200688704848,
-0.05169481784105301,
-0.01299840584397316,
-0.030728613957762718,
-0.004575319122523069,
-0.017600305378437042,
-0.002462416421622038,
-0.042301613837480545,
0.0079621821641922,
-0.014089350588619709,
-0.021130859851837158,
0.02081611379981041,
0.057096872478723526,
0.07035300135612488,
0.07725287228822708,
-0.0028872881084680557,
0.03140738606452942,
-0.044830240309238434,
-0.03413339704275131,
0.05619027093052864,
0.03466304391622543,
-0.04771964251995087,
-0.03009382076561451,
0.07370420545339584,
0.01863667741417885,
-0.019609250128269196,
0.01661328785121441,
-0.02835671231150627,
0.04281120374798775,
0.006075520068407059,
-0.04941051825881004,
-0.07108849287033081,
0.047691021114587784,
-0.03533513471484184,
-0.005210497882217169,
-0.018275069072842598,
-0.034069038927555084,
0.01599549874663353,
0.0783771425485611,
0.02837757021188736,
0.056265659630298615,
-0.007172332610934973,
0.05015718191862106,
0.007875413633883,
0.0022952882573008537,
0.0006763375131413341,
-0.028339533135294914,
-0.033246465027332306,
-0.014922207221388817,
-0.06218944862484932,
0.009634220041334629,
0.010810069739818573,
-0.047782156616449356,
0.020893724635243416,
0.018064996227622032,
0.03200632333755493,
-0.016704820096492767,
-0.009353820234537125,
0.0025465746875852346,
-0.03283621370792389,
0.046017132699489594,
-0.015000252984464169,
0.02447333373129368,
-0.006275660824030638,
-0.010948533192276955,
0.012680461630225182,
0.0017644715262576938,
0.06279803067445755,
0.0017591435462236404,
-0.027087392285466194,
0.006683481857180595,
-0.019845085218548775,
-0.002744037192314863,
-0.010045114904642105,
-0.015065557323396206,
-0.027106402441859245,
-0.022391116246581078,
-0.03985528275370598,
0.03889975696802139,
0.028059083968400955,
-0.002280604559928179,
-0.02599647454917431,
0.04276633262634277,
-0.05495896190404892,
-0.021280577406287193,
-0.02764701470732689,
0.0011519866529852152,
-0.00020695016428362578,
-0.029198691248893738,
0.0023683388717472553,
-0.020116489380598068,
0.041505567729473114,
-0.0008827289566397667,
-0.03591722995042801,
0.008483818732202053,
0.021739814430475235,
0.05721437931060791,
-0.02439494989812374,
-0.01575303077697754,
0.018986620008945465,
0.054509926587343216,
-0.0327904038131237,
0.002342148218303919,
-0.020228339359164238,
-0.03905926272273064,
0.03719864413142204,
-0.02035723626613617,
0.0138162299990654,
-0.014576805755496025,
-0.0019754054956138134,
0.007579348050057888,
-0.00997217744588852,
-0.021125448867678642,
0.05006709322333336,
-0.061965834349393845,
0.01594029925763607,
0.07345210760831833,
0.0005996546824462712,
0.011885457672178745,
-0.017923645675182343,
-0.008553799241781235,
0.004782821051776409,
-0.02344854548573494,
-0.03565763682126999,
-0.027598747983574867,
0.023894624784588814,
0.026227690279483795,
0.01168794371187687,
-0.013665147125720978,
0.02471519634127617,
0.06305692344903946,
0.00967478472739458,
-0.02487342059612274,
0.03780382499098778,
-0.0018064918695017695,
-0.04434889182448387,
-0.004223222844302654,
0.005255857948213816,
0.03052263893187046,
-0.014978651888668537,
0.01132189016789198,
0.015499518252909184,
0.033859193325042725,
0.02778436802327633,
-0.03992895409464836,
0.06899114698171616,
0.003408348886296153,
0.003842616453766823,
-0.036298006772994995,
-0.027161315083503723,
0.07169739902019501,
-0.012322419323027134,
0.02373090572655201,
0.018699070438742638,
-0.005591278895735741,
-0.0013802986359223723,
0.037622082978487015,
0.00007655481749679893,
0.011642667464911938,
0.017860697582364082,
-0.017523663118481636,
-0.04370107874274254,
0.029059018939733505,
-0.04490761086344719,
0.024528473615646362,
-0.019341062754392624,
0.00587108451873064,
-0.009482420980930328,
0.007751575671136379,
-0.002977019175887108,
0.0078055402263998985,
0.006636433769017458,
-0.027661003172397614,
-0.0018817766103893518,
-0.019160935655236244,
0.00035236464464105666,
-0.02020903117954731,
0.02047278732061386,
-0.04899361729621887,
-0.020019780844449997,
-0.00243106996640563,
0.004495742730796337,
0.01796610653400421,
0.005362403579056263,
-0.027514789253473282,
0.04912728816270828,
0.02404644899070263,
-0.05172507464885712,
-0.048639968037605286,
-0.016222205013036728,
-0.011955056339502335,
-0.032059669494628906,
-0.0339137502014637,
0.039698526263237,
0.011617236770689487,
-0.06093255430459976,
0.0001225639134645462,
-0.03894281014800072,
0.029915090650320053,
0.007644675672054291,
-0.006719109136611223,
-0.012428096495568752,
-0.007788567803800106,
-0.012913710437715054,
0.015277130529284477,
-0.05594208091497421,
-0.015553407371044159,
-0.05841697007417679,
-0.06520002335309982,
0.03871669992804527,
-0.001196174300275743,
0.025455646216869354,
0.04339491203427315,
-0.03881289064884186,
0.05460164323449135,
0.028691422194242477,
-0.003398687345907092,
-0.0524028018116951,
-0.029813650995492935,
-0.024084018543362617,
-0.03177669644355774,
0.0382230281829834,
-0.006857255473732948,
0.01294208038598299,
0.02978513576090336,
0.005443528760224581,
-0.02139589563012123,
0.04565585404634476,
0.014723440632224083,
0.020817888900637627,
0.031054958701133728,
-0.025316203013062477,
0.01912032440304756,
0.015804531052708626,
0.011752097867429256,
-0.004566539544612169,
-0.01031419262290001,
0.011389856226742268,
-0.002491940511390567,
-0.030855096876621246,
-0.05116027221083641,
0.0023901849053800106,
-0.02233191579580307,
0.004830632824450731,
-0.026583949103951454,
0.03530796989798546,
-0.00474242027848959,
-0.012742741964757442,
-0.048706550151109695,
0.03277849406003952,
0.02047756128013134,
-0.01109201181679964,
0.012070306576788425,
-0.008757000789046288,
0.041171759366989136,
-0.006749263498932123,
-0.016896424815058708,
-0.008218774572014809,
-0.04890914261341095,
0.05403762310743332,
-0.031229937449097633,
-0.024639002978801727,
0.04469257593154907,
0.019030645489692688,
-0.009128550067543983,
-0.012367761693894863,
-0.05126171186566353,
-0.0039432779885828495,
-0.05326984077692032,
0.03719178959727287,
-0.052731432020664215,
0.043717753142118454,
0.025405071675777435,
0.030472407117486,
0.07247309386730194,
-0.021021857857704163,
-0.011100656352937222,
-0.024472137913107872,
-0.08387138694524765,
0.033000487834215164,
0.02556752972304821,
-0.015091591514647007,
0.059519317001104355,
-0.018138915300369263,
-0.03380664810538292,
-0.029848789796233177,
0.007680295035243034,
-0.009646961465477943,
0.03631709888577461,
-0.038666728883981705,
0.012270249426364899,
-0.008476356975734234,
-0.021746573969721794,
0.008722975850105286,
0.01830061338841915,
0.03787285089492798,
-0.044490549713373184,
0.026000237092375755,
0.028055446222424507,
-0.008171221241354942,
-0.0024064870085567236,
-0.038709696382284164,
0.02569466270506382,
0.007292113266885281,
0.0451744869351387,
0.05808049812912941,
0.004307313822209835,
-0.05563231557607651,
0.011283011175692081,
-0.0074788909405469894,
0.010847571305930614,
0.049127716571092606,
-0.05628682300448418,
-0.05270320549607277,
-0.025796912610530853,
-0.02305646240711212,
0.023546185344457626,
0.010778933763504028,
0.00011029182496713474,
0.02910827472805977,
0.08051078766584396,
0.03373553603887558,
0.0062423208728432655,
0.008714031428098679,
0.06067731976509094,
0.02298479527235031,
0.005870053544640541,
0.021536007523536682,
-0.010676885023713112,
-0.0015678702620789409,
-0.013728921301662922,
0.07605942338705063,
-0.004101692233234644,
0.03144481033086777,
0.029645277187228203,
-0.01778947003185749,
0.010246683843433857,
-0.019431080669164658,
0.027189059183001518,
0.04690863564610481,
0.04698524624109268,
-0.020164793357253075,
-0.033126138150691986,
0.038727015256881714,
0.049781739711761475,
0.010850481688976288,
0.04170558974146843,
0.01594032719731331,
-0.06235592067241669,
0.011679958552122116,
0.024247581139206886,
0.05313175171613693,
-0.04437989741563797,
0.000009073871297005098,
-0.006459979806095362,
0.011764620430767536,
0.024029942229390144,
-0.019642069935798645,
0.023404009640216827,
-0.007855991832911968,
0.017848452553153038,
-0.029567867517471313,
-0.04715781658887863,
-0.035026635974645615,
0.042502421885728836,
-0.041107919067144394,
0.0021728796418756247,
0.006281373091042042,
-0.028355246409773827,
-0.008684482425451279,
0.018255481496453285,
-0.005896392278373241,
0.02447645366191864,
0.002731666900217533,
0.0023315094877034426,
0.016625938937067986,
0.026862243190407753,
-0.011098960414528847,
-0.033476222306489944,
-0.044713180512189865,
-0.03988742455840111,
0.0021746004931628704,
0.05125509947538376,
-0.0081863421946764,
-0.017909817397594452,
0.028187345713377,
0.022843020036816597,
0.0051750559359788895,
-0.020944643765687943,
0.01475674007087946,
0.023994790390133858,
0.03448564559221268,
-0.001594524597749114,
0.03679366037249565,
-0.0003332619380671531,
-0.014900357462465763,
0.017997032031416893,
-0.004323859233409166,
0.02170383371412754,
-0.03048640862107277,
-0.012009995058178902,
-0.02810191735625267,
-0.010550240986049175,
-0.011514672078192234,
0.004441187717020512,
-0.009113220497965813,
0.005929021164774895,
-0.0038121012039482594,
0.04248814284801483,
-0.007795316632837057,
0.021022241562604904,
-0.031192099675536156,
-0.005168992560356855,
0.0025903957430273294,
0.01129740197211504,
-0.006077352445572615,
0.010038640350103378,
0.009039688855409622,
-0.017038460820913315,
0.007004220504313707,
-0.0020940834656357765,
-0.040995243936777115,
-0.0019110377179458737,
0.010711295530200005,
0.0030633879359811544,
0.004402669612318277,
-0.030612189322710037,
0.023155799135565758,
0.012220253236591816,
0.04360992833971977,
0.004967087414115667,
-0.014397671446204185,
0.006458571646362543,
0.007962128147482872,
0.006185230799019337,
-0.014690975658595562,
-0.03240189328789711,
0.03189239650964737,
-0.01964721456170082,
0.01677851192653179,
-0.05958119034767151,
-0.012063747271895409,
0.024593858048319817,
0.020183438435196877,
-0.02576286718249321,
-0.004097486846148968,
-0.02281971462070942,
-0.02692931890487671,
-0.015744393691420555,
-0.02260836958885193,
0.0838899314403534,
0.008856991305947304,
-0.007815025746822357,
-0.03399994596838951,
0.02279116027057171,
0.08244382590055466,
-0.008327219635248184,
-0.00532509945333004,
0.0132835004478693,
-0.03524377942085266,
-0.002835589461028576,
-0.0014514765935018659,
0.002290517557412386,
-0.045209676027297974,
-0.031225169077515602,
-0.020611684769392014,
-0.003702086629346013,
0.033154867589473724,
-0.02006334438920021,
-0.04815838113427162,
-0.0033601068425923586,
-0.011777223087847233,
0.00847606174647808,
-0.04758366942405701,
0.019909312948584557,
-0.01956190913915634,
0.01348645705729723,
-0.04808792844414711,
-0.0320967361330986,
0.028941404074430466,
-0.005414360202848911,
0.005056146997958422,
0.011737177148461342,
-0.045259904116392136,
0.0002159098075935617,
0.06576916575431824,
0.03756777197122574,
0.015304441563785076,
-0.003969416953623295,
-0.01905277743935585,
0.05110640451312065,
-0.0462157279253006,
0.01824473962187767,
-0.001054709660820663,
0.038224220275878906,
-0.044378723949193954,
-0.036306098103523254,
-0.027700766921043396,
0.03979901969432831,
0.04392130300402641,
-0.012450141832232475,
0.0682053342461586,
0.058272507041692734,
-0.023641707375645638,
-0.002879366045817733,
-0.04034947231411934,
-0.007446335628628731,
-0.015449069440364838,
0.005532239563763142,
0.03019150346517563,
0.03617534413933754,
-0.010551166720688343,
0.00807073526084423,
0.015990372747182846,
0.02557988651096821,
0.04732225090265274,
-0.00525219552218914,
-0.019016936421394348,
0.012499241158366203,
-0.017105817794799805,
-0.03493402898311615,
0.03853868693113327,
-0.06178361177444458,
0.003252460155636072,
-0.018584199249744415,
-0.0004287831543479115,
0.03389441594481468,
0.008664369583129883,
0.0096574192866683,
-0.03710317611694336,
-0.06693082302808762,
-0.0764555111527443,
0.019259341061115265,
0.027846751734614372,
-0.025010336190462112,
0.018703436478972435,
0.037867140024900436,
0.01785009354352951,
0.03296641260385513,
0.029514849185943604,
-0.029738890007138252,
-0.08478444814682007,
0.007275858428329229,
0.017411284148693085,
-0.03153429180383682,
0.03244103863835335,
0.013290940783917904,
0.0011514521902427077,
0.011706525459885597,
-0.023006746545433998,
-0.013437893241643906,
0.017048032954335213,
0.017819667235016823,
-0.007314433343708515,
0.0938330888748169,
-0.018727559596300125,
0.00617896718904376,
-0.028100229799747467,
-0.00581327686086297,
0.16296952962875366,
0.025448450818657875,
0.08091779053211212,
-0.06319404393434525,
0.014410517178475857,
0.021339599043130875,
0.02156844176352024,
-0.03015175275504589,
-0.00812346301972866,
-0.028969690203666687,
-0.01121814176440239,
0.01589575782418251,
0.0409604087471962,
0.008364788256585598,
-0.016460340470075607,
0.03846229240298271,
-0.02983338199555874,
0.018653668463230133,
0.01860114187002182,
-0.009500022977590561,
0.005220136139541864,
0.012505360879004002,
-0.03246595337986946,
0.001050325226970017,
0.01625397801399231,
-0.01522731315344572,
-0.022578615695238113,
-0.011109668761491776,
-0.023141298443078995,
-0.02058500424027443,
-0.0032030935399234295,
0.010248119942843914,
0.03903675451874733,
0.04901069402694702,
-0.007694737054407597,
-0.01618507131934166,
0.040301088243722916,
-0.03165534883737564,
0.05086175724864006,
0.031844474375247955,
-0.03785272315144539,
-0.0016577846836298704,
0.0033186031505465508,
0.01920921355485916,
-0.016204658895730972,
-0.025456609204411507,
-0.0252886600792408,
0.034945301711559296,
-0.019136734306812286,
-0.0414767861366272,
0.008390095084905624,
-0.00694989413022995,
0.022996531799435616,
-0.039026517421007156,
-0.00934967678040266,
0.033288050442934036,
0.03312709927558899,
0.011168002150952816,
-0.011945800855755806,
-0.05083201453089714,
0.0018713560421019793,
0.016100144013762474,
0.08968367427587509,
0.03930113837122917,
-0.04961371794342995,
-0.00395519332960248,
-0.025071226060390472,
0.048695072531700134,
-0.014859356917440891,
0.007114402949810028,
-0.00349294301122427,
-0.01797359809279442,
-0.032784730195999146,
-0.05110381916165352,
0.00023875245824456215,
0.010780440643429756,
0.04000399634242058,
0.02397141419351101,
-0.0064110057428479195,
-0.020493635907769203,
-0.07330325245857239,
0.004073863383382559,
-0.04475557804107666,
-0.01274887379258871,
-0.03188907355070114,
0.026959870010614395,
0.03778674453496933,
0.030520357191562653,
-0.013301494531333447,
0.006540804635733366,
-0.02033209428191185,
0.02931944653391838,
0.03522495552897453,
-0.046632204204797745,
0.014320556074380875,
-0.01616193726658821,
-0.03058522567152977,
0.00539232324808836,
-0.05479653179645538,
0.04926498234272003,
0.016864249482750893,
0.023080114275217056,
-0.03662331774830818,
0.027828631922602654,
-0.010620237328112125,
0.0073903934098780155,
0.02570394240319729,
0.012162648141384125,
0.003041145158931613,
0.03426632285118103,
-0.008401958271861076,
-0.009646272286772728,
-0.020281972363591194,
-0.07438689470291138,
-0.02256433106958866,
0.0001806869258871302,
-0.025871751829981804,
-0.09561703354120255,
-0.0019692175555974245,
0.024959255009889603,
-0.014809389598667622,
-0.03127951920032501,
0.005919510964304209,
-0.036132048815488815,
-0.013504751026630402,
-0.031187819316983223,
-0.012140374630689621,
0.020401932299137115,
0.014064807444810867,
-0.040240272879600525,
0.022955672815442085,
0.06092143803834915,
0.006222250871360302,
0.013403553515672684,
0.005456117447465658,
0.010029010474681854,
0.009743327274918556,
0.060695912688970566,
0.0037402648013085127,
-0.03943873569369316,
0.023414095863699913,
0.015578326769173145,
0.0016731844516471028,
0.006805241107940674,
-0.044978853315114975,
0.01782400533556938,
0.009847402572631836,
0.027052463963627815,
-0.020254431292414665,
0.0520479679107666,
-0.0015523479087278247,
0.00104648491833359,
-0.04782606661319733,
0.00697993952780962,
0.04752976819872856,
-0.000015692243323428556,
-0.02986723743379116,
0.019451677799224854,
0.0058755455538630486,
-0.007471935823559761,
0.05226758122444153,
0.007161710411310196,
0.019532497972249985,
-0.02961719036102295,
-0.02881399355828762,
0.043401267379522324,
0.01905057206749916,
-0.028059866279363632,
0.032567162066698074,
0.015371466986835003,
-0.022418610751628876,
0.010283175855875015,
0.01315742451697588,
0.00032089356682263315,
-0.10004372894763947,
0.007098938804119825,
0.021128082647919655,
0.01143170241266489,
-0.005089983809739351,
-0.0552428774535656,
0.01851803809404373,
0.0023307506926357746,
-0.021026259288191795,
0.015359126031398773,
0.02154180034995079,
-0.02304479293525219,
-0.028078146278858185,
-0.010225964710116386,
-0.025990601629018784,
0.01646425761282444,
0.028910212218761444,
0.004984968341886997,
0.022244490683078766,
0.02982684224843979,
0.048196468502283096,
-0.030744917690753937,
-0.00026515513309277594,
-0.02303343266248703,
0.00918595027178526,
-0.01683180406689644,
0.0436028428375721,
-0.04067607223987579,
-0.03281083703041077,
0.012667481787502766,
-0.036675725132226944,
0.023584997281432152,
0.012208611704409122,
0.07343654334545135,
0.0036874301731586456,
0.049687858670949936,
0.04334750398993492,
0.009529572911560535,
0.0240493044257164,
0.0007964876713231206,
-0.011285080574452877,
0.040155861526727676,
-0.05687056854367256,
0.003841105382889509,
-0.03761443868279457,
-0.025228707119822502,
-0.023579590022563934,
0.027728024870157242,
-0.03523880988359451,
-0.028362827375531197,
-0.0022496075835078955,
-0.020240258425474167,
0.01861627772450447,
-0.00031888653757050633,
-0.012606524862349033,
-0.036286402493715286,
0.007089361548423767,
0.03259219974279404,
0.02667407877743244,
-0.01924714632332325,
-0.013548409566283226,
-0.0041114697232842445,
-0.03145594522356987,
0.012254341505467892,
-0.05242032930254936,
0.006668892223387957,
-0.08055935055017471,
-0.027179254218935966,
0.0014511108165606856,
0.012337258085608482,
-0.04634029418230057,
0.030520420521497726,
0.0016662055859342217,
0.061176665127277374,
-0.023845840245485306,
0.040374644100666046,
0.0010559825459495187,
0.015695150941610336,
0.06112007424235344,
-0.1311899572610855,
0.028712110593914986,
-0.018295759335160255,
-0.03555154800415039,
-0.02147732302546501,
0.0025099243503063917,
0.003017182694748044,
-0.02673518843948841,
0.0160305704921484,
-0.003258738899603486,
0.025109248235821724,
0.016690043732523918,
0.050030943006277084,
-0.02128531038761139,
-0.04281901940703392,
0.023579319939017296,
-0.012467773631215096,
-0.03494667634367943,
-0.02088724635541439,
-0.027843723073601723,
-0.01611407846212387,
0.04341329634189606,
0.012820800766348839,
-0.00943088997155428,
-0.003967692609876394,
-0.018516935408115387,
0.014821240678429604,
0.03636253997683525,
0.0029324297793209553,
-0.005496975965797901,
0.04881145805120468,
-0.02108158729970455,
0.03429798036813736,
-0.007822179235517979,
-0.006492009852081537,
-0.06425932049751282,
0.04433426633477211,
-0.05036279931664467,
-0.04608682170510292,
0.028853490948677063,
0.05410370975732803,
-0.023474782705307007,
-0.016936205327510834,
0.00995841808617115,
-0.015153290703892708,
0.011809567920863628,
-0.030156362801790237,
0.028212767094373703,
-0.0090607525780797,
0.052999693900346756,
0.032338738441467285,
-0.008826774545013905,
0.023034311830997467,
-0.014916974119842052,
-0.014825443737208843,
0.014718202874064445,
0.020129740238189697,
0.018398279324173927,
-0.047400351613759995,
-0.0051885610446333885,
-0.009027968160808086,
0.010700439102947712,
-0.021800654008984566,
0.007578400894999504,
-0.018035445362329483,
-0.01842677965760231,
0.017877576872706413,
-0.004539782181382179,
0.039797343313694,
0.006332457531243563,
0.010167785920202732,
0.03693247213959694,
-0.01711489073932171,
0.022610262036323547,
-0.029191963374614716,
-0.04211818799376488,
-0.001286478596739471,
0.026944266632199287,
0.019498970359563828,
0.018032412976026535,
-0.0047293915413320065,
0.0003884417237713933,
0.017063794657588005,
-0.049248307943344116,
0.006712493486702442,
-0.018559874966740608,
0.006863106973469257,
-0.02154473401606083,
0.011598440818488598,
-0.0023982729762792587,
-0.03528216481208801,
-0.05749033764004707,
-0.010518663562834263,
0.01709001138806343,
0.016115525737404823,
-0.025424083694815636,
-0.09318806231021881,
0.02031468227505684,
0.02598160319030285,
0.05866900458931923,
-0.06418716162443161,
-0.0065974160097539425,
-0.0440392941236496,
0.017458880320191383,
-0.009793306700885296,
-0.01681479439139366
] |
<p>I have <strong>6</strong> masses as input data which they are expressed as m+/- delta m.
Via a complicated processes I calculate <strong>decay width</strong> as a final result.
It takes a long time for the code to compute decay width for example for <strong>m</strong> values. Let's call it <strong>(decay width)_central</strong>.
Let's call <strong>m + delta m= m_max</strong> and <strong>m- delta m =m_min</strong>. (For 6 masses: For
example m_max means I substitute all 6 masses with their maximum value).
Then decay width for m_max is <strong>(decay width)_max</strong> and decay width for m_min
is <strong>(decay width)_min</strong>.
Can I have an estimate for error bar with only these 3 values of decay widths?
(It is very time consuming to find more than these 3 results.)
Or may be you suggest a better way?
Thanks a lot.</p>
<p>My problem is how to calculate error bars for decay width. Errors originate from 6 experimental data which I used as inputs. The question is that how should I find error bars for decay width? I can't use the usual methods such as deviation for errors, because it is so time consuming to calculate decay width for the masses in experimental range and then find mean value. Can I find an estimate for error bars only with 3 values of decay width? The decay width which I found by substituting all the masses with m + delta m, The one by substituting all the masses with m - delta m and the one which I found by substituting the mean values for m? </p> | 35,730 | [
-0.03772663325071335,
-0.010316519998013973,
-0.0008308448595926166,
0.010994642041623592,
0.019696956500411034,
0.03859923779964447,
-0.018799006938934326,
-0.03608473762869835,
0.05119048431515694,
-0.023406486958265305,
0.0029424510430544615,
-0.006958503741770983,
0.062105581164360046,
0.007272900547832251,
0.02296281047165394,
-0.0007160438108257949,
-0.007867258042097092,
-0.023920947685837746,
-0.021347861737012863,
-0.07735065370798111,
0.018469782546162605,
0.023276429623365402,
-0.009644674137234688,
0.018950967118144035,
-0.036151789128780365,
0.04229738190770149,
0.030928470194339752,
0.03262203931808472,
0.01201036386191845,
0.046586811542510986,
-0.03719622269272804,
-0.06392406672239304,
0.03555581718683243,
0.02865113690495491,
0.012524222955107689,
0.010802242904901505,
-0.026158835738897324,
-0.03389516472816467,
-0.01925566792488098,
0.031718675047159195,
-0.04764898493885994,
-0.004812038503587246,
0.008056722581386566,
0.0026927520520985126,
-0.008248057216405869,
-0.010421277955174446,
-0.006795715074986219,
-0.008407069370150566,
0.024004366248846054,
-0.03601778671145439,
0.08926642686128616,
-0.009346586652100086,
0.05509475618600845,
0.008865592069923878,
-0.021319692954421043,
0.003514697775244713,
0.03256074711680412,
0.06841403245925903,
0.01581226848065853,
-0.029665663838386536,
-0.013213622383773327,
-0.038834284991025925,
0.025071537122130394,
0.008979431353509426,
-0.016787031665444374,
0.03829579800367355,
-0.0027542472817003727,
0.011620507575571537,
0.03465978056192398,
0.024171561002731323,
0.017775239422917366,
-0.012109210714697838,
0.04271067678928375,
0.00016896758461371064,
0.016528554260730743,
-0.031320780515670776,
-0.0015659850323572755,
0.03017180971801281,
0.04492238163948059,
0.04358675330877304,
-0.000745937752071768,
0.01625392772257328,
0.012444553896784782,
0.004177062772214413,
-0.018316369503736496,
-0.009719688445329666,
0.06828675419092178,
-0.02776564471423626,
0.01664847694337368,
0.019482214003801346,
-0.008921951055526733,
0.01741187460720539,
0.013397971168160439,
0.011391576379537582,
-0.03889397159218788,
-0.006894569378346205,
0.014892015606164932,
0.03218936547636986,
-0.010001437738537788,
0.010114106349647045,
-0.02576218917965889,
-0.04919639602303505,
0.008089370094239712,
0.0699802115559578,
-0.02214859239757061,
0.023833390325307846,
-0.0029224574100226164,
-0.027250023558735847,
-0.03427566587924957,
-0.01649220660328865,
-0.015580198727548122,
-0.03949488326907158,
0.009106671437621117,
-0.01870623230934143,
-0.012288174591958523,
-0.027104588225483894,
-0.04530133306980133,
-0.02886192686855793,
0.04085301235318184,
0.07755881547927856,
0.03125641867518425,
-0.04622461274266243,
0.02497512847185135,
-0.01383287739008665,
-0.0809001699090004,
0.04146409034729004,
0.05320744216442108,
0.019712530076503754,
-0.058835163712501526,
0.04749983176589012,
0.028820360079407692,
-0.0070008146576583385,
0.04147003963589668,
-0.01151947770267725,
0.034039970487356186,
-0.009007579647004604,
-0.0899115651845932,
-0.0893600806593895,
-0.00298464042134583,
-0.000647454580757767,
-0.024306172505021095,
-0.0625392496585846,
-0.0026955963112413883,
0.05932675302028656,
0.02917342074215412,
0.05557015910744667,
0.009359131567180157,
0.022999411448836327,
0.00015264817920979112,
0.010165897198021412,
-0.027798181399703026,
-0.009485728107392788,
-0.00506225973367691,
0.015310992486774921,
-0.036584626883268356,
-0.06362250447273254,
-0.024307817220687866,
0.005911590065807104,
-0.027291040867567062,
-0.002248281380161643,
0.05279339477419853,
0.0185270793735981,
0.014304589480161667,
-0.005791482515633106,
0.028000865131616592,
-0.03672714903950691,
0.05351666733622551,
-0.0075845252722501755,
-0.002522264374420047,
-0.0004172275948803872,
-0.00046846873010508716,
-0.01684044860303402,
-0.00023111121845431626,
-0.006170856300741434,
0.07718972116708755,
-0.031174758449196815,
-0.0034462586045265198,
-0.019997041672468185,
0.017306597903370857,
0.0569218210875988,
-0.03101440519094467,
-0.023597054183483124,
-0.012503945268690586,
0.0071972329169511795,
0.020448539406061172,
0.07914187759160995,
0.02286555990576744,
-0.004292570985853672,
0.03891603276133537,
-0.045965880155563354,
-0.03410756587982178,
-0.03629215434193611,
0.007127938326448202,
-0.028131848201155663,
-0.021499566733837128,
-0.03007483296096325,
0.003871876746416092,
-0.013086971826851368,
0.023432625457644463,
-0.036617498844861984,
0.00629542488604784,
-0.00969524122774601,
0.005559099372476339,
-0.0088013531640172,
0.021354064345359802,
0.05538131296634674,
0.01584579236805439,
-0.045444779098033905,
0.030400263145565987,
-0.025871602818369865,
0.002621869556605816,
0.03735685721039772,
-0.03861906751990318,
-0.010697145015001297,
0.012927086092531681,
-0.04464246705174446,
0.005967999342828989,
-0.0278428066521883,
0.000013741570001002401,
-0.0012392880162224174,
-0.02449301816523075,
0.07749751210212708,
0.05859734117984772,
0.015801744535565376,
0.027855416759848595,
0.00576612027361989,
0.013874196447432041,
0.0315767340362072,
-0.06056554242968559,
-0.033202920109033585,
-0.0418347492814064,
-0.021624628454446793,
-0.0010424895444884896,
-0.01009306963533163,
-0.08276646584272385,
0.03454522415995598,
0.022507736459374428,
-0.02710309624671936,
0.022562459111213684,
0.01940583437681198,
-0.017733987420797348,
0.0003305288264527917,
0.02325192093849182,
0.043175626546144485,
-0.004686486441642046,
0.036002304404973984,
-0.0012115752324461937,
0.04133124276995659,
0.013981243595480919,
-0.016707276925444603,
0.038588233292102814,
0.029518505558371544,
-0.025172384455800056,
0.01661129668354988,
-0.01711595430970192,
-0.04289790987968445,
0.03171999379992485,
-0.012826336547732353,
0.049622587859630585,
0.05090544745326042,
-0.038525138050317764,
0.027209021151065826,
0.03482000157237053,
-0.02438589558005333,
0.029056694358587265,
0.03834361582994461,
0.012866973876953125,
0.009449505247175694,
0.007051561959087849,
-0.03342704474925995,
-0.006405671592801809,
-0.04118213802576065,
-0.014804829843342304,
-0.01349260937422514,
-0.002557890024036169,
0.0343453586101532,
0.016422376036643982,
0.01932898350059986,
-0.010469869710505009,
0.006462926510721445,
-0.01947634480893612,
0.002111579990014434,
-0.01233675517141819,
0.0015197483589872718,
-0.018440892919898033,
0.0031604983378201723,
0.006692742928862572,
-0.08015601336956024,
0.03685259819030762,
-0.005037330556660891,
-0.046489156782627106,
0.02724923938512802,
0.017005780711770058,
-0.06079694256186485,
-0.016546670347452164,
-0.002165101235732436,
-0.015350138768553734,
0.02596927247941494,
0.007113661151379347,
0.03545945882797241,
0.003951032646000385,
-0.043037526309490204,
0.0581059455871582,
-0.04325525462627411,
-0.030786676332354546,
-0.028120271861553192,
0.01294576097279787,
0.02454107254743576,
-0.011633885093033314,
0.05208500847220421,
0.030923398211598396,
0.0004903897061012685,
-0.019903935492038727,
-0.05779634788632393,
-0.05108420550823212,
0.0008217322756536305,
-0.007166252471506596,
0.01991363614797592,
0.044901829212903976,
-0.019071541726589203,
0.10191822052001953,
0.021871035918593407,
-0.039560846984386444,
-0.014711884781718254,
-0.009694489650428295,
-0.023933634161949158,
-0.02850036509335041,
0.02091648057103157,
-0.028430869802832603,
0.009489770047366619,
-0.014759759418666363,
-0.004393043927848339,
0.03258543834090233,
0.014715762808918953,
-0.005817787256091833,
-0.010260030627250671,
0.015562356449663639,
0.0023830991704016924,
-0.020872434601187706,
0.04679730907082558,
0.03177765756845474,
0.009416830725967884,
-0.006691124755889177,
-0.03025772236287594,
0.049259334802627563,
-0.007391748484224081,
-0.05397523567080498,
0.026102421805262566,
-0.03524843975901604,
0.016752757132053375,
-0.00579649955034256,
-0.013462250120937824,
0.0027747759595513344,
-0.029794903472065926,
0.0005026573198847473,
0.017971692606806755,
0.029477763921022415,
0.0023874556645751,
0.010323063470423222,
0.038976673036813736,
0.06434202939271927,
-0.0021389175672084093,
-0.04266364499926567,
-0.01193367037922144,
-0.013208095915615559,
0.008860396221280098,
-0.026241160929203033,
-0.05836822837591171,
0.03799251466989517,
0.0324358269572258,
0.005424177274107933,
0.0012679484207183123,
-0.015557272359728813,
0.004620869178324938,
-0.06063460186123848,
-0.001909930375404656,
-0.008516787551343441,
0.07556100189685822,
0.01477915607392788,
0.048473138362169266,
0.05971313640475273,
-0.04736098647117615,
0.01578354649245739,
-0.03313380107283592,
-0.08216971904039383,
0.03904210403561592,
-0.01641434244811535,
-0.048152025789022446,
0.021456828340888023,
-0.022133752703666687,
0.01700909249484539,
-0.026086580008268356,
0.015909703448414803,
-0.003240011166781187,
0.01365586742758751,
-0.06749673187732697,
-0.01733117550611496,
-0.02484111115336418,
0.014527596533298492,
-0.0488748736679554,
0.05291953682899475,
0.06019757688045502,
0.0026802236679941416,
0.020370453596115112,
-0.0037420582957565784,
-0.05236394330859184,
-0.0364946648478508,
-0.05072464793920517,
0.0026823803782463074,
-0.005394873674958944,
0.056656062602996826,
0.045366011559963226,
0.06677758693695068,
-0.05758995935320854,
-0.0004531214653979987,
0.008711895905435085,
0.0625930055975914,
0.011609237641096115,
-0.006756510119885206,
0.004075809847563505,
-0.0077678789384663105,
0.016744881868362427,
0.05190932750701904,
0.018480820581316948,
0.01668197475373745,
0.012952277436852455,
0.05227634310722351,
-0.016153905540704727,
-0.09345202147960663,
0.04020686447620392,
0.06287862360477448,
-0.006534706801176071,
0.0249418243765831,
-0.07445744425058365,
0.013323534280061722,
0.003335560904815793,
-0.05211460217833519,
-0.008331174030900002,
0.04430612549185753,
-0.010366391390562057,
0.00429373187944293,
0.04461708664894104,
0.02762671746313572,
-0.02292577736079693,
0.01351831667125225,
0.0394434817135334,
0.015411296859383583,
-0.02643735520541668,
-0.018177300691604614,
0.01695145294070244,
0.04799214377999306,
0.048292726278305054,
-0.029441040009260178,
0.00539603503420949,
-0.0815373957157135,
0.0162812452763319,
0.032786671072244644,
0.07931573688983917,
-0.001601288910023868,
-0.022442445158958435,
0.001526809181086719,
-0.019036147743463516,
0.025847839191555977,
-0.06587833911180496,
0.017954997718334198,
-0.022975163534283638,
0.014926213771104813,
-0.0017274448182433844,
-0.01706032082438469,
-0.03222529962658882,
0.029896507039666176,
-0.023713786154985428,
-0.00815894827246666,
-0.04609077796339989,
0.03768940269947052,
0.009128165431320667,
0.014584161341190338,
0.008145949803292751,
0.08098827302455902,
0.0037171931471675634,
-0.027678897604346275,
-0.01819511502981186,
0.018657295033335686,
-0.036112528294324875,
-0.06556478887796402,
0.02846229262650013,
-0.04538774490356445,
0.002582618035376072,
0.055284760892391205,
-0.021958446130156517,
-0.05132927745580673,
0.032471634447574615,
0.07292897254228592,
-0.0077838352881371975,
-0.035242959856987,
-0.033728573471307755,
0.01584199257194996,
0.04028715193271637,
0.01538011059165001,
0.09090950340032578,
0.03795163705945015,
-0.009866977110505104,
-0.011818157508969307,
0.016863370314240456,
0.0023488346487283707,
-0.04323023185133934,
-0.014757360331714153,
-0.03473048284649849,
0.026226064190268517,
-0.0017598561244085431,
0.01272781565785408,
-0.010021216236054897,
0.051623620092868805,
-0.021680785343050957,
-0.002171008614823222,
-0.00020661584858316928,
0.027057262137532234,
-0.006750575266778469,
-0.02260253019630909,
0.002828948898240924,
0.022013304755091667,
0.02102712355554104,
-0.005387532990425825,
-0.006504782009869814,
-0.02424454875290394,
-0.006451795343309641,
0.024317419156432152,
-0.05493069812655449,
-0.011658037081360817,
-0.0451161190867424,
-0.0316237136721611,
-0.0020416700281202793,
-0.018217673525214195,
0.018056433647871017,
-0.008733878843486309,
0.018792562186717987,
0.020503802224993706,
-0.037545088678598404,
-0.00043749864562414587,
0.02485404722392559,
-0.00277789612300694,
0.027965394780039787,
-0.05463022366166115,
0.011960848234593868,
-0.013904408551752567,
0.06721441447734833,
-0.08188163489103317,
-0.008039440028369427,
0.003858629148453474,
0.03021351806819439,
-0.011186077259480953,
-0.007472868077456951,
-0.03210658207535744,
-0.015242458321154118,
-0.011652113869786263,
-0.04886108636856079,
0.025319909676909447,
0.01666712574660778,
0.010421480983495712,
0.02396622858941555,
0.0361647754907608,
0.08121398836374283,
0.023665213957428932,
0.044332362711429596,
-0.00042580539593473077,
0.024141820147633553,
-0.03190150484442711,
0.016658231616020203,
0.009462600573897362,
0.004034898709505796,
-0.047456443309783936,
-0.01496316958218813,
0.026628129184246063,
0.056974828243255615,
-0.005622263997793198,
0.007832246832549572,
0.0077662281692028046,
0.004869739059358835,
0.01291597355157137,
-0.043391719460487366,
0.02049119956791401,
-0.025610003620386124,
0.0036600229796022177,
0.015528175048530102,
-0.018487976863980293,
-0.01600206457078457,
0.005842834245413542,
0.026374442502856255,
0.005834951996803284,
-0.04229319095611572,
0.03511771559715271,
0.03971312195062637,
0.008915456011891365,
0.0012384351575747132,
0.0010075056925415993,
-0.020204028114676476,
0.02852703630924225,
-0.004234823863953352,
0.022288134321570396,
0.008216450922191143,
0.014419594779610634,
0.009359111078083515,
-0.013788573443889618,
-0.05015834793448448,
0.017256636172533035,
0.07183168828487396,
-0.009958953596651554,
0.05521031841635704,
0.011577025055885315,
0.015392793342471123,
-0.03814779222011566,
-0.03786828741431236,
-0.03172102943062782,
0.021867452189326286,
-0.012702896259725094,
0.07300126552581787,
-0.009975763037800789,
-0.011600453406572342,
0.0099983224645257,
0.021965382620692253,
-0.01447282824665308,
0.029672415927052498,
-0.0229428019374609,
0.010433492250740528,
-0.008391566574573517,
0.011362428776919842,
0.0009299050434492528,
0.03441005200147629,
-0.049004927277565,
0.03350213170051575,
-0.00723266089335084,
-0.004939674399793148,
0.01373680867254734,
0.009520611725747585,
-0.005031822249293327,
-0.039949093014001846,
-0.013056094758212566,
-0.05499282479286194,
0.03274824097752571,
0.022001899778842926,
-0.043267376720905304,
0.013354403898119926,
0.05909647420048714,
0.03268519788980484,
0.005705568473786116,
0.03416094928979874,
-0.029026588425040245,
-0.06629422307014465,
-0.020035499706864357,
-0.0374615341424942,
-0.04157377779483795,
0.0454401895403862,
-0.0000034611302908160724,
-0.030859116464853287,
0.008779045194387436,
0.01442793570458889,
0.04745395481586456,
0.004036270547658205,
0.01791314035654068,
-0.013764632865786552,
0.043215617537498474,
-0.0012876628898084164,
-0.012214930728077888,
0.04599642753601074,
0.01344627607613802,
0.12227988243103027,
0.0703442320227623,
0.0266703013330698,
-0.06667513400316238,
-0.012832406908273697,
0.0017689054366201162,
-0.0089320819824934,
0.022508271038532257,
0.018007298931479454,
0.025412730872631073,
0.003722972236573696,
0.011542662046849728,
0.024704616516828537,
0.010902753099799156,
0.03988317400217056,
0.06310229003429413,
-0.017782898619771004,
-0.036218564957380295,
0.04880271106958389,
0.0345526859164238,
-0.0029481390956789255,
-0.025590496137738228,
-0.025184690952301025,
0.0598582848906517,
-0.007599875330924988,
-0.014744574204087257,
0.00033696129685267806,
0.00005783311280538328,
0.02170277014374733,
-0.007828964851796627,
-0.019549686461687088,
-0.00423767976462841,
-0.002636389574036002,
0.02320188283920288,
-0.037157077342271805,
-0.020254911854863167,
0.01757325977087021,
-0.0035640811547636986,
0.029725341126322746,
0.04363982751965523,
0.011426583863794804,
-0.008214634843170643,
0.0036859784740954638,
0.01926501840353012,
-0.021897513419389725,
-0.05390043184161186,
-0.03669034689664841,
0.03701967000961304,
-0.00688643753528595,
-0.004027524497359991,
0.0314934141933918,
0.008573981001973152,
-0.0032312788534909487,
-0.04558894410729408,
0.02255835570394993,
0.014284800738096237,
-0.0013695803936570883,
-0.06994768232107162,
0.010259951464831829,
-0.0039748274721205235,
0.009072400629520416,
0.003713772865012288,
-0.020700903609395027,
-0.010205783881247044,
-0.037308380007743835,
-0.015593163669109344,
-0.030834726989269257,
0.024854116141796112,
-0.004532597027719021,
-0.001309077488258481,
-0.02052406221628189,
-0.015175692737102509,
-0.011201709508895874,
0.022524196654558182,
0.015158492140471935,
-0.015936700627207756,
0.010837707668542862,
0.02450679987668991,
-0.008181584998965263,
0.010724235326051712,
-0.056499700993299484,
0.021936215460300446,
-0.003157177707180381,
-0.0071358815766870975,
-0.040928591042757034,
0.011052911169826984,
0.03244087100028992,
0.021029820665717125,
0.012949945405125618,
-0.0037151046562939882,
-0.0009531156392768025,
0.02699652686715126,
0.003351552877575159,
-0.05927269905805588,
0.01760900393128395,
-0.020596742630004883,
-0.03235575184226036,
-0.009644493460655212,
-0.024463703855872154,
0.024368610233068466,
-0.01682528853416443,
0.01972619630396366,
-0.0019993905443698168,
0.03737861290574074,
0.027763763442635536,
0.0041186753660440445,
0.012236882001161575,
-0.03162430226802826,
-0.008452176116406918,
-0.019982662051916122,
0.0006469982326962054,
-0.002687872853130102,
-0.0024432663340121508,
-0.038924284279346466,
-0.015470144338905811,
0.0358232818543911,
0.014584268443286419,
-0.01942933164536953,
0.04621333256363869,
-0.03435708209872246,
-0.01173963863402605,
-0.018956521525979042,
0.05435352772474289,
-0.024586329236626625,
-0.014952494762837887,
-0.00781475193798542,
-0.022552184760570526,
-0.024518059566617012,
-0.014120473526418209,
-0.0005195979028940201,
-0.0066831232979893684,
0.0002561332075856626,
0.034021973609924316,
0.010133451782166958,
-0.04547913372516632,
0.0014793847221881151,
0.01142913568764925,
0.04443374276161194,
-0.023351717740297318,
0.010975886136293411,
0.036866605281829834,
-0.0721556544303894,
-0.0181184820830822,
-0.003329899162054062,
0.002321765525266528,
0.023332765325903893,
0.04354377090930939,
-0.022693321108818054,
-0.002732733031734824,
0.05564688518643379,
-0.02489054575562477,
-0.027368862181901932,
-0.02608056552708149,
-0.0052180238999426365,
-0.019526122137904167,
0.00758141465485096,
0.025788187980651855,
-0.008057009428739548,
0.014840732328593731,
0.007899216376245022,
0.00968112237751484,
-0.010340957902371883,
0.009273726493120193,
-0.0038852973375469446,
0.016915448009967804,
0.019494669511914253,
-0.008297516964375973,
0.009383720345795155,
0.021587740629911423,
0.056772030889987946,
-0.008302140980958939,
-0.018826492130756378,
-0.005962808150798082,
0.002281127031892538,
-0.088545061647892,
-0.018618986010551453,
-0.01967141218483448,
0.017245767638087273,
0.010428637266159058,
-0.09166642278432846,
0.05025387182831764,
0.03339753672480583,
-0.036889176815748215,
-0.0003900898154824972,
-0.049864448606967926,
-0.001094420556910336,
-0.02276778221130371,
-0.0304883886128664,
-0.01634453795850277,
0.012266808189451694,
0.029368381947278976,
-0.006002841517329216,
0.0560498982667923,
0.01219108048826456,
-0.030027242377400398,
-0.05512692406773567,
-0.02682364545762539,
0.020987320691347122,
0.036900825798511505,
-0.06690540909767151,
0.0400208905339241,
-0.041225820779800415,
-0.06490010768175125,
0.036105625331401825,
-0.011190238408744335,
0.007867144420742989,
-0.026343170553445816,
0.01795969530940056,
-0.0027900319546461105,
0.035852573812007904,
0.03239906206727028,
-0.008576499298214912,
0.012373169884085655,
-0.009324860759079456,
0.0027469845954328775,
0.011495359241962433,
-0.01988361030817032,
0.05742564797401428,
0.01837148331105709,
-0.024801727384328842,
-0.0735929012298584,
0.012884057126939297,
-0.006681588478386402,
-0.029071172699332237,
-0.018916931003332138,
0.00782620906829834,
0.021615497767925262,
-0.07991809397935867,
0.024432597681879997,
-0.03165052831172943,
0.012630532495677471,
0.03284022957086563,
0.047304634004831314,
-0.01837388426065445,
0.006578667555004358,
-0.00840888824313879,
-0.015634967014193535,
-0.0029414754826575518,
0.026647744700312614,
-0.026494348421692848,
-0.003272632835432887,
-0.010142439976334572,
0.0029987862799316645,
0.026477620005607605,
-0.04220449924468994,
-0.019091682508587837,
-0.05401020869612694,
0.025990307331085205,
-0.02427828125655651,
0.005250582937151194,
-0.03590238094329834,
0.0010328555945307016,
0.03365860506892204,
-0.09045159816741943,
0.021436356008052826,
0.0093560004606843,
0.003457671031355858,
-0.04462726414203644,
-0.01694771833717823,
-0.02453100122511387,
-0.014466424472630024,
0.03764049708843231,
0.032088253647089005,
-0.03498931974172592,
0.02826523222029209,
0.016226230189204216,
-0.007210276089608669,
-0.05162904039025307,
0.0058440943248569965,
-0.0074426112696528435,
-0.021235452964901924,
-0.005811974406242371,
0.0045058829709887505,
0.02693207375705242,
0.03992956876754761,
0.009379453025758266,
0.0019021197222173214,
-0.0229655671864748,
0.053965967148542404,
0.0011671168031170964,
-0.0049549308605492115,
-0.03539719805121422,
-0.016126787289977074,
0.04900241643190384,
0.0039059689734131098,
0.0214148610830307,
0.031708575785160065,
0.004632672760635614,
-0.030645636841654778,
0.030858248472213745,
0.004917752929031849,
-0.00323122157715261,
-0.014860372990369797,
-0.0007798675214871764,
-0.010673322714865208,
-0.018051492050290108,
-0.021602462977170944,
0.023157719522714615,
-0.0648593083024025,
-0.019983747974038124,
0.027981344610452652,
0.02699149213731289,
0.0534442737698555,
0.016639940440654755,
0.0318012461066246,
0.012802550569176674,
-0.016241276636719704,
0.0018352506449446082,
0.02551325410604477,
-0.0049174875020980835,
0.04801928251981735,
0.034902576357126236,
-0.013467621989548206,
-0.04889407008886337,
0.005927645601332188,
-0.00042956287506967783,
0.024570617824792862,
0.0036665452644228935,
-0.018463997170329094,
0.014876083470880985,
-0.014573439955711365,
-0.03455366939306259,
-0.020711146295070648,
-0.033674456179142,
0.04597899317741394,
0.0033027350436896086,
0.020086323842406273,
-0.032065246254205704,
-0.021774061024188995,
-0.023279491811990738,
0.024130109697580338,
-0.03872513398528099,
-0.00014735863078385592,
0.02481997199356556,
0.03037286177277565,
-0.0029246110934764147,
-0.009737164713442326,
0.012628160417079926,
-0.03964272513985634,
0.012827939353883266,
-0.004740686155855656,
-0.004731017164885998,
-0.00785017665475607,
0.01807662658393383,
-0.05059835687279701,
-0.019215969368815422,
0.02779258042573929,
0.027230942621827126,
0.051465146243572235,
-0.05085192993283272,
-0.03743311017751694,
0.015529238618910313,
0.0020063738338649273,
-0.023838143795728683,
-0.020675187930464745,
-0.0288747139275074,
-0.021889086812734604,
-0.014712532050907612,
-0.01167262438684702
] |
<p>Given a data matrix like this:</p>
<pre><code> [,1] [,2] [,3] [,4] [,5] [,6] [,7]
[1,] 9.520 11.137 16.576 18.225 20.576 25.861 NA
[2,] 9.005 9.491 11.106 16.530 18.184 20.495 25.773
[3,] 9.437 11.050 20.393 25.711 NA NA NA
[4,] 9.442 11.058 20.411 25.711 NA NA NA
[5,] 9.431 11.045 20.421 25.707 NA NA NA
[6,] 9.461 11.052 20.319 25.657 NA NA NA
[7,] 9.245 10.819 20.253 25.628 NA NA NA
[8,] 9.229 10.801 20.216 25.594 NA NA NA
[9,] 9.234 10.805 20.258 25.619 NA NA NA
[10,] 9.241 10.814 20.264 25.626 NA NA NA
[11,] 9.248 10.819 20.281 25.649 NA NA NA
[12,] 9.231 10.800 20.219 25.567 NA NA NA
</code></pre>
<p>How do I get a data frame like this?:</p>
<pre><code> S p1 p2 p3 p4 p5 p6 p7
1 NA 9.520 11.137 16.576 18.225 20.576 25.861
2 9.005 9.491 11.106 16.530 18.184 20.495 25.773
3 NA 9.437 11.050 NA NA 20.393 25.711
4 NA 9.442 11.058 NA NA 20.411 25.711
5 NA 9.431 11.045 NA NA 20.421 25.707
6 NA 9.461 11.052 NA NA 20.319 25.657
7 NA 9.245 10.819 NA NA 20.253 25.628
8 NA 9.229 10.801 NA NA 20.216 25.594
9 NA 9.234 10.805 NA NA 20.258 25.619
10 NA 9.241 10.814 NA NA 20.264 25.626
11 NA 9.248 10.819 NA NA 20.281 25.649
12 NA 9.231 10.800 NA NA 20.219 25.567
</code></pre>
<p>In the matrix, each row represent the timepoints from 1 sample. The matrix is balanced with an arbitrary number of NAs as needed. In the dataframe, each column represents all the timepoints that are functionally equivalent. Timepoints in a single sample cannot be functionally equivalent. </p>
<p>I think I should be able to solve this with some form of kmeans clustering that restricts each cluster from having more than one member from each sample. Any ideas?</p> | 73,389 | [
-0.029948977753520012,
0.046240705996751785,
-0.014091363176703453,
-0.019803980365395546,
0.017281560227274895,
0.011187775991857052,
0.004591829609125853,
-0.03448420390486717,
0.02369263581931591,
-0.033582329750061035,
0.05809980630874634,
0.08915283530950546,
0.0517975352704525,
0.01692529208958149,
0.036133117973804474,
0.002840597415342927,
-0.010732323862612247,
0.014176944270730019,
-0.014456134289503098,
-0.018882514908909798,
0.009873028844594955,
-0.00259420252405107,
-0.0057033877819776535,
-0.013760020956397057,
-0.011165599338710308,
0.0257888063788414,
0.03232039883732796,
-0.0015179705806076527,
-0.012966598384082317,
0.051996681839227676,
-0.03929869085550308,
-0.02912341244518757,
0.0711035281419754,
0.009893672540783882,
0.02236049249768257,
-0.014368372969329357,
-0.013093416579067707,
-0.0004350499075371772,
-0.012600884772837162,
0.019750850275158882,
-0.011444668285548687,
-0.012915858067572117,
0.014128400012850761,
0.007752192672342062,
-0.012742430903017521,
0.04618605598807335,
-0.012179454788565636,
0.02902081608772278,
0.01841628924012184,
-0.007577425800263882,
0.08307743817567825,
0.01425187848508358,
0.022548099979758263,
0.0075737489387393,
-0.046395476907491684,
0.01647143065929413,
0.013394583016633987,
0.047811109572649,
0.0143499244004488,
-0.061095915734767914,
-0.012037006206810474,
-0.005857172887772322,
0.008584574796259403,
-0.025411436334252357,
-0.02246122993528843,
0.009182590991258621,
-0.04507351666688919,
0.014149175025522709,
0.017764955759048462,
-0.07764363288879395,
-0.024479683488607407,
0.005796986166387796,
0.04198303818702698,
-0.02669403702020645,
0.0014933018246665597,
-0.01037678774446249,
0.019011961296200752,
-0.0037067593075335026,
0.049432482570409775,
0.010068024508655071,
0.02530723251402378,
0.05118386074900627,
0.034471478313207626,
0.014062155038118362,
0.03451630845665932,
-0.016645612195134163,
0.05537939444184303,
-0.03834086284041405,
0.032547056674957275,
0.027017543092370033,
0.031697485595941544,
0.0330362468957901,
0.03552580624818802,
0.057462871074676514,
-0.012647602707147598,
0.028414517641067505,
0.024403952062129974,
0.011154092848300934,
0.004755693022161722,
-0.033892784267663956,
-0.02399958297610283,
-0.04967610910534859,
-0.01070035807788372,
0.022088149562478065,
-0.024937598034739494,
-0.01622455008327961,
-0.03314158320426941,
-0.011771388351917267,
-0.04213380441069603,
0.002186959609389305,
-0.004020805936306715,
0.0373103953897953,
0.009038462303578854,
-0.016492577269673347,
0.031455136835575104,
-0.08099288493394852,
0.006007040850818157,
0.009021490812301636,
0.04099864512681961,
0.07371019572019577,
0.0015006023459136486,
-0.020355576649308205,
0.02296835370361805,
-0.03329920023679733,
-0.04562326893210411,
-0.013369535095989704,
-0.016057994216680527,
-0.015937797725200653,
0.0019670468755066395,
0.006070556119084358,
-0.07085438817739487,
-0.03179054334759712,
0.06412958353757858,
-0.02527470327913761,
0.03193537890911102,
0.005283401347696781,
-0.08603621274232864,
-0.045351993292570114,
0.04745916649699211,
-0.046086110174655914,
0.004823222290724516,
-0.049705080687999725,
0.04376491904258728,
-0.006054708268493414,
0.04538928344845772,
0.01130998320877552,
0.008000791072845459,
0.05097755044698715,
0.01720689795911312,
0.00007817850564606488,
-0.007426699157804251,
0.0024025398306548595,
-0.021360784769058228,
-0.017999833449721336,
-0.014741955325007439,
-0.056650325655937195,
-0.023536257445812225,
-0.004501477815210819,
-0.009161979891359806,
0.019189702346920967,
-0.0030531876254826784,
-0.010649029165506363,
0.0027389887254685163,
-0.03643021732568741,
-0.0672413632273674,
-0.0283367857336998,
0.02675495482981205,
0.02386801317334175,
-0.015336292795836926,
0.03423098102211952,
-0.0588945597410202,
-0.001898968475870788,
-0.013485491275787354,
0.033609434962272644,
0.04251868277788162,
-0.0006325429421849549,
0.03149851784110069,
0.017756130546331406,
0.006191737949848175,
0.04572024941444397,
-0.010813385248184204,
-0.006457061506807804,
0.014290004037320614,
-0.026039142161607742,
0.06826384365558624,
0.025645747780799866,
0.052714753895998,
-0.02969401702284813,
0.028305374085903168,
-0.05080872401595116,
-0.015464029274880886,
-0.05613211914896965,
0.0022913157008588314,
0.02177998051047325,
-0.034048259258270264,
-0.02405770868062973,
0.019890353083610535,
0.010070023126900196,
0.045887306332588196,
-0.03449413180351257,
-0.033010561019182205,
-0.012505418621003628,
0.04451044276356697,
-0.02991051971912384,
-0.015405192039906979,
0.05011727660894394,
0.05760828033089638,
-0.021386386826634407,
0.06285402923822403,
-0.004828320350497961,
0.030584463849663734,
0.02784375660121441,
-0.01715707965195179,
-0.0037530246190726757,
-0.01776309125125408,
-0.022423842921853065,
0.011391893029212952,
0.012401778250932693,
-0.03265487030148506,
0.04128461331129074,
-0.06823059171438217,
0.019690878689289093,
0.04662662744522095,
0.05225498601794243,
-0.010114595293998718,
-0.05387762933969498,
0.01158000249415636,
0.05925390496850014,
-0.03917250409722328,
0.0050420500338077545,
-0.021839246153831482,
0.011830031871795654,
0.03140139952301979,
0.03179969638586044,
-0.0630992129445076,
0.011235145851969719,
0.05603485926985741,
0.016254542395472527,
0.021739719435572624,
0.07211805880069733,
-0.0166215468198061,
-0.021899007260799408,
0.013905253261327744,
-0.023901915177702904,
0.03229872137308121,
-0.0016068235272541642,
0.003306032856926322,
0.037229157984256744,
0.047301921993494034,
0.0034628345165401697,
-0.00692864740267396,
0.0008676667930558324,
-0.0324983224272728,
-0.03724982962012291,
-0.0034253448247909546,
-0.01171805988997221,
0.037188295274972916,
0.010756827890872955,
-0.038561541587114334,
0.026831356808543205,
0.01868072897195816,
-0.033987145870923996,
-0.015341740101575851,
-0.0008878895896486938,
-0.029518084600567818,
0.06273004412651062,
-0.02943379245698452,
0.013020194135606289,
0.031508952379226685,
-0.008963251486420631,
0.04590721055865288,
-0.027761828154325485,
0.013348878361284733,
-0.05719204246997833,
0.012532314285635948,
0.05572041869163513,
0.010255631059408188,
-0.011413617059588432,
-0.015355617739260197,
-0.010992542840540409,
0.038040272891521454,
-0.02164047583937645,
0.045726314187049866,
0.000820500252302736,
-0.05483909696340561,
-0.012148186564445496,
0.02078477293252945,
-0.027203300967812538,
0.08233112841844559,
0.024173278361558914,
-0.05088881030678749,
0.025220515206456184,
-0.006186253856867552,
-0.014457693323493004,
0.0017173333326354623,
-0.039243124425411224,
0.04353833198547363,
-0.01922892965376377,
0.01572999358177185,
0.051067207008600235,
-0.012269322760403156,
-0.08138536661863327,
-0.03279176726937294,
-0.048139575868844986,
-0.010970143601298332,
-0.024414030835032463,
0.005731379147619009,
0.04569266363978386,
0.0003681602538563311,
-0.005523380823433399,
0.036377161741256714,
0.000632811221294105,
0.0034761542920023203,
-0.029393261298537254,
-0.006470666266977787,
-0.022695254534482956,
0.013836522586643696,
-0.026301568374037743,
0.055827587842941284,
0.0010156190255656838,
0.0640021339058876,
0.005726408213376999,
-0.042115017771720886,
-0.03503607586026192,
0.0009118144516833127,
-0.03549880534410477,
-0.03129645437002182,
0.03944100812077522,
0.010770292021334171,
0.014457255601882935,
-0.01773221790790558,
-0.005902462173253298,
0.048834409564733505,
0.0602756142616272,
-0.03923451900482178,
0.025979606434702873,
0.020148321986198425,
-0.02458619698882103,
-0.04537956044077873,
0.008662121370434761,
0.0023839501664042473,
-0.008030862547457218,
0.025632888078689575,
0.005377324763685465,
0.015163564123213291,
0.0039980062283575535,
-0.02835012786090374,
-0.017255732789635658,
-0.0005670478567481041,
0.041051872074604034,
-0.03708087280392647,
-0.002385461702942848,
0.0058455378748476505,
-0.02739892527461052,
0.008400073274970055,
0.02773912064731121,
0.033845555037260056,
-0.0175685603171587,
-0.009375105611979961,
0.05740376561880112,
0.043347932398319244,
-0.053254224359989166,
0.03824080899357796,
0.00777409877628088,
-0.02078094147145748,
-0.013913247734308243,
-0.057864293456077576,
-0.022882476449012756,
0.034363869577646255,
0.02214239165186882,
0.029161319136619568,
0.02505890466272831,
-0.03032679483294487,
0.05202021822333336,
-0.03607835993170738,
0.02103881537914276,
-0.021498413756489754,
0.04611892253160477,
0.010297173634171486,
0.06403803080320358,
-0.0010071484139189124,
0.0331055223941803,
0.027177419513463974,
-0.004066485445946455,
-0.04138108715415001,
0.020469458773732185,
0.035559579730033875,
-0.004103683400899172,
-0.0016669923206791282,
-0.04038470238447189,
0.00923240277916193,
-0.00662611098960042,
0.013557418249547482,
0.03404746204614639,
-0.010976137593388557,
-0.04504945129156113,
0.04138556495308876,
-0.005585432983934879,
0.03063090518116951,
-0.044366855174303055,
0.01914428360760212,
0.07060971856117249,
-0.018326101824641228,
0.015446626581251621,
0.007442422676831484,
-0.021753141656517982,
0.002233145758509636,
-0.0004404025967232883,
0.035088472068309784,
0.028672926127910614,
0.00919868890196085,
0.027711309492588043,
0.022305458784103394,
-0.02088877744972706,
0.0031602822709828615,
-0.04544474929571152,
0.008198205381631851,
0.05289816856384277,
-0.011948645114898682,
-0.008906260132789612,
-0.029649930074810982,
0.022825604304671288,
-0.005101493094116449,
0.013913675211369991,
-0.019548628479242325,
0.001631631050258875,
0.008668577298521996,
0.028529683127999306,
-0.02672431245446205,
0.08323521167039871,
0.06695178151130676,
0.04918437451124191,
0.017267540097236633,
-0.04554097354412079,
-0.007630341220647097,
-0.017230698838829994,
-0.0014550879132002592,
0.010220433585345745,
-0.004700543824583292,
0.023170745000243187,
0.015873808413743973,
0.009116563946008682,
-0.046171579509973526,
-0.007924219593405724,
0.008205005899071693,
0.006600141525268555,
0.04669952392578125,
-0.02933347225189209,
-0.03831101581454277,
-0.017255036160349846,
0.043463513255119324,
0.031234290450811386,
0.01666593737900257,
-0.011843911372125149,
-0.11054551601409912,
-0.0022492411080747843,
0.032602470368146896,
0.03136719390749931,
-0.04152384027838707,
-0.02749224565923214,
-0.05960586667060852,
0.008378172293305397,
0.031234821304678917,
-0.027480371296405792,
0.05205830931663513,
-0.027157563716173172,
-0.02335638552904129,
-0.009212201461195946,
0.006434448063373566,
-0.03445591405034065,
0.008390660397708416,
-0.054545123130083084,
0.011127116158604622,
-0.031282130628824234,
-0.07026024162769318,
-0.028618060052394867,
0.03028281405568123,
-0.015221396461129189,
0.053983770310878754,
-0.027454029768705368,
-0.047576598823070526,
0.021428102627396584,
-0.0011949874460697174,
-0.005554159637540579,
-0.017958298325538635,
0.024767372757196426,
0.02897684834897518,
-0.027756989002227783,
0.06046132370829582,
-0.022081270813941956,
0.008913367055356503,
0.016643619164824486,
0.0077977352775633335,
0.040960121899843216,
0.008246077224612236,
0.009905035607516766,
0.04039912298321724,
0.018692318350076675,
0.0028904294595122337,
0.03271203860640526,
0.017672915011644363,
-0.04688486456871033,
-0.0007168634911067784,
-0.10928084701299667,
-0.015438678674399853,
-0.006343170069158077,
-0.030491257086396217,
-0.0805051252245903,
0.02284945361316204,
0.008327780291438103,
0.0402432419359684,
0.004400232806801796,
0.020135952159762383,
-0.022968316450715065,
0.018632391467690468,
0.012454431504011154,
0.05006541311740875,
-0.016086837276816368,
-0.052395015954971313,
0.01680608280003071,
0.00044668695772998035,
-0.014630389399826527,
-0.03158676251769066,
0.03166227415204048,
0.002046366920694709,
0.0033716934267431498,
0.00882845651358366,
-0.028260594233870506,
0.008918531239032745,
-0.01589871011674404,
-0.010609629563987255,
-0.005265404004603624,
-0.05967281386256218,
0.008445019833743572,
0.0024495553225278854,
0.04389198496937752,
0.043763644993305206,
-0.03402171656489372,
0.013799170032143593,
0.04297483712434769,
-0.013896279968321323,
-0.008701205253601074,
-0.048562563955783844,
0.04766826331615448,
0.00013342974125407636,
-0.010763523168861866,
-0.06387011706829071,
-0.0600406751036644,
0.05459165945649147,
0.025644920766353607,
-0.047142576426267624,
-0.056904204189777374,
-0.048569854348897934,
-0.006826218217611313,
-0.008704422041773796,
-0.015524552203714848,
-0.014869093894958496,
-0.04803161323070526,
-0.005986191798001528,
-0.0002687963133212179,
0.0015398422256112099,
0.07097240537405014,
0.029334012418985367,
0.00618214625865221,
0.03213643282651901,
-0.03437869995832443,
-0.007241110783070326,
0.0008176419651135802,
-0.023926518857479095,
-0.031024636700749397,
-0.013096408918499947,
-0.03793104365468025,
-0.009389199316501617,
0.05878303200006485,
0.01168488897383213,
0.003574071917682886,
-0.01922019198536873,
0.0014517210656777024,
0.04162753000855446,
-0.04526304081082344,
-0.0075699035078287125,
-0.05572844669222832,
-0.0014692216645926237,
-0.05018242821097374,
0.028046373277902603,
-0.017557300627231598,
0.011777137406170368,
0.01875426433980465,
-0.0068738884292542934,
-0.008072775788605213,
0.038567882031202316,
0.04599188640713692,
-0.02326861023902893,
0.009683428332209587,
-0.022204337641596794,
0.013597648590803146,
0.0363425612449646,
0.0270994883030653,
0.026167428120970726,
0.009711568243801594,
0.015898719429969788,
-0.030490504577755928,
-0.04250824451446533,
-0.035998355597257614,
0.025508057326078415,
0.01054726168513298,
-0.01796012930572033,
0.012511667795479298,
0.054786812514066696,
0.015504329465329647,
0.006606992334127426,
-0.019326983019709587,
-0.00025057108723558486,
-0.021837536245584488,
0.05254071578383446,
0.09140079468488693,
-0.0021210392005741596,
-0.028842110186815262,
0.05511782690882683,
-0.008255673572421074,
0.030842090025544167,
0.02887149341404438,
-0.02447388879954815,
-0.053533535450696945,
0.015842176973819733,
0.013390174135565758,
-0.017596358433365822,
-0.027373112738132477,
-0.015554656274616718,
0.015361601486802101,
-0.02833864465355873,
-0.0326855406165123,
0.018759049475193024,
0.009918761439621449,
-0.0013530137948691845,
-0.009129873476922512,
-0.014425693079829216,
-0.03331179544329643,
-0.008548024110496044,
0.05119382217526436,
-0.029942939057946205,
0.01656939461827278,
0.016771314665675163,
0.030322549864649773,
-0.0272599458694458,
0.03567768633365631,
-0.0434156209230423,
-0.04297343268990517,
-0.04194195568561554,
-0.032430123537778854,
-0.018769187852740288,
0.06411737948656082,
0.02160237543284893,
-0.002457705559208989,
0.009747575968503952,
-0.05668812617659569,
0.0014769722474738955,
0.024107418954372406,
0.010715355165302753,
-0.03532278910279274,
0.06555595993995667,
0.0024997645523399115,
0.012458917684853077,
0.007316962815821171,
-0.054612379521131516,
0.13066673278808594,
0.0735635757446289,
0.04046805202960968,
-0.03566214069724083,
0.011910454370081425,
0.036080095916986465,
-0.05687171593308449,
-0.023740138858556747,
-0.011395490728318691,
0.0329534076154232,
0.005695583764463663,
0.04927784949541092,
0.03996914625167847,
0.03368436172604561,
0.041960377246141434,
0.006515102926641703,
-0.05683092400431633,
0.011506431736052036,
-0.007518277037888765,
-0.003967274911701679,
-0.03877945616841316,
-0.011884823441505432,
-0.07145582139492035,
-0.007706866599619389,
0.02216740883886814,
0.0008543947478756309,
-0.05979272350668907,
-0.0010323866736143827,
-0.03202363848686218,
0.030273666605353355,
-0.01114125456660986,
0.00227526668459177,
-0.005508649628609419,
0.013258194550871849,
0.005333219654858112,
0.002412905218079686,
0.02156446874141693,
-0.01118481531739235,
-0.008932680822908878,
0.020115310326218605,
0.005480294581502676,
0.019655533134937286,
-0.07104410231113434,
0.021088076755404472,
-0.02554141730070114,
0.0038264605682343245,
-0.02573378011584282,
0.02598739229142666,
-0.01482231542468071,
-0.023611435666680336,
0.009274539537727833,
0.034104663878679276,
0.018128734081983566,
-0.03622082993388176,
-0.002730349777266383,
0.030262600630521774,
0.02394450455904007,
-0.008178317919373512,
0.012756770476698875,
0.02706870809197426,
0.012949643656611443,
-0.014773090369999409,
0.02839137241244316,
-0.0057855104096233845,
0.00794883444905281,
-0.02639167755842209,
-0.009259369224309921,
0.043252941220998764,
0.007889938540756702,
0.048051632940769196,
0.009257392957806587,
-0.020490726456046104,
-0.03888975828886032,
-0.0379062220454216,
0.03589390963315964,
0.013992061838507652,
-0.006493649911135435,
0.012257488444447517,
-0.007453493773937225,
0.01006165612488985,
0.00386626529507339,
0.044258248060941696,
-0.03330065310001373,
-0.024141259491443634,
-0.024730464443564415,
0.03041830286383629,
0.027775265276432037,
0.045865025371313095,
0.013198410160839558,
0.014925788156688213,
0.0032912245951592922,
0.05870501697063446,
-0.012704310938715935,
-0.042033616453409195,
-0.03108643926680088,
0.010478299111127853,
-0.012525414116680622,
0.02531025931239128,
0.013760927133262157,
0.04596193879842758,
0.04424779862165451,
0.0036777553614228964,
-0.020699433982372284,
0.020983710885047913,
-0.0009295889758504927,
-0.027372078970074654,
0.0029795148875564337,
-0.014164839871227741,
0.02574933134019375,
0.02132847160100937,
-0.004043196327984333,
-0.04312429949641228,
0.024872949346899986,
-0.0216120146214962,
-0.03855137899518013,
-0.01129206269979477,
0.01711948774755001,
-0.035297736525535583,
0.03158283233642578,
0.00410862872377038,
-0.02101052738726139,
-0.02190316468477249,
-0.0016099826898425817,
-0.03463580086827278,
0.0034664024133235216,
-0.04880432412028313,
-0.02395504340529442,
-0.03877608850598335,
0.014926454983651638,
-0.053023599088191986,
-0.019219283014535904,
0.03432432934641838,
-0.0028349084313958883,
0.008727817796170712,
-0.015056760981678963,
0.0062645310536026955,
0.022936183959245682,
0.030076581984758377,
0.006252010818570852,
-0.03838852792978287,
-0.006964037660509348,
-0.06426995247602463,
-0.037412695586681366,
-0.0081115011125803,
-0.026290489360690117,
0.0510462187230587,
-0.008762218989431858,
0.009066115133464336,
-0.004410737659782171,
0.05101960152387619,
-0.009702763520181179,
-0.011041118763387203,
-0.03728857636451721,
-0.0011654339032247663,
0.0016988154966384172,
0.013251923955976963,
0.02141938917338848,
-0.012504959478974342,
-0.011172281578183174,
0.013608192093670368,
0.04871295392513275,
-0.006438523065298796,
-0.01444316003471613,
0.006344859953969717,
-0.029116405174136162,
0.017747852951288223,
0.008354092948138714,
0.0035602860152721405,
0.02830648049712181,
0.007650912739336491,
-0.00671108765527606,
0.013377683237195015,
-0.014418133534491062,
0.0075786905363202095,
-0.10143136233091354,
-0.03808250650763512,
0.005818121135234833,
-0.02426094003021717,
0.023841379210352898,
-0.029014380648732185,
0.015491029247641563,
-0.0034951239358633757,
-0.03828291967511177,
0.030496681109070778,
0.001252601039595902,
0.018165282905101776,
0.0004030750715173781,
0.041312042623758316,
-0.041536346077919006,
0.03102368861436844,
0.044973570853471756,
0.0503540076315403,
0.05248855799436569,
0.0208438690751791,
0.02814863808453083,
-0.02384241484105587,
-0.02253386192023754,
0.0008083253633230925,
0.015663931146264076,
-0.052839238196611404,
-0.03554201498627663,
-0.024424497038125992,
0.009326465427875519,
-0.002530009252950549,
-0.0069883037358522415,
-0.010707369074225426,
-0.011595066636800766,
0.02095663920044899,
-0.0025799672584980726,
0.052645713090896606,
-0.00041777570731937885,
0.02903720736503601,
-0.034240346401929855,
-0.015970323234796524,
-0.0020324070937931538,
-0.023423349484801292,
0.00180909619666636,
0.03222624957561493,
0.010577240958809853,
0.013146668672561646,
-0.003403122304007411,
0.0035395200829952955,
-0.04476683959364891,
0.019886180758476257,
-0.04778965562582016,
0.015112950466573238,
0.008447516709566116,
-0.047403402626514435,
0.000622496590949595,
-0.018653225153684616,
0.015292171388864517,
0.00992001686245203,
0.013091273605823517,
-0.016052938997745514,
0.04885971546173096,
0.008509736508131027,
-0.03953437879681587,
-0.012273100204765797,
0.030792251229286194,
0.015616373158991337,
-0.04432130232453346,
-0.06690245121717453,
0.03868051990866661,
-0.03273812308907509,
0.0050810216926038265,
0.015383933670818806,
-0.04051673412322998,
0.023561011999845505,
0.011404271237552166,
0.007258690893650055,
0.036989204585552216,
0.02388135902583599,
0.03333738073706627,
-0.06199885159730911,
0.020046282559633255,
0.012141714803874493,
0.00649484945461154,
-0.05921054258942604,
-0.012952744029462337,
-0.03781038150191307,
0.0721389651298523,
0.04018009081482887,
0.01881217584013939,
0.015364027582108974,
-0.0285597275942564,
0.04769450053572655,
0.0298902690410614,
-0.0482441671192646,
0.03810929134488106,
0.019673915579915047,
-0.03226452320814133,
-0.01563517190515995,
-0.02031691186130047,
0.02055407129228115,
0.001707143266685307,
-0.010441337712109089,
0.0012829744955524802,
-0.04479227587580681,
-0.0029127972666174173,
-0.047927625477313995,
-0.021645305678248405,
0.013501063920557499,
-0.02131207101047039,
0.03214777261018753,
0.018101278692483902,
0.027043888345360756,
0.06739409267902374,
0.001961668487638235,
-0.01634461246430874,
-0.0042701661586761475,
-0.077371746301651,
0.016976328566670418,
-0.011129654943943024,
-0.03177866339683533,
0.008867407217621803,
-0.0639871284365654,
0.02405003271996975,
0.004630302544683218,
-0.023539219051599503,
-0.032822154462337494,
0.02142021246254444,
-0.006518573500216007,
0.010777732357382774,
-0.011345011182129383,
0.018278520554304123,
-0.028529342263936996,
-0.025133920833468437,
0.02696649357676506,
0.018093910068273544,
0.019270282238721848,
-0.044724833220243454,
0.026202954351902008,
0.0023056750651448965,
-0.017789309844374657,
0.0036852313205599785,
-0.027656758204102516,
0.07741782069206238,
-0.012390268966555595,
0.01891852170228958,
0.037750255316495895,
-0.0220747459679842,
0.011707568541169167,
-0.012077700346708298,
-0.015539134852588177,
-0.002636329038068652,
-0.00741913728415966,
0.017719615250825882,
-0.022507071495056152,
-0.002580818487331271,
-0.014580006711184978,
-0.0165142510086298,
-0.04131560027599335,
0.02021821215748787,
-0.017203375697135925,
0.014640076085925102,
0.03431030735373497,
-0.01794457621872425,
-0.007960102520883083,
0.008776471018791199,
0.0011589318746700883,
-0.029163172468543053,
0.047677669674158096,
-0.026111997663974762,
0.007974358275532722,
-0.006239376962184906,
-0.013517388142645359,
0.015367822721600533,
-0.030231740325689316,
-0.023108983412384987,
-0.05209943652153015,
0.015202135778963566,
-0.0004249128687661141,
0.005298052914440632,
-0.02105233073234558,
-0.03560547158122063,
-0.02998078614473343,
0.017810123041272163,
0.009213886223733425,
-0.02258221246302128
] |
<p>I am trying to fit a model investigating the amount of the loan (or a transformation of it) as a function of the the variables <code>income</code>, <code>gender</code>, <code>customer</code> and <code>age</code>.</p>
<p>Fitting a standard linear regression gives poor results (R-squared of only 0.27). Besides, the relationship between income and loan seems quite weird. It has a sort of left-rotated Z-shape</p>
<p>Would be appropriate to use a semiparametric model here? And so yes, how would you model it?</p>
<p>I tried this: </p>
<pre><code>model <- spm(loan~f(income, basis="trunc.poly")+age+factor(gender)+factor(customer))
</code></pre>
<p>But this gave poor results (no significant variables).</p>
<p>Anyone has suggestions?</p>
<p>Many thanks in advance.</p> | 73,390 | [
-0.005802972707897425,
-0.024013638496398926,
-0.011076156981289387,
0.00786341167986393,
0.0470263697206974,
-0.03495294600725174,
-0.007190869655460119,
-0.001840326120145619,
0.013214271515607834,
0.005989109165966511,
0.03496799245476723,
0.05967568978667259,
0.06012372300028801,
0.0054848468862473965,
0.019421275705099106,
0.00969651434570551,
-0.015641773119568825,
-0.020763639360666275,
-0.004396818112581968,
0.011281381361186504,
0.00441074650734663,
0.00444587180390954,
0.002978286938741803,
-0.00431698327884078,
0.00036111942608840764,
0.017505157738924026,
0.010762078687548637,
-0.03424529731273651,
-0.009348124265670776,
0.01669164001941681,
-0.010327782481908798,
-0.03854556009173393,
0.009382139891386032,
0.03598858043551445,
0.018705984577536583,
0.024240611121058464,
-0.0261326152831316,
-0.02600526064634323,
-0.002168945036828518,
0.023838048800826073,
0.007640576921403408,
0.01989789493381977,
0.01584986411035061,
0.03385939821600914,
0.0002231254184152931,
0.03628963604569435,
0.0015326892025768757,
0.026054788380861282,
0.07030361890792847,
-0.03919096663594246,
0.07206454128026962,
0.00554220424965024,
0.012710317969322205,
0.011863859370350838,
-0.00811679381877184,
-0.04111195728182793,
0.06326824426651001,
0.07094074785709381,
-0.014437181875109673,
-0.05145041272044182,
-0.01015391107648611,
-0.036022063344717026,
0.009674383327364922,
-0.03799265995621681,
-0.039885152131319046,
-0.015227308496832848,
-0.007219268940389156,
-0.016580143943428993,
0.024543816223740578,
-0.04399236664175987,
0.04113562032580376,
-0.013592805713415146,
0.01636037603020668,
-0.0006720344536006451,
-0.021997904404997826,
-0.051358167082071304,
-0.004857433028519154,
0.032730840146541595,
0.04272616654634476,
-0.012795621529221535,
-0.008729040622711182,
0.009289011359214783,
-0.007703643292188644,
0.031369127333164215,
-0.001493410556577146,
-0.04893268644809723,
0.07150392234325409,
0.012444697320461273,
0.021244848147034645,
0.02146208845078945,
0.0017463016556575894,
0.013714615255594254,
0.043025389313697815,
-0.00006386741006281227,
-0.041967011988162994,
0.035869523882865906,
-0.010844321921467781,
0.02901574969291687,
0.027821259573101997,
-0.02042216993868351,
-0.0193387009203434,
-0.03229420259594917,
-0.013862659223377705,
0.03274745121598244,
-0.021177005022764206,
0.011028699576854706,
0.0037885173223912716,
-0.00474932324141264,
-0.011670681647956371,
-0.043969783931970596,
-0.03388094902038574,
0.04827188327908516,
0.0025426517240703106,
-0.017909297719597816,
0.006700539495795965,
-0.026649832725524902,
-0.029909498989582062,
-0.01099453680217266,
0.021969644352793694,
0.05801502615213394,
0.027750251814723015,
-0.03192133083939552,
0.014465945772826672,
-0.0034554468002170324,
-0.03966327756643295,
0.03380170091986656,
-0.0009742066613398492,
-0.03144675865769386,
-0.025170709937810898,
0.039522815495729446,
0.010319155640900135,
-0.026847030967473984,
0.02664240077137947,
0.029902085661888123,
-0.0002341800427529961,
-0.0077577573247253895,
-0.06736207008361816,
-0.05957351252436638,
-0.002804152201861143,
0.008446754887700081,
0.06494700908660889,
-0.053693987429142,
0.005431637167930603,
0.021980538964271545,
0.0778699666261673,
-0.00028168983408249915,
0.028856193646788597,
-0.0097741624340415,
0.021065104752779007,
-0.005517840851098299,
-0.04490264132618904,
-0.01699204370379448,
-0.04640553519129753,
-0.01481140498071909,
0.006833416875451803,
-0.020869655534625053,
0.01332723256200552,
0.021513093262910843,
0.012396243400871754,
-0.01862282305955887,
0.04565254598855972,
0.012954230420291424,
-0.041215457022190094,
-0.025174250826239586,
-0.03922824561595917,
-0.011748874559998512,
0.03851507231593132,
-0.026788832619786263,
0.026106426492333412,
0.006399767939001322,
-0.023731453344225883,
0.02658017724752426,
0.02903185412287712,
0.05080505087971687,
0.05116024613380432,
-0.024224678054451942,
-0.001036158879287541,
-0.007300783414393663,
0.030709825456142426,
0.028005696833133698,
-0.06717441231012344,
-0.03072129562497139,
-0.031483087688684464,
-0.01780318282544613,
-0.0028065359219908714,
0.02654060162603855,
-0.01427492406219244,
-0.0530499666929245,
0.018110856413841248,
-0.039734501391649246,
-0.07891024649143219,
-0.04796439781785011,
0.005966667551547289,
-0.025153739377856255,
-0.0026244125328958035,
0.004386070650070906,
-0.0009390197810716927,
0.059707120060920715,
-0.018038729205727577,
0.00315815769135952,
-0.04880711808800697,
-0.0028434202540665865,
0.026080399751663208,
-0.03446954861283302,
0.0159685667604208,
0.02895279787480831,
0.024042263627052307,
-0.022173529490828514,
0.028633732348680496,
-0.033754538744688034,
-0.027633491903543472,
0.008191450498998165,
-0.042853519320487976,
0.012641552835702896,
-0.03531545028090477,
-0.014134624972939491,
0.014161846600472927,
0.00745887728407979,
0.02248738706111908,
0.06762980669736862,
-0.03696684166789055,
0.023163652047514915,
0.10864600539207458,
0.02568059042096138,
-0.00025359136634506285,
-0.0038784241769462824,
-0.000720291631296277,
0.0626460462808609,
-0.034771427512168884,
-0.018568627536296844,
-0.02710689790546894,
-0.019306104630231857,
0.06398595124483109,
-0.003923495300114155,
-0.025015195831656456,
-0.019194811582565308,
0.06318698823451996,
0.022395318374037743,
0.005094326101243496,
0.009652710519731045,
-0.01658542826771736,
-0.00043381284922361374,
0.000966050720307976,
-0.001265568076632917,
0.0320560447871685,
0.01013015303760767,
0.0172562412917614,
-0.0010877948952838778,
0.016752293333411217,
-0.02387041226029396,
0.014645597897469997,
0.06548800319433212,
-0.006221795454621315,
0.028715556487441063,
-0.014789162203669548,
-0.002469004364684224,
0.04673410579562187,
-0.041370972990989685,
-0.01773895137012005,
0.036333393305540085,
-0.020274460315704346,
-0.009984915144741535,
0.011423371732234955,
-0.011327924206852913,
-0.011172985658049583,
0.02433706447482109,
-0.002116184215992689,
-0.00046323766582645476,
0.007667750120162964,
-0.03444075956940651,
-0.010208254680037498,
-0.00436702836304903,
-0.03729838877916336,
-0.04496658965945244,
0.0072562298737466335,
0.01511403452605009,
0.0002933623909484595,
0.04030492901802063,
-0.003973361104726791,
-0.016234496608376503,
0.025577740743756294,
-0.005434844642877579,
0.004998303018510342,
-0.00430923281237483,
-0.07091616094112396,
-0.0015076575800776482,
0.01847400888800621,
-0.013815763406455517,
0.03445203974843025,
0.012280437164008617,
0.0016141593223437667,
0.018498700112104416,
-0.009789166040718555,
-0.015581054612994194,
-0.026996487751603127,
-0.027530880644917488,
-0.0004673290532082319,
-0.033076368272304535,
-0.02843349613249302,
0.021407457068562508,
0.007702406030148268,
-0.02337406389415264,
0.014030247926712036,
-0.04232718423008919,
-0.040253106504678726,
0.007721900474280119,
-0.015064763836562634,
0.00009247030538972467,
0.03234409540891647,
0.011845752596855164,
0.02932344190776348,
-0.010593396611511707,
0.01061563566327095,
-0.061468712985515594,
-0.04015865549445152,
0.02709973230957985,
0.010980425402522087,
0.03507627919316292,
0.01073713880032301,
0.0050238254480063915,
0.05028366297483444,
0.030764006078243256,
-0.010255170054733753,
-0.09197405725717545,
-0.019182417541742325,
-0.020715074613690376,
-0.03266945853829384,
0.06503311544656754,
0.057077955454587936,
0.004234661348164082,
0.04078331217169762,
-0.007082030177116394,
0.025507016107439995,
0.020526330918073654,
-0.0036907109897583723,
0.010539685375988483,
0.01011591125279665,
-0.037236496806144714,
-0.016588004305958748,
0.01529880240559578,
0.015463159419596195,
-0.030760591849684715,
0.014912828803062439,
-0.017407655715942383,
0.005509363021701574,
-0.006933222990483046,
-0.05011942982673645,
-0.020477764308452606,
-0.014877105131745338,
-0.021219005808234215,
-0.021953541785478592,
0.026140844449400902,
0.014135411940515041,
-0.04493462294340134,
0.02641509287059307,
0.006899520754814148,
0.0542900525033474,
0.0032482268288731575,
0.019088275730609894,
0.08680412173271179,
0.02388540469110012,
0.0020924988202750683,
0.034402329474687576,
-0.024249032139778137,
0.023683935403823853,
0.027045227587223053,
-0.007337851915508509,
-0.02426855079829693,
0.03158510848879814,
0.07382034510374069,
0.012074146419763565,
-0.009412368759512901,
-0.026431716978549957,
0.0397113673388958,
-0.09715443104505539,
0.02888353355228901,
-0.021388929337263107,
0.06197333335876465,
0.042046550661325455,
0.03760097548365593,
0.028245849534869194,
0.01433567050844431,
0.013775741681456566,
0.013124480843544006,
-0.06469691544771194,
0.03883453458547592,
-0.0026527284644544125,
0.02874685451388359,
-0.02172010950744152,
0.02423815056681633,
0.03431703895330429,
-0.019722066819667816,
0.04053620249032974,
0.010926803573966026,
0.03938210383057594,
0.005359018687158823,
0.019007856026291847,
0.0031880191527307034,
0.018999282270669937,
0.03036431036889553,
-0.014521013014018536,
0.03976576402783394,
-0.03280936926603317,
-0.0062867081724107265,
0.04735806956887245,
-0.006242077797651291,
-0.031930018216371536,
-0.03354525566101074,
0.005135350860655308,
0.005021901801228523,
0.05771557241678238,
0.0062219854444265366,
0.0020196738187223673,
-0.027859775349497795,
0.019505934789776802,
-0.007725899573415518,
-0.017813127487897873,
0.012058025225996971,
-0.017568498849868774,
-0.027851073071360588,
-0.024078017100691795,
-0.01111991424113512,
-0.010021718218922615,
-0.015016971156001091,
0.012431897222995758,
-0.011037844233214855,
0.08853505551815033,
0.04607252776622772,
-0.03362440690398216,
0.014985164627432823,
0.08197037130594254,
0.0410105399787426,
0.0032151949126273394,
-0.05473105609416962,
0.006368089001625776,
-0.03583696112036705,
0.010229285806417465,
0.053480397909879684,
0.0224081389605999,
0.012206326238811016,
0.010957968421280384,
0.027124572545289993,
-0.042527928948402405,
-0.012940901331603527,
0.027401423081755638,
0.0237779188901186,
0.07241766899824142,
0.03140079602599144,
-0.03393232449889183,
-0.0010083401575684547,
0.05376268923282623,
0.026971042156219482,
0.02260373719036579,
-0.047668568789958954,
-0.12672506272792816,
-0.0017127086175605655,
0.043130479753017426,
0.012975876219570637,
-0.0478871688246727,
-0.0545983612537384,
-0.03078898787498474,
-0.008979995734989643,
0.01581132784485817,
-0.027215298265218735,
-0.006129495333880186,
0.00749622005969286,
-0.00041161509579978883,
-0.022672448307275772,
-0.039585817605257034,
-0.04632261022925377,
0.023380449041724205,
-0.03500622883439064,
-0.002042762003839016,
-0.03545904532074928,
-0.0583045668900013,
-0.04527368023991585,
0.023180080577731133,
0.04431597888469696,
0.040800418704748154,
-0.010672338306903839,
-0.020945794880390167,
0.0176256000995636,
0.027735669165849686,
-0.03581913933157921,
-0.06752980500459671,
0.005824163090437651,
-0.009114638902246952,
-0.0029572637286037207,
0.0427449494600296,
0.005772673059254885,
-0.0370451956987381,
0.014287449419498444,
0.023307574912905693,
-0.00629442697390914,
-0.012164187617599964,
-0.0368293821811676,
0.00700696324929595,
0.039265070110559464,
0.020506631582975388,
0.046354468911886215,
0.022473854944109917,
-0.02289026416838169,
0.0026599273551255465,
-0.031228497624397278,
-0.031681206077337265,
-0.004289568401873112,
0.0037122927606105804,
-0.0667252242565155,
0.025472106412053108,
-0.007720775902271271,
0.019209524616599083,
-0.012656813487410545,
0.04781602323055267,
-0.0651581659913063,
0.012403666041791439,
0.026125764474272728,
0.03129172325134277,
-0.004688538610935211,
-0.005460728425532579,
0.014538098126649857,
-0.019639484584331512,
-0.0034050403628498316,
-0.04122798889875412,
-0.011574492789804935,
-0.017646770924329758,
0.010954746976494789,
-0.02362923137843609,
-0.02516758441925049,
0.013221602886915207,
0.00824862439185381,
-0.03537570312619209,
0.02515585348010063,
-0.04287349805235863,
0.018730314448475838,
-0.030203744769096375,
0.05613863840699196,
0.030549442395567894,
-0.04601330682635307,
0.0426463857293129,
0.037898916751146317,
0.03036859631538391,
-0.004457028117030859,
-0.02355215698480606,
0.03794366121292114,
0.008543399162590504,
-0.025065675377845764,
-0.028309106826782227,
-0.06694809347391129,
0.03149453550577164,
-0.018915077671408653,
-0.013695408590137959,
-0.026228969916701317,
-0.002038161037489772,
-0.020107241347432137,
-0.0020509909372776747,
0.009916181676089764,
0.013193815015256405,
-0.023334987461566925,
0.0007400522008538246,
-0.03286747261881828,
0.013661776669323444,
0.03784938529133797,
-0.0028129792772233486,
0.01512011606246233,
0.00873873196542263,
-0.01793821156024933,
-0.03705118969082832,
0.01389867253601551,
-0.012841783463954926,
-0.03995897248387337,
-0.004268282558768988,
-0.045867111533880234,
-0.008118939585983753,
0.06802377849817276,
-0.021871626377105713,
0.006076458841562271,
-0.024768618866801262,
-0.019925303757190704,
0.0017736011650413275,
-0.016205502673983574,
-0.003032451029866934,
0.007170822471380234,
-0.0030804460402578115,
-0.029067400842905045,
0.002167448401451111,
-0.05287708714604378,
0.01394116971641779,
0.0044195824302732944,
0.031446609646081924,
-0.017543409019708633,
0.03468841686844826,
0.07540489733219147,
0.015897611156105995,
0.018215371295809746,
-0.0037591075524687767,
0.008286813274025917,
0.04754263162612915,
0.04765259847044945,
0.01743282563984394,
0.009458906017243862,
0.048918481916189194,
-0.06779664009809494,
-0.03418277949094772,
-0.05066347494721413,
-0.017635663971304893,
0.05276206135749817,
-0.01359536126255989,
0.04002901539206505,
0.04101363196969032,
0.0006082472973503172,
-0.020448248833417892,
0.002652876079082489,
0.005961079150438309,
-0.007148815784603357,
0.030841238796710968,
0.04393303394317627,
-0.03161197528243065,
0.02376529388129711,
0.02731149084866047,
0.007649289444088936,
0.039896003901958466,
0.06674923002719879,
0.014211855828762054,
-0.019550828263163567,
0.036251407116651535,
-0.0205733310431242,
-0.05987260118126869,
0.04578058421611786,
0.002116878516972065,
0.018101222813129425,
-0.04846887290477753,
-0.00696708494797349,
0.057579778134822845,
0.05290753021836281,
0.031217264011502266,
-0.04982943460345268,
-0.002788315061479807,
-0.037734296172857285,
-0.028086721897125244,
0.030077729374170303,
-0.029647601768374443,
0.04749653860926628,
0.009168722666800022,
0.04735451191663742,
-0.008765500970184803,
0.04644430801272392,
-0.046530526131391525,
-0.09271950274705887,
-0.005075096618384123,
-0.02729342319071293,
-0.019762761890888214,
0.013009520247578621,
-0.004798405338078737,
-0.0023119503166526556,
0.011748229153454304,
-0.05074385926127434,
0.005510719493031502,
0.006221211515367031,
-0.0021893340162932873,
0.008368655107915401,
0.05000019446015358,
-0.011012531816959381,
-0.0034801482688635588,
-0.03648585453629494,
-0.004856951534748077,
0.11215677857398987,
0.07812878489494324,
0.02130071073770523,
-0.04396086931228638,
-0.014502270147204399,
-0.007383372168987989,
-0.029018012806773186,
0.014798224903643131,
-0.0024276478216052055,
0.011786374263465405,
-0.007487516384571791,
0.04757373780012131,
0.07438556104898453,
0.016875052824616432,
0.010166541673243046,
0.014335370622575283,
-0.052780166268348694,
-0.00678057037293911,
0.03176972642540932,
-0.03393591195344925,
-0.001444814377464354,
-0.04174097999930382,
-0.06013757362961769,
0.019124018028378487,
0.016864212229847908,
-0.04937417060136795,
-0.038729459047317505,
0.003309290623292327,
0.008952186442911625,
-0.020289504900574684,
-0.023726407438516617,
0.016493620350956917,
-0.005992920137941837,
0.02604304999113083,
0.003858250565826893,
0.003955472726374865,
0.008385888300836086,
-0.04181543365120888,
-0.004483840428292751,
0.06313338875770569,
-0.017101997509598732,
0.00016749055066611618,
0.005460813175886869,
-0.024597397074103355,
-0.05867008492350578,
-0.03933972120285034,
-0.028408342972397804,
0.010093988850712776,
0.0009939769515767694,
-0.007895550690591335,
-0.028910860419273376,
0.0542575903236866,
0.024040713906288147,
-0.042917586863040924,
-0.040851984173059464,
0.06049136444926262,
0.005242472980171442,
0.0014710744144394994,
0.00784504134207964,
0.016083955764770508,
-0.00889635644853115,
-0.0072377524338662624,
0.00018239894416183233,
0.060715556144714355,
0.0022297934629023075,
-0.013584163971245289,
-0.07285439223051071,
0.04187729209661484,
-0.03802712261676788,
-0.010873612016439438,
0.04632691293954849,
0.0012823462020605803,
-0.017820799723267555,
0.005797394551336765,
0.04464706778526306,
0.02231633849442005,
-0.002089555375277996,
-0.062443654984235764,
0.027170846238732338,
-0.053300078958272934,
-0.02412424609065056,
0.042784303426742554,
-0.0024730947334319353,
0.0011757342144846916,
-0.015939362347126007,
0.029426543042063713,
0.008976686745882034,
0.01932472363114357,
0.008442988619208336,
-0.011356879025697708,
-0.015025458298623562,
0.03374110907316208,
0.020915845409035683,
-0.04459824040532112,
-0.019345123320817947,
-0.020724613219499588,
-0.025130150839686394,
-0.012551144696772099,
-0.024546166881918907,
0.07978389412164688,
0.028961917385458946,
0.02494145929813385,
-0.006103327963501215,
0.010463648475706577,
-0.0175040103495121,
-0.006277210544794798,
0.04039672762155533,
-0.0707811489701271,
0.022210892289876938,
-0.03907587379217148,
0.0013016846496611834,
-0.0183818731456995,
0.025906600058078766,
-0.006967667955905199,
-0.05620984733104706,
0.03546451777219772,
-0.0028805809561163187,
-0.018330402672290802,
0.042029138654470444,
-0.02424553968012333,
0.014464824460446835,
-0.0337432362139225,
0.005604009609669447,
-0.052362050861120224,
-0.009511115029454231,
0.020739974454045296,
0.009310686960816383,
0.010490071959793568,
0.02782067283987999,
-0.023020543158054352,
0.020240938290953636,
0.014578200876712799,
-0.0037712398916482925,
0.018704291433095932,
-0.014849793165922165,
0.016591735184192657,
0.012648927047848701,
0.020495682954788208,
-0.016109636053442955,
-0.031032582744956017,
0.005634428467601538,
-0.03673682361841202,
-0.002838095650076866,
-0.01716485060751438,
0.008707542903721333,
0.039914023131132126,
-0.007686251308768988,
0.0032700004521757364,
-0.015403548255562782,
0.01825008913874626,
-0.011050005443394184,
-0.026203535497188568,
-0.016954002901911736,
0.007026832550764084,
0.018677514046430588,
-0.017940685153007507,
-0.011288375593721867,
-0.02883903868496418,
0.0003982892376370728,
0.02172176167368889,
0.0707315132021904,
0.0073392647318542,
-0.0018344834679737687,
0.0028264119755476713,
0.0014762236969545484,
-0.013694937340915203,
0.004895832389593124,
0.0014022960094735026,
0.05153157189488411,
0.004667417146265507,
-0.03611728176474571,
0.03125490993261337,
-0.01880238950252533,
0.026568090543150902,
-0.10368816554546356,
-0.049584176391363144,
-0.004379417281597853,
0.00009358661918668076,
0.013760250061750412,
-0.07244186848402023,
0.00542919896543026,
-0.010393365286290646,
-0.04673710837960243,
0.0055458517745137215,
-0.012069489806890488,
0.016820820048451424,
-0.027907878160476685,
-0.005652685649693012,
0.0026629685889929533,
0.019706154242157936,
0.0315830372273922,
0.06806257367134094,
0.0631602331995964,
-0.0018524391343817115,
0.0007603281410411,
-0.0036502487491816282,
-0.008203755132853985,
0.007902070879936218,
-0.00220177648589015,
-0.050664857029914856,
-0.0041992501355707645,
-0.014559938572347164,
-0.01590987667441368,
0.029040636494755745,
0.027260225266218185,
0.05220174416899681,
0.015974223613739014,
0.0375046543776989,
0.04866335541009903,
0.07303696125745773,
0.06898081302642822,
-0.003086227923631668,
-0.03388417884707451,
-0.0035736190620809793,
-0.008721482940018177,
0.028117584064602852,
-0.027356188744306564,
0.023611411452293396,
0.0024668783880770206,
0.008847800083458424,
-0.005884760059416294,
-0.03939337655901909,
-0.012601340189576149,
0.002993824193254113,
-0.005208681337535381,
-0.054629381746053696,
0.002612003358080983,
-0.04235649108886719,
0.024851668626070023,
-0.012338091619312763,
-0.025950705632567406,
0.03546485677361488,
0.05485639348626137,
-0.01563318818807602,
0.02656668797135353,
-0.0035356618463993073,
-0.06290144473314285,
-0.01913013868033886,
-0.008231204003095627,
-0.0173946525901556,
-0.04348355531692505,
-0.0037724622525274754,
-0.0060623628087341785,
-0.013912475667893887,
-0.03993131220340729,
0.012422102503478527,
-0.009478901512920856,
0.04716978222131729,
-0.03701300546526909,
0.008529653772711754,
0.06063801422715187,
-0.04199981316924095,
0.04434902220964432,
-0.06251210719347,
0.06553792953491211,
0.005404513329267502,
0.0061400532722473145,
0.007127917837351561,
-0.008138098753988743,
-0.01461117621511221,
-0.013185556046664715,
0.07748346030712128,
-0.014984391629695892,
0.014621350914239883,
-0.05483982339501381,
0.01403376366943121,
0.009939534589648247,
-0.02606646716594696,
0.03932257369160652,
0.02771693281829357,
-0.017997445538640022,
-0.010656740516424179,
-0.014935413375496864,
0.008003251627087593,
-0.008701685816049576,
0.025106944143772125,
-0.00857316143810749,
0.008375954814255238,
-0.00815587304532528,
-0.033534176647663116,
-0.015210489742457867,
0.004446330014616251,
-0.029059352353215218,
0.05041651427745819,
0.015997543931007385,
-0.012019267305731773,
0.015922510996460915,
0.004440862685441971,
-0.06963497400283813,
0.02522781305015087,
-0.026783568784594536,
0.026374835520982742,
0.01088146772235632,
-0.006051891017705202,
0.018060768023133278,
-0.04566548764705658,
0.030105343088507652,
0.04732561483979225,
-0.053482815623283386,
-0.011659127660095692,
0.01880943588912487,
0.021108578890562057,
0.009090536274015903,
-0.030356954783201218,
0.0029992598574608564,
-0.0039522890001535416,
-0.03843424469232559,
0.013202553614974022,
0.015367994084954262,
0.01749933324754238,
-0.013479520566761494,
0.014300056733191013,
0.03335365280508995,
0.0002948651381302625,
0.001460418337956071,
0.013169398531317711,
0.044457338750362396,
-0.024143729358911514,
0.004602852743119001,
0.006910391617566347,
-0.006658127997070551,
0.032606180757284164,
-0.018468620255589485,
-0.033998604863882065,
0.05990631505846977,
-0.006334762088954449,
-0.0057709417305886745,
-0.047796621918678284,
0.013261080719530582,
-0.07067174464464188,
0.005376176908612251,
0.014701769687235355,
0.027386916801333427,
0.020459318533539772,
-0.0007241159910336137,
0.011844929307699203,
-0.020127728581428528,
0.021496882662177086,
0.010506839491426945,
0.0010986090637743473,
-0.026687396690249443,
-0.015923144295811653,
-0.006616194732487202,
-0.011060520075261593,
-0.017234088853001595,
-0.044534627348184586,
0.07366751879453659,
0.0385211780667305,
0.016631729900836945,
-0.029943574219942093,
-0.002263139234855771,
0.007197519764304161,
0.059918247163295746,
-0.07248551398515701,
-0.0386887788772583,
-0.04918981343507767,
-0.02350033074617386,
0.010784310288727283,
-0.011835448443889618
] |
<p>I am an anthropology student. I am researching the inter-relatedness of most if not all humans as part of my studies. I personally have an interest in statistics and probability theory and I have used it in regards to this topic. Before I explain my theory, I received the following from a computer scientist that I wish to share to better give a background idea of what I’m trying to put forward:<br>
If there were random intermixing, then we would each have ~1 million ancestors living in 1500 AD, out of a world population of ~500 million.
So the fractional overlap between two people would be about 1/500th.</p>
<p>But the probability that two people share at least one common ancestor would be essentially 100%. Basically, you are choosing a random number between 1 and 500 a million times and you're asking whether you ever choose number 500. In a million trials, we expect this to happen 2000 times. So that it happens at least once is guaranteed.</p>
<p>If we get rid of the random intermixing, the fractional overlap will drop to much less than 1/500th. But I suspect that the probability of at least one overlap will remain very high.
If the population in 1500 was 500 million, and it is 6 billion today (12x larger).
If the average generation length is 30 years, there are 17 generations in 500 years.
So the average number of surviving children per mother is $\exp((\log 12)/17) = 1.157$
Since a child has two parent, the average number of surviving children per person is 2 * 1.157 = 2.315
So this is the average growth rate per generation for the descendants of a person in 1500.
$2.315^{17}$ = 1.575 million. So an average person in 1500 has about 1.5 million offspring alive today. Sampling from the whole world, the probability that a random person from 1500 is an ancestor of a random person in 2000 would be 1.5 million / 6 billion = 0.025%.
If you were only considering people in a region like Europe, it would probably be something like 1.4 million / 700 million = 0.2%.</p>
<p>As I have said above, this is from a computer scientist. Next, is my own theory. From a probabilistic standpoint, due to the Law of Large Numbers, me, you or *almost anyone alive today had an ancestor in like say feudal Japan in 1500 CE. I chose Japan because of its remoteness yet it still had contact with the rest of the world at that time and I chose the year 1500 because of each person had in theory about a million ancestors- lower than that because of inbreeding but still a sizable number nonetheless. I have shared this theory with several of my colleagues and they are intrigued by it yet I have not yet shared it with an actual statistician. I know it seems unlikely, but from a strictly statistical standpoint, what do you think of it?</p>
<p>*please note, this excludes populations that have not have had contact. </p> | 73,391 | [
-0.033626776188611984,
-0.03857141733169556,
0.039054032415151596,
-0.03353821113705635,
0.03371109813451767,
-0.013867730274796486,
-0.023790759965777397,
-0.04909465089440346,
0.005587685387581587,
-0.02660032920539379,
0.05242890864610672,
0.02598855271935463,
0.01879759505391121,
0.009340459480881691,
0.02804558351635933,
0.02555307373404503,
-0.014224682934582233,
-0.0037013974506407976,
-0.013005574233829975,
-0.007538212928920984,
0.041009675711393356,
0.023354748263955116,
0.014425772242248058,
-0.01082981750369072,
-0.06124560534954071,
0.031554173678159714,
0.0326535739004612,
-0.049916669726371765,
-0.0180701594799757,
0.0821743905544281,
-0.03923330456018448,
-0.043102625757455826,
0.05749577656388283,
0.06327377259731293,
0.04034014046192169,
0.02176690846681595,
-0.04307694733142853,
-0.026776520535349846,
-0.010350325144827366,
0.029957955703139305,
-0.043123986572027206,
-0.021034561097621918,
-0.021754933521151543,
0.0394333116710186,
-0.0031108222901821136,
0.02832130342721939,
0.025073004886507988,
-0.060332536697387695,
0.027665311470627785,
-0.03903227671980858,
0.05013376101851463,
-0.025153761729598045,
0.05120514705777168,
-0.019345587119460106,
0.013905692845582962,
0.0035722600296139717,
0.051518142223358154,
0.021217551082372665,
0.02932136505842209,
-0.03387279808521271,
-0.016542891040444374,
-0.021467022597789764,
-0.011903430335223675,
0.006757302675396204,
-0.028101224452257156,
0.037941284477710724,
-0.007761809974908829,
-0.012826544232666492,
0.03721687197685242,
-0.029476851224899292,
0.03267807140946388,
0.011454394087195396,
0.07180941104888916,
0.015456223860383034,
0.01752263493835926,
-0.0017815164756029844,
0.020365672186017036,
0.0006691282032988966,
0.029206132516264915,
0.030454883351922035,
-0.015098757110536098,
-0.0028354376554489136,
0.02403987944126129,
0.00836599338799715,
0.018539810553193092,
-0.022770393639802933,
0.03876242786645889,
-0.035132188349962234,
0.006167723331600428,
0.013708055019378662,
-0.02126133441925049,
-0.01990918256342411,
0.035596318542957306,
0.00454708794131875,
-0.044426023960113525,
0.046048853546381,
0.00966922752559185,
-0.01767076924443245,
0.010105540044605732,
0.006096892990171909,
-0.029401183128356934,
-0.04218153655529022,
0.03467559814453125,
0.08184409141540527,
0.014049862511456013,
-0.021535729989409447,
-0.04928591474890709,
-0.030052917078137398,
-0.023845572024583817,
-0.018639883026480675,
0.030861571431159973,
0.015952834859490395,
0.022678932175040245,
0.01572364754974842,
0.014543507248163223,
0.018902922049164772,
0.03021116554737091,
-0.028742503374814987,
0.1144200935959816,
0.056210748851299286,
0.004094994161278009,
-0.006143467966467142,
0.009587361477315426,
-0.016201136633753777,
-0.03455078974366188,
0.017614562064409256,
-0.011014079675078392,
0.0009330266038887203,
-0.023868989199399948,
0.06876346468925476,
0.008743677288293839,
-0.02108026295900345,
0.043030306696891785,
-0.0038217268884181976,
0.07294820994138718,
-0.00917776208370924,
-0.0816553384065628,
-0.02880718745291233,
0.05229954421520233,
-0.03841564431786537,
0.007357532158493996,
-0.08014392852783203,
0.03005894087255001,
-0.011141323484480381,
0.07147959619760513,
-0.0020151962526142597,
0.03676152601838112,
-0.005344876553863287,
0.0156509131193161,
0.0544687919318676,
-0.017074527218937874,
-0.01787065900862217,
0.010856777429580688,
-0.014627617783844471,
-0.0195911955088377,
-0.08173740655183792,
0.04108933359384537,
0.030841367319226265,
-0.0341712050139904,
-0.025946034118533134,
0.03492511436343193,
0.02658800408244133,
-0.018583090975880623,
-0.017385907471179962,
0.0010013333521783352,
-0.029526429250836372,
0.07201221585273743,
0.03071405552327633,
0.030281800776720047,
0.033001773059368134,
0.017588771879673004,
0.044555582106113434,
0.006348105613142252,
0.023778920993208885,
0.004317709244787693,
-0.014130081050097942,
0.04963161051273346,
0.007101880386471748,
-0.01658051647245884,
-0.00814876239746809,
-0.03928143158555031,
-0.027613354846835136,
-0.018315332010388374,
0.005479421466588974,
0.05746438354253769,
0.005067605525255203,
-0.022672170773148537,
-0.03131522238254547,
-0.004655069671571255,
-0.02519775927066803,
-0.06137457489967346,
-0.03864838927984238,
-0.02843557484447956,
0.04719076305627823,
-0.021310757845640182,
-0.006068952847272158,
-0.010966637171804905,
-0.021606169641017914,
-0.050223201513290405,
0.00505561800673604,
-0.031947020441293716,
-0.012016789987683296,
0.024801457300782204,
-0.014774812385439873,
0.006910041905939579,
0.04777165874838829,
0.013526433147490025,
-0.0040259212255477905,
0.04859837144613266,
-0.017902709543704987,
-0.02878345362842083,
-0.023223180323839188,
-0.03127303719520569,
0.026257550343871117,
-0.004514874424785376,
0.04725903272628784,
0.01724785752594471,
-0.027593383565545082,
0.020404906943440437,
-0.01292412169277668,
-0.024800270795822144,
0.04879451543092728,
0.008666427806019783,
0.009689616039395332,
-0.03795887157320976,
-0.002503305906429887,
0.004092726390808821,
-0.024967605248093605,
0.011104579083621502,
-0.07683666050434113,
-0.0952044129371643,
-0.01205327920615673,
0.0022810688242316246,
0.01293441653251648,
-0.04745902493596077,
0.013681489042937756,
0.01647770404815674,
0.047242678701877594,
0.005639566108584404,
-0.022815125063061714,
-0.00925524439662695,
-0.02535085752606392,
0.003975288942456245,
0.014840537682175636,
0.0038225899916142225,
0.036106716841459274,
0.017389431595802307,
-0.04337628558278084,
0.02898288704454899,
-0.05953528732061386,
-0.031668148934841156,
0.028032639995217323,
0.03132069483399391,
0.04295550659298897,
-0.012974832206964493,
0.003433370729908347,
-0.007674149237573147,
0.011325683444738388,
-0.010972995311021805,
0.03010634332895279,
0.0037758385296911,
-0.020990686491131783,
-0.037644773721694946,
-0.023245077580213547,
0.014171899296343327,
0.013674644753336906,
-0.05422734469175339,
-0.013532829470932484,
0.016439594328403473,
-0.010326438583433628,
0.028506554663181305,
-0.009256972931325436,
-0.028665879741311073,
-0.008585301227867603,
-0.00900847278535366,
0.01312551461160183,
0.00642723822966218,
0.02310844510793686,
-0.04839338734745979,
-0.02774966135621071,
-0.0023555688094347715,
0.012192154303193092,
0.012691647745668888,
-0.013374172151088715,
-0.09259258210659027,
-0.04251619428396225,
-0.0067529743537306786,
-0.00014914431085344404,
0.045530181378126144,
-0.009999900124967098,
-0.0025148801505565643,
0.028750715777277946,
0.012660279870033264,
-0.07454431802034378,
-0.025545306503772736,
-0.033268798142671585,
-0.00017013192700687796,
-0.03561997041106224,
0.005349163897335529,
0.04217343404889107,
0.021744217723608017,
-0.05391334369778633,
0.026411084458231926,
-0.02858930267393589,
-0.014382196590304375,
-0.02196591906249523,
-0.010308615863323212,
-0.008070823736488819,
-0.0056535168550908566,
-0.016064586117863655,
0.012708800844848156,
0.02047581598162651,
-0.015753123909235,
-0.06830616295337677,
-0.06583825498819351,
0.020584018900990486,
0.005711935460567474,
0.05522909760475159,
0.0193476565182209,
-0.010565599426627159,
0.056340787559747696,
0.043584126979112625,
-0.019701633602380753,
-0.005528242327272892,
0.02737719751894474,
0.00660952553153038,
0.004927305970340967,
0.059483252465724945,
0.022554799914360046,
-0.039551299065351486,
0.021666210144758224,
0.01879763789474964,
0.007458631414920092,
0.025417985394597054,
-0.016570035368204117,
0.029473355039954185,
0.038463443517684937,
-0.015288575552403927,
0.0009942810283973813,
0.03296171501278877,
0.019253313541412354,
-0.019153770059347153,
0.03717517480254173,
-0.004811976570636034,
0.012985286302864552,
-0.017738305032253265,
-0.06081497669219971,
0.03022761084139347,
-0.0053620957769453526,
-0.008273173123598099,
-0.015313882380723953,
0.006877812556922436,
0.023137208074331284,
-0.03538574278354645,
0.042987413704395294,
-0.006921830587089062,
0.05831451714038849,
0.008265271782875061,
-0.0023161694407463074,
0.0375697948038578,
0.07182413339614868,
-0.011882607825100422,
0.013460349291563034,
-0.015671804547309875,
0.023544805124402046,
-0.012646974064409733,
-0.007607807405292988,
-0.004898883402347565,
-0.007834100164473057,
0.050731293857097626,
-0.014048857614398003,
-0.04951179400086403,
-0.00999305211007595,
-0.03940165415406227,
-0.03494059294462204,
0.015273182652890682,
-0.04201021045446396,
0.036958906799554825,
0.013217799365520477,
0.04912246763706207,
0.012251298874616623,
-0.02255985327064991,
-0.00813236366957426,
0.027069007977843285,
-0.04255971685051918,
-0.00628611771389842,
-0.04215740039944649,
-0.0273732952773571,
-0.027170395478606224,
-0.04564952105283737,
0.02776540070772171,
0.019366173073649406,
-0.04819975793361664,
-0.035194795578718185,
0.019493160769343376,
-0.02599399723112583,
0.002061696257442236,
-0.016385963186621666,
-0.040170930325984955,
-0.0073400577530264854,
0.04597529396414757,
-0.008563348092138767,
0.04352158308029175,
0.026521077379584312,
0.022731851786375046,
0.0026308081578463316,
-0.02704756148159504,
-0.040378328412771225,
-0.00032195099629461765,
0.043765489012002945,
0.040794048458337784,
0.01965036243200302,
0.007176933344453573,
-0.03799938037991524,
-0.03137896955013275,
-0.01084856502711773,
0.0032597268000245094,
0.0711946114897728,
0.02331077866256237,
0.02475360594689846,
-0.012607763521373272,
-0.0095203947275877,
-0.014562755823135376,
0.022402359172701836,
-0.047387976199388504,
0.010858378373086452,
0.04901235178112984,
0.04639259725809097,
-0.03167930245399475,
0.00806772243231535,
0.03221853822469711,
-0.02460135519504547,
0.011221303604543209,
0.0003088956873398274,
-0.04214920476078987,
-0.0202154703438282,
0.01471975352615118,
0.0004388537781778723,
-0.0024313987232744694,
-0.03767908364534378,
-0.0394173189997673,
0.0026774019934237003,
0.022544194012880325,
-0.030419262126088142,
0.023488275706768036,
-0.005766738671809435,
0.04554473236203194,
-0.015214060433208942,
-0.05167735368013382,
-0.011155273765325546,
-0.009250267408788204,
0.0024433229118585587,
0.05257445201277733,
-0.0003880282456520945,
-0.011594397015869617,
-0.01344359666109085,
0.007632667198777199,
0.05785927549004555,
-0.06565338373184204,
0.04736405983567238,
-0.04334238916635513,
-0.03684631362557411,
0.03614036366343498,
-0.009285037405788898,
0.015101870521903038,
-0.023128703236579895,
-0.01332441158592701,
-0.01911899261176586,
-0.041605059057474136,
-0.006151183508336544,
-0.013697158545255661,
-0.023750321939587593,
0.0035122763365507126,
-0.0078948475420475,
0.014047296717762947,
0.011569411493837833,
0.032206229865550995,
0.02780681848526001,
0.03329212963581085,
-0.01506003737449646,
0.01464841514825821,
0.013740453869104385,
-0.008763277903199196,
-0.0019598589278757572,
-0.03629933297634125,
0.049940939992666245,
-0.028992336243391037,
-0.012383267283439636,
0.01977548561990261,
-0.02757720649242401,
-0.06500309705734253,
0.039653439074754715,
0.019020119681954384,
0.00824748259037733,
0.02493506669998169,
-0.007727774791419506,
0.041960589587688446,
-0.006232275161892176,
-0.0076461248099803925,
0.03677532821893692,
0.03551613166928291,
-0.037848252803087234,
0.023525074124336243,
-0.008479648269712925,
-0.018008651211857796,
-0.045479074120521545,
-0.028738413006067276,
-0.017224162817001343,
-0.009612854570150375,
-0.03909660875797272,
0.010328137315809727,
-0.034862782806158066,
0.013678002171218395,
0.0014579591806977987,
-0.026831235736608505,
-0.018426869064569473,
0.013089013285934925,
-0.02208893746137619,
0.040007442235946655,
-0.030175242573022842,
0.03630460798740387,
0.01732729747891426,
-0.0063770366832613945,
0.05151002109050751,
-0.012260076589882374,
-0.004842087626457214,
-0.060793668031692505,
-0.0012892656959593296,
0.00966714508831501,
-0.053367309272289276,
-0.019647739827632904,
0.04241048917174339,
-0.0013804695336148143,
0.024715717881917953,
-0.0002142943412763998,
0.05609791353344917,
0.019101010635495186,
-0.04791061207652092,
-0.04158719629049301,
0.035968467593193054,
-0.0020627067424356937,
0.05124861001968384,
-0.009585109539330006,
0.028439944609999657,
-0.0063056908547878265,
-0.02902567759156227,
-0.06367958337068558,
-0.02509336546063423,
0.05105254799127579,
-0.017295457422733307,
0.005456241313368082,
-0.03840113803744316,
-0.027153247967362404,
-0.017420196905732155,
0.012601153925061226,
0.0005092891515232623,
0.08022788166999817,
0.005145523697137833,
-0.01833031326532364,
-0.022241530939936638,
0.032303743064403534,
0.03546552360057831,
0.001953288447111845,
-0.02921900898218155,
0.0111283790320158,
-0.022593850269913673,
0.02124033495783806,
-0.056528542190790176,
0.05416794866323471,
-0.03478744626045227,
-0.01463792659342289,
-0.017063988372683525,
-0.013292222283780575,
0.027856210246682167,
-0.04449193552136421,
-0.04475901648402214,
0.03946007415652275,
-0.022800859063863754,
0.035695988684892654,
0.014919193461537361,
-0.004555108025670052,
-0.0019281028071418405,
0.018575940281152725,
-0.003815920790657401,
0.015472430735826492,
0.04417696222662926,
-0.04710850864648819,
0.011832491494715214,
-0.010968849994242191,
-0.03380497917532921,
-0.00639828247949481,
0.02850966900587082,
-0.039695173501968384,
-0.014633224345743656,
-0.015234699472784996,
-0.04457080736756325,
0.03326069191098213,
-0.03131595253944397,
-0.01310252957046032,
0.017150690779089928,
0.0000687236970406957,
-0.03209236264228821,
-0.0072569772601127625,
-0.04363645240664482,
0.01710508018732071,
0.019656646996736526,
-0.024664003401994705,
-0.015779081732034683,
0.025363121181726456,
0.010520892217755318,
0.010112824849784374,
-0.00806401390582323,
0.010383273474872112,
0.007011396810412407,
-0.018130522221326828,
0.04590017348527908,
-0.06035955622792244,
-0.024260709062218666,
0.04369470104575157,
0.0561092235147953,
0.03792337700724602,
0.021875033155083656,
-0.0023483086843043566,
0.006151346489787102,
0.023048337548971176,
-0.02804456651210785,
-0.004826760850846767,
0.04735172539949417,
-0.04393814504146576,
0.010608094744384289,
0.01787486858665943,
-0.026394013315439224,
0.060087721794843674,
0.043180253356695175,
-0.010422774590551853,
-0.021465465426445007,
-0.03528168424963951,
-0.0210262518376112,
0.00010222896526101977,
0.02967756800353527,
0.017560722306370735,
0.043132878839969635,
-0.04574905335903168,
0.005338556598871946,
0.011915575712919235,
-0.0007555540069006383,
-0.028676055371761322,
-0.06354598701000214,
-0.0065447986125946045,
-0.050995003432035446,
-0.06769715994596481,
0.04200342670083046,
0.013269182294607162,
-0.03251272439956665,
0.004965176340192556,
0.007898854091763496,
-0.027332957834005356,
0.028692491352558136,
0.04456185922026634,
-0.06207602843642235,
0.09084726125001907,
0.02897050976753235,
0.042140647768974304,
-0.024145910516381264,
0.016802305355668068,
0.14800338447093964,
0.027880270034074783,
0.029193010181188583,
-0.022740190848708153,
0.03715301677584648,
-0.014579512178897858,
-0.0021304204128682613,
-0.029578810557723045,
0.0051762196235358715,
0.005876404698938131,
-0.001656995969824493,
0.05692226067185402,
0.04560995474457741,
0.013467404060065746,
-0.0220223069190979,
0.05730552598834038,
-0.03332339972257614,
-0.028696240857243538,
-0.0432065948843956,
0.02721104398369789,
-0.02963128313422203,
-0.015460062772035599,
0.028530403971672058,
0.0024536675773561,
-0.014760715886950493,
0.02057260274887085,
-0.020152537152171135,
-0.010102411732077599,
0.005578820127993822,
-0.02551611326634884,
-0.02787928842008114,
-0.00807902216911316,
0.04806850850582123,
-0.02373550273478031,
0.00019435054855421185,
-0.04746651649475098,
-0.018443340435624123,
-0.010559272952377796,
0.023711703717708588,
0.022754952311515808,
0.018801914528012276,
0.035800524055957794,
0.029169773682951927,
0.008680079132318497,
-0.03907271847128868,
-0.04043183475732803,
-0.03230370581150055,
0.01635167934000492,
-0.002309445757418871,
-0.028483930975198746,
-0.02000007964670658,
0.023909253999590874,
0.03100711852312088,
-0.022463036701083183,
-0.01190344337373972,
0.023012790828943253,
0.01864941231906414,
0.0025473155546933413,
-0.005682504735887051,
0.018244260922074318,
0.0350491888821125,
-0.005539822392165661,
0.02069433219730854,
0.02550816349685192,
-0.03169599175453186,
-0.015987636521458626,
0.006553654093295336,
0.040263306349515915,
0.008566339500248432,
-0.005076452158391476,
-0.06646834313869476,
-0.01650640182197094,
-0.052202872931957245,
-0.003647110192105174,
-0.017293816432356834,
0.016359688714146614,
0.057354219257831573,
-0.002722712466493249,
-0.02090776152908802,
-0.026187129318714142,
0.023303203284740448,
0.022930867969989777,
0.01651776023209095,
-0.01858905702829361,
-0.009855413809418678,
0.011244002729654312,
0.020558979362249374,
0.01119782030582428,
-0.045023027807474136,
0.026557093486189842,
-0.03826563432812691,
0.05941145494580269,
-0.015107943676412106,
-0.0014339783228933811,
0.007394681219011545,
-0.006929511670023203,
-0.03657236322760582,
-0.010428407229483128,
-0.01717148721218109,
0.027802033349871635,
-0.01367176789790392,
0.03959968686103821,
0.01572495885193348,
0.014917210675776005,
0.009094768203794956,
0.03587557002902031,
0.00849034171551466,
-0.08055148273706436,
-0.010572966188192368,
0.0129757234826684,
-0.002112654270604253,
-0.01170468982309103,
-0.012314452789723873,
0.004961799830198288,
0.00950388703495264,
-0.022872626781463623,
-0.0017588482005521655,
-0.023743601515889168,
0.002875731559470296,
-0.045658618211746216,
0.00985748041421175,
-0.008873458951711655,
-0.05488390102982521,
-0.011606198735535145,
-0.018947066739201546,
-0.012404941953718662,
-0.008572329767048359,
-0.0153408944606781,
-0.00027591967955231667,
0.05554141476750374,
-0.008936755359172821,
0.019010744988918304,
0.02143360674381256,
-0.025744901970028877,
-0.00835047010332346,
0.02688155509531498,
0.005535395350307226,
0.0031950869597494602,
-0.046088237315416336,
-0.032903850078582764,
0.055300869047641754,
-0.017021840438246727,
-0.07021772116422653,
0.0667044147849083,
-0.007965829223394394,
0.03476230055093765,
0.006160730961710215,
-0.014570104889571667,
0.007670634891837835,
0.06998683512210846,
-0.03204287216067314,
-0.006842729169875383,
-0.02795039862394333,
0.03976578265428543,
0.031225956976413727,
-0.0007514805183745921,
-0.012875014916062355,
0.04325246438384056,
-0.009731207974255085,
0.04494190216064453,
0.032942336052656174,
-0.04548771679401398,
0.009279887191951275,
-0.006574426311999559,
-0.04130509868264198,
0.03350676968693733,
0.0004575425700750202,
-0.03330399468541145,
0.048901405185461044,
0.048651162534952164,
-0.0000895465345820412,
0.022807808592915535,
-0.013355490751564503,
-0.007629542611539364,
-0.04365789517760277,
-0.014334691688418388,
0.013113681226968765,
0.01493319682776928,
0.04869137704372406,
-0.022153805941343307,
-0.05589527264237404,
0.010148240253329277,
-0.03914135321974754,
0.02935096062719822,
0.015726454555988312,
0.0046974183060228825,
-0.05555441230535507,
0.008237972855567932,
-0.030323056504130363,
0.027788827195763588,
0.013256192207336426,
0.04847820848226547,
0.035912223160266876,
0.049629922956228256,
-0.016922375187277794,
-0.05887389928102493,
-0.007087587378919125,
0.019231947138905525,
-0.07436908036470413,
-0.006045086774975061,
0.02500993385910988,
0.021106930449604988,
-0.016071321442723274,
0.029045911505818367,
-0.03560584783554077,
0.017433954402804375,
0.011978596448898315,
0.04838993027806282,
0.016235537827014923,
0.0005427075084298849,
-0.007519836537539959,
0.026124661788344383,
0.009872667491436005,
0.0408208854496479,
0.025466740131378174,
0.05613286420702934,
-0.03149758279323578,
0.006906780879944563,
0.02105468139052391,
-0.023478170856833458,
-0.0003022875462193042,
0.021535631269216537,
0.025300655514001846,
-0.016786737367510796,
0.01381301786750555,
0.009260064922273159,
-0.010979055427014828,
0.01624174416065216,
-0.011453217826783657,
0.013148423284292221,
0.0269533209502697,
0.03261435776948929,
0.037430427968502045,
0.036840103566646576,
0.02974722720682621,
-0.03300123289227486,
-0.015032750554382801,
0.020172694697976112,
0.024563288316130638,
-0.009397618472576141,
-0.017956703901290894,
-0.04201993718743324,
-0.020608047023415565,
0.02543841302394867,
0.03707875311374664,
-0.027185479179024696,
-0.03581580892205238,
0.015900660306215286,
-0.014092684723436832,
0.007208476774394512,
0.011906524188816547,
-0.027747025713324547,
-0.010425466112792492,
-0.057912785559892654,
0.08742913603782654,
-0.023815542459487915,
0.042624298483133316,
-0.07873467355966568,
-0.038022588938474655,
0.01481179241091013,
0.030023718252778053,
0.03454087674617767,
-0.008028467185795307,
0.01917942240834236,
-0.03141673654317856,
0.045454058796167374,
0.017160942777991295,
-0.023286476731300354,
0.0038850971031934023,
-0.0135757215321064,
-0.02720995433628559,
-0.032615505158901215,
0.021489465609192848,
-0.0008632017998024821,
-0.004300433211028576,
-0.0020725869107991457,
-0.05283862352371216,
0.009820927865803242,
0.052038293331861496,
-0.013199541717767715,
0.010324141941964626,
0.029174594208598137,
-0.046482447534799576,
0.008975055068731308,
0.010237899608910084,
-0.019835250452160835,
0.02220817655324936,
-0.01209991704672575,
-0.053722772747278214,
0.03588886559009552,
-0.05107009410858154,
-0.011592562310397625,
0.02202461287379265,
-0.002852682489901781,
0.019330598413944244,
-0.032523274421691895,
0.018573997542262077,
0.023527605459094048,
-0.040482137352228165,
-0.022242046892642975,
0.014441401697695255,
0.01469100546091795,
0.01916767843067646,
-0.009158389642834663,
0.06745386123657227,
0.002968487562611699,
-0.04459434002637863,
0.006616528145968914,
-0.04181673750281334,
-0.011741000227630138,
-0.04097135737538338,
0.013093830086290836,
0.00938416551798582,
0.015095751732587814,
0.02694578282535076,
-0.00016735093959141523,
0.026418736204504967,
-0.032199520617723465,
-0.0040817358531057835,
0.031129304319620132,
0.016887111589312553,
-0.0055502625182271,
0.042370621114969254,
0.013109731487929821,
0.10475856065750122,
0.0174711961299181,
0.027616338804364204,
0.0005933114443905652,
-0.03473389893770218,
-0.02910563163459301,
-0.010509190149605274,
0.0031141317449510098,
-0.007321063429117203,
-0.011688923463225365,
0.0072028618305921555,
0.01214530412107706,
0.03637033700942993,
0.07421878725290298,
-0.051820192486047745,
0.05030452087521553,
0.006289578974246979,
-0.02277599461376667,
-0.03548593819141388,
0.009032875299453735,
-0.028869327157735825,
-0.026705916970968246,
0.04085052013397217,
0.032250504940748215,
0.03703436627984047,
0.018531953915953636,
-0.010933822020888329,
0.02257738821208477,
0.028672246262431145,
-0.016569754108786583,
-0.021676557138562202,
-0.042080383747816086,
0.028189988806843758,
-0.011762924492359161,
-0.024324826896190643
] |
<p>I trained a few different models, (Perceptron, Stochastic Gradient Descent and Naive Bayes), each with different parameters. I then scored their accuracy on a cross validation set.</p>
<p>The scores on the best parameter Perceptron, SGD and NB models were 93%, 91% and 94% respectively. </p>
<p>I didn't expect such similar results and I'm at a bit confused because I feel that the possibility of variance makes choosing the NB as the best model questionable.</p>
<p>Am I supposed to test all 3 on the test set and use the model with the best unbiased error? Or is that implicitly cherry picking the best model ?</p> | 35,733 | [
-0.03252766653895378,
-0.02831673063337803,
-0.02116769552230835,
-0.030638612806797028,
0.04531340301036835,
-0.005341466516256332,
0.003069428028538823,
-0.009275281801819801,
0.04931801185011864,
0.01499068085104227,
0.03321591764688492,
0.020633002743124962,
0.05679726600646973,
0.03769665211439133,
-0.023487146943807602,
0.0019259349210187793,
0.0036074696108698845,
0.014560804702341557,
-0.015193315222859383,
-0.005175159778445959,
-0.005444458220154047,
0.013133917935192585,
0.006277145817875862,
-0.01496639009565115,
-0.04906287416815758,
0.017521152272820473,
0.03183729201555252,
-0.029234761372208595,
0.0021622921340167522,
0.033934324979782104,
-0.06002674251794815,
-0.0019520039204508066,
-0.006993399932980537,
0.0650453269481659,
0.02748122438788414,
0.03626846522092819,
-0.013488822616636753,
-0.027324656024575233,
-0.05536485090851784,
0.03561011701822281,
0.011845693923532963,
-0.0035127270966768265,
-0.007974795065820217,
0.00941727589815855,
-0.021244479343295097,
0.011071242392063141,
-0.025475256145000458,
-0.003953677602112293,
0.009857757948338985,
-0.03673724830150604,
0.06313718110322952,
0.0028795236721634865,
0.029158635064959526,
0.05089348927140236,
-0.022047122940421104,
-0.029115134850144386,
0.08253905177116394,
0.04902743548154831,
-0.030023101717233658,
-0.06044429913163185,
0.007410928141325712,
-0.00573304807767272,
0.017106827348470688,
-0.01632193848490715,
-0.03663357347249985,
0.04104912281036377,
0.025230232626199722,
-0.023879902437329292,
0.03748391196131706,
0.018424849957227707,
0.033987388014793396,
-0.019792424514889717,
0.02665756456553936,
-0.015242977999150753,
0.031018275767564774,
0.00046499408199451864,
0.0009821944404393435,
0.06253025680780411,
0.026513151824474335,
0.027300329878926277,
0.000773250067140907,
0.03224105015397072,
0.021769702434539795,
0.03658793494105339,
0.02441456727683544,
-0.009937811642885208,
0.061146266758441925,
0.03349323943257332,
-0.003281116019934416,
0.008573624305427074,
-0.0212745051831007,
-0.00236501800827682,
0.05145256221294403,
-0.007527326699346304,
-0.04120095446705818,
0.026651496067643166,
-0.01326292846351862,
0.016904937103390694,
0.025065746158361435,
-0.016163337975740433,
-0.023715859279036522,
-0.04310855641961098,
-0.00563374487683177,
0.065957210958004,
-0.043674834072589874,
-0.01277942955493927,
-0.006914173252880573,
-0.002007357543334365,
-0.029570095241069794,
-0.01779850944876671,
-0.038823071867227554,
0.03680726885795593,
-0.013404613360762596,
-0.0054442500695586205,
0.03682941198348999,
0.00933474488556385,
0.0034675314091145992,
-0.03276434540748596,
0.04504917934536934,
0.036179132759571075,
0.06361836940050125,
-0.02989029698073864,
0.02515779249370098,
-0.037821780890226364,
-0.018324054777622223,
-0.01648961752653122,
0.024603145197033882,
0.005968434736132622,
-0.04663371294736862,
0.03785407170653343,
-0.007134548854082823,
-0.01988740637898445,
0.031660426408052444,
-0.011918686330318451,
0.010149949230253696,
0.007159148808568716,
-0.10381166636943817,
-0.06517818570137024,
0.018166420981287956,
-0.030801992863416672,
0.03901979699730873,
-0.05083180591464043,
-0.02700294926762581,
0.029202178120613098,
0.031289391219615936,
-0.03252596780657768,
0.047320932149887085,
-0.008859948255121708,
0.02816491760313511,
-0.020442673936486244,
-0.026928147301077843,
-0.021182410418987274,
0.0021131420508027077,
0.027565689757466316,
-0.046514227986335754,
-0.09155727177858353,
0.0006232922314666212,
0.008428424596786499,
0.007723364047706127,
-0.018595745787024498,
0.016279583796858788,
-0.00973458681255579,
0.014747710898518562,
-0.01618369296193123,
0.02558320201933384,
-0.017006343230605125,
0.0468316450715065,
0.02718771994113922,
0.03388025239109993,
0.031726110726594925,
-0.017790069803595543,
0.012617085129022598,
0.03026818297803402,
0.017299216240644455,
0.033983565866947174,
0.003051481209695339,
0.018120823428034782,
-0.030917968600988388,
0.014630666933953762,
0.024207213893532753,
-0.0335649698972702,
0.0029356880113482475,
0.007426093332469463,
0.003788086585700512,
-0.011685427278280258,
0.04022688418626785,
0.0012978154700249434,
-0.04633978754281998,
0.04167617857456207,
-0.023749947547912598,
-0.026565367355942726,
-0.06557245552539825,
0.0070528131909668446,
-0.004099928308278322,
-0.029219437390565872,
0.04626207426190376,
-0.011447139084339142,
0.02279154770076275,
-0.015140621922910213,
-0.020973512902855873,
-0.03311838582158089,
0.006891847588121891,
0.03237754851579666,
-0.018306858837604523,
0.00024054838286247104,
0.08456479012966156,
-0.04581572860479355,
-0.04140636697411537,
0.024586152285337448,
-0.009565415792167187,
-0.0930459052324295,
0.03162466734647751,
-0.04540315270423889,
0.017741316929459572,
-0.022055665031075478,
-0.05600234493613243,
0.02206030674278736,
0.005700856912881136,
-0.023705245926976204,
0.026040516793727875,
-0.05164219066500664,
0.07742993533611298,
0.024687057361006737,
-0.026501154527068138,
0.008715781383216381,
-0.004738923627883196,
0.011852969415485859,
0.08525952696800232,
-0.031312428414821625,
0.03172091022133827,
-0.0458308681845665,
-0.03590105473995209,
0.03229688107967377,
0.018018409609794617,
-0.029287856072187424,
0.0014038679655641317,
0.041226569563150406,
-0.001578645664267242,
0.01615813933312893,
-0.004022584762424231,
0.042417801916599274,
-0.0457686148583889,
0.013039038516581059,
0.051282722502946854,
0.010355832986533642,
0.039289865642786026,
0.0213933065533638,
-0.025801802054047585,
0.0305288415402174,
0.002337548416107893,
-0.021347776055336,
0.06969530880451202,
0.008140523917973042,
0.012151030823588371,
0.010965202935039997,
-0.046038661152124405,
0.009684058837592602,
-0.011748021468520164,
-0.00859149731695652,
0.010816109366714954,
-0.0011762139620259404,
-0.033089715987443924,
0.021357085555791855,
0.0001950984151335433,
0.04412958398461342,
0.028340743854641914,
-0.002021855441853404,
-0.015312730334699154,
0.057496774941682816,
-0.060280557721853256,
-0.0024459962733089924,
0.0037370892241597176,
-0.025223227217793465,
-0.05386211350560188,
0.007714961189776659,
0.0008870895835570991,
-0.004430518951267004,
0.030351432040333748,
-0.0089806467294693,
-0.03420640528202057,
0.01200092677026987,
0.006339999847114086,
0.023252956569194794,
-0.012759464792907238,
-0.07264415919780731,
-0.005027852486819029,
-0.03409713879227638,
0.004137176088988781,
0.05076010897755623,
-0.024559659883379936,
-0.019996922463178635,
0.020602548494935036,
-0.0005500405095517635,
-0.03506380692124367,
-0.04204440861940384,
-0.05201341211795807,
0.019008973613381386,
0.0025271684862673283,
-0.021669581532478333,
0.03952580317854881,
-0.02026602253317833,
-0.040121469646692276,
0.05347035825252533,
-0.012627891264855862,
-0.005323489662259817,
0.03183910623192787,
0.022130068391561508,
-0.017587197944521904,
0.015519014559686184,
-0.01657256670296192,
0.056412115693092346,
-0.02481054700911045,
-0.015282968059182167,
-0.07273777574300766,
-0.03946249932050705,
0.025907570496201515,
-0.00632022600620985,
0.02361289970576763,
-0.0013293040683493018,
0.009500674903392792,
0.09615112096071243,
0.008696782402694225,
-0.031402990221977234,
-0.029945669695734978,
0.006907814182341099,
-0.04662768915295601,
-0.044191379100084305,
0.026479370892047882,
0.03781349956989288,
-0.017095958814024925,
0.020393265411257744,
-0.03549908474087715,
0.040201336145401,
0.04095819219946861,
-0.016224712133407593,
0.0033229792024940252,
0.0015513329999521375,
0.023437540978193283,
-0.05160063877701759,
0.043826907873153687,
0.027520526200532913,
0.0026533796917647123,
0.011204262264072895,
0.008446158841252327,
-0.0015550036914646626,
0.0071511538699269295,
-0.026373201981186867,
0.07053937762975693,
-0.020021092146635056,
0.015633221715688705,
-0.03952717408537865,
0.033759020268917084,
-0.0016780068399384618,
-0.019229084253311157,
-0.030330684036016464,
0.02168242819607258,
0.01662427745759487,
0.007496706210076809,
0.020295802503824234,
0.050553347915410995,
0.050418976694345474,
-0.020747171714901924,
-0.053446631878614426,
-0.014464317820966244,
-0.006281072739511728,
0.0007103728130459785,
0.04249373823404312,
0.011347239837050438,
0.04297082871198654,
0.034009430557489395,
0.02438037469983101,
0.013543966226279736,
-0.0745047777891159,
-0.027500273659825325,
-0.08550869673490524,
0.022884579375386238,
-0.02923276647925377,
0.02362278662621975,
0.022788573056459427,
0.029782133176922798,
0.01208268478512764,
-0.023367546498775482,
0.019237423315644264,
-0.011580083519220352,
-0.042676810175180435,
0.04317786544561386,
0.02773704193532467,
-0.019410358741879463,
-0.0017081941477954388,
-0.05343259125947952,
-0.0003506873908918351,
-0.06578151881694794,
0.029341408982872963,
0.04245077446103096,
0.005966567434370518,
-0.02839466743171215,
0.0085170092061162,
-0.0547444149851799,
-0.030893465504050255,
0.024724852293729782,
0.036474645137786865,
-0.03287215158343315,
-0.03316936269402504,
-0.01783713884651661,
0.032917071133852005,
-0.026818400248885155,
-0.02114780619740486,
-0.010607232339680195,
0.001974186860024929,
-0.01952969841659069,
0.038032885640859604,
-0.008545124903321266,
0.028772737830877304,
-0.05883154645562172,
0.06638587266206741,
0.018983570858836174,
0.008308524265885353,
0.03270057961344719,
-0.009631606750190258,
-0.03391898795962334,
-0.04940366372466087,
-0.004458549432456493,
0.030338285490870476,
0.004646912682801485,
0.03339427709579468,
-0.02569418027997017,
0.060384608805179596,
0.04163910821080208,
-0.03276931494474411,
-0.013101316057145596,
0.022419489920139313,
0.0012205274542793632,
0.012627544812858105,
-0.017448790371418,
-0.03569650650024414,
0.002275285543873906,
-0.028611425310373306,
0.017830923199653625,
-0.00013744707393925637,
-0.043053045868873596,
-0.0130153838545084,
0.028981124982237816,
-0.039792682975530624,
-0.04723041132092476,
-0.005618056282401085,
0.012784590944647789,
0.03378337621688843,
-0.008978125639259815,
-0.005227462388575077,
0.014163191430270672,
0.05256512761116028,
0.06267666071653366,
0.016178417950868607,
-0.01253692526370287,
-0.06813567876815796,
-0.004434515722095966,
0.055785711854696274,
0.021421125158667564,
-0.06520837545394897,
-0.014904310926795006,
-0.03567908704280853,
-0.030486300587654114,
-0.010913856327533722,
-0.020975610241293907,
0.030635669827461243,
0.027622496709227562,
-0.014323803596198559,
-0.03362494334578514,
-0.01343008503317833,
-0.014066261239349842,
-0.0026303811464458704,
-0.02157280407845974,
0.03378187119960785,
-0.03085070103406906,
-0.012108334340155125,
0.005718820262700319,
0.0023067391011863947,
0.00031599897192791104,
0.06158275157213211,
-0.041210852563381195,
0.006404887419193983,
0.001870639156550169,
0.030587732791900635,
-0.013501569628715515,
-0.09432435780763626,
-0.029174117371439934,
-0.007180065382272005,
-0.004242657218128443,
0.04905864968895912,
-0.005747943185269833,
-0.06787914782762527,
-0.00540876854211092,
-0.008913076482713223,
-0.028100155293941498,
-0.006584702059626579,
-0.011376160196959972,
0.02551240101456642,
0.031144896522164345,
0.033307816833257675,
0.05783456191420555,
-0.007040305994451046,
0.03987458720803261,
-0.007464813068509102,
-0.0391598716378212,
0.008555053733289242,
-0.039808936417102814,
-0.011385709047317505,
-0.03620913624763489,
-0.03324834257364273,
-0.012477370910346508,
0.03415623679757118,
0.025603163987398148,
0.051574159413576126,
-0.031198350712656975,
-0.010456942953169346,
-0.0075759729370474815,
0.0034510400146245956,
0.017836881801486015,
-0.021649738773703575,
0.0211851354688406,
0.007236327975988388,
0.012438066303730011,
0.016818273812532425,
-0.002405088860541582,
-0.024583129212260246,
0.03555559739470482,
0.05235225707292557,
-0.03518491983413696,
0.018139271065592766,
-0.025631148368120193,
-0.010653429664671421,
0.005554536357522011,
-0.007564911153167486,
0.01261194795370102,
0.028916077688336372,
0.0312955267727375,
0.009459977969527245,
-0.02817193605005741,
-0.044865984469652176,
0.004664375446736813,
0.013925331644713879,
0.0416962131857872,
-0.03444833680987358,
0.01179676316678524,
-0.013848187401890755,
-0.004368586000055075,
-0.07875365763902664,
-0.0364794097840786,
0.012584914453327656,
0.005075445864349604,
-0.05119447782635689,
0.005864206701517105,
0.026269456371665,
0.01381706167012453,
-0.0181434266269207,
-0.022653691470623016,
0.0648479089140892,
-0.021318161860108376,
0.0013765908079221845,
0.02978937141597271,
0.020585739985108376,
0.08507127314805984,
-0.014223056845366955,
0.04142388701438904,
0.012396272271871567,
-0.01885388419032097,
-0.007744931150227785,
0.03153448924422264,
0.022427547723054886,
-0.0199736375361681,
0.007716475520282984,
-0.0034224630799144506,
0.04077509790658951,
0.06673989444971085,
-0.016154879704117775,
0.00008974856609711424,
0.045895349234342575,
-0.012666722759604454,
-0.02254137583076954,
0.014209036715328693,
0.0008253509877249599,
0.009046451188623905,
-0.0184475127607584,
-0.012435434386134148,
0.03336234390735626,
-0.009829954244196415,
-0.01233827043324709,
0.04903005063533783,
0.009834145195782185,
0.00013584976841229945,
0.014274007640779018,
0.09862010180950165,
0.0031378602143377066,
-0.025447994470596313,
-0.00962352566421032,
-0.045159708708524704,
0.06281302869319916,
0.014893178828060627,
0.03515257686376572,
-0.014408599585294724,
0.024974368512630463,
-0.03460155427455902,
-0.03512117266654968,
-0.00879200454801321,
0.011657260358333588,
0.058480311185121536,
0.028309155255556107,
0.04775984212756157,
0.04593654349446297,
0.00788070447742939,
-0.011764795519411564,
-0.08477555960416794,
-0.01247552502900362,
-0.028075726702809334,
0.01615283079445362,
0.04495939984917641,
0.034008096903562546,
0.00034186866832897067,
0.048489391803741455,
0.005878904368728399,
0.024399688467383385,
0.026769639924168587,
0.03561917692422867,
0.005404001101851463,
-0.003974255174398422,
0.002420909935608506,
-0.04683484882116318,
0.0596105232834816,
-0.06595173478126526,
0.0158244501799345,
-0.03313259035348892,
-0.01639343611896038,
0.03142375126481056,
0.03397562727332115,
0.018437620252370834,
-0.008627007715404034,
-0.0016073879087343812,
-0.05481484904885292,
0.015848202630877495,
0.02925960160791874,
0.00404365872964263,
0.0051947482861578465,
0.008485396392643452,
0.06160407513380051,
-0.000747176178265363,
0.0265827439725399,
-0.038230542093515396,
-0.10511995851993561,
-0.009642605669796467,
0.024941356852650642,
-0.005447338335216045,
0.012463422492146492,
-0.023620903491973877,
-0.031108511611819267,
0.010369139723479748,
-0.01746242865920067,
0.04831467941403389,
-0.011285667307674885,
0.010746663436293602,
-0.03705437481403351,
0.03054155223071575,
-0.015107894316315651,
-0.011959335766732693,
0.012486142106354237,
-0.00924285501241684,
0.12322215735912323,
0.053603507578372955,
0.04535029083490372,
-0.04312137886881828,
0.0052519552409648895,
-0.03922967612743378,
-0.013733851723372936,
0.01649511232972145,
0.0011042176047340035,
0.03910288214683533,
0.030750345438718796,
0.0036008451133966446,
-0.02096758410334587,
0.014673484489321709,
-0.05944550037384033,
0.040007710456848145,
0.010026715695858002,
-0.025444788858294487,
0.046080149710178375,
0.003154369769617915,
0.03315894678235054,
-0.03065292350947857,
-0.0030847808811813593,
0.016840796917676926,
-0.0017326996894553304,
-0.026394544169306755,
-0.018740177154541016,
-0.02771773934364319,
0.00577883142977953,
0.011051750741899014,
0.0008426716667599976,
0.01528854388743639,
-0.03677503764629364,
0.015599368140101433,
-0.032701071351766586,
-0.016817817464470863,
-0.011957828886806965,
-0.02552521601319313,
0.04516052454710007,
0.03193718194961548,
0.024283666163682938,
-0.018443332985043526,
-0.0215308777987957,
0.00624773558229208,
-0.05199509486556053,
-0.015996692702174187,
-0.04697161912918091,
0.03321555256843567,
0.002124078804627061,
-0.01749003864824772,
0.001972774276509881,
0.025141486898064613,
0.0032911100424826145,
-0.040416982024908066,
-0.011942755430936813,
0.03145476058125496,
0.00008230822277255356,
-0.048121482133865356,
-0.054714594036340714,
-0.027418099343776703,
0.02513330988585949,
-0.013946904800832272,
0.018286434933543205,
0.0009796195663511753,
-0.016222327947616577,
-0.019642196595668793,
-0.03429204598069191,
0.03327752649784088,
0.010549894534051418,
0.04394334927201271,
0.013875596225261688,
-0.029887309297919273,
-0.05339260399341583,
-0.0030703239608556032,
0.029061108827590942,
0.014865241013467312,
0.034002285450696945,
-0.01759020797908306,
-0.005435208790004253,
-0.016607845202088356,
-0.050668865442276,
-0.010854685679078102,
-0.03143557533621788,
0.03280550613999367,
-0.03145467862486839,
-0.00044437285396270454,
0.014570629224181175,
-0.007245402783155441,
0.06020819768309593,
0.04386960342526436,
0.03333365544676781,
0.02557184174656868,
0.003934724722057581,
-0.055958520621061325,
-0.026858441531658173,
0.007086046040058136,
-0.0413641631603241,
0.04405977204442024,
0.010888099670410156,
0.06030702590942383,
0.003439919091761112,
0.041735660284757614,
-0.030244603753089905,
0.022147957235574722,
0.023871194571256638,
-0.0038601586129516363,
-0.010645684786140919,
-0.039941925555467606,
0.004143776837736368,
0.0140920951962471,
0.014025690034031868,
-0.033213283866643906,
0.011561050079762936,
-0.03525041043758392,
-0.013955394737422466,
0.040633391588926315,
-0.024297451600432396,
-0.03019372560083866,
-0.00348225561901927,
0.02130037732422352,
0.04388292506337166,
-0.027059504762291908,
0.01854695938527584,
-0.011029457673430443,
0.018107859417796135,
-0.02666627988219261,
-0.011974850669503212,
-0.00756802735850215,
0.008225400000810623,
-0.028616465628147125,
-0.03173017129302025,
0.04283933714032173,
-0.02943362481892109,
0.0074082775972783566,
-0.028642693534493446,
0.014268641360104084,
0.017242882400751114,
0.04961053654551506,
-0.01035524532198906,
-0.0048002516850829124,
0.03270069882273674,
-0.04571707919239998,
-0.04069703072309494,
-0.008777924813330173,
0.0016005903016775846,
0.013157384470105171,
0.018543390557169914,
-0.018332764506340027,
-0.023399967700242996,
0.011087137274444103,
-0.03211701661348343,
-0.01199309527873993,
-0.011024695821106434,
0.03313036262989044,
0.011171379126608372,
-0.006734635215252638,
0.02875773049890995,
0.01683388464152813,
-0.0052041951566934586,
0.011115740984678268,
-0.004686370026320219,
0.0014490834437310696,
0.026503320783376694,
0.02328033372759819,
-0.03151801973581314,
-0.02626500092446804,
-0.006605467293411493,
-0.006498660426586866,
-0.032295480370521545,
0.048975586891174316,
-0.029089970514178276,
0.044523581862449646,
-0.011544928885996342,
0.021052690222859383,
-0.05465201660990715,
-0.04662369191646576,
0.01789472997188568,
-0.015848783776164055,
0.032037414610385895,
-0.07598649710416794,
0.037213027477264404,
0.05185238644480705,
-0.06592243164777756,
0.0343211330473423,
-0.004972358699887991,
0.007689271122217178,
-0.050881993025541306,
0.008662297390401363,
-0.011198426596820354,
0.0007376137073151767,
0.003676898777484894,
-0.0021512017119675875,
0.016911104321479797,
0.035688161849975586,
-0.004184895195066929,
-0.020025085657835007,
-0.0338582769036293,
0.04513022303581238,
-0.007727242074906826,
-0.040667105466127396,
-0.006012987811118364,
-0.040881987661123276,
-0.04497004300355911,
0.03959282860159874,
-0.004745125770568848,
-0.011396177113056183,
0.009434551000595093,
0.05639789626002312,
0.018271099776029587,
0.023094579577445984,
0.040304072201251984,
-0.029892396181821823,
-0.03081435337662697,
0.010008983314037323,
0.02065138891339302,
0.04125954210758209,
0.0037508916575461626,
0.009451727382838726,
-0.0016067156102508307,
-0.010902565903961658,
-0.029319453984498978,
-0.008547116070985794,
-0.023981716483831406,
-0.011845255270600319,
0.027940208092331886,
-0.007358118891716003,
-0.012299112975597382,
-0.03844928368926048,
-0.0076625291258096695,
-0.04624534770846367,
0.030633889138698578,
0.027916185557842255,
0.01782630942761898,
-0.036104410886764526,
-0.001224264851771295,
-0.02022147737443447,
-0.004834289196878672,
-0.011295159347355366,
-0.006918887607753277,
-0.011489974334836006,
-0.013979923911392689,
0.009161415509879589,
0.022960884496569633,
0.014091094955801964,
-0.035643771290779114,
-0.03935568779706955,
-0.0044786264188587666,
0.044395167380571365,
-0.020457573235034943,
0.024328919127583504,
0.018402623012661934,
-0.03519951552152634,
-0.027639560401439667,
-0.06621761620044708,
0.07710891216993332,
0.007829112000763416,
-0.02852812595665455,
-0.06688923388719559,
0.010584545321762562,
-0.043901748955249786,
-0.017031291499733925,
0.05413137376308441,
-0.004767973907291889,
0.027026614174246788,
-0.011001834645867348,
-0.0024665703531354666,
-0.007290889509022236,
-0.04099202901124954,
0.06595645099878311,
-0.005430169403553009,
-0.026736965402960777,
-0.031976956874132156,
0.012112895958125591,
0.02041693776845932,
0.031807851046323776,
0.01570381037890911,
-0.00576631398871541,
0.02512231282889843,
0.014709941111505032,
-0.01656162180006504,
0.03182801231741905,
-0.011534317396581173,
-0.012103335000574589,
0.037405673414468765,
0.00613510562106967,
-0.01760130561888218,
-0.006544065196067095,
-0.008375324308872223,
-0.05635173246264458,
0.02116672322154045,
0.0098557248711586,
-0.009630038402974606,
-0.007002140395343304,
0.05664079263806343,
0.02835754305124283,
-0.03246769309043884,
-0.006122928578406572,
0.04458846524357796,
-0.04855507239699364,
0.02336479350924492,
0.03632603958249092,
0.014133721590042114,
0.00698912562802434,
-0.022610975429415703,
0.04335543140769005,
0.012985133565962315,
-0.02837410941720009,
-0.003380724461749196,
0.017370114102959633,
0.007726555690169334,
0.03295811265707016,
0.02816985733807087,
0.048462703824043274,
-0.04270179569721222,
0.027402592822909355,
0.009679507464170456,
0.012343723326921463,
-0.03645851090550423,
-0.012731507420539856,
0.024817844852805138,
-0.0009998318273574114,
-0.019447699189186096,
-0.014550585299730301,
-0.01807057112455368,
0.07955323904752731,
-0.050411783158779144,
-0.038022514432668686,
-0.024092698469758034,
-0.013119005598127842,
0.016217675060033798,
-0.013326362706720829,
0.004425444640219212,
0.0024704611860215664,
0.036676984280347824,
0.00922578014433384,
-0.03979170322418213,
0.027626337483525276,
0.04910949617624283,
-0.01655995100736618,
0.019278861582279205,
-0.014383186586201191,
0.018646230921149254,
-0.04534982144832611,
-0.00891528557986021,
-0.030550742521882057,
0.004152077715843916,
0.015625471249222755,
0.04209856688976288,
0.00672460300847888,
-0.027154218405485153,
-0.026483112946152687,
-0.0007268192712217569,
0.03256417065858841,
-0.0534670352935791,
-0.02587352693080902,
-0.034786153584718704,
0.02754666656255722,
0.004593317396938801,
0.0023101945407688618
] |
<p>This is in reference to the <a href="http://en.wikipedia.org/wiki/Girsanov_theorem" rel="nofollow">Girsanov theorem</a> however question is general. If $X$ is a standard normal variable $N(0,1)$, why is expectation of $e^{-\mu X - \mu^2/2}$ equal to 1?</p>
<p>Shouldn't it be $e^{-\mu^2/2}$?</p> | 47,133 | [
-0.011088480241596699,
-0.04566693305969238,
-0.00991423986852169,
-0.0377679280936718,
0.005872546229511499,
0.014180738478899002,
-0.02689538709819317,
-0.028067145496606827,
-0.023273617029190063,
-0.04843353480100632,
0.051964666694402695,
0.041652850806713104,
0.0860220342874527,
0.021475542336702347,
0.03185717388987541,
0.043894264847040176,
-0.047930121421813965,
0.004042462911456823,
-0.04273080825805664,
-0.007930377498269081,
-0.020303022116422653,
0.04101274162530899,
0.033077023923397064,
0.0025026104412972927,
-0.019964028149843216,
0.03151090815663338,
0.02347254753112793,
-0.012609748169779778,
0.034365177154541016,
0.08724348247051239,
-0.037254296243190765,
-0.025222212076187134,
0.014554450288414955,
0.02342432737350464,
-0.01292694266885519,
0.006894377991557121,
-0.022260582074522972,
-0.025953182950615883,
-0.002796761691570282,
0.02109907567501068,
-0.03494516760110855,
-0.010635246522724628,
0.01225903257727623,
0.019527722150087357,
-0.05246804282069206,
0.012920218519866467,
0.017059097066521645,
-0.04072262719273567,
0.032738763839006424,
-0.048983972519636154,
0.07816233485937119,
-0.012634232640266418,
0.02845304273068905,
0.02906377799808979,
0.006098750978708267,
-0.00950030330568552,
0.03516653552651405,
0.03559799864888191,
-0.002466522855684161,
-0.05783313512802124,
0.009580740705132484,
-0.04457120969891548,
-0.006971183232963085,
0.010182824917137623,
0.020944658666849136,
-0.02637345902621746,
0.002548885066062212,
-0.015882404521107674,
0.03191978856921196,
0.01564818248152733,
-0.005658145993947983,
0.04538155719637871,
0.0030981514137238264,
-0.029658865183591843,
0.02753327041864395,
-0.030719175934791565,
0.018604176118969917,
-0.007392657920718193,
0.0369873009622097,
0.026740089058876038,
0.008236183784902096,
0.00493247713893652,
0.05072624981403351,
0.03186697140336037,
0.006633535958826542,
0.0153324780985713,
0.07413747906684875,
-0.010246003046631813,
0.05031050369143486,
0.015178986825048923,
0.002382880775257945,
0.02652251534163952,
0.03523356094956398,
-0.07125617563724518,
-0.03147554770112038,
0.04835691303014755,
-0.014481164515018463,
0.01055987924337387,
0.007925922982394695,
0.0012495771516114473,
-0.014513776637613773,
-0.037260375916957855,
0.03488908335566521,
0.03913044184446335,
-0.006560879293829203,
-0.011414182372391224,
-0.03326075151562691,
0.0076458691619336605,
-0.013328107073903084,
-0.036697935312986374,
-0.0003466129710432142,
0.044287845492362976,
-0.0034389409702271223,
-0.013975930400192738,
0.01084880530834198,
-0.013244172558188438,
0.0232972614467144,
-0.010375844314694405,
0.016992973163723946,
0.030022036284208298,
0.0470263846218586,
0.003325756872072816,
0.03425462916493416,
-0.01766766980290413,
-0.09313283115625381,
0.03314187005162239,
0.03169358894228935,
0.012373420409858227,
-0.08246636390686035,
0.03558247536420822,
0.02925657108426094,
0.012312975712120533,
0.00456773117184639,
0.046043310314416885,
0.03920299559831619,
-0.02188311144709587,
-0.08266369253396988,
-0.06839058548212051,
0.058793969452381134,
-0.0378376841545105,
0.013683820143342018,
-0.09385252743959427,
0.00783313438296318,
0.043363992124795914,
0.06454607099294662,
-0.009314988739788532,
0.03754721209406853,
-0.017979709431529045,
0.01866348274052143,
-0.0007359511218965054,
0.01226890366524458,
-0.025774035602808,
-0.021313266828656197,
-0.026581041514873505,
-0.005627763457596302,
-0.04222285374999046,
0.028359560295939445,
0.025695234537124634,
-0.008032292127609253,
-0.011168509721755981,
0.0354049988090992,
-0.022945649921894073,
0.008898770436644554,
-0.0061242892406880856,
-0.014099250547587872,
-0.0195628572255373,
0.08528520911931992,
0.027465665712952614,
0.006273455917835236,
0.02707294560968876,
0.007057573646306992,
0.060066740959882736,
-0.01321213785558939,
0.061821043491363525,
0.03540920093655586,
-0.04913098365068436,
-0.020197739824652672,
-0.04281095787882805,
0.0536528043448925,
-0.005797970108687878,
-0.00911665614694357,
0.023771140724420547,
-0.019052429124712944,
0.012833916582167149,
-0.022852573543787003,
0.012160533107817173,
0.009221438318490982,
0.010013389401137829,
0.009845390915870667,
-0.0642586499452591,
-0.018527425825595856,
-0.046654827892780304,
0.00553936418145895,
0.0252287108451128,
-0.04823080077767372,
0.007625698111951351,
0.01691167615354061,
0.04558933153748512,
-0.012869312427937984,
-0.006702649872750044,
-0.01380460150539875,
-0.019282259047031403,
0.004082790110260248,
-0.03373853117227554,
0.008458966389298439,
0.07980534434318542,
0.03845340758562088,
-0.014144901186227798,
0.021602289751172066,
-0.0491006076335907,
-0.03888503462076187,
0.009139006957411766,
-0.03912017494440079,
0.011461819522082806,
0.0034561262000352144,
-0.009055739268660545,
0.01390322856605053,
-0.013316529802978039,
-0.00300771975889802,
0.03292189911007881,
-0.06692681461572647,
0.026644714176654816,
0.057352833449840546,
0.014853044413030148,
0.010179045610129833,
0.02132195234298706,
0.02077578194439411,
-0.0037667627912014723,
-0.017661405727267265,
-0.03806342929601669,
-0.04523632675409317,
-0.0019846924114972353,
0.03556515648961067,
0.05563337728381157,
-0.035743847489356995,
-0.0033706265967339277,
0.04371898993849754,
0.017082322388887405,
0.037816476076841354,
0.04982622712850571,
0.027494510635733604,
-0.07731810957193375,
-0.012225243262946606,
0.04117327183485031,
0.006792145781219006,
0.009506306611001492,
0.01524092722684145,
0.011716450564563274,
0.00935621652752161,
0.0011920504039153457,
-0.033090345561504364,
0.047900065779685974,
-0.026984790340065956,
0.012026680633425713,
-0.030442725867033005,
0.02657703123986721,
0.02503686398267746,
-0.0361638180911541,
0.030247915536165237,
-0.0014792396686971188,
0.0006189641426317394,
-0.0075173694640398026,
-0.01982232928276062,
-0.01881970837712288,
0.042663272470235825,
0.003346577985212207,
-0.014317650347948074,
-0.030894190073013306,
0.03364348039031029,
0.009407113306224346,
0.0005784171517007053,
0.02598579227924347,
-0.024998966604471207,
-0.012624369002878666,
0.012894032523036003,
0.016028812155127525,
-0.027622420340776443,
0.005263573490083218,
-0.00458000460639596,
-0.03386228159070015,
0.008864461444318295,
-0.0074612731114029884,
0.016570845618844032,
0.01852690801024437,
-0.040233757346868515,
0.00415570056065917,
-0.00838035624474287,
0.010057108476758003,
0.026507198810577393,
0.0023769319523125887,
0.003291501197963953,
0.024631476029753685,
-0.0047479672357439995,
-0.039577025920152664,
-0.011690073646605015,
-0.032459743320941925,
-0.011212158016860485,
-0.012163685634732246,
-0.026971643790602684,
0.07058120518922806,
-0.0073898546397686005,
-0.01813538745045662,
0.027919653803110123,
-0.046044159680604935,
-0.05870030075311661,
-0.06291230022907257,
0.005077906884253025,
0.06705065816640854,
-0.030755693092942238,
0.03672011196613312,
0.01640789583325386,
-0.04208555817604065,
-0.007800127845257521,
-0.047017838805913925,
-0.05931289866566658,
0.008929991163313389,
-0.04500754550099373,
0.015297885052859783,
0.015554305166006088,
-0.010780713520944118,
0.0855652466416359,
0.01239483430981636,
-0.0032192145008593798,
-0.01001841388642788,
-0.01847117394208908,
-0.014923485927283764,
-0.08225922286510468,
0.0037076822482049465,
0.03325371816754341,
-0.036865971982479095,
0.06463861465454102,
-0.01848967745900154,
0.02103845588862896,
0.026030084118247032,
0.004880439955741167,
-0.016780219972133636,
-0.015355315059423447,
-0.03811558336019516,
-0.02072845585644245,
0.0534781813621521,
0.021280037239193916,
0.018747370690107346,
-0.015449214726686478,
0.0510566309094429,
0.0550185963511467,
0.03097051940858364,
-0.021253501996397972,
0.06915397942066193,
-0.07204540818929672,
0.022147350013256073,
-0.061870425939559937,
0.050066303461790085,
-0.015744203701615334,
-0.0301580261439085,
-0.003347475081682205,
-0.024743642657995224,
0.03215697407722473,
-0.03700553998351097,
0.014873193576931953,
0.049534790217876434,
0.002497245091944933,
-0.024235591292381287,
0.01111037377268076,
-0.019211208447813988,
0.009163878858089447,
0.017330113798379898,
-0.04008020460605621,
-0.01842256635427475,
0.04392223060131073,
0.07053924351930618,
-0.00013824331108480692,
-0.0032241824083030224,
-0.013680161908268929,
-0.016776174306869507,
-0.04418036714196205,
-0.0007948686252348125,
-0.01693834364414215,
-0.0007768218056298792,
0.0021639838814735413,
0.029022905975580215,
-0.005125271622091532,
-0.0015543561894446611,
0.013125616125762463,
0.004321069922298193,
-0.10429506003856659,
-0.003508463269099593,
-0.06401552259922028,
-0.031492143869400024,
-0.005889514926820993,
-0.009726195596158504,
0.02376732975244522,
0.008610040880739689,
0.002790740691125393,
-0.01596515066921711,
0.03643050044775009,
-0.051692988723516464,
0.000984327751211822,
-0.020338911563158035,
-0.04842660203576088,
-0.04620015248656273,
0.027008239179849625,
0.031642913818359375,
-0.02281227521598339,
0.018002234399318695,
0.009038766846060753,
-0.04038523510098457,
-0.012764530256390572,
-0.022052809596061707,
0.010410763323307037,
0.026157626882195473,
0.0366656668484211,
0.030936742201447487,
-0.004988576285541058,
-0.008840901777148247,
0.017680699005723,
0.019003259018063545,
0.07957600802183151,
0.028594298288226128,
0.009422831237316132,
-0.0007274898234754801,
-0.06239058077335358,
-0.027543408796191216,
-0.0018476129043847322,
0.022853447124361992,
0.021363748237490654,
0.017466504126787186,
0.028781311586499214,
-0.011111070401966572,
0.011101770214736462,
0.017342587932944298,
0.07473520189523697,
-0.014940222725272179,
0.002034032717347145,
-0.02921289950609207,
-0.0187054630368948,
-0.04548415169119835,
0.01963026262819767,
0.005032673943787813,
-0.052206795662641525,
-0.04902603104710579,
-0.014437620528042316,
0.025944605469703674,
0.004050721414387226,
0.018962789326906204,
-0.030998561531305313,
0.01797783561050892,
0.04238171875476837,
0.04545590654015541,
-0.042083583772182465,
0.004540428053587675,
0.01044600922614336,
0.04220493137836456,
0.014545774087309837,
-0.01230640523135662,
-0.052203767001628876,
-0.00045935195521451533,
0.023523330688476562,
0.012793323956429958,
0.001126598916016519,
-0.010085060261189938,
-0.05740441381931305,
0.024763720110058784,
0.025166897103190422,
-0.011286073364317417,
0.023242473602294922,
-0.018470529466867447,
0.02986682765185833,
0.0009161828202195466,
-0.0301576629281044,
-0.033440001308918,
-0.0014038161607459188,
0.012885932810604572,
0.05491619184613228,
-0.014904453419148922,
-0.01857413351535797,
-0.045250046998262405,
-0.025369903072714806,
0.014576210640370846,
0.05390886589884758,
0.011506753973662853,
0.014518790878355503,
0.010955024510622025,
0.039616748690605164,
0.010315969586372375,
-0.0743035152554512,
0.005718480329960585,
-0.02001378685235977,
0.021678244695067406,
-0.0027164884377270937,
-0.018548622727394104,
-0.04574062302708626,
0.014057543128728867,
-0.006797711364924908,
-0.021251339465379715,
0.00848628580570221,
0.012522601522505283,
0.03738153725862503,
0.0371352918446064,
-0.00974204484373331,
0.06850943714380264,
0.008902331814169884,
0.03185668960213661,
0.0070234681479632854,
-0.06547999382019043,
0.010059678927063942,
-0.05582432821393013,
-0.04464837908744812,
-0.03511761501431465,
-0.007784961257129908,
-0.009126780554652214,
0.03813263401389122,
0.023334460332989693,
0.04738485813140869,
0.004293967969715595,
-0.019010478630661964,
0.010655430145561695,
0.014645679853856564,
0.032912902534008026,
-0.008489252999424934,
-0.0051646847277879715,
0.014731618575751781,
-0.020505009219050407,
-0.020409859716892242,
0.04282660782337189,
-0.015875190496444702,
-0.00019969770801253617,
0.03282465785741806,
-0.01398145966231823,
0.026914862915873528,
-0.025407947599887848,
-0.03284938260912895,
0.001596016576513648,
-0.03881412744522095,
0.01860124245285988,
0.013040121644735336,
0.017592674121260643,
0.0397539846599102,
-0.010520742274820805,
-0.02523687481880188,
0.028511827811598778,
0.009098726324737072,
-0.004197284113615751,
-0.03720620274543762,
0.01601417362689972,
0.05027667433023453,
0.0017749593826010823,
-0.09383000433444977,
-0.02968173660337925,
0.005247855093330145,
-0.06506436318159103,
0.00706041743978858,
-0.025183608755469322,
-0.012666178867220879,
-0.011356150731444359,
-0.005325099918991327,
-0.0027068466879427433,
0.01805638149380684,
0.0396152064204216,
-0.016167020425200462,
0.0039021873380988836,
-0.011854988522827625,
0.05746544897556305,
0.002078926656395197,
-0.026999302208423615,
0.025712858885526657,
0.004641364794224501,
-0.022669147700071335,
0.00891993660479784,
0.07221125066280365,
0.004330510273575783,
-0.005944077391177416,
-0.0012896106345579028,
-0.05011285841464996,
-0.0008810212020762265,
0.0020404052920639515,
-0.03412341699004173,
0.052019622176885605,
0.0273833516985178,
0.023447010666131973,
-0.0050801304168999195,
-0.032215315848588943,
-0.001824417500756681,
0.03302103653550148,
0.026189375668764114,
-0.04176710173487663,
-0.018285581842064857,
-0.005770701915025711,
0.025771578773856163,
0.0077728689648211,
0.04192895069718361,
0.01656259223818779,
0.07704086601734161,
-0.013320572674274445,
-0.021006247028708458,
0.0009897308191284537,
-0.009866775013506413,
0.031727731227874756,
0.0010224044090136886,
-0.010657167993485928,
-0.010532796382904053,
0.0005678677116520703,
-0.035227227956056595,
-0.028275934979319572,
-0.025846119970083237,
0.04278748109936714,
0.05695677176117897,
0.01756533980369568,
0.05706718564033508,
0.02592703141272068,
0.008255565539002419,
-0.012510315515100956,
-0.03369579091668129,
0.007014136295765638,
-0.03136510029435158,
-0.0072889747098088264,
0.03246549144387245,
-0.046879835426807404,
0.05429927259683609,
0.008442006073892117,
0.01834670454263687,
0.0028598320204764605,
0.029515400528907776,
0.008227929472923279,
0.029685119166970253,
0.018001122400164604,
0.003689507022500038,
-0.018434159457683563,
0.050343770533800125,
-0.03155559301376343,
0.027575701475143433,
-0.006161992438137531,
0.017110202461481094,
0.039062049239873886,
-0.016537686809897423,
-0.006052914075553417,
-0.04135558754205704,
-0.0028407182544469833,
-0.0339127779006958,
-0.006400658283382654,
0.004797950852662325,
-0.029529135674238205,
0.009101487696170807,
0.028640197589993477,
0.020518187433481216,
-0.027887940406799316,
0.028767865151166916,
-0.034444939345121384,
-0.0648324191570282,
-0.01002622302621603,
-0.008980289101600647,
-0.036512140184640884,
0.01955494098365307,
-0.012697948142886162,
0.006431153044104576,
0.02070951834321022,
-0.06161610037088394,
-0.0022397972643375397,
0.010278510861098766,
-0.001169027527794242,
-0.001417111256159842,
0.07506595551967621,
0.03530389815568924,
0.029324745759367943,
-0.03684205189347267,
0.02926058880984783,
0.11488428711891174,
0.06016426533460617,
0.026782860979437828,
-0.06150539591908455,
-0.01773357205092907,
-0.04236753657460213,
0.00582630792632699,
-0.0440119132399559,
-0.005087452940642834,
0.008221053518354893,
-0.017110683023929596,
0.034671682864427567,
0.041535452008247375,
0.017224501818418503,
-0.05072489008307457,
0.03129630535840988,
-0.007672554813325405,
-0.07354532927274704,
-0.022080644965171814,
-0.009208262898027897,
-0.023029210045933723,
0.010669466108083725,
-0.0136244622990489,
0.056607406586408615,
-0.05109516903758049,
0.01817699894309044,
0.01628045178949833,
-0.012656671926379204,
-0.007181101478636265,
-0.01336110383272171,
-0.017042389139533043,
0.011907018721103668,
0.031919218599796295,
-0.019816778600215912,
-0.05206938460469246,
0.004198048263788223,
0.019823512062430382,
-0.014105663634836674,
0.025819286704063416,
-0.005510029383003712,
0.007705858908593655,
0.020026175305247307,
0.021161070093512535,
0.00437393831089139,
-0.041464824229478836,
0.00545100774616003,
-0.013833165168762207,
0.046113643795251846,
0.006637642625719309,
-0.004500080365687609,
0.0011639413423836231,
-0.01598941907286644,
0.015587260946631432,
-0.03852128982543945,
-0.030612070113420486,
0.002479097805917263,
0.02138080634176731,
-0.02582711912691593,
-0.0068474882282316685,
-0.02638377994298935,
0.008608379401266575,
-0.0028495381120592356,
0.013371176086366177,
-0.001184362918138504,
-0.045636892318725586,
-0.012935378588736057,
-0.017169926315546036,
0.027243344113230705,
-0.007754546124488115,
-0.023686116561293602,
-0.002058790298178792,
-0.03753079101443291,
-0.06896936893463135,
-0.005898063071072102,
-0.0003383174480404705,
-0.024730637669563293,
0.0402381531894207,
0.015612841583788395,
0.037899404764175415,
0.01135067455470562,
-0.027115676552057266,
0.028569761663675308,
-0.03306160867214203,
0.02210102789103985,
-0.041795846074819565,
-0.013332073576748371,
0.032752275466918945,
0.02209106832742691,
-0.005797064863145351,
-0.015397749841213226,
0.03988456726074219,
0.04056702181696892,
0.021783413365483284,
-0.014358336105942726,
-0.033526454120874405,
-0.0021964311599731445,
-0.03506181761622429,
-0.0030195482540875673,
-0.00627050269395113,
0.045601736754179,
-0.009798331186175346,
0.043155670166015625,
-0.030073683708906174,
0.02004348114132881,
-0.028515731915831566,
-0.005142565816640854,
-0.003664596239104867,
-0.036386456340551376,
0.03635215759277344,
0.05153582617640495,
0.016613133251667023,
-0.009924547746777534,
-0.0107010742649436,
-0.006526588927954435,
0.013087492436170578,
0.02754039317369461,
0.022142885252833366,
-0.044540345668792725,
-0.013359569013118744,
-0.02635328844189644,
0.04585955664515495,
-0.013028117828071117,
-0.02790377289056778,
-0.03464054316282272,
0.02041701413691044,
0.010913927108049393,
-0.02776241861283779,
0.0008249521488323808,
0.011127248406410217,
0.013109631836414337,
-0.026583872735500336,
0.04102063924074173,
0.01670517586171627,
-0.01290111429989338,
-0.0002176442212658003,
0.035760119557380676,
-0.014760838821530342,
0.059977322816848755,
-0.010203581303358078,
0.006027012597769499,
0.05619977042078972,
-0.042042870074510574,
-0.013934011571109295,
0.021120870485901833,
0.027513904497027397,
0.025727184489369392,
0.002362186787649989,
-0.037476565688848495,
-0.043744321912527084,
0.046826206147670746,
-0.06221951171755791,
0.01586960442364216,
-0.005769315641373396,
-0.042813509702682495,
0.0026322253979742527,
-0.01781025342643261,
-0.013716313056647778,
-0.01261336263269186,
-0.0014737070305272937,
0.04249141365289688,
0.02900860831141472,
-0.015195341780781746,
-0.04047013074159622,
0.006584003567695618,
0.005461662542074919,
0.0041428059339523315,
0.01957550272345543,
0.010772556997835636,
0.027045799419283867,
0.03330542892217636,
-0.039006754755973816,
0.03804558515548706,
-0.06320293247699738,
-0.02199074998497963,
-0.06631555408239365,
-0.031921904534101486,
0.037226010113954544,
0.022255977615714073,
0.0414561927318573,
-0.014269761741161346,
-0.013481006026268005,
0.019158197566866875,
-0.04997318238019943,
-0.044454142451286316,
-0.015124848112463951,
-0.04715409129858017,
-0.018568824976682663,
-0.013226590119302273,
-0.015553075820207596,
0.02304929308593273,
0.02585824765264988,
0.02570408582687378,
0.023654745891690254,
0.0055208755657076836,
-0.026654407382011414,
-0.015722496435046196,
0.0071416618302464485,
0.031928952783346176,
-0.019722474738955498,
-0.03885382413864136,
0.029092365875840187,
-0.024238932877779007,
0.01911713182926178,
0.04419911652803421,
-0.0043735927902162075,
-0.01106454897671938,
0.027458636090159416,
0.01545986719429493,
-0.002440967131406069,
0.045690588653087616,
0.017867563292384148,
-0.0024724637623876333,
0.039414748549461365,
-0.0029815032612532377,
0.02566980943083763,
0.02295602113008499,
-0.019674982875585556,
-0.018101422116160393,
0.004257288761436939,
-0.024157708510756493,
-0.048747848719358444,
0.002490348881110549,
-0.005544149316847324,
-0.06315526366233826,
-0.017426086589694023,
0.017106126993894577,
-0.01573874242603779,
-0.032365135848522186,
0.06375640630722046,
0.003434434300288558,
0.001738211722113192,
0.004248303361237049,
0.027629321441054344,
-0.019873423501849174,
0.020086433738470078,
0.0353744737803936,
-0.07391861826181412,
0.0356893427670002,
0.03432169184088707,
-0.0008371988078579307,
-0.06908105313777924,
-0.013840153813362122,
-0.002195065375417471,
0.005515439435839653,
0.03359655663371086,
-0.039866600185632706,
-0.061956632882356644,
0.010699284262955189,
-0.003409671364352107,
0.019309338182210922,
-0.003165537491440773,
-0.017404047772288322,
-0.008803450502455235,
-0.08301955461502075,
0.03686967119574547,
-0.014147106558084488,
0.002327013062313199,
-0.04267730563879013,
0.006865296512842178,
-0.0340188629925251,
-0.027901174500584602,
0.026655955240130424,
0.045011743903160095,
-0.015409767627716064,
0.011982512660324574,
0.03689145669341087,
0.031338393688201904,
-0.03920876234769821,
0.03651273250579834,
-0.018587365746498108,
-0.03710654377937317,
-0.03276729956269264,
-0.015022202394902706,
0.021651631221175194,
0.04481570050120354,
0.009998342953622341,
-0.012040036730468273,
0.01922871172428131,
-0.01675596833229065,
0.012577270157635212,
0.049256332218647,
0.02750827930867672,
-0.007966697216033936,
0.08776427060365677,
-0.015457380563020706,
0.010504684410989285,
-0.01277120877057314,
-0.016481688246130943,
-0.023202210664749146,
0.03691437840461731,
-0.031698718667030334,
-0.02446126379072666,
-0.020653011277318,
0.04273872449994087,
0.06270315498113632,
-0.06399949640035629,
-0.03876834362745285,
0.037940528243780136,
-0.044265422970056534,
-0.015822459012269974,
0.06131591275334358,
0.040216922760009766,
0.04656950384378433,
0.02212229184806347,
0.010853253304958344,
0.007898680865764618,
0.020435789600014687,
0.04468939080834389,
0.023957496508955956,
0.04629950597882271,
-0.024243444204330444,
-0.0021224510855972767,
0.004739363212138414,
-0.0669366866350174,
0.029773816466331482,
-0.0038770227693021297,
0.04152442887425423,
-0.031223511323332787,
-0.03659844025969505,
0.015761150047183037,
0.016200078651309013,
0.008712824434041977,
-0.022146053612232208,
-0.038505494594573975,
0.06130853295326233,
-0.01880546845495701,
0.004704305436462164,
-0.014846946112811565,
-0.00024844869039952755,
-0.022824155166745186,
-0.0020099610555917025,
0.01674911007285118,
-0.006017846055328846,
0.012966006994247437,
0.008791157975792885,
0.0026524465065449476,
-0.00331871653907001,
0.0127367889508605,
-0.029345925897359848,
0.01644229143857956,
0.007731019519269466,
-0.008244577795267105,
-0.038390111178159714,
-0.017334721982479095,
0.005858217366039753,
-0.039165329188108444,
0.0037555673625320196,
0.04714955762028694,
0.0027216493617743254,
-0.001082928036339581,
-0.03413761779665947,
0.0021773953922092915,
0.0696231946349144,
-0.04662309214472771,
-0.014034830033779144,
-0.012948302552103996,
-0.008755462244153023,
-0.01392744667828083,
-0.01065080612897873
] |
<p>I have data on commute times over a specified route over different days during different conditions. Some of the conditions are categorical (e.g., weather, traffic), and some of them are numeric (e.g., time departing from origin). I'd like to find out which of these conditions most strongly correlate with the shortest commute times on any given day of the week (M-F).</p>
<p>Is there a decision tree-like algorithm that would discover the conditions most strongly correlated with the shortest commute times?</p> | 73,392 | [
-0.04181147739291191,
-0.03234472498297691,
0.029299702495336533,
0.018744058907032013,
0.06076454743742943,
0.015303079970180988,
0.04299057275056839,
-0.006405087187886238,
0.028897197917103767,
-0.010282834060490131,
0.03295811265707016,
0.0607709139585495,
0.040053654462099075,
0.07260309159755707,
-0.006695175543427467,
0.0033651203848421574,
0.01195136085152626,
0.006727383006364107,
-0.028404224663972855,
-0.026191797107458115,
-0.028400158509612083,
0.009616876021027565,
0.026815861463546753,
0.010273999534547329,
-0.04775875806808472,
0.03703024610877037,
0.01364403311163187,
-0.015008945018053055,
-0.0024955475237220526,
0.017434796318411827,
-0.0515606589615345,
-0.012837053276598454,
0.0027749838773161173,
0.07318135350942612,
0.021776648238301277,
0.01949967071413994,
0.003793751122429967,
-0.017361516132950783,
-0.040507104247808456,
-0.013752155937254429,
0.03147450461983681,
-0.04233777895569801,
-0.013015102595090866,
0.013416748493909836,
-0.016382554545998573,
0.032954830676317215,
0.029622819274663925,
0.015803806483745575,
0.020819520577788353,
-0.042379602789878845,
0.09616905450820923,
-0.04337037354707718,
-0.009306646883487701,
0.011937475763261318,
-0.026577481999993324,
-0.02362392097711563,
0.02163848839700222,
0.04772142693400383,
0.01514954399317503,
-0.034796092659235,
-0.013443668372929096,
-0.021724184975028038,
-0.011802627705037594,
-0.009968594647943974,
-0.07751395553350449,
0.02104989066720009,
0.007855896838009357,
-0.029534311965107918,
0.03283024579286575,
0.012344238348305225,
-0.006013724487274885,
-0.013755994848906994,
0.052552420645952225,
0.006323294248431921,
0.009377265349030495,
-0.014650706201791763,
-0.0005966995959170163,
0.01884373091161251,
0.06491139531135559,
0.006576112005859613,
0.00730817811563611,
-0.008160727098584175,
-0.004938419442623854,
0.01303433533757925,
-0.0023016768973320723,
-0.0020932303741574287,
0.061945922672748566,
-0.04481790214776993,
-0.028945662081241608,
0.05256826430559158,
0.012384224683046341,
-0.03615768626332283,
0.013157148845493793,
-0.004439676646143198,
-0.005980303511023521,
0.02335038036108017,
-0.022550802677869797,
-0.028386425226926804,
0.00456977728754282,
0.04037611931562424,
-0.012884880416095257,
-0.04071075841784477,
0.009091413579881191,
0.02028476633131504,
-0.021524103358387947,
0.0077035026624798775,
-0.030212463811039925,
0.0190883856266737,
-0.008630944415926933,
0.028899334371089935,
-0.03836832568049431,
-0.021329956129193306,
0.003879332449287176,
0.016116729006171227,
0.006824768614023924,
-0.041845325380563736,
-0.009369807317852974,
-0.011211995035409927,
0.027259912341833115,
0.08184469491243362,
0.021845724433660507,
-0.05177047848701477,
-0.018983269110322,
-0.029236655682325363,
-0.05299214646220207,
-0.0004149212036281824,
-0.009292560629546642,
-0.00616737175732851,
0.02034365013241768,
0.06610077619552612,
-0.016844017431139946,
-0.00870851706713438,
0.014455734752118587,
0.002729107392951846,
0.01602647826075554,
0.0037390447687357664,
-0.09150993824005127,
-0.02585068717598915,
0.00003189858762198128,
0.029725637286901474,
-0.017975475639104843,
-0.025309991091489792,
0.009075951762497425,
0.010636679828166962,
0.05096890777349472,
0.019581813365221024,
0.05425713211297989,
0.003641175338998437,
-0.006787369027733803,
0.008019146509468555,
0.0031879767775535583,
-0.02345031499862671,
-0.01122917328029871,
-0.009501263499259949,
-0.01141111459583044,
-0.050371214747428894,
0.008683309890329838,
0.03751492500305176,
0.00869651511311531,
0.0021212121937423944,
0.05858933925628662,
0.016924861818552017,
-0.04618862271308899,
-0.006224668584764004,
0.015068117529153824,
-0.006719502154737711,
0.04889952018857002,
0.027665073052048683,
0.01919092983007431,
-0.01681848242878914,
-0.002367812441661954,
0.0017012503230944276,
0.02119981124997139,
0.024662263691425323,
0.0290323868393898,
-0.005098517052829266,
-0.054216984659433365,
0.0029554669745266438,
0.002220416907221079,
-0.006413400638848543,
0.014822904951870441,
-0.04244605079293251,
-0.050639357417821884,
-0.01306967530399561,
0.011324673891067505,
0.07429873198270798,
-0.015917044132947922,
-0.013813406229019165,
0.05700623616576195,
-0.06609176099300385,
-0.006485703866928816,
-0.021602284163236618,
-0.014626918360590935,
-0.02172720432281494,
-0.040806014090776443,
0.01430060900747776,
-0.004553681705147028,
0.01478972751647234,
-0.022378265857696533,
-0.03939727693796158,
-0.011035660281777382,
0.0036488757468760014,
0.055078718811273575,
-0.010771561414003372,
0.005013908259570599,
0.04720514640212059,
0.02736395038664341,
-0.02892376482486725,
0.0033849028404802084,
-0.04942581430077553,
-0.07110629230737686,
0.009721104055643082,
-0.04318515211343765,
0.021975325420498848,
-0.0003811764472629875,
0.0292976014316082,
0.058559760451316833,
0.015665274113416672,
-0.061459556221961975,
-0.0011585542233660817,
-0.044365569949150085,
0.047054991126060486,
0.0618303045630455,
0.004854059778153896,
0.04636872559785843,
0.02284468524158001,
0.007766099646687508,
0.024090860038995743,
0.005213701631873846,
-0.00952799990773201,
-0.012590115889906883,
-0.023617655038833618,
0.0371016263961792,
0.012499417178332806,
-0.03066815808415413,
0.027227558195590973,
0.05443928390741348,
0.03557503968477249,
0.006346655543893576,
0.05305926874279976,
0.00747899804264307,
0.017404474318027496,
0.025297321379184723,
0.03307675942778587,
0.020404057577252388,
-0.006942616775631905,
0.03210827335715294,
-0.01761029288172722,
0.0001648515317356214,
-0.03861567750573158,
-0.04156646132469177,
0.04411858320236206,
0.04670955613255501,
0.008882029913365841,
-0.0123237743973732,
-0.05686138570308685,
0.05421619117259979,
-0.026274405419826508,
-0.01268546748906374,
0.04962464049458504,
0.02223169431090355,
0.034111056476831436,
0.030637571588158607,
-0.05481945350766182,
0.02336410991847515,
0.0696396604180336,
-0.02872912399470806,
0.007953383028507233,
0.0263515654951334,
-0.027793513610959053,
0.03667820617556572,
-0.01834152452647686,
-0.04870250076055527,
-0.012837979011237621,
0.026112450286746025,
0.044180430471897125,
-0.0038216360844671726,
0.00836752075701952,
0.0021081878803670406,
0.008964997716248035,
-0.034099411219358444,
-0.03383474797010422,
0.01966562680900097,
0.0015923605533316731,
-0.04538089036941528,
-0.025534633547067642,
-0.0038095698691904545,
-0.04812393710017204,
0.03939179703593254,
-0.018027031794190407,
-0.008338145911693573,
0.049433913081884384,
0.044725652784109116,
-0.042903751134872437,
-0.00447841128334403,
-0.04112773388624191,
0.023542923852801323,
-0.05842648446559906,
-0.012678937055170536,
0.009212690405547619,
0.007210500072687864,
-0.06848379224538803,
-0.011432347819209099,
-0.04459885507822037,
0.006010982673615217,
0.0018821272533386946,
-0.06359890103340149,
0.013926719315350056,
-0.01637273095548153,
0.012402494437992573,
0.046286098659038544,
0.013266919180750847,
0.005417804233729839,
-0.05399971455335617,
-0.05413935333490372,
0.03110339306294918,
-0.023327382281422615,
0.04819720238447189,
0.027279818430542946,
-0.017865203320980072,
0.07181651145219803,
0.03355109691619873,
-0.054267700761556625,
-0.04549863934516907,
-0.0043915496207773685,
-0.02037326619029045,
-0.013039853423833847,
0.00805942714214325,
0.040582478046417236,
0.009870529174804688,
-0.008035167120397091,
0.02324065938591957,
0.032236553728580475,
0.062244050204753876,
0.010850585997104645,
-0.025442712008953094,
0.04672596976161003,
-0.009243707172572613,
0.00046381785068660975,
0.03806285560131073,
0.04303283244371414,
-0.0447450689971447,
0.01238152664154768,
-0.04794524237513542,
-0.0005927244783379138,
0.019342903047800064,
-0.06326823681592941,
0.016842544078826904,
-0.005022395867854357,
0.0232221782207489,
-0.0668940395116806,
0.01776082254946232,
-0.032175738364458084,
-0.054211053997278214,
-0.022555449977517128,
0.013553457334637642,
0.024577215313911438,
-0.017352158203721046,
0.006809059996157885,
0.05942726880311966,
0.06759089231491089,
-0.035320982336997986,
-0.019624443724751472,
-0.007399635389447212,
-0.02039584331214428,
0.056170061230659485,
-0.05784819275140762,
-0.017629317939281464,
0.044038642197847366,
0.014433592557907104,
0.036270640790462494,
0.03517524525523186,
-0.05077880248427391,
0.01731429062783718,
-0.04872294142842293,
-0.020468104630708694,
-0.01920267567038536,
0.0833369717001915,
0.009646588936448097,
0.04427028074860573,
-0.006638435646891594,
-0.004396043252199888,
-0.0008993372321128845,
0.019470466300845146,
-0.08998642861843109,
0.0037544688675552607,
-0.0017670626984909177,
-0.012696207500994205,
0.0016176641220226884,
-0.07606229186058044,
-0.02221987582743168,
-0.0387481190264225,
0.013116988353431225,
-0.0013453884748741984,
0.05730411410331726,
-0.02816985547542572,
0.013132928870618343,
-0.025777101516723633,
-0.01031051017343998,
-0.024762168526649475,
-0.014253182336688042,
0.054397813975811005,
0.018133046105504036,
0.029553331434726715,
0.013671446591615677,
-0.020652586594223976,
-0.027652904391288757,
0.010752218775451183,
0.013461860828101635,
-0.002787587698549032,
0.03139322251081467,
-0.05377960205078125,
0.0009169596596620977,
-0.004093566909432411,
0.010370178148150444,
-0.008050190284848213,
0.01782068982720375,
0.017884623259305954,
-0.01188338827341795,
-0.019959205761551857,
0.006831382401287556,
-0.023572586476802826,
0.009826784953474998,
0.01340955775231123,
0.0016220425022765994,
-0.005234842654317617,
0.039757903665304184,
0.011442705057561398,
-0.06683705747127533,
-0.008088505826890469,
0.055455148220062256,
0.0141150476410985,
-0.017904693260788918,
-0.015644798055291176,
-0.020463554188609123,
0.006960245780646801,
-0.0016346467891708016,
0.02590334787964821,
0.04078098013997078,
0.02296404354274273,
0.01910768263041973,
0.018876897171139717,
0.009862041100859642,
-0.036273401230573654,
0.028728604316711426,
-0.004702433943748474,
0.023250194266438484,
0.020840713754296303,
-0.026196332648396492,
0.025502899661660194,
0.011309821158647537,
0.02962181530892849,
0.0386328361928463,
0.02848186157643795,
-0.0932297632098198,
0.004195625893771648,
0.027420077472925186,
0.04234788939356804,
0.01115206815302372,
-0.00007854290015529841,
-0.055768273770809174,
0.010949450545012951,
0.04619317874312401,
-0.00818184856325388,
0.028874007984995842,
0.016545604914426804,
0.009210611693561077,
-0.04827990010380745,
-0.038661323487758636,
-0.04079647362232208,
0.007733766920864582,
-0.020327426493167877,
0.0646386593580246,
0.028154538944363594,
-0.04670245945453644,
-0.04626841098070145,
0.0007406295044347644,
0.015214633196592331,
0.011250955983996391,
0.013766327872872353,
-0.018774336203932762,
0.0019151302985846996,
-0.006413978990167379,
-0.05888392776250839,
-0.0767713114619255,
-0.046043604612350464,
0.03800402954220772,
0.0004410988767631352,
0.053073376417160034,
-0.02401755005121231,
-0.0018996914150193334,
-0.001549775362946093,
-0.018246935680508614,
-0.02592177875339985,
0.024337725713849068,
-0.06104870140552521,
0.04062637314200401,
-0.008928599767386913,
0.01053161546587944,
0.028315745294094086,
0.01727680303156376,
-0.03280779719352722,
0.004365410655736923,
-0.030276086181402206,
0.01548837311565876,
0.01678556017577648,
-0.010170342400670052,
-0.008069182746112347,
-0.05666636303067207,
-0.016294220462441444,
-0.019612377509474754,
-0.014752116985619068,
0.03424463048577309,
-0.00884627178311348,
-0.028690004721283913,
-0.05451466515660286,
0.011720034293830395,
-0.015498622320592403,
-0.017753776162862778,
-0.015404422767460346,
0.008181543089449406,
-0.022075548768043518,
-0.00597405806183815,
0.057042550295591354,
-0.02026038058102131,
0.031986236572265625,
0.011616740375757217,
-0.0241549089550972,
-0.007850142195820808,
-0.012690686620771885,
-0.008636546321213245,
-0.013238443993031979,
0.0135265551507473,
0.04152783378958702,
0.003372585168108344,
0.019344512373209,
0.038319408893585205,
-0.023044142872095108,
-0.022908471524715424,
0.04643784090876579,
0.017191430553793907,
0.02844971977174282,
0.004790480248630047,
0.02753089927136898,
-0.003910809755325317,
-0.033084139227867126,
-0.04756489768624306,
-0.03519914299249649,
0.022312048822641373,
0.02732165902853012,
-0.07103975117206573,
-0.054703254252672195,
0.033016856759786606,
-0.035410962998867035,
-0.03179924190044403,
-0.03736479952931404,
0.04837232455611229,
-0.02212860994040966,
-0.0005304988590069115,
-0.004762412514537573,
0.0062128403224051,
0.05253256857395172,
0.024620240554213524,
0.01545228622853756,
0.02482203021645546,
-0.02624622732400894,
-0.000027431608032202348,
-0.0010454303119331598,
0.01636960357427597,
-0.005474898032844067,
-0.027632994577288628,
-0.009226106107234955,
0.0286856722086668,
0.02343354932963848,
-0.0030099176801741123,
-0.006206468679010868,
0.032444532960653305,
-0.01682109199464321,
-0.014976922422647476,
-0.01746116764843464,
0.039639804512262344,
0.02282777801156044,
-0.002063646912574768,
-0.021535880863666534,
0.007072231732308865,
-0.012350816279649734,
-0.006911029573529959,
-0.022200781852006912,
-0.017590468749403954,
-0.00930891465395689,
0.023702314123511314,
0.045438315719366074,
-0.013019858859479427,
0.01234282273799181,
0.032831285148859024,
0.00014724205539096147,
-0.004039617255330086,
0.0005568997003138065,
-0.02871173992753029,
0.015399274416267872,
0.0183810293674469,
-0.014476860873401165,
-0.008868474513292313,
-0.00496467063203454,
-0.0063750226981937885,
0.045220695436000824,
0.00844595581293106,
0.07095064967870712,
0.07584600895643234,
0.010343359783291817,
0.02300366386771202,
-0.02522924542427063,
-0.012729816138744354,
-0.003841595258563757,
0.0204051174223423,
0.04344172030687332,
0.032150235027074814,
-0.0013793775578960776,
0.04423022270202637,
0.012831518426537514,
-0.031925711780786514,
-0.006747359409928322,
0.023324932903051376,
0.0029365785885602236,
0.022896599024534225,
-0.02693461999297142,
-0.10080690681934357,
-0.03600029647350311,
-0.05674300715327263,
0.005021224729716778,
-0.010559792630374432,
-0.011540775187313557,
0.031239092350006104,
0.021961254999041557,
-0.0070352316834032536,
-0.02996719814836979,
0.011684763245284557,
-0.047130681574344635,
0.015849245712161064,
0.016352331265807152,
-0.05017530918121338,
0.022639410570263863,
0.056264810264110565,
0.06700503826141357,
-0.007935411296784878,
-0.015081246383488178,
0.01417047530412674,
-0.037892553955316544,
0.004950021393597126,
0.0017057042568922043,
-0.04317712411284447,
0.05299080163240433,
-0.010999738238751888,
-0.04264073073863983,
0.03164594992995262,
-0.027619823813438416,
0.008552629500627518,
0.004582538269460201,
0.036096181720495224,
0.013032160699367523,
0.035895947366952896,
0.00149276084266603,
-0.02375209331512451,
-0.005228101275861263,
-0.00646918686106801,
0.13532009720802307,
0.06295990198850632,
0.055748313665390015,
-0.0666048601269722,
0.007310997229069471,
0.027668481692671776,
-0.011370532214641571,
-0.04131566733121872,
0.02218620292842388,
0.010031609795987606,
0.004391232505440712,
0.08310572803020477,
-0.03542732074856758,
-0.010186957195401192,
-0.04595309495925903,
0.03826204314827919,
-0.030456900596618652,
-0.04435926675796509,
0.016468096524477005,
0.014070902019739151,
0.0036129907239228487,
-0.01835193671286106,
-0.031197719275951385,
0.039903488010168076,
-0.022255975753068924,
-0.024335861206054688,
-0.0008361091604456306,
-0.039822451770305634,
0.03365500643849373,
-0.0417739562690258,
-0.01954287476837635,
0.042863331735134125,
0.04396611824631691,
0.004442726261913776,
-0.03405068442225456,
0.03098360076546669,
0.012739056721329689,
-0.013072493486106396,
-0.006053595338016748,
0.010052507743239403,
-0.009162078611552715,
-0.007396239321678877,
-0.02785225212574005,
0.012168947607278824,
-0.053762760013341904,
0.027125991880893707,
-0.0565854087471962,
0.047828558832407,
0.008879093453288078,
0.01508419867604971,
0.006264067254960537,
0.0250494834035635,
0.03678836673498154,
-0.020127583295106888,
0.010536697693169117,
0.0027944270987063646,
0.05310346186161041,
-0.03886716440320015,
-0.02040106989443302,
-0.030111903324723244,
0.019140344113111496,
-0.010961456224322319,
-0.0005573272937908769,
0.022128667682409286,
-0.012577460147440434,
-0.011693594977259636,
-0.020377952605485916,
0.023813994601368904,
0.019157057628035545,
0.00024612690322101116,
-0.022157952189445496,
-0.02672586590051651,
0.010276653803884983,
-0.0007239492260850966,
0.036579679697752,
0.0005979844136163592,
0.022562898695468903,
0.028821291401982307,
-0.032368335872888565,
-0.02163631282746792,
-0.03069179132580757,
-0.008621479384601116,
-0.03466593474149704,
-0.024403028190135956,
-0.047690439969301224,
-0.014008824713528156,
0.039085157215595245,
0.04860229045152664,
0.052876412868499756,
0.030866609886288643,
-0.002318599494174123,
0.03689545392990112,
-0.019150273874402046,
-0.01087226253002882,
-0.01240585744380951,
-0.034909721463918686,
-0.02226324751973152,
0.0685402974486351,
0.03625636547803879,
0.04400365799665451,
0.022437697276473045,
0.00012631167192012072,
0.010147263295948505,
0.014649111777544022,
0.02643497660756111,
0.02003408968448639,
0.009849052876234055,
-0.06024415045976639,
0.004272886086255312,
0.01217824500054121,
0.0037284432910382748,
-0.026079846546053886,
-0.040235091000795364,
-0.015685439109802246,
-0.028674177825450897,
0.011287000961601734,
-0.060134660452604294,
-0.006482185795903206,
0.02826138399541378,
0.011365514248609543,
0.029427262023091316,
-0.018405381590127945,
0.011498111300170422,
-0.036626044660806656,
-0.019568108022212982,
-0.06396497786045074,
-0.027810879051685333,
-0.010795381851494312,
0.007829495705664158,
-0.02114907093346119,
0.02980850450694561,
0.03447560593485832,
0.013918465934693813,
-0.00692861108109355,
-0.008226518519222736,
0.011643418110907078,
-0.0005509378970600665,
0.08215193450450897,
-0.002126141218468547,
-0.000607475929427892,
0.012041187845170498,
-0.05684269964694977,
-0.02910195104777813,
0.028415001928806305,
-0.009449709206819534,
0.013410773128271103,
0.007700984366238117,
-0.021195348352193832,
-0.006463086698204279,
0.05493725836277008,
-0.042819056659936905,
-0.03323548659682274,
-0.024505432695150375,
0.03038518689572811,
0.013241996988654137,
0.009820678271353245,
-0.02232597954571247,
-0.02195057086646557,
-0.050144754350185394,
-0.017329270020127296,
0.037490908056497574,
0.009469667449593544,
0.015070063062012196,
0.008840342052280903,
-0.0007384106866084039,
-0.01005268469452858,
0.010240588337182999,
-0.02538430131971836,
0.014467467553913593,
0.014850950799882412,
-0.018303213641047478,
0.04684455692768097,
0.011091778986155987,
0.012403327971696854,
-0.08904308080673218,
-0.028440436348319054,
0.050716299563646317,
0.0314989797770977,
0.0730057954788208,
-0.046870529651641846,
0.004944105166941881,
0.028513623401522636,
-0.0355064794421196,
0.04508117213845253,
0.03192555904388428,
0.020582925528287888,
-0.02980179153382778,
-0.00022928779071662575,
-0.022354794666171074,
0.03804341331124306,
0.02051495388150215,
0.026892369613051414,
0.024364257231354713,
0.05000482127070427,
-0.004904483910650015,
-0.030085943639278412,
-0.004684568382799625,
-0.00871674157679081,
0.03759238123893738,
-0.04594976827502251,
0.023919198662042618,
-0.04865662381052971,
-0.02645612135529518,
0.02741086296737194,
-0.025178318843245506,
0.0002905465953517705,
0.0016545419348403811,
-0.010259908623993397,
0.02184603363275528,
0.03762805089354515,
0.04943558946251869,
-0.02760385535657406,
-0.01812852919101715,
-0.011814485304057598,
0.0023386660031974316,
0.04873748496174812,
0.030548276379704475,
0.008669542148709297,
0.0043054320849478245,
-0.016027938574552536,
-0.0612020269036293,
0.047314148396253586,
0.0020243527833372355,
-0.003029236802831292,
0.007303646299988031,
0.0003546137595549226,
-0.0164946336299181,
0.01721128262579441,
-0.012680314481258392,
-0.03188025578856468,
-0.0060499198734760284,
0.03133970499038696,
0.020658258348703384,
-0.038474880158901215,
0.024731725454330444,
-0.015956154093146324,
-0.05227392911911011,
0.004829959012567997,
0.029671603813767433,
0.015937695279717445,
-0.010496879927814007,
-0.015006930567324162,
-0.021982159465551376,
0.030874738469719887,
-0.03771545737981796,
0.01876037009060383,
0.025672024115920067,
0.0422041229903698,
0.01278980914503336,
0.003619794500991702,
0.012629992328584194,
-0.013580219820141792,
0.009769611991941929,
-0.08868732303380966,
0.04446505382657051,
0.028638126328587532,
0.015677424147725105,
-0.019385650753974915,
-0.03955809026956558,
-0.0790695995092392,
-0.0012316856300458312,
0.03752469643950462,
-0.022228188812732697,
-0.004393597133457661,
-0.015485955402255058,
0.0014934322098270059,
0.0013754202518612146,
-0.05063210055232048,
0.025769535452127457,
0.0009359038667753339,
-0.034319695085287094,
0.005408200901001692,
-0.026688644662499428,
0.03325521573424339,
-0.04027577489614487,
-0.02159903571009636,
0.0023380520287901163,
-0.016205139458179474,
-0.016307806596159935,
-0.002755420748144388,
0.04472426697611809,
0.008095460943877697,
0.010408559814095497,
0.014503567479550838,
0.02785220555961132,
0.012764138169586658,
0.03417403623461723,
-0.036602385342121124,
-0.045717012137174606,
0.06395317614078522,
-0.05320413038134575,
-0.028018565848469734,
0.025747615844011307,
0.010843791998922825,
-0.0014393194578588009,
-0.03214898332953453,
0.018412763252854347,
0.02387710101902485,
-0.033590249717235565,
0.01628938503563404,
0.04781143739819527,
0.00739607959985733,
0.03260980546474457,
-0.018007328733801842,
0.021040422841906548,
0.0046495068818330765,
-0.039906468242406845,
0.03571237623691559,
0.02303525246679783,
-0.022276706993579865,
-0.024695806205272675,
-0.0186756644397974,
0.004824349656701088,
0.006513549946248531,
0.04494670405983925,
-0.02271169424057007,
-0.0051398188807070255,
-0.02418450638651848,
-0.032683733850717545,
0.05125671997666359,
-0.00496938219293952,
0.03160799294710159,
0.02526300773024559,
-0.030998602509498596,
0.035854533314704895,
-0.043514493852853775,
-0.020828017964959145,
-0.03997037187218666,
-0.013733281753957272,
-0.027873344719409943,
0.02211892232298851,
0.005913583096116781,
0.023870771750807762,
-0.01820303313434124,
0.037990789860486984,
0.03761616721749306,
0.013316898606717587,
-0.012335581704974174,
-0.024444710463285446,
0.013422518968582153,
0.0090722581371665,
-0.01185520552098751,
0.005591789726167917,
-0.015072401612997055,
-0.06927981972694397,
-0.0445011630654335,
-0.0060537331737577915,
0.050387103110551834,
-0.019389325752854347,
-0.0006086089415475726,
0.01511282566934824,
-0.017226755619049072,
-0.00418580649420619,
-0.061479657888412476,
-0.008642829954624176,
-0.046121541410684586,
0.0325925350189209,
-0.019863372668623924,
-0.0006967310328036547
] |
<p>I would like to compare two linear regression models which represent degradation rates of a mRNA over time under two different conditions. The data for each model collected independently. </p>
<p>Here is the dataset.</p>
<pre>
Time (hours) log(Treatment A) log(treatment B)
0 2.02 1.97
0 2.04 2.06
0 1.93 1.96
2 2.02 1.91
2 2.00 1.95
2 2.07 1.82
4 1.96 1.97
4 2.02 1.99
4 2.02 1.99
6 1.94 1.90
6 1.94 1.97
6 1.86 1.88
8 1.93 1.97
8 2.12 1.99
8 2.06 1.93
12 1.71 1.70
12 1.96 1.73
12 1.71 1.76
24 1.70 1.46
24 1.83 1.41
24 1.62 1.42
</pre>
<p>These are my models:</p>
<pre><code>Exp1.A.lm<-lm(Exp1$Time~Exp1$(Treatment A))
Exp1.B.lm<-lm(Exp1$Time~Exp1$(Treatment B))
</code></pre>
<pre>
Call:
lm(formula = Exp1$Time ~ Exp1$(Treatment A))
Residuals:
Min 1Q Median 3Q Max
-6.8950 -1.2322 0.2862 1.2494 5.2494
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 74.68 6.27 11.91 2.94e-10 ***
Exp1$(Treatment A) -36.14 3.38 -10.69 1.77e-09 ***
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 2.97 on 19 degrees of freedom
Multiple R-squared: 0.8575, Adjusted R-squared: 0.85
F-statistic: 114.3 on 1 and 19 DF, p-value: 1.772e-09
Call:
lm(formula = Exp1$Time ~ Exp1$(Treatment B))
Residuals:
Min 1Q Median 3Q Max
-7.861 -3.278 -1.444 3.222 11.972
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 88.281 16.114 5.478 2.76e-05 ***
Exp1$(Treatment B) -41.668 8.343 -4.994 8.05e-05 ***
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 5.173 on 19 degrees of freedom
Multiple R-squared: 0.5676, Adjusted R-squared: 0.5449
F-statistic: 24.94 on 1 and 19 DF, p-value: 8.052e-05
</pre>
<p>To compare these two models, I used this following code. </p>
<pre><code>anova(Exp1.A.lm,Exp1.B.lm)
</code></pre>
<pre>
Analysis of Variance Table
Model 1: Exp1$Time ~ Exp1$Exp1$(Treatment A)
Model 2: Exp1$Time ~ Exp1$Exp1$(Treatment B)
Res.Df RSS Df Sum of Sq F Pr(>F)
1 19 167.60
2 19 508.48 0 -340.88</pre>
<p>My question is why the ANOVA analysis doesn't show an F statistics and a p.val. My apologies if this is a naive question. </p>
<p>Based on different slopes, the rate of degradation is different in these two models, but I would like to know how statistically significant this difference is. I hope that this makes sense. </p>
<p>Thank you-</p> | 37,528 | [
-0.017786981537938118,
0.055262241512537,
-0.031015591695904732,
0.007620225660502911,
-0.009217620827257633,
0.021764812991023064,
0.001693356898613274,
-0.018774451687932014,
0.04581916704773903,
-0.00949468370527029,
0.03113505244255066,
0.04425068572163582,
0.04370089992880821,
-0.002608734415844083,
0.05755741521716118,
0.003158931154757738,
0.006188937928527594,
0.018035361543297768,
0.028692780062556267,
-0.00982543732970953,
0.018604667857289314,
-0.015183805488049984,
0.04873427376151085,
0.019692938774824142,
-0.0025766240432858467,
0.06687597930431366,
0.0472693033516407,
-0.014594003558158875,
-0.039585888385772705,
0.05850056931376457,
-0.025137197226285934,
-0.03529166802763939,
-0.006204155273735523,
0.00579068623483181,
-0.00577280530706048,
0.02572314813733101,
-0.009747803211212158,
-0.03347911685705185,
-0.004169170279055834,
0.028702573850750923,
-0.010923645459115505,
-0.01444417517632246,
0.015420123934745789,
0.026065215468406677,
0.03583056107163429,
0.009187974967062473,
0.00011142473522340879,
0.018058905377984047,
0.033762041479349136,
0.0005829868605360389,
0.06173814460635185,
-0.015799419954419136,
0.02528461068868637,
0.003989778459072113,
-0.04551142826676369,
-0.01473513524979353,
0.0355590395629406,
0.08352742344141006,
0.021627362817525864,
-0.06972870975732803,
-0.0375879630446434,
-0.019547205418348312,
0.012517833150923252,
-0.018233641982078552,
-0.03269031643867493,
-0.004718191921710968,
0.003120308043435216,
0.0054142358712852,
0.04367729276418686,
-0.03222458064556122,
-0.005520619451999664,
0.00792604312300682,
0.03374822810292244,
-0.015827633440494537,
0.009037033654749393,
0.004747806116938591,
0.009798360988497734,
-0.004781286232173443,
0.029706234112381935,
0.04003557562828064,
-0.01992703787982464,
0.017809735611081123,
0.04988045245409012,
0.046169016510248184,
-0.007066197227686644,
0.023504070937633514,
0.05634419620037079,
-0.047237977385520935,
0.03039039857685566,
0.05108565837144852,
-0.016078118234872818,
0.027968935668468475,
0.0569416768848896,
0.027451127767562866,
-0.006367950700223446,
0.024776391685009003,
0.01006395649164915,
0.021799834445118904,
0.02476000040769577,
-0.006818633060902357,
-0.021957844495773315,
-0.08547402173280716,
0.01550251804292202,
0.02612212486565113,
0.011736830696463585,
-0.015491479076445103,
-0.011126115918159485,
0.005287813488394022,
-0.021873541176319122,
-0.041032832115888596,
-0.03515887260437012,
0.02800280787050724,
-0.006278279237449169,
0.02443462237715721,
-0.009602567180991173,
-0.04214077070355415,
-0.023048121482133865,
-0.014594078063964844,
0.06322400271892548,
0.030375970527529716,
0.08618444204330444,
-0.03905705735087395,
-0.015301944687962532,
-0.0037301306147128344,
-0.01636192575097084,
-0.04406936094164848,
0.00618594279512763,
-0.001554393908008933,
-0.015875978395342827,
0.02982422336935997,
-0.015272705815732479,
-0.05120148882269859,
0.05674094334244728,
0.009080690331757069,
0.04093479365110397,
0.030875304713845253,
-0.07354948669672012,
-0.059273913502693176,
0.04576042667031288,
-0.010504933074116707,
0.03760802745819092,
-0.032185036689043045,
-0.004063244443386793,
0.0217667818069458,
0.04843359813094139,
0.04681801423430443,
0.020162031054496765,
0.048230886459350586,
-0.005204302258789539,
0.03196367621421814,
0.010917783714830875,
0.035175878554582596,
0.0004964640829712152,
-0.00908731296658516,
-0.011058351956307888,
-0.06733526289463043,
-0.025899942964315414,
0.009659931994974613,
-0.020784880965948105,
0.009744804352521896,
0.03206121176481247,
-0.0035737319849431515,
-0.013828759081661701,
0.0012880121357738972,
-0.010441537946462631,
-0.023822998628020287,
0.059326499700546265,
-0.0016530784778296947,
0.04726289212703705,
0.01741947792470455,
-0.01091894879937172,
-0.010815142653882504,
0.007872301153838634,
0.030607786029577255,
0.027114281430840492,
-0.012429842725396156,
0.010018914006650448,
-0.007151711266487837,
0.023283306509256363,
0.05909213423728943,
-0.06636565178632736,
-0.03155612200498581,
-0.03211439773440361,
-0.022584468126296997,
0.03853507339954376,
0.03809093311429024,
0.0016397516010329127,
0.005582984071224928,
0.0519544743001461,
-0.033197373151779175,
-0.028055846691131592,
-0.05450258031487465,
-0.024793116375803947,
0.02550864778459072,
-0.03845060616731644,
0.00009980156028177589,
0.011560280807316303,
-0.002945853630080819,
0.004808253142982721,
0.0031605702824890614,
-0.030080700293183327,
-0.006667516194283962,
0.039730336517095566,
-0.024487847462296486,
-0.004807911813259125,
0.04627768695354462,
0.07196240872144699,
-0.011859167367219925,
0.041862860321998596,
-0.010209478437900543,
-0.0002246082731289789,
0.03966919332742691,
-0.035696469247341156,
-0.008347217924892902,
-0.0031131035648286343,
-0.012477711774408817,
0.006255616899579763,
-0.006654866971075535,
-0.027254870161414146,
0.027424661442637444,
-0.03884859010577202,
0.024683432653546333,
0.07021775841712952,
0.05247054621577263,
0.0017923576524481177,
-0.03064349852502346,
-0.029772548004984856,
0.0798785537481308,
-0.02932089753448963,
0.02663794718682766,
-0.02294531837105751,
-0.03890715911984444,
0.03403572365641594,
0.017071086913347244,
-0.02209835685789585,
0.019563598558306694,
0.03938461095094681,
-0.03739602863788605,
0.03323628380894661,
0.059810299426317215,
-0.01567818410694599,
-0.05846508592367172,
0.01635894738137722,
0.014859567396342754,
0.014826593920588493,
-0.003980065695941448,
0.03296620026230812,
-0.023838097229599953,
0.04131888598203659,
-0.011377625167369843,
0.011379372328519821,
0.043160270899534225,
0.00822556670755148,
-0.012608948163688183,
-0.0015237706247717142,
-0.03830619156360626,
0.03831479698419571,
-0.005464568734169006,
-0.012827718630433083,
0.017997177317738533,
-0.02036142721772194,
-0.005815762560814619,
-0.01165236160159111,
-0.006016972009092569,
0.027387287467718124,
0.03102029860019684,
-0.0055490462109446526,
-0.026309290900826454,
0.0001204504951601848,
-0.00986708514392376,
0.02458963170647621,
-0.05786995589733124,
-0.04273573309183121,
-0.023359237238764763,
-0.021068371832370758,
0.04116960987448692,
-0.00873497687280178,
0.006552465260028839,
-0.02673608623445034,
0.00322848092764616,
-0.00043431727681308985,
-0.03451848775148392,
0.05986172333359718,
-0.0035634285304695368,
-0.01255422830581665,
-0.008659579791128635,
-0.00599753437563777,
-0.005539796780794859,
0.04128789156675339,
-0.015098212286829948,
-0.028285419568419456,
0.029675405472517014,
0.010594626888632774,
-0.01782820373773575,
-0.038173794746398926,
-0.022325124591588974,
-0.00766539154574275,
0.017835231497883797,
-0.025411143898963928,
0.06172147020697594,
-0.027109647169709206,
-0.05717364698648453,
0.027314580976963043,
-0.07788178324699402,
0.01656658947467804,
-0.01959610916674137,
0.01965404488146305,
-0.023007575422525406,
0.01567855104804039,
-0.022254236042499542,
0.02426438219845295,
0.01854756847023964,
-0.03537881746888161,
-0.09341255575418472,
-0.020864402875304222,
0.0024488649796694517,
0.022758586332201958,
0.01062166690826416,
-0.020009847357869148,
-0.02284122444689274,
0.0655113086104393,
0.050583936274051666,
-0.04791779816150665,
-0.03224680572748184,
0.009094287641346455,
-0.029559316113591194,
-0.0012821875279769301,
0.008917953819036484,
-0.01662301830947399,
0.010358141735196114,
0.015622735023498535,
0.002297205850481987,
0.03005053475499153,
0.04141853004693985,
-0.008007267490029335,
0.03438177332282066,
-0.00225283345207572,
0.03943255543708801,
-0.024245716631412506,
0.039627086371183395,
0.03637494146823883,
0.008417265489697456,
0.04423174634575844,
0.007893511094152927,
0.03612205386161804,
-0.017096005380153656,
-0.06186801195144653,
0.013969263061881065,
-0.0019349490758031607,
0.011202888563275337,
-0.029220139607787132,
0.000416091235820204,
0.01985158957540989,
-0.012050002813339233,
0.0012581907212734222,
0.011082219891250134,
0.042001206427812576,
-0.03211310878396034,
0.014744219370186329,
0.05454133078455925,
0.05053902044892311,
-0.008714611642062664,
0.02121220901608467,
-0.01287571806460619,
-0.031427282840013504,
0.037726011127233505,
-0.05499429255723953,
-0.012981227599084377,
0.051353853195905685,
0.0080278804525733,
0.013474220409989357,
-0.015420129522681236,
-0.04089741408824921,
-0.0029008626006543636,
-0.04883240908384323,
0.014180813916027546,
0.003936546389013529,
0.057463180273771286,
0.035092487931251526,
0.04347359389066696,
-0.03292305767536163,
-0.030599534511566162,
-0.012003964744508266,
-0.03190029039978981,
-0.06234457343816757,
0.06455885618925095,
-0.004797032568603754,
-0.022896965965628624,
0.021880563348531723,
-0.026852965354919434,
0.021475665271282196,
-0.048272375017404556,
0.01524963416159153,
0.01672556810081005,
-0.0008380156359635293,
0.005404969211667776,
0.02384050004184246,
-0.024380939081311226,
0.034155718982219696,
-0.045967649668455124,
0.029121095314621925,
-0.015919797122478485,
-0.0026071127504110336,
0.019850727170705795,
0.0361972413957119,
-0.033243149518966675,
0.013313227333128452,
-0.011403042823076248,
0.009542673826217651,
0.051411014050245285,
0.033980097621679306,
0.04278538003563881,
0.036858875304460526,
-0.02435935288667679,
0.010069080628454685,
0.008232218213379383,
-0.005856723058968782,
0.03688787296414375,
-0.012026435695588589,
-0.05043117702007294,
-0.04483193904161453,
-0.01586686260998249,
-0.0017915008356794715,
-0.0008844148251228034,
0.015683868899941444,
-0.03344174847006798,
0.02630515955388546,
0.04237516596913338,
-0.026742907240986824,
0.03683403134346008,
0.07028589397668839,
-0.009241987951099873,
-0.0018135961145162582,
-0.02265424095094204,
-0.027230774983763695,
0.0006108231609687209,
-0.010162526741623878,
0.02501038834452629,
0.01807212643325329,
0.031676843762397766,
-0.014411096461117268,
0.031290967017412186,
-0.025864247232675552,
-0.034521084278821945,
0.003449348732829094,
0.04221602529287338,
0.0356760136783123,
0.010834021493792534,
-0.03080986626446247,
-0.03181419521570206,
0.04071440547704697,
0.01789139397442341,
-0.002937739947810769,
0.04515470936894417,
-0.07105035334825516,
-0.008325740694999695,
0.01792816072702408,
0.03945164754986763,
-0.011675607413053513,
-0.04637259617447853,
-0.04396906495094299,
-0.050593163818120956,
0.003271023742854595,
-0.026856839656829834,
0.03197130560874939,
0.019939273595809937,
0.02729608863592148,
-0.019576892256736755,
-0.032116975635290146,
-0.06084590032696724,
0.028638383373618126,
-0.02258140780031681,
0.008791926316916943,
-0.025005055591464043,
-0.03103555180132389,
-0.042815472930669785,
-0.010315407998859882,
-0.0027113885153084993,
0.03405596315860748,
-0.07045815885066986,
-0.03566884249448776,
0.04283613711595535,
0.008736667223274708,
0.011857589706778526,
-0.020228078588843346,
0.029013577848672867,
-0.002867588773369789,
-0.010823133401572704,
0.022802302613854408,
-0.01405368372797966,
-0.0239358339458704,
0.03190988302230835,
0.010846458375453949,
0.001330554485321045,
-0.004094442818313837,
-0.0019400048768147826,
0.02579127997159958,
0.03790685161948204,
-0.028448618948459625,
0.05939633026719093,
0.016896190121769905,
-0.026141854003071785,
0.006853608880192041,
-0.06808745115995407,
-0.005910939536988735,
-0.005011103581637144,
-0.022810528054833412,
-0.06942420452833176,
-0.01466416846960783,
-0.0011089243926107883,
0.03113885410130024,
-0.0006037461571395397,
-0.009824243374168873,
-0.008009476587176323,
0.028536824509501457,
0.023823436349630356,
0.020619740709662437,
-0.026604635640978813,
-0.036679450422525406,
0.019979873672127724,
-0.0008433932671323419,
-0.06221112608909607,
-0.020845703780651093,
0.01101480983197689,
-0.02786456048488617,
-0.03188241645693779,
0.01739237830042839,
-0.07524950802326202,
-0.011860166676342487,
0.007070046849548817,
-0.011441061273217201,
-0.014229507185518742,
0.0023413558956235647,
-0.010549136437475681,
0.012671118602156639,
0.02765461429953575,
-0.0022977779153734446,
-0.0321073941886425,
-0.006974289193749428,
0.030402904376387596,
-0.0012381644919514656,
0.0038645982276648283,
-0.03769609332084656,
0.03298678249120712,
-0.004657507874071598,
-0.04742790013551712,
-0.05461699888110161,
-0.007964985445141792,
0.019346026703715324,
-0.006106408778578043,
-0.03475615754723549,
-0.03965526819229126,
-0.034911319613456726,
-0.0018854790832847357,
0.017069343477487564,
-0.02652348205447197,
0.05298089608550072,
-0.04265196621417999,
-0.017741551622748375,
-0.007351644337177277,
0.026687704026699066,
0.07200063765048981,
-0.030371634289622307,
0.014715440571308136,
0.008837936446070671,
-0.029704803600907326,
-0.03254019096493721,
0.01829061098396778,
-0.0035192444920539856,
-0.00668389443308115,
-0.001786920358426869,
-0.02686236798763275,
-0.004362565465271473,
0.07514475286006927,
-0.004345367196947336,
-0.05624575540423393,
-0.004467697814106941,
-0.0020132241770625114,
0.05347321182489395,
-0.03156221657991409,
0.01804814673960209,
-0.04322325438261032,
0.02058311365544796,
-0.031318023800849915,
0.019390452653169632,
-0.006576872896403074,
0.007938562892377377,
0.010496923699975014,
-0.023246178403496742,
-0.011166993528604507,
0.013782531954348087,
0.06620270013809204,
-0.008380915969610214,
-0.01636977680027485,
-0.0090927230194211,
-0.030456868931651115,
0.03904474154114723,
-0.0413961298763752,
0.015160677954554558,
0.0129135362803936,
0.0032654087990522385,
-0.04449706897139549,
0.00898650474846363,
-0.0377291776239872,
-0.004081667400896549,
0.0357629731297493,
0.013214961625635624,
0.05013864487409592,
0.06360729783773422,
0.008686617948114872,
0.020084323361516,
-0.07710065692663193,
-0.009766269475221634,
0.010438765399158001,
0.022764023393392563,
0.060077693313360214,
-0.018229007720947266,
-0.02734123356640339,
0.06658819317817688,
-0.002451232634484768,
0.012491654604673386,
0.026344921439886093,
-0.02515466697514057,
-0.019396385177969933,
0.0005277181044220924,
-0.028697149828076363,
0.004338457249104977,
0.03588945418596268,
-0.04712655767798424,
0.027993276715278625,
-0.043844353407621384,
-0.028003200888633728,
0.029192257672548294,
0.06162435561418533,
-0.025272304192185402,
-0.05827008932828903,
-0.03965647891163826,
-0.09086348861455917,
0.01714230701327324,
0.007430147845298052,
-0.014665027149021626,
0.04786129668354988,
0.03139243274927139,
0.05506100878119469,
-0.014698611572384834,
0.07078246027231216,
-0.04632076993584633,
-0.04937917739152908,
-0.022746920585632324,
-0.004280430730432272,
-0.013723534531891346,
0.09507392346858978,
-0.008098529651761055,
-0.009729665704071522,
0.01298454124480486,
-0.04652097448706627,
0.036164458841085434,
0.0035109047312289476,
0.04676656052470207,
-0.0049307746812701225,
0.06501951813697815,
-0.017721615731716156,
0.011917633935809135,
-0.019007597118616104,
-0.021179819479584694,
0.12814241647720337,
0.07102952152490616,
0.03039410524070263,
-0.050756532698869705,
0.02615104615688324,
0.03873901814222336,
0.008361874148249626,
0.005583606660366058,
-0.04413866996765137,
0.045435257256031036,
-0.021286271512508392,
0.07321774214506149,
0.015244899317622185,
0.02937629260122776,
-0.0341021828353405,
0.03251597285270691,
-0.006596943363547325,
-0.005865017417818308,
-0.02045241743326187,
0.015530267730355263,
0.02539040893316269,
-0.021858546882867813,
-0.029933897778391838,
-0.009516940452158451,
0.01781373843550682,
-0.033653222024440765,
-0.03668705374002457,
-0.009385337121784687,
0.004530093166977167,
-0.028916487470269203,
-0.01915929652750492,
0.02781669609248638,
-0.003211447037756443,
0.010491165332496166,
-0.029211105778813362,
0.022841263562440872,
-0.0016347559867426753,
-0.03261621668934822,
0.02030048333108425,
0.042761772871017456,
0.03126997873187065,
0.027975885197520256,
0.008986677043139935,
0.03584959730505943,
-0.04327994957566261,
-0.010374420322477818,
-0.05572919175028801,
0.05255349352955818,
0.00701826112344861,
-0.03166615217924118,
0.003680307185277343,
-0.02543335221707821,
0.0006364612490870059,
-0.014033451676368713,
-0.012179190292954445,
0.03206950053572655,
-0.012675256468355656,
-0.006929612718522549,
0.025009753182530403,
-0.01486529316753149,
0.034500930458307266,
-0.01145046204328537,
0.006669726688414812,
0.04296208545565605,
-0.037843622267246246,
0.002144131576642394,
-0.05022389441728592,
0.03482488915324211,
-0.03638068214058876,
0.022097120061516762,
0.011772966012358665,
-0.004034916404634714,
0.0031278033275157213,
0.0023301015608012676,
0.035148005932569504,
0.019229495897889137,
0.025886649265885353,
-0.0074326032772660255,
0.00016128888819366693,
-0.039092570543289185,
-0.021766958758234978,
0.03043743595480919,
-0.0027746595442295074,
-0.003620306495577097,
-0.025732828304171562,
-0.02916938066482544,
0.05427166819572449,
0.007052975706756115,
0.0014028400182724,
0.018860701471567154,
-0.0008633782272227108,
0.038708724081516266,
-0.0053523085080087185,
-0.07212485373020172,
0.008832879364490509,
0.02917793020606041,
-0.009897692129015923,
0.012189293280243874,
-0.06187831237912178,
0.059874437749385834,
0.019168078899383545,
0.013244465924799442,
-0.014001680538058281,
0.020712418481707573,
-0.007056943140923977,
-0.027400946244597435,
0.024414649233222008,
0.001094941166229546,
0.010934289544820786,
0.032864611595869064,
-0.002687617903575301,
0.0071107991971075535,
0.028513530269265175,
-0.06757771223783493,
-0.05438929796218872,
0.020600542426109314,
-0.015595093369483948,
-0.026998812332749367,
0.021646158769726753,
-0.02163856290280819,
-0.0029601436108350754,
-0.02659345418214798,
-0.01689709536731243,
-0.051048967987298965,
-0.005817367695271969,
-0.025401150807738304,
-0.029086865484714508,
-0.033105749636888504,
0.03581919148564339,
-0.012400025501847267,
-0.028276124969124794,
0.03564108535647392,
0.008230641484260559,
0.023969551548361778,
-0.018141472712159157,
0.022208314388990402,
0.022003497928380966,
0.03604934737086296,
0.023624135181307793,
-0.02843051590025425,
0.0030655174050480127,
-0.02626395784318447,
-0.03098190389573574,
-0.011543517000973225,
-0.008776634931564331,
0.03069891408085823,
0.014712408185005188,
0.0024595276918262243,
-0.022469060495495796,
0.05824003368616104,
0.0027030757628381252,
-0.02040856145322323,
-0.020899470895528793,
-0.032953765243291855,
0.012590802274644375,
-0.030958957970142365,
0.016223182901740074,
-0.006197981536388397,
-0.005611599422991276,
-0.01283140480518341,
0.06441626697778702,
-0.03957459703087807,
0.01287925522774458,
-0.003179907565936446,
0.015317353419959545,
0.02291969582438469,
0.010443741455674171,
-0.028306690976023674,
0.011811782605946064,
0.038473255932331085,
-0.02688531205058098,
0.016410943120718002,
-0.025992682203650475,
0.014029247686266899,
-0.086138516664505,
-0.018290458247065544,
-0.006913082208484411,
0.040222831070423126,
0.015494597144424915,
-0.02783142402768135,
-0.013765803538262844,
0.039104968309402466,
-0.00920198392122984,
0.0017256966093555093,
-0.010082053020596504,
0.03218088671565056,
-0.02444305829703808,
0.028263920918107033,
-0.01991376280784607,
0.0053819576278328896,
0.009049326181411743,
0.03140907734632492,
0.0649304986000061,
0.0010493554873391986,
0.00045425823191180825,
-0.03606034442782402,
-0.02839563973248005,
0.0021581894252449274,
0.013789083808660507,
-0.049096547067165375,
0.0041746655479073524,
-0.02604740485548973,
0.02523944526910782,
0.024543892592191696,
-0.004607901908457279,
0.03176899999380112,
0.004676314070820808,
0.018151745200157166,
0.03029090352356434,
0.023417983204126358,
0.0209262203425169,
0.02003490924835205,
-0.03230490908026695,
-0.016046782955527306,
0.006326228380203247,
-0.027028148993849754,
-0.051412809640169144,
0.04890703409910202,
0.010634764097630978,
0.0243106409907341,
-0.014458791352808475,
0.007325017359107733,
0.0015293324831873178,
-0.009178596548736095,
-0.050429217517375946,
0.012715499848127365,
0.017535103484988213,
-0.02885323017835617,
-0.03341538831591606,
-0.041519731283187866,
0.027869611978530884,
0.015848301351070404,
0.042371027171611786,
-0.031979575753211975,
0.01860598288476467,
-0.01112458761781454,
0.0052855354733765125,
-0.007521586026996374,
0.012704689987003803,
0.017912840470671654,
-0.0488867424428463,
-0.018621953204274178,
-0.03192184865474701,
-0.008186954073607922,
-0.06616261601448059,
-0.011373325251042843,
-0.047117020934820175,
0.04109298810362816,
-0.02962423302233219,
0.010860400274395943,
0.00999384094029665,
0.025567518547177315,
0.044868431985378265,
-0.1068563163280487,
0.030819499865174294,
0.01381862536072731,
-0.0022987157572060823,
-0.06906219571828842,
-0.008654661476612091,
-0.0683809146285057,
0.05989157408475876,
0.05112804099917412,
0.0297261830419302,
-0.009144041687250137,
0.014868133701384068,
0.028824882581830025,
-0.020965198054909706,
-0.049052644520998,
0.06418269127607346,
-0.024420268833637238,
0.0070623490028083324,
-0.03669518232345581,
0.012323394417762756,
-0.0024349410086870193,
0.028538748621940613,
0.010903260670602322,
-0.0026448112912476063,
-0.027641024440526962,
0.0023928028531372547,
-0.03783448040485382,
0.02471349760890007,
-0.03907719999551773,
-0.0435037687420845,
0.026571333408355713,
-0.00345126842148602,
0.0425168015062809,
0.06188473477959633,
0.0341552272439003,
-0.04358242079615593,
0.04395977780222893,
-0.03585237264633179,
0.006650974974036217,
0.0017357609467580914,
-0.03579140827059746,
-0.012829437851905823,
-0.05734395980834961,
0.015072501264512539,
-0.005795136094093323,
-0.05173987150192261,
0.007139564026147127,
-0.031302593648433685,
0.013133242726325989,
0.03442619368433952,
-0.005415021907538176,
0.037705421447753906,
-0.01304534450173378,
-0.015375301241874695,
0.013447898440063,
-0.005838355515152216,
0.012691260315477848,
-0.004992459435015917,
0.00948955025523901,
0.028786582872271538,
-0.03381512686610222,
0.02690841257572174,
-0.0057113198563456535,
0.0632115975022316,
-0.008164414204657078,
-0.00858528446406126,
0.01208342146128416,
-0.0025520306080579758,
-0.04571094736456871,
0.0007536321063525975,
-0.011935426853597164,
0.004871083423495293,
-0.07527704536914825,
0.030154598876833916,
-0.0023182318545877934,
0.006598261184990406,
0.008802486583590508,
0.009010398760437965,
0.021924329921603203,
-0.021388528868556023,
0.011056570336222649,
0.02393588423728943,
0.014613447710871696,
-0.01629727892577648,
-0.013090288266539574,
-0.007064945064485073,
0.022675499320030212,
-0.014076325111091137,
-0.021855764091014862,
-0.036782264709472656,
-0.03136783838272095,
-0.03922563046216965,
-0.053446024656295776,
0.01487712562084198,
0.02276100404560566,
0.016389936208724976,
-0.07174374163150787,
-0.022484390065073967,
-0.005739228799939156,
0.033799100667238235,
-0.03594443202018738,
-0.01926398277282715,
-0.009709572419524193,
0.02737276814877987,
0.003262026235461235,
-0.002321941079571843
] |
<p>I am confused between what types of problems these three models capture, and their applications:</p>
<ul>
<li><a href="http://en.wikipedia.org/wiki/Latent_Dirichlet_allocation" rel="nofollow">Latent Dirichlet Allocation (LDA)</a></li>
<li><a href="http://en.wikipedia.org/wiki/Dirichlet_process" rel="nofollow">Dirichlet Processes</a> and <a href="http://en.wikipedia.org/wiki/Pitman%E2%80%93Yor_process" rel="nofollow">Pitman-Yor processes</a></li>
<li><a href="http://en.wikipedia.org/wiki/Hierarchical_Dirichlet_process" rel="nofollow">Hierarchical Dirichlet Process</a> (HDP) & Hierarhical Pitman-Yor Processes</li>
</ul>
<p>More than formal definitions (which I can find on Wikipedia), I am looking for the <strong>intuition</strong> behind each of them ( how they build on each other).</p>
<p>Perhaps, more specifically:</p>
<ul>
<li>Is the difference between LDA and HDP that LDA is parameteric (i.e. I need to pre-specify the number of topics) whereas HDP is non-parametric? (and therefore I don't need to know how many topics I have)</li>
<li>What is the difference between a Dirichlet Processes and Pitman-Yor Processes? </li>
<li>What is the difference between a non-parametric process (e.g. DP) and a hierarhical non-parametric process (e.g. HDP)?</li>
</ul> | 73,393 | [
-0.04332451894879341,
-0.04584262892603874,
0.010662217624485493,
-0.02033008076250553,
0.05214031785726547,
-0.02496396377682686,
-0.016044186428189278,
-0.04397592693567276,
0.05012480542063713,
-0.023308929055929184,
0.03252824768424034,
-0.01859728805720806,
0.048584867268800735,
0.004154419060796499,
0.01907903142273426,
0.04086309298872948,
0.004149054177105427,
0.006907034199684858,
-0.016737112775444984,
-0.005632298067212105,
0.005294193979352713,
-0.0069946651346981525,
0.022140568122267723,
-0.001433574128895998,
-0.02330508641898632,
0.016076529398560524,
0.007757502608001232,
-0.0017986595630645752,
-0.0027215145528316498,
0.05130719766020775,
-0.022432681173086166,
-0.007705755066126585,
-0.039460960775613785,
0.026148509234189987,
-0.007761064916849136,
-0.010456012561917305,
-0.030849529430270195,
-0.02427433803677559,
-0.02618774026632309,
0.007191861979663372,
-0.03932205215096474,
-0.029478657990694046,
-0.007197770290076733,
0.027100449427962303,
-0.04554465040564537,
0.027606988325715065,
0.00010001908958656713,
-0.03176378086209297,
0.01987324468791485,
-0.04183861240744591,
0.03124896064400673,
-0.002394447335973382,
0.042951829731464386,
0.035361818969249725,
-0.0011871601454913616,
-0.020177975296974182,
0.013777695596218109,
0.10547562688589096,
-0.00042455579387024045,
-0.03748645633459091,
-0.03364860266447067,
0.006858144421130419,
0.005679405760020018,
-0.034047067165374756,
-0.0581776462495327,
0.051683757454156876,
0.009159478358924389,
-0.02870091423392296,
0.0286409892141819,
0.01927482895553112,
0.02686144970357418,
0.013508079573512077,
0.05327637121081352,
-0.021573835983872414,
0.034485090523958206,
-0.03444545343518257,
-0.01858670823276043,
0.013878127560019493,
0.03797952085733414,
0.031742408871650696,
0.015316658653318882,
0.019154250621795654,
-0.009841430000960827,
0.015409775078296661,
-0.005592597648501396,
-0.004812208935618401,
0.08948250114917755,
-0.011138116009533405,
0.010175238363444805,
-0.02097116969525814,
-0.04266679286956787,
-0.0067970422096550465,
0.034813471138477325,
0.01293947920203209,
-0.03329979255795479,
0.01590745709836483,
0.009834983386099339,
0.030239179730415344,
0.010497603565454483,
0.0010275207459926605,
-0.026059886440634727,
-0.05051102861762047,
0.008402078412473202,
0.04886684939265251,
0.002413316862657666,
-0.015545657835900784,
-0.01757292076945305,
0.020025411620736122,
-0.05339159816503525,
0.006034000776708126,
-0.03345796838402748,
0.0693928599357605,
-0.0008554331725463271,
-0.00010006052616517991,
-0.001595006207935512,
0.00883095059543848,
-0.001175113720819354,
-0.02792736515402794,
0.0480794832110405,
0.08967239409685135,
0.04316472262144089,
-0.05280596390366554,
0.03575414791703224,
-0.033728454262018204,
-0.07258273661136627,
0.003487519221380353,
0.03165120258927345,
-0.014188508503139019,
-0.057372111827135086,
0.050993192940950394,
0.01752125844359398,
-0.013901210390031338,
0.05249493941664696,
0.03782022371888161,
0.022929534316062927,
-0.0016479275655001402,
-0.06090009957551956,
-0.0631881132721901,
0.02107970602810383,
0.034743234515190125,
0.02335435152053833,
-0.06080007925629616,
-0.00014603340241592377,
0.023751022294163704,
0.03161008656024933,
-0.01688227243721485,
0.006118978373706341,
0.03598005697131157,
0.04604402184486389,
0.01162648107856512,
-0.0691218227148056,
0.042618442326784134,
-0.004021647851914167,
0.012276655063033104,
0.007121625822037458,
-0.09700777381658554,
0.01733347587287426,
0.0232472475618124,
-0.02321067452430725,
-0.02017953433096409,
0.04282405599951744,
0.004987331107258797,
0.00962330773472786,
-0.017801258713006973,
0.02550354227423668,
0.0011757287429645658,
0.06532168388366699,
-0.01540266815572977,
0.026834353804588318,
0.05352885276079178,
0.02973836101591587,
0.02464412897825241,
0.0024047631304711103,
0.05538605526089668,
0.03110383450984955,
-0.01379680447280407,
0.0171272661536932,
-0.0028123059310019016,
0.010112611576914787,
0.019684668630361557,
-0.048416804522275925,
-0.03153808414936066,
-0.013398047536611557,
0.014078164473176003,
0.00194434798322618,
0.019450170919299126,
0.011420398019254208,
-0.005826065316796303,
0.032469313591718674,
-0.027840591967105865,
-0.05654324218630791,
-0.049248553812503815,
0.011031272821128368,
-0.05560183897614479,
0.004520866554230452,
0.07893962413072586,
-0.012498758733272552,
-0.024791264906525612,
-0.026964403688907623,
0.014387753792107105,
0.006991250440478325,
0.004628044553101063,
0.013488915748894215,
-0.03633211925625801,
-0.0047478280030190945,
0.05434350296854973,
0.01602141372859478,
-0.03137991204857826,
0.045635782182216644,
-0.05955727770924568,
-0.027521828189492226,
-0.02100490778684616,
-0.02011835016310215,
0.023218119516968727,
-0.01529671810567379,
-0.013406798243522644,
-0.0028170680161565542,
-0.0054077222011983395,
-0.024250565096735954,
0.035752732306718826,
-0.07134491205215454,
0.0948484018445015,
0.04755399748682976,
-0.0055465493351221085,
0.00013586986460722983,
0.0352126844227314,
-0.01343023031949997,
0.03809291496872902,
-0.028369545936584473,
-0.001527279382571578,
-0.05452355742454529,
-0.004660708364099264,
0.03477179631590843,
0.013845052570104599,
-0.022066570818424225,
0.007772278040647507,
0.0303978119045496,
0.029241934418678284,
0.013740593567490578,
0.02811056561768055,
-0.035032592713832855,
-0.025008881464600563,
0.01804501935839653,
0.03319546580314636,
-0.025773582980036736,
0.01098297256976366,
-0.010645371861755848,
-0.03569808602333069,
0.04910122603178024,
-0.02841312624514103,
-0.008975791744887829,
0.09070653468370438,
-0.010066668502986431,
-0.0013077912153676152,
-0.01417878083884716,
0.01583627425134182,
0.042346082627773285,
-0.013346895575523376,
-0.015475007705390453,
0.06162131205201149,
0.0065346467308700085,
-0.037903934717178345,
0.0014296817826107144,
-0.03384581580758095,
0.010281168855726719,
0.02180267870426178,
-0.030259327962994576,
0.007779882289469242,
0.027701353654265404,
-0.007520805578678846,
0.04899746924638748,
-0.0046918513253331184,
-0.004683576989918947,
-0.040699493139982224,
0.0032256552949547768,
0.020349429920315742,
-0.017216186970472336,
0.009871446527540684,
-0.028530476614832878,
-0.02462102100253105,
0.02426748536527157,
-0.03578519821166992,
0.002979824785143137,
-0.004033749923110008,
-0.07023672014474869,
0.012962322682142258,
-0.03833162412047386,
-0.006367434747517109,
0.02691262774169445,
0.0004521344671957195,
0.002728874096646905,
0.0032092160545289516,
-0.018360696732997894,
-0.0525980219244957,
-0.041819531470537186,
0.0033252439461648464,
0.05246394872665405,
-0.022161299362778664,
-0.013380421325564384,
0.0663268193602562,
0.01237475872039795,
-0.03435497730970383,
0.03198176622390747,
-0.025249402970075607,
-0.0376434251666069,
-0.07131468504667282,
0.00961936917155981,
0.002861974062398076,
0.0019706832244992256,
-0.010371942073106766,
0.04319140315055847,
-0.0515289306640625,
-0.0005012289038859308,
-0.062160033732652664,
-0.058422524482011795,
0.009788468480110168,
-0.006673512980341911,
0.03463325649499893,
0.011911343783140182,
-0.02560286596417427,
0.02266121655702591,
0.026668118312954903,
-0.04290873557329178,
-0.0531252957880497,
0.00345582771115005,
-0.0620509497821331,
-0.0011450742604210973,
0.010291018523275852,
0.010825753211975098,
-0.017823345959186554,
0.00027148137451149523,
0.036259304732084274,
0.036212008446455,
0.027304144576191902,
0.02602490782737732,
0.007605078164488077,
0.0024615852162241936,
0.02243334986269474,
-0.036000806838274,
0.021197332069277763,
-0.003251198912039399,
-0.02930372580885887,
-0.010661661624908447,
-0.047096118330955505,
0.009394479915499687,
-0.0018104355549439788,
-0.03471589833498001,
-0.0007656413363292813,
-0.011378111317753792,
-0.056400470435619354,
-0.019572759047150612,
-0.010948613286018372,
0.02486729435622692,
-0.05975111573934555,
0.001777605852112174,
0.029389729723334312,
0.03196919336915016,
-0.03445911034941673,
0.008800644427537918,
0.029605688527226448,
0.0471452921628952,
-0.04951866343617439,
0.024859044700860977,
-0.06082192808389664,
0.0126638263463974,
0.0072572920471429825,
0.007422523573040962,
0.016531459987163544,
0.07550525665283203,
0.042456332594156265,
0.005339037626981735,
-0.002724127611145377,
-0.021789779886603355,
-0.011893723160028458,
-0.08844558894634247,
0.03132311627268791,
-0.03140750899910927,
0.06539841741323471,
-0.004317212384194136,
0.022997455671429634,
-0.007468864321708679,
0.021103329956531525,
0.03633558005094528,
0.014858338050544262,
-0.05278540030121803,
0.007357264868915081,
-0.02843662165105343,
0.007455045823007822,
-0.0024436379317194223,
0.0012806302402168512,
0.04140859097242355,
-0.018941842019557953,
-0.0024060735013335943,
-0.0012166221858933568,
0.03546780347824097,
-0.04419845715165138,
0.026936668902635574,
-0.04418924078345299,
-0.02053133212029934,
-0.010450727306306362,
-0.009939897805452347,
0.017910398542881012,
-0.025913875550031662,
0.03863261640071869,
0.03687799721956253,
0.0017349637346342206,
-0.021408144384622574,
-0.01556678768247366,
0.013398291543126106,
0.04158252850174904,
0.01881434954702854,
0.018286338075995445,
0.03045240230858326,
-0.01479581743478775,
0.042054977267980576,
0.013517447747290134,
0.04664938151836395,
0.02640802599489689,
-0.018355680629611015,
-0.019697654992341995,
-0.07858304679393768,
-0.022616088390350342,
-0.002867414616048336,
0.051329635083675385,
0.025380779057741165,
-0.0035481834784150124,
0.010808393359184265,
-0.001119646243751049,
-0.002861246233806014,
0.020199384540319443,
0.019674263894557953,
-0.019171737134456635,
0.0007907021208666265,
-0.023308226838707924,
0.009006594307720661,
0.01287232618778944,
-0.005909394472837448,
0.04420569911599159,
-0.0036242366768419743,
-0.011572121642529964,
0.0007217164966277778,
0.0060911173932254314,
-0.03684613108634949,
-0.04705289751291275,
-0.009750662371516228,
0.03614470735192299,
0.020795904099941254,
-0.010087191127240658,
-0.06849553436040878,
-0.012359519489109516,
0.0716736763715744,
0.048748988658189774,
0.013292558491230011,
0.024659622460603714,
-0.06845875084400177,
-0.02024742215871811,
0.032239895313978195,
0.007582776248455048,
-0.04059521108865738,
-0.00047516083577647805,
-0.029322922229766846,
-0.05591914430260658,
0.017587846145033836,
-0.0053715272806584835,
0.005477136000990868,
0.016979975625872612,
-0.008591379970312119,
0.015585516579449177,
-0.018447689712047577,
-0.018246913328766823,
0.00014800897042732686,
0.023365750908851624,
0.03137149289250374,
-0.043044086545705795,
-0.0055328430607914925,
-0.04649430513381958,
-0.0027960322331637144,
0.004729045554995537,
0.04458241164684296,
-0.027363663539290428,
-0.0022654759231954813,
0.0006618964252993464,
0.02287541702389717,
-0.029566721990704536,
-0.07009069621562958,
0.004648066125810146,
0.03233921527862549,
-0.016906656324863434,
0.056269463151693344,
-0.03563755005598068,
-0.07130323350429535,
0.005448693409562111,
0.006028556264936924,
-0.04307772219181061,
0.018698597326874733,
-0.01862882450222969,
0.034067507833242416,
0.03322704881429672,
0.004916943609714508,
0.06946969032287598,
0.06012990325689316,
-0.034029096364974976,
-0.00016863943892531097,
-0.01499094720929861,
0.020451927557587624,
-0.03379763290286064,
-0.007115334738045931,
-0.05764206498861313,
0.0022655280772596598,
-0.05476479232311249,
0.03147723153233528,
-0.00022363108291756362,
-0.004303939640522003,
-0.03288096562027931,
-0.025165611878037453,
-0.01483894046396017,
0.039593297988176346,
0.015540898777544498,
0.009668780490756035,
-0.014275191351771355,
0.05462707206606865,
0.032635681331157684,
-0.012927740812301636,
0.03532913327217102,
-0.019076932221651077,
0.00261123338714242,
0.014469964429736137,
-0.009995332919061184,
-0.016567286103963852,
-0.030555782839655876,
-0.00864509679377079,
0.056170474737882614,
0.010568914003670216,
0.016311435028910637,
0.012365342117846012,
0.06555783003568649,
0.006226422265172005,
-0.0841602236032486,
0.001955487998202443,
-0.007433256600052118,
-0.0037064843345433474,
0.010866133496165276,
-0.025242267176508904,
0.035194337368011475,
-0.021564071998000145,
-0.04062566161155701,
-0.028213368728756905,
-0.04002344235777855,
0.027143774554133415,
0.012767020612955093,
-0.05483373999595642,
-0.0446220301091671,
0.004801249597221613,
-0.011973106302320957,
-0.026204807683825493,
-0.0263108778744936,
0.09371893107891083,
-0.05058388039469719,
0.015585669316351414,
0.04865533486008644,
0.03281965106725693,
0.05964022874832153,
0.01600942388176918,
0.02898072637617588,
-0.006062321364879608,
0.023381158709526062,
-0.004297868814319372,
-0.024964215233922005,
0.04322410374879837,
-0.05052221938967705,
0.012716447003185749,
-0.0015095125418156385,
-0.0004048356495331973,
0.046987276524305344,
-0.04422355443239212,
0.0026115006767213345,
-0.002365734428167343,
-0.012788481079041958,
-0.0017372859874740243,
-0.04087012633681297,
-0.02041495591402054,
0.010385685600340366,
-0.0062507083639502525,
-0.004931567702442408,
0.030532855540513992,
0.030798308551311493,
-0.02424461767077446,
0.01614311896264553,
-0.0210297629237175,
0.014951147139072418,
0.023330654948949814,
0.014173302799463272,
-0.02080407179892063,
0.05071595683693886,
0.003339623799547553,
-0.022155821323394775,
0.06833086907863617,
-0.05068797618150711,
0.010780173353850842,
0.037266556173563004,
-0.005615680478513241,
-0.029339168220758438,
-0.05723384767770767,
-0.047623924911022186,
0.032333068549633026,
0.03537362813949585,
0.016745518893003464,
0.03873310983181,
0.010519154369831085,
-0.02594328299164772,
0.035090092569589615,
-0.0578126385807991,
0.004295183811336756,
-0.008180638775229454,
-0.010005985386669636,
0.05268936604261398,
-0.00009843937732512131,
-0.019075628370046616,
0.0728992372751236,
0.008836477063596249,
0.052260227501392365,
0.016092641279101372,
0.028583552688360214,
0.015229308046400547,
0.007126822602003813,
-0.03866518661379814,
-0.018698420375585556,
0.024760864675045013,
-0.014343158341944218,
0.019069615751504898,
-0.008618703112006187,
-0.04413018003106117,
0.08799175173044205,
0.04893256351351738,
-0.004495831206440926,
-0.061905890703201294,
0.0015637149335816503,
-0.07750282436609268,
0.011162196286022663,
0.029005354270339012,
0.02981184981763363,
-0.0245341919362545,
-0.009777897968888283,
0.035569705069065094,
-0.0010101799853146076,
0.005135434679687023,
0.017522146925330162,
-0.06779918819665909,
-0.025904005393385887,
-0.016435794532299042,
-0.04239945486187935,
0.000547242583706975,
0.001992596546187997,
-0.04402585327625275,
0.01816956140100956,
-0.004209734965115786,
-0.00931780505925417,
0.014074509963393211,
0.03358256816864014,
-0.014690441079437733,
0.04881303012371063,
0.016556046903133392,
0.03371407091617584,
-0.00766099663451314,
-0.015502022579312325,
0.10218126326799393,
0.08481809496879578,
0.050494950264692307,
-0.051139600574970245,
0.04810207709670067,
0.000009640251846576575,
0.012647579424083233,
-0.006103485357016325,
0.014332488179206848,
0.016849059611558914,
0.004907486494630575,
0.03958373889327049,
0.025457749143242836,
-0.001724696485325694,
0.011587847024202347,
0.06848736852407455,
-0.0552532821893692,
-0.014909747987985611,
0.010279438458383083,
-0.03984454274177551,
-0.01157169695943594,
-0.015923216938972473,
-0.02876567654311657,
0.036657556891441345,
0.02640792913734913,
0.0024189844261854887,
-0.023447787389159203,
-0.017939617857336998,
0.020967410877346992,
-0.016622725874185562,
-0.025293296203017235,
-0.02212602086365223,
0.006568925455212593,
0.017466945573687553,
0.008094248361885548,
0.025735827162861824,
-0.001792229013517499,
-0.04392138868570328,
0.022181542590260506,
0.034846268594264984,
0.00897815078496933,
-0.01681780070066452,
-0.009040712378919125,
0.016244346275925636,
-0.019166236743330956,
-0.03418457880616188,
-0.045425429940223694,
0.013808042742311954,
-0.018372811377048492,
0.00773488637059927,
-0.014074251055717468,
-0.01542701292783022,
0.01935124769806862,
-0.014692164026200771,
-0.007866659201681614,
0.013119684532284737,
0.02501343935728073,
0.005914997775107622,
-0.016267482191324234,
-0.0502840094268322,
0.024916570633649826,
-0.023370884358882904,
0.0333474837243557,
-0.007616925984621048,
-0.025641823187470436,
-0.023807119578123093,
-0.04373634234070778,
0.05098312348127365,
0.004343521781265736,
0.0034203955437988043,
-0.004325754474848509,
0.01697162352502346,
-0.03773510828614235,
-0.007132700644433498,
-0.004669179208576679,
-0.00013705871242564172,
0.06308620423078537,
0.00997551716864109,
-0.013423513621091843,
-0.018270818516612053,
-0.034190695732831955,
0.006931418087333441,
0.01092644315212965,
-0.04279179126024246,
-0.0398029126226902,
-0.008106283843517303,
0.019909881055355072,
0.03394150361418724,
0.02079128287732601,
0.04012315347790718,
-0.033292006701231,
0.03836236521601677,
-0.010922819375991821,
-0.068924181163311,
-0.00430421344935894,
-0.03030223399400711,
-0.013804890215396881,
-0.03190683200955391,
-0.010359523817896843,
0.05453164502978325,
0.01776229962706566,
0.003624414559453726,
-0.03558971732854843,
0.03461867570877075,
0.005098741035908461,
0.01245167851448059,
-0.011265840381383896,
-0.02217148244380951,
0.02957928366959095,
0.05670135095715523,
0.036972612142562866,
-0.03619121015071869,
0.005582422949373722,
-0.019249197095632553,
-0.027694402262568474,
0.017690185457468033,
-0.027788007631897926,
-0.03473731875419617,
-0.029300879687070847,
-0.03116854839026928,
0.06038779392838478,
-0.020779576152563095,
0.01837039552628994,
-0.02781243436038494,
0.02213643677532673,
0.025919701904058456,
-0.009385364130139351,
0.010705375112593174,
0.02145090326666832,
-0.0010555151384323835,
-0.026476142928004265,
0.026191480457782745,
-0.0025188717991113663,
-0.02299969643354416,
-0.009555038996040821,
0.012574320659041405,
-0.011962140910327435,
0.017890838906168938,
-0.0044863405637443066,
-0.03996196761727333,
0.054045528173446655,
-0.040959279984235764,
-0.06608981639146805,
0.016758577898144722,
0.005561545491218567,
0.012594038620591164,
0.026855094358325005,
0.0012335561914369464,
-0.018101312220096588,
0.023020626977086067,
-0.01105397380888462,
-0.013796049170196056,
0.011736282147467136,
-0.021245766431093216,
-0.02100413851439953,
-0.03487247973680496,
0.015319658443331718,
0.025392459705471992,
-0.007318392861634493,
0.0274644885212183,
0.011218542233109474,
-0.005231298506259918,
-0.015501990914344788,
0.012986386194825172,
-0.023930303752422333,
0.02476189285516739,
-0.023596059530973434,
-0.0018509079236537218,
0.03610002249479294,
0.05473962053656578,
-0.030199334025382996,
0.031637437641620636,
0.006457563955336809,
0.011313650757074356,
-0.08350490033626556,
0.001991389086470008,
-0.021945251151919365,
-0.03572416678071022,
0.018692292273044586,
-0.04680359363555908,
-0.009672267362475395,
0.029622113332152367,
-0.017749639227986336,
0.02763289213180542,
0.030463730916380882,
0.02702033333480358,
-0.026435568928718567,
0.011725540272891521,
-0.04147045686841011,
0.04695293307304382,
0.010800091549754143,
0.03239315003156662,
0.03781742602586746,
-0.0026738226879388094,
0.00423321733251214,
-0.003084503347054124,
-0.030734218657016754,
-0.01508228201419115,
-0.015390862710773945,
-0.04845599830150604,
0.05684581398963928,
-0.0185285322368145,
-0.05208561569452286,
0.035498183220624924,
0.015155293978750706,
-0.0061662164516747,
0.02752234786748886,
-0.01442661788314581,
0.013141541741788387,
0.004779120907187462,
0.011507144197821617,
-0.005864781327545643,
0.005136855412274599,
0.03685176745057106,
0.008748788386583328,
0.02810824103653431,
0.02338402345776558,
0.008692735806107521,
0.03486425057053566,
-0.021296050399541855,
0.02075166441500187,
0.04138752073049545,
-0.0010683932341635227,
-0.02318057231605053,
0.005219686310738325,
-0.043364644050598145,
0.02194744162261486,
-0.012619514018297195,
0.02546035125851631,
-0.029314182698726654,
0.016419392079114914,
0.02969767153263092,
-0.009021940641105175,
-0.03216368705034256,
0.017573803663253784,
0.0017854234902188182,
-0.034660857170820236,
0.007804590277373791,
-0.0011328253895044327,
0.0004432333225850016,
-0.015679961070418358,
0.01118867751210928,
0.019010448828339577,
-0.011305493302643299,
-0.053715530782938004,
-0.020059537142515182,
-0.06142590939998627,
0.03915594145655632,
-0.07960155606269836,
0.009988456964492798,
0.027641216292977333,
-0.017992446199059486,
0.0087530966848135,
-0.06718000769615173,
0.0721624344587326,
-0.010562359355390072,
-0.009408588521182537,
-0.04881126806139946,
0.03130942955613136,
-0.014966997317969799,
0.005524241831153631,
0.0758635550737381,
-0.0037303371354937553,
0.011960264295339584,
0.02099774032831192,
-0.015311835333704948,
0.025462957099080086,
-0.008430940099060535,
0.03541811555624008,
-0.02836991474032402,
0.02506234496831894,
0.005818669218569994,
-0.016819946467876434,
0.011896266601979733,
0.03391190618276596,
0.03131162002682686,
-0.009210378862917423,
-0.008157439529895782,
0.0269430223852396,
-0.0220653023570776,
0.00014088534226175398,
0.015102789737284184,
-0.003525095758959651,
0.052461277693510056,
-0.012114198878407478,
0.011020500212907791,
-0.013810629025101662,
0.00498595554381609,
-0.010573945008218288,
0.031612616032361984,
-0.027809113264083862,
-0.047322582453489304,
0.0041106510907411575,
0.005380976479500532,
0.001259868498891592,
-0.05173657089471817,
-0.03331799432635307,
0.031618569046258926,
-0.0338677242398262,
-0.015579920262098312,
0.025324495509266853,
0.052901044487953186,
0.033990487456321716,
0.0025780710857361555,
0.009728475473821163,
0.025807535275816917,
-0.02062041684985161,
-0.005438660271465778,
0.01023803185671568,
0.04756647348403931,
-0.0036862168926745653,
0.014542261138558388,
0.0033509170170873404,
-0.022128308191895485,
0.029911251738667488,
-0.014862331561744213,
0.059808265417814255,
-0.0020334923174232244,
-0.027978505939245224,
0.012341262772679329,
0.01390900369733572,
-0.02466808632016182,
0.020887643098831177,
0.01965516246855259,
0.08185888081789017,
0.005124089308083057,
-0.0008874196792021394,
-0.01712667942047119,
0.01313692331314087,
-0.01811377704143524,
0.005130266770720482,
-0.019216176122426987,
0.046673428267240524,
0.020681925117969513,
-0.004422164522111416,
-0.03781983628869057,
-0.004863415379077196,
0.03419330716133118,
-0.02683686465024948,
0.0327439121901989,
0.00005643007534672506,
-0.01331996824592352,
-0.03411213681101799,
-0.04921922832727432,
0.010104954242706299,
-0.0010532395681366324,
0.022325320169329643,
0.038408927619457245,
0.041901055723428726,
0.021287286654114723,
-0.03284066915512085,
-0.03400499373674393,
0.022850437089800835,
-0.08521046489477158,
-0.012809226289391518,
-0.047433771193027496,
-0.008181490004062653,
-0.0006988958921283484,
0.0017016901401802897
] |
<p>I have been trying to use <a href="http://cran.r-project.org/web/packages/sspir/index.html" rel="nofollow">sspir</a> R package to estimate the following Poisson model:</p>
<p>$Y_{t}\sim Po(\exp(\lambda_{t}));$ such that $\lambda_{t}=X_{t}\beta
+\gamma_{t}$ and $\gamma_{t}=\theta\gamma_{t-1}+u_{t},u_{t}\sim NID(0,\sigma
^{2}).$</p>
<p>In State-space form, we have $\lambda_{t}=Z_{t}F_{t},$ $Z_{t}=\left[
X_{t}\: 1\right] ,$ $F_{t}=\left[ \beta^{\prime}\: \gamma_{t}\right]
$</p>
<p>Then, $F_{t}=\left(
\begin{array}
[c]{ll}%
1 & 0\\
0 & \theta
\end{array}
\right) F_{t-1}+\left(
\begin{array}
[c]{l}%
0\\
u_{t}%
\end{array}
\right) $. Standard initial conditions are also set.</p>
<p>I have been trying to use <code>sspir</code> package in R to estimate this model, but I was not able to. If I let $\gamma_{t}$ to be a random walk, then it is standard.</p>
<p>Any suggestion? I am kind of new with this models so any help is very much appreciated.</p> | 35,735 | [
0.019011618569493294,
-0.034569643437862396,
0.018221188336610794,
0.025350533425807953,
0.00015245578833855689,
-0.020363785326480865,
-0.011202271096408367,
-0.020177587866783142,
0.0390554815530777,
-0.031110838055610657,
0.047192350029945374,
0.02907683700323105,
0.05942600965499878,
0.029484672471880913,
0.04083487391471863,
0.007655233610421419,
-0.002461932599544525,
-0.0024669712875038385,
-0.04496825113892555,
0.01426402572542429,
-0.03641923516988754,
0.010716041550040245,
-0.028350312262773514,
-0.03732055798172951,
-0.021491074934601784,
0.05161077156662941,
0.026229610666632652,
-0.009435554966330528,
-0.019672710448503494,
0.05068086087703705,
-0.049783412367105484,
0.009382380172610283,
-0.0217919759452343,
0.03916013985872269,
-0.0007992770406417549,
0.04858012869954109,
-0.0412682369351387,
-0.02751252055168152,
-0.011388644576072693,
-0.0028081124182790518,
-0.03009691834449768,
0.0013848262606188655,
0.00039272979483939707,
0.021472452208399773,
-0.022690951824188232,
0.008931885473430157,
-0.011730783618986607,
0.03030010126531124,
0.06221196427941322,
0.01596640981733799,
0.02847837284207344,
0.010809891857206821,
0.01727260649204254,
0.029553750529885292,
0.004251871723681688,
-0.024482665583491325,
0.0430278517305851,
0.03082963451743126,
-0.005120942369103432,
-0.05806984752416611,
-0.049797847867012024,
-0.04521189257502556,
0.005557107273489237,
-0.048565641045570374,
-0.03104563243687153,
0.0027893120422959328,
-0.000009169242730422411,
-0.021799173206090927,
0.02860238403081894,
0.014199051074683666,
0.021608853712677956,
-0.012833495624363422,
0.03571772947907448,
0.03878556564450264,
-0.001226452412083745,
-0.025481678545475006,
-0.01322108693420887,
0.018717363476753235,
0.030386898666620255,
0.0239750687032938,
-0.016829749569296837,
0.007204686291515827,
0.008349813520908356,
0.0027724981773644686,
-0.006220581941306591,
0.012509283609688282,
0.09465532749891281,
0.02411589026451111,
0.005146562587469816,
0.03279624879360199,
-0.041168082505464554,
-0.0005145465838722885,
0.06826546043157578,
-0.012516766786575317,
-0.03316127508878708,
0.04649599269032478,
0.01225463580340147,
0.026065301150083542,
0.009367384016513824,
-0.009267659857869148,
-0.008433223702013493,
-0.069401316344738,
0.015109464526176453,
0.07207925617694855,
-0.03043888881802559,
-0.016057515516877174,
-0.016963539645075798,
-0.015886440873146057,
-0.029832035303115845,
-0.04423678666353226,
-0.06346476823091507,
0.014307386241853237,
-0.031249884516000748,
-0.011045040562748909,
-0.009514108300209045,
-0.019726015627384186,
-0.029719697311520576,
0.0002516757231205702,
0.0307153332978487,
0.03294422850012779,
0.034762680530548096,
-0.005822672508656979,
0.03216216713190079,
-0.02372804284095764,
-0.07991381734609604,
0.012070422992110252,
0.009183001704514027,
-0.02412206307053566,
-0.056365612894296646,
0.05149146541953087,
-0.004619454964995384,
-0.027953583747148514,
0.0594664067029953,
0.02553202584385872,
0.06194727122783661,
0.006388596724718809,
-0.07442168891429901,
-0.02605637162923813,
0.04100858420133591,
-0.007282500620931387,
0.07671552151441574,
-0.06286615878343582,
-0.016973286867141724,
-0.010289348661899567,
0.05597345903515816,
-0.011734305880963802,
0.027458328753709793,
0.016185566782951355,
0.004090405069291592,
-0.003071448765695095,
-0.04039629176259041,
-0.021036509424448013,
-0.0030626473017036915,
-0.03481173515319824,
-0.019943954423069954,
-0.0694262683391571,
0.04603113606572151,
0.01463220827281475,
-0.015031356364488602,
-0.004964387509971857,
0.02827017568051815,
-0.002832495141774416,
0.03337724134325981,
-0.03569735214114189,
-0.010104135610163212,
-0.04515058547258377,
0.03694135323166847,
-0.02300679311156273,
0.006605588365346193,
0.009227714501321316,
-0.02494928613305092,
-0.019369183108210564,
-0.020755771547555923,
0.05228646099567413,
0.03615391626954079,
-0.023055152967572212,
-0.006649870425462723,
-0.03871578350663185,
-0.020518077537417412,
0.03703735023736954,
-0.0413435623049736,
-0.03319801390171051,
-0.022141259163618088,
-0.0306589063256979,
-0.01670626364648342,
0.030276283621788025,
0.0012760106474161148,
0.047648146748542786,
0.007104267366230488,
-0.03115866333246231,
-0.06234206631779671,
-0.03696637600660324,
-0.023408737033605576,
-0.01053033210337162,
-0.0006822108989581466,
0.048235610127449036,
0.0035844917874783278,
0.033286113291978836,
0.023587722331285477,
-0.045866865664720535,
-0.007532251533120871,
0.00594080425798893,
0.028664037585258484,
-0.001543876132927835,
-0.0061338599771261215,
0.0611022487282753,
0.06723693013191223,
-0.006303130183368921,
0.005373024847358465,
-0.013721504248678684,
-0.017290161922574043,
-0.029586225748062134,
-0.029579738155007362,
0.0396394357085228,
0.016948742792010307,
0.011649608612060547,
0.05831599608063698,
0.012669514864683151,
0.010555444285273552,
0.01540996041148901,
0.004575922153890133,
0.030770855024456978,
0.0526820607483387,
0.04269324988126755,
0.00040703179547563195,
0.02725256234407425,
0.019411085173487663,
0.04403363913297653,
-0.023005619645118713,
-0.0033067120239138603,
-0.028688112273812294,
-0.005458602216094732,
0.0358748622238636,
0.010358620434999466,
-0.01453673280775547,
-0.020223824307322502,
0.05957702919840813,
-0.004128638654947281,
0.02248864620923996,
0.06115163862705231,
-0.029521364718675613,
-0.032793983817100525,
0.03750520944595337,
0.03661023825407028,
0.019294239580631256,
0.004612354561686516,
0.025352008640766144,
-0.031153298914432526,
0.033527765423059464,
-0.021904276683926582,
-0.014080357737839222,
0.03483150154352188,
0.029290786013007164,
-0.007595463190227747,
-0.03074675053358078,
0.009619239717721939,
0.07133235782384872,
0.024645108729600906,
0.051791928708553314,
0.03366408497095108,
-0.0044616274535655975,
-0.02126690186560154,
-0.012792079709470272,
-0.002009760355576873,
0.021626876667141914,
0.04183204844594002,
-0.03746974840760231,
-0.0020040911622345448,
0.028024856001138687,
-0.049937862902879715,
0.03204667195677757,
-0.03026217222213745,
-0.05610426515340805,
-0.05268111079931259,
0.01668659597635269,
0.0335136353969574,
0.025965889915823936,
-0.00892875250428915,
-0.037354640662670135,
-0.04870189353823662,
-0.009981481358408928,
-0.01599574275314808,
0.060343675315380096,
-0.003201237879693508,
-0.038707636296749115,
-0.0015452466905117035,
0.002523364033550024,
-0.020437082275748253,
0.019326012581586838,
0.02850101701915264,
-0.0015413699438795447,
0.005947865545749664,
0.006550776772201061,
-0.01859590783715248,
-0.008121499791741371,
-0.0163184255361557,
0.015784408897161484,
-0.04450441524386406,
-0.014697453938424587,
0.02143697999417782,
0.0013595749624073505,
-0.02766481414437294,
0.022009775042533875,
-0.05995455011725426,
-0.004436416085809469,
-0.015076600015163422,
0.014804558828473091,
0.017230359837412834,
-0.016111861914396286,
0.05017213895916939,
0.051810041069984436,
-0.007851106114685535,
0.011865850538015366,
-0.10724534094333649,
-0.06880944967269897,
-0.0020007796119898558,
-0.01854277402162552,
0.016689278185367584,
0.008602839894592762,
0.0015447130426764488,
0.06349768489599228,
0.033071715384721756,
-0.014130481518805027,
-0.0346963070333004,
0.04257216304540634,
-0.03556721284985542,
-0.06754840910434723,
0.007476427126675844,
0.011118186637759209,
-0.0003310100582893938,
0.02342846803367138,
-0.02109954133629799,
0.026690959930419922,
0.040525440126657486,
0.0191279798746109,
0.006097744684666395,
0.019977889955043793,
-0.03718732297420502,
-0.020757712423801422,
0.03151986002922058,
0.003235961077734828,
0.03205581381917,
-0.01732623390853405,
-0.007054911460727453,
0.03139428794384003,
0.00026541086845099926,
-0.05535382404923439,
0.03084380179643631,
0.004312776494771242,
-0.006038166582584381,
-0.030359763652086258,
0.017864281311631203,
-0.034215107560157776,
-0.05368095263838768,
-0.016106221824884415,
0.026580898091197014,
0.040388476103544235,
-0.00501683633774519,
0.014826823957264423,
0.05859406664967537,
0.023195335641503334,
-0.027270939201116562,
-0.002107183448970318,
-0.004501902498304844,
-0.03867456689476967,
-0.0027582200709730387,
-0.004834081511944532,
-0.012376348488032818,
0.002144274767488241,
0.0498574860394001,
0.015817582607269287,
-0.0057520754635334015,
0.019597595557570457,
-0.010558459907770157,
-0.023459047079086304,
0.01775212585926056,
-0.008756333962082863,
0.05951632931828499,
0.05403962358832359,
0.02423369139432907,
-0.006756567396223545,
-0.011655103415250778,
0.007940806448459625,
-0.01671372912824154,
-0.11825334280729294,
0.02052237093448639,
0.006407433655112982,
-0.03800143301486969,
0.003394166938960552,
-0.025830578058958054,
0.05278340354561806,
0.012773491442203522,
0.01891360431909561,
0.013642688281834126,
-0.02381337620317936,
-0.028865259140729904,
-0.01416871976107359,
-0.019988959655165672,
0.016352063044905663,
-0.04114118218421936,
-0.00741842994466424,
0.02562800608575344,
-0.00926713366061449,
-0.022865336388349533,
0.046420417726039886,
0.004555561579763889,
0.01403331384062767,
-0.06763647496700287,
0.03828399255871773,
0.009081658907234669,
0.0208327267318964,
0.02391892485320568,
-0.012532642111182213,
-0.032253388315439224,
0.020328767597675323,
-0.006234141066670418,
0.026149310171604156,
0.04575198143720627,
-0.001632622443139553,
-0.034835513681173325,
-0.06925325095653534,
-0.021593419834971428,
0.03408252075314522,
-0.0021725897677242756,
0.01733904331922531,
0.010044077411293983,
0.07075350731611252,
0.01635962724685669,
-0.005681918002665043,
0.013244538567960262,
0.060091495513916016,
0.0031096250750124454,
0.023771952837705612,
-0.0008511494961567223,
-0.005172935780137777,
-0.010345610789954662,
0.019922006875276566,
0.036367759108543396,
0.0009993009734898806,
-0.028213677927851677,
0.013677127659320831,
0.020318344235420227,
0.002932524075731635,
-0.003870925400406122,
0.008916530758142471,
0.026165185496211052,
0.05658327415585518,
-0.009135863743722439,
-0.05321360379457474,
0.013878993690013885,
0.0058846622705459595,
0.025575459003448486,
0.011053962633013725,
-0.00948747992515564,
-0.07348743081092834,
-0.04508104920387268,
0.008474182337522507,
0.014619531109929085,
0.005941609386354685,
-0.021106913685798645,
-0.0685478001832962,
0.0019267076859250665,
0.033644530922174454,
-0.013875207863748074,
0.03781260922551155,
-0.010044528171420097,
-0.015840759500861168,
0.03432313725352287,
-0.04905279725790024,
-0.03834255412220955,
-0.00357788591645658,
-0.032785672694444656,
0.016148190945386887,
0.01739613711833954,
-0.04571527615189552,
-0.004679531790316105,
-0.0035983214620500803,
-0.02216329611837864,
0.05492093414068222,
-0.007815875113010406,
-0.01974528096616268,
0.04859793186187744,
0.006907708942890167,
-0.020997704938054085,
-0.0913914367556572,
0.0033259023912250996,
-0.015167799778282642,
0.023570885881781578,
-0.0006127716624177992,
-0.00896101351827383,
-0.058847978711128235,
0.049362663179636,
0.03918548673391342,
-0.0135962450876832,
-0.024089390411973,
-0.014144075103104115,
0.02713874541223049,
0.02431945502758026,
0.0023861422669142485,
0.041993044316768646,
0.04974929615855217,
-0.0031267646700143814,
0.005058520473539829,
-0.04532352089881897,
-0.032671213150024414,
-0.0311944130808115,
0.042905185371637344,
-0.05320267751812935,
0.018820026889443398,
-0.011617416515946388,
0.04901512712240219,
-0.009350908920168877,
0.006308862939476967,
-0.04696907103061676,
0.01812499202787876,
-0.019735021516680717,
0.009541352279484272,
-0.006863637827336788,
-0.008644334971904755,
-0.013415179215371609,
0.00456157186999917,
0.0032876278273761272,
-0.010358043946325779,
0.005309956148266792,
-0.058816827833652496,
-0.01177658699452877,
0.004118619952350855,
-0.049063779413700104,
0.002042478183284402,
0.009919621050357819,
-0.009545897133648396,
0.014955163933336735,
-0.0272083580493927,
0.04300510883331299,
0.009848092682659626,
0.022061271592974663,
0.01683073863387108,
-0.03568127751350403,
0.002051630523055792,
0.02096705324947834,
0.0000924312844290398,
-0.008332440629601479,
-0.05058175325393677,
0.04731113836169243,
-0.014009361155331135,
-0.02574423886835575,
-0.05721907317638397,
-0.07780356705188751,
0.04408038780093193,
-0.05857235938310623,
-0.04456384479999542,
-0.04115291312336922,
0.0026727847289294004,
-0.01922711171209812,
-0.05064800754189491,
0.008601127192378044,
0.021239111199975014,
-0.006190970074385405,
0.006501188036054373,
0.0007374816341325641,
0.03818226605653763,
0.08039459586143494,
0.038731638342142105,
0.0129161411896348,
0.052743326872587204,
-0.020681636407971382,
-0.039774902164936066,
-0.0029769924003630877,
0.043196700513362885,
-0.027268337085843086,
0.011034447699785233,
-0.013936423696577549,
-0.04948010295629501,
0.011867771856486797,
0.0034040457103401423,
-0.013414719142019749,
0.02425849437713623,
-0.009305145591497421,
0.06999704986810684,
-0.050622839480638504,
-0.009082243777811527,
-0.01927589438855648,
0.02517055533826351,
-0.034335847944021225,
-0.005246641114354134,
0.006373144686222076,
-0.0030102331656962633,
0.055896516889333725,
-0.019239094108343124,
0.0011649200459942222,
0.02645537070930004,
0.07851951569318771,
0.001872721710242331,
-0.024891385808587074,
0.0048392522148787975,
0.0074907769449055195,
0.04924498125910759,
0.022724736481904984,
0.020534640178084373,
0.03252929076552391,
0.0196429081261158,
-0.059468384832143784,
-0.02387208864092827,
-0.018617603927850723,
0.0032743075862526894,
0.05100029706954956,
-0.02832699939608574,
0.03355938941240311,
0.040004801005125046,
-0.054916832596063614,
0.03259512782096863,
-0.016303272917866707,
-0.020682545378804207,
0.004142929799854755,
0.017089417204260826,
0.048366427421569824,
0.02501886896789074,
-0.015334276482462883,
0.0552959144115448,
0.017358548939228058,
0.020482614636421204,
0.06945132464170456,
0.012384673580527306,
-0.018818020820617676,
0.01952236145734787,
0.00021312141325324774,
-0.02336634323000908,
0.03943618759512901,
-0.006129693705588579,
0.0534173920750618,
-0.02812638320028782,
-0.05010703206062317,
0.03503181040287018,
0.03619973361492157,
0.023456424474716187,
-0.007829846814274788,
-0.013012997806072235,
-0.06611460447311401,
-0.009533537551760674,
0.03484015539288521,
-0.024162910878658295,
0.03396954387426376,
0.01077836100012064,
0.03695477545261383,
0.015473966486752033,
0.049684979021549225,
-0.0217509176582098,
-0.07127945870161057,
0.00012050136137986556,
-0.028983281925320625,
-0.0010349659714847803,
0.07771526277065277,
0.008637843653559685,
-0.007946313358843327,
0.021245235577225685,
-0.03787563368678093,
0.013468360528349876,
-0.007649062667042017,
0.02055780030786991,
-0.014674600213766098,
0.09260536730289459,
-0.02239144966006279,
-0.00871574878692627,
-0.04902999848127365,
0.001029068836942315,
0.15428131818771362,
0.06776324659585953,
0.04330306127667427,
-0.06262128055095673,
0.006377038080245256,
0.015467154793441296,
-0.011708538047969341,
-0.017351847141981125,
0.005016926676034927,
0.003682993585243821,
-0.013826047070324421,
0.024967091158032417,
0.04932785406708717,
-0.003521283157169819,
-0.0016144785331562161,
0.008173682726919651,
-0.09032289683818817,
-0.009287737309932709,
0.013096677139401436,
-0.020987922325730324,
0.013216238468885422,
-0.022865522652864456,
-0.045375462621450424,
0.019793836399912834,
0.0036430025938898325,
-0.024956105276942253,
-0.021522898226976395,
0.010871133767068386,
-0.013691626489162445,
-0.01620275340974331,
0.009236427024006844,
-0.0020276226568967104,
0.01426905021071434,
-0.021160151809453964,
0.012772314250469208,
0.019853809848427773,
-0.00996036920696497,
-0.032683856785297394,
0.06860494613647461,
0.049367766827344894,
0.024131258949637413,
-0.007238324731588364,
0.0348837710916996,
0.0051500010304152966,
-0.006507443264126778,
-0.020186137408018112,
-0.02344597689807415,
0.09929729253053665,
-0.030118418857455254,
-0.019749127328395844,
0.023470519110560417,
-0.014388585463166237,
0.028935275971889496,
-0.013903554528951645,
0.007705820724368095,
-0.01767544075846672,
0.05163766071200371,
-0.018053922802209854,
0.002318050479516387,
-0.03766809403896332,
-0.02424829825758934,
-0.0012168885441496968,
0.01245024148374796,
0.03512502834200859,
-0.025491317734122276,
-0.02063157968223095,
-0.050660982728004456,
0.0566767081618309,
-0.0032659429125487804,
0.01272865291684866,
0.013944286853075027,
-0.03698116913437843,
-0.05000003054738045,
-0.01342345867305994,
-0.00648002652451396,
0.010492704808712006,
0.03259044140577316,
-0.016542386263608932,
-0.015146571211516857,
-0.00762253999710083,
-0.05188249796628952,
0.010074677877128124,
-0.00969269871711731,
-0.024559497833251953,
-0.033835865557193756,
-0.04244732856750488,
0.04625357687473297,
-0.0037586132530122995,
-0.05187055841088295,
0.01317626889795065,
-0.00203477474860847,
0.08326329290866852,
0.002639462472870946,
-0.027760203927755356,
-0.025011442601680756,
-0.0018018430564552546,
0.00849025510251522,
0.0020662201568484306,
-0.02908828854560852,
-0.005240451078861952,
-0.015325416810810566,
0.004289534408599138,
-0.017498956993222237,
0.01864873431622982,
-0.0039320518262684345,
0.020033543929457664,
0.012890947982668877,
-0.036608122289180756,
0.0030705956742167473,
-0.0035019780043512583,
0.01060459017753601,
-0.020505646243691444,
0.0017291943076997995,
-0.025840068235993385,
-0.02978331595659256,
-0.010008861310780048,
-0.025946246460080147,
-0.03606320545077324,
0.01662445068359375,
-0.0535917691886425,
0.009072328917682171,
-0.019876398146152496,
0.005045090802013874,
0.019007865339517593,
0.0358109287917614,
-0.036086857318878174,
0.017504345625638962,
-0.04620310291647911,
0.033722005784511566,
-0.013430011458694935,
0.0017922610277310014,
-0.0038810635451227427,
0.000985967111773789,
0.002566535724326968,
0.007241717539727688,
0.004950038157403469,
0.016818948090076447,
0.025729266926646233,
-0.025428062304854393,
-0.022876743227243423,
0.04962821677327156,
-0.044758331030607224,
-0.030500246211886406,
0.01894061639904976,
-0.0038312887772917747,
0.024358531460165977,
0.014180636964738369,
0.0005368333659134805,
0.02229253388941288,
0.0333077572286129,
-0.02010509930551052,
0.00498657301068306,
0.007707911543548107,
-0.0021773912012577057,
0.007403401657938957,
0.003938733134418726,
-0.021711885929107666,
0.02949097566306591,
0.017251214012503624,
0.000022141330191516317,
0.007383852265775204,
-0.02729509025812149,
-0.009026293642818928,
-0.018404221162199974,
-0.021006671711802483,
-0.0016547060804441571,
0.010516902431845665,
-0.01665882021188736,
0.0422348752617836,
0.020405875518918037,
0.0001523325772723183,
0.0008176287519745529,
-0.05931917577981949,
-0.02626778371632099,
-0.0899195447564125,
-0.00968475453555584,
0.008891016244888306,
0.010093459859490395,
0.03481407091021538,
-0.03353779390454292,
0.006119438447058201,
-0.003670566016808152,
-0.0012648914707824588,
-0.031804513186216354,
-0.001226171851158142,
0.014555107802152634,
-0.042488012462854385,
-0.019712083041667938,
-0.03384922444820404,
0.035306427627801895,
0.04018669202923775,
0.043410588055849075,
0.02830778993666172,
0.012121882289648056,
-0.017152130603790283,
-0.025468790903687477,
-0.008739069104194641,
-0.014040072448551655,
0.03445630520582199,
-0.06914985179901123,
0.047660067677497864,
-0.020251763984560966,
0.022524219006299973,
0.016506411135196686,
0.013233608566224575,
0.0048645902425050735,
-0.003664919640868902,
0.03621223568916321,
-0.03396790102124214,
0.0730443075299263,
0.03862496837973595,
0.01530385110527277,
0.037349242717027664,
-0.021786604076623917,
0.0029809155967086554,
0.027651207521557808,
-0.03771224245429039,
-0.020912375301122665,
0.014528563246130943,
-0.010819613933563232,
-0.06085718050599098,
0.023877855390310287,
-0.01676466129720211,
0.011913429014384747,
0.0012845676392316818,
-0.019295787438750267,
-0.021928222849965096,
-0.03140673041343689,
0.029876871034502983,
-0.04211513325572014,
0.007627551909536123,
0.03750316798686981,
0.03412403538823128,
-0.005187885835766792,
0.023324253037571907,
-0.026876989752054214,
-0.02054719254374504,
0.008281432092189789,
-0.009812572039663792,
-0.014104961417615414,
-0.04450438544154167,
0.00021402386482805014,
-0.014652470126748085,
-0.017121663317084312,
-0.06099560111761093,
0.025234565138816833,
-0.026889823377132416,
0.04365625977516174,
-0.003883479628711939,
0.0007972034509293735,
0.023863982409238815,
0.004502045921981335,
0.05029192939400673,
-0.0687214583158493,
0.054943427443504333,
0.01072230376303196,
-0.016261767596006393,
-0.008152879774570465,
0.02329396829009056,
-0.005553163588047028,
0.012460306286811829,
0.03735823184251785,
-0.022433623671531677,
-0.016323458403348923,
0.06685248762369156,
0.036617130041122437,
0.023595457896590233,
-0.026762207970023155,
0.03599920496344566,
-0.043012585490942,
-0.006542589515447617,
-0.022359108552336693,
-0.027382172644138336,
0.012598886154592037,
0.007258624769747257,
-0.00633264658972621,
-0.012859786860644817,
-0.01959736831486225,
0.005173792131245136,
-0.05241497606039047,
-0.011875125579535961,
0.010951030999422073,
-0.01052867155522108,
0.03240227326750755,
-0.0006987398373894393,
0.026716308668255806,
0.035333190113306046,
-0.02609977312386036,
-0.030713288113474846,
0.06480583548545837,
-0.013938143849372864,
-0.03767944499850273,
0.00873996876180172,
-0.015435312874615192,
-0.015082739293575287,
-0.07877684384584427,
0.011812249198555946,
0.044786445796489716,
0.009775673039257526,
0.014936528168618679,
0.04392154887318611,
0.02755741961300373,
0.04351469874382019,
0.02933730185031891,
-0.012681516818702221,
0.0030403395649045706,
0.019296208396553993,
0.019435852766036987,
0.019775696098804474,
0.004802098032087088,
-0.03554324805736542,
-0.015940960496664047,
0.02432401478290558,
0.007752374280244112,
0.027072811499238014,
-0.0009882592130452394,
0.06080807372927666,
-0.006962777581065893,
-0.03953417018055916,
0.049742016941308975,
-0.009692435152828693,
0.003099143272265792,
-0.005211218725889921,
-0.03787865489721298,
0.030265776440501213,
-0.017090754583477974,
0.027385402470827103,
0.032840367406606674,
0.013431807979941368,
-0.02598157525062561,
-0.0015009106136858463,
0.012680224142968655,
0.019621212035417557,
-0.020007409155368805,
0.010429794900119305,
-0.012090158648788929,
-0.02553846873342991,
-0.012585013173520565,
-0.022579964250326157,
0.010766646824777126,
0.032451774924993515,
0.004703514743596315,
-0.011043335311114788,
-0.03198300674557686,
-0.008935505524277687,
-0.019481297582387924,
0.008896010927855968,
0.028538398444652557,
-0.016479386016726494,
-0.03155191242694855,
-0.0034492763224989176,
0.02812175638973713,
0.05276273190975189,
-0.06392794102430344,
-0.010982116684317589,
0.0059823403134942055,
-0.022209446877241135,
-0.010620120912790298,
-0.004893068689852953
] |
<p>I'm trying to plot forecast and real data on the same plot. But there is always gap between them on the image :</p>
<p><img src="http://i.stack.imgur.com/ni7FR.png" alt="enter image description here"></p>
<p>I use for the forecasting following code:
y=boardings[,1]
## Simple Exponential smoothing
#predict existing values
results=HoltWinters(y,beta=FALSE, gamma=FALSE)
#print data
print(cbind(y,results$fitted))
#draw the plot with fitted values
plot(results)
#predict future values
results2=forecast.HoltWinters(results,h=12)
print(results2)</p>
<pre><code>#draw the plot with prediction
plot.forecast(results2,lwd=1,xlab='time',ylab='log.boardings',main='12-month prediction by Exponential Smoothing')
</code></pre>
<p>The data is taken from the <a href="http://cran.r-project.org/web/packages/timeSeries/index.html" rel="nofollow">timeSeries</a> package with name <code>boardings</code>.</p>
<p>I would really appreciate any help.</p> | 73,394 | [
-0.022471493110060692,
-0.016553128138184547,
-0.004045369569212198,
0.03301427885890007,
-0.006955491378903389,
-0.0004245525342412293,
-0.04827887564897537,
0.002563278656452894,
0.025396551936864853,
-0.011419528163969517,
0.05947725847363472,
0.04061770811676979,
0.041022710502147675,
0.05283452570438385,
0.03308117017149925,
0.004366944544017315,
0.008179807104170322,
-0.014704259112477303,
0.00433618389070034,
0.006323057692497969,
-0.01632736437022686,
0.008326031267642975,
0.020585743710398674,
0.0021202177740633488,
0.010859345085918903,
0.04366762936115265,
0.047997087240219116,
0.011483798734843731,
0.015260999090969563,
0.067432701587677,
-0.05669431760907173,
-0.06397119164466858,
-0.0012314266059547663,
0.03249146416783333,
0.03924316540360451,
0.041588567197322845,
-0.013971799984574318,
-0.04768285155296326,
0.010407721623778343,
0.007223126478493214,
-0.01708441786468029,
0.019328279420733452,
0.03707138076424599,
0.054184440523386,
-0.003159750485792756,
0.010834543965756893,
0.009910915978252888,
0.038178157061338425,
0.05518506094813347,
-0.0010367779759690166,
0.06242219731211662,
-0.05222417041659355,
0.024298956617712975,
0.018876289948821068,
-0.054149333387613297,
0.00723465858027339,
0.06575092673301697,
0.05015530809760094,
0.004870811011642218,
-0.04485169053077698,
-0.011899377219378948,
-0.05342886969447136,
-0.027640702202916145,
-0.010887112468481064,
-0.035789985209703445,
0.018732717260718346,
-0.03943818435072899,
-0.03702103719115257,
0.0072455452755093575,
-0.04962257295846939,
0.009445236064493656,
0.02141338773071766,
0.03318050131201744,
-0.06290768831968307,
0.035697635263204575,
-0.05222039297223091,
0.028659231960773468,
0.024447478353977203,
0.061591263860464096,
0.010122671723365784,
0.019039373844861984,
0.027742264792323112,
0.03796829283237457,
0.014314317144453526,
0.03298916667699814,
-0.003265023697167635,
0.04870033636689186,
-0.022594090551137924,
0.016016792505979538,
0.042988456785678864,
-0.0015829144977033138,
0.03483569994568825,
0.07367020845413208,
0.010992353782057762,
0.006752061191946268,
0.038080018013715744,
0.006728426553308964,
0.04428749531507492,
0.013927179388701916,
-0.051012072712183,
-0.002965716179460287,
-0.03473109379410744,
0.021855376660823822,
0.022514376789331436,
-0.0010951540898531675,
-0.02950434945523739,
-0.020140167325735092,
-0.045561112463474274,
-0.013907114043831825,
-0.010268030688166618,
-0.03140288591384888,
0.023395279422402382,
-0.016039418056607246,
-0.008962906897068024,
-0.0044760690070688725,
-0.03163241967558861,
0.0073040747083723545,
0.04632473364472389,
0.04135975241661072,
0.06811599433422089,
0.047051507979631424,
0.006411151494830847,
0.019357752054929733,
0.006141046993434429,
-0.07338615506887436,
0.036567434668540955,
0.026405246928334236,
-0.016902444884181023,
-0.012482956983149052,
0.01745523139834404,
-0.066301628947258,
-0.03232391178607941,
0.052255868911743164,
0.027433287352323532,
0.0362941175699234,
-0.0016696690581738949,
-0.07682537287473679,
-0.03843473643064499,
0.0237873625010252,
-0.0036727318074554205,
0.016090184450149536,
-0.0352102592587471,
0.005928540602326393,
-0.013703706674277782,
0.03403226286172867,
-0.0046175699681043625,
0.01671331562101841,
0.006900315638631582,
0.01094889733940363,
0.003181152744218707,
-0.013804486021399498,
0.009725229814648628,
0.008841656148433685,
-0.01796034350991249,
-0.03147926926612854,
-0.04665643721818924,
-0.018580887466669083,
0.0400390550494194,
-0.0032385678496211767,
-0.024771222844719887,
0.055783044546842575,
0.007516967598348856,
-0.0014174728421494365,
-0.04717440903186798,
-0.009018704295158386,
-0.039915360510349274,
0.08042914420366287,
0.03825521096587181,
-0.0037276274524629116,
0.02251068875193596,
-0.0364343486726284,
0.0034939402248710394,
-0.02059645764529705,
-0.0004101698868907988,
0.041073497384786606,
0.012719935737550259,
0.007496758364140987,
-0.013127468526363373,
0.011034214869141579,
0.018230821937322617,
-0.014561576768755913,
-0.07080478221178055,
-0.030175015330314636,
-0.021828750148415565,
0.01816338300704956,
0.03082982823252678,
0.02143244817852974,
-0.024106986820697784,
0.043864015489816666,
-0.07752954959869385,
-0.05234130471944809,
-0.06477954238653183,
0.0032810047268867493,
-0.032740212976932526,
-0.025191636756062508,
-0.015582535415887833,
-0.003250143490731716,
0.020068366080522537,
-0.004621740430593491,
0.002726081060245633,
-0.005092510487884283,
-0.011346598155796528,
0.056479427963495255,
0.0026198106352239847,
-0.006287963129580021,
0.03530518338084221,
0.05463840812444687,
-0.0026785838417708874,
0.020361678674817085,
-0.013051445595920086,
-0.02769743837416172,
0.032298460602760315,
-0.04124082997441292,
0.003487741807475686,
-0.011791255325078964,
-0.0017465638229623437,
0.02298741787672043,
0.03575487434864044,
-0.00795472040772438,
0.019942590966820717,
-0.026030799373984337,
0.044809769839048386,
0.057780832052230835,
0.001243567792698741,
-0.004550628364086151,
-0.02409227006137371,
0.042894039303064346,
0.06630611419677734,
-0.03706042096018791,
-0.03322258219122887,
-0.029079262167215347,
-0.0329049713909626,
0.0359828807413578,
0.011609762907028198,
-0.004351114854216576,
0.007045876234769821,
0.06478829681873322,
-0.0009892763337120414,
-0.0046042874455451965,
0.04889440909028053,
-0.008997577242553234,
0.003208489390090108,
0.018969187512993813,
-0.004207464400678873,
0.02275080978870392,
-0.008895233273506165,
0.020123513415455818,
-0.007148780860006809,
0.03888215124607086,
-0.019900035113096237,
-0.013172238133847713,
0.042885493487119675,
-0.013114798814058304,
0.0013715745881199837,
-0.049130409955978394,
-0.033472493290901184,
0.07237046211957932,
-0.022240927442908287,
-0.03011416643857956,
0.022953083738684654,
0.03561810776591301,
-0.012323134578764439,
0.004031563177704811,
-0.016464540734887123,
-0.013052421621978283,
0.055533114820718765,
-0.005892745219171047,
-0.008908750489354134,
0.01077563688158989,
-0.058346763253211975,
0.025028720498085022,
-0.033391281962394714,
-0.04575033113360405,
-0.046860985457897186,
0.03941783308982849,
0.03840125724673271,
0.03631847724318504,
0.051786430180072784,
-0.010596717707812786,
-0.052405547350645065,
0.024349389597773552,
-0.04002577066421509,
0.013743876479566097,
-0.027099311351776123,
-0.04787883907556534,
0.03511146456003189,
-0.03302944451570511,
-0.01363428495824337,
0.015653999522328377,
0.007498255930840969,
-0.013213900849223137,
0.002095002681016922,
-0.04693680629134178,
-0.01744316704571247,
-0.048625506460666656,
-0.05328499525785446,
0.011368597857654095,
0.009988578036427498,
-0.03250323608517647,
0.06519728899002075,
-0.0067740571685135365,
-0.053528234362602234,
0.019190603867173195,
-0.047245148569345474,
0.003470191964879632,
-0.028808142989873886,
-0.0035095452331006527,
0.019720137119293213,
-0.01006176508963108,
0.022216200828552246,
0.006799038033932447,
-0.0030739756766706705,
-0.005728103686124086,
-0.045259375125169754,
-0.06122899055480957,
0.008515090681612492,
-0.010214176960289478,
-0.009490802884101868,
-0.022001270204782486,
0.010729997418820858,
0.03753773495554924,
-0.0011706606019288301,
0.00963194016367197,
-0.06779514253139496,
-0.004324485082179308,
-0.03563467785716057,
-0.039872411638498306,
0.005547535140067339,
0.01938672363758087,
0.04978841543197632,
-0.013650566339492798,
0.00226815277710557,
0.037262506783008575,
0.022929774597287178,
-0.029365915805101395,
0.00792967714369297,
-0.03522413223981857,
0.012137980200350285,
0.00818216148763895,
0.01629684492945671,
0.017089122906327248,
-0.017588507384061813,
0.005662229377776384,
0.00097090401686728,
0.027888387441635132,
-0.01184489019215107,
-0.051058534532785416,
-0.03666023910045624,
-0.014094655402004719,
0.053330063819885254,
-0.049170851707458496,
0.01575375907123089,
0.001956355758011341,
-0.06482889503240585,
-0.03674447163939476,
-0.00594743387773633,
0.07583359628915787,
-0.0246697049587965,
-0.005624454468488693,
0.05476827919483185,
0.0055755688808858395,
-0.028093356639146805,
0.00022150982113089412,
-0.01635395921766758,
0.011638405732810497,
0.017676590010523796,
-0.06642182171344757,
-0.039597611874341965,
0.033070195466279984,
0.02437777630984783,
0.011347309686243534,
0.009822885505855083,
-0.03722231462597847,
0.025804631412029266,
-0.055991288274526596,
-0.020745601505041122,
-0.00595183577388525,
0.08410657942295074,
0.003430592827498913,
0.026203593239188194,
0.01951652579009533,
0.004665801767259836,
0.0496472604572773,
0.020802518352866173,
-0.05918757990002632,
0.027674537152051926,
0.05334562435746193,
-0.012151837348937988,
-0.002323990920558572,
-0.018010510131716728,
0.022405877709388733,
-0.02004110813140869,
0.038757212460041046,
0.0278848297894001,
0.008563421666622162,
-0.041098568588495255,
-0.0030789244920015335,
-0.003416522638872266,
0.038274411112070084,
-0.05596373230218887,
-0.021307706832885742,
0.04565020278096199,
0.007547938264906406,
0.05307898297905922,
0.04547210782766342,
-0.0006793811917304993,
-0.0251231100410223,
-0.008373982273042202,
0.01849832944571972,
0.02372116409242153,
0.04781061038374901,
0.03473234176635742,
0.00008804818207863718,
-0.019889820367097855,
-0.006065927911549807,
-0.017662646248936653,
0.020274022594094276,
0.03974299132823944,
0.03436807170510292,
0.022294480353593826,
0.014362933114171028,
0.0010631205514073372,
0.004744354635477066,
0.014387037605047226,
-0.0188014917075634,
-0.03610244765877724,
0.0106965908780694,
0.05254258215427399,
0.008809893392026424,
0.017902618274092674,
0.07304009795188904,
-0.0002160011645173654,
0.021400567144155502,
-0.011284051463007927,
-0.008441494777798653,
-0.03789316862821579,
-0.0061662024818360806,
0.025193870067596436,
0.013683447614312172,
-0.010349277406930923,
0.0049616447649896145,
0.04575721174478531,
-0.03173866122961044,
-0.02492779865860939,
0.01157044805586338,
0.025007709860801697,
0.044239599257707596,
0.0037784723099321127,
-0.04220569506287575,
0.005513377953320742,
0.032689183950424194,
0.03948542848229408,
-0.022312764078378677,
-0.0038473475724458694,
-0.10490825027227402,
-0.032344188541173935,
0.04123854637145996,
0.03035162016749382,
-0.0182320699095726,
-0.07828784734010696,
-0.05971391871571541,
0.009299060329794884,
0.028085092082619667,
-0.036104392260313034,
-0.009751477278769016,
-0.01385551318526268,
-0.00006235911132534966,
-0.022386109456419945,
-0.023877281695604324,
-0.042963895946741104,
0.01072094775736332,
-0.014908681623637676,
0.034891728311777115,
-0.0032586592715233564,
-0.030207550153136253,
-0.005009954795241356,
0.029842285439372063,
0.01750163361430168,
0.04445653781294823,
-0.020398670807480812,
-0.03180641680955887,
0.01670294813811779,
-0.028247816488146782,
-0.026826590299606323,
-0.04995124414563179,
0.03717867285013199,
-0.01639988087117672,
-0.02822943404316902,
0.05021742731332779,
-0.003131549572572112,
0.018422573804855347,
-0.014839882962405682,
0.015412313863635063,
-0.012460621073842049,
-0.006164915394037962,
-0.04395708441734314,
0.019616592675447464,
0.043318673968315125,
0.026751866564154625,
0.03921767324209213,
0.048911865800619125,
0.01765230856835842,
-0.008165252394974232,
-0.07166916131973267,
0.002732402179390192,
-0.0019687090534716845,
-0.015352687798440456,
-0.06472360342741013,
-0.04944821074604988,
-0.03738017752766609,
-0.012273351661860943,
-0.013748805038630962,
0.016739899292588234,
-0.05994800105690956,
0.0066137658432126045,
0.009138468652963638,
0.03732199966907501,
-0.025986192747950554,
-0.021067559719085693,
0.008601712994277477,
-0.006591586396098137,
-0.025075793266296387,
0.018726877868175507,
0.008215606212615967,
-0.035700444132089615,
-0.01287040300667286,
0.007389969192445278,
-0.030157038941979408,
0.024576175957918167,
0.010716419667005539,
-0.006378454621881247,
0.019344529137015343,
-0.021915310993790627,
-0.01902901940047741,
0.01302389521151781,
0.04098954424262047,
0.00008212788816308603,
-0.027903689071536064,
-0.020225150510668755,
0.01475891750305891,
-0.011824938468635082,
-0.005505864508450031,
-0.07071452587842941,
0.04645729809999466,
0.019454635679721832,
-0.02287498116493225,
-0.04085058346390724,
-0.05806867405772209,
0.057483650743961334,
-0.017951076850295067,
-0.04584621638059616,
-0.04579697176814079,
-0.02409905008971691,
-0.01772221550345421,
0.027643434703350067,
-0.013062510639429092,
-0.029060259461402893,
-0.04208603873848915,
-0.01479864027351141,
-0.01910351775586605,
-0.0005068897153250873,
0.08557497709989548,
0.009439550340175629,
0.008652362041175365,
0.0142021793872118,
0.005827725864946842,
-0.02650337666273117,
-0.01948627270758152,
0.003319280920550227,
-0.008113348856568336,
0.0015514232218265533,
-0.032855577766895294,
0.03715437278151512,
0.04910159483551979,
-0.010569046251475811,
0.020101388916373253,
0.004264876712113619,
0.03248795494437218,
0.06318057328462601,
-0.08214616775512695,
-0.012716683559119701,
-0.011246566660702229,
-0.0032632139045745134,
-0.06094367057085037,
-0.007982241921126842,
0.01758919656276703,
-0.05098759010434151,
-0.016740979626774788,
-0.014657187275588512,
-0.039715949445962906,
0.013924297876656055,
0.03963979706168175,
0.003978990484029055,
-0.009295327588915825,
-0.006480345502495766,
-0.0038549716118723154,
0.026097098365426064,
0.03132816404104233,
0.009359109215438366,
0.003993150778114796,
0.013442620635032654,
-0.03424306586384773,
-0.03942832350730896,
0.006439639255404472,
0.0063081723637878895,
0.06865797191858292,
-0.03179735690355301,
0.05313001200556755,
0.022980598732829094,
0.019390663132071495,
0.014759568497538567,
-0.016220472753047943,
-0.0361003614962101,
-0.006417765747755766,
0.016673840582370758,
0.05482051894068718,
-0.005152516532689333,
-0.008842209354043007,
0.023068172857165337,
0.021180499345064163,
0.06388074159622192,
0.02151133492588997,
0.0016932974103838205,
-0.021764880046248436,
-0.009443105198442936,
0.0014663418987765908,
0.007984427735209465,
-0.00020505247812252492,
0.010108270682394505,
0.029204020276665688,
-0.0037902770563960075,
0.012500843033194542,
0.041951488703489304,
0.08593492954969406,
-0.011099490337073803,
-0.0006338107050396502,
-0.016269782558083534,
-0.049376048147678375,
-0.026196205988526344,
0.027353409677743912,
-0.011739150620996952,
0.02305585704743862,
0.0005730827106162906,
0.03783853352069855,
0.00023964889987837523,
0.04249946400523186,
-0.03936536982655525,
-0.041945938020944595,
-0.025967445224523544,
-0.07349492609500885,
0.029821103438735008,
0.061167050153017044,
-0.0149640291929245,
-0.020479263737797737,
0.011388445273041725,
-0.02536155842244625,
0.04693705961108208,
0.005212333519011736,
0.02853134647011757,
0.015109333209693432,
0.03785507008433342,
-0.007597101852297783,
0.02091103605926037,
-0.02232564054429531,
-0.007388461846858263,
0.1359071284532547,
0.04299762099981308,
0.056319594383239746,
-0.045381203293800354,
0.009572116658091545,
0.005748888477683067,
-0.009426621720194817,
-0.020246095955371857,
-0.0002545476017985493,
0.03358528017997742,
-0.023448128253221512,
0.05971561744809151,
0.04409804567694664,
0.0336131826043129,
0.012285629287362099,
0.029502838850021362,
-0.04692260921001434,
-0.0022131293080747128,
-0.024347838014364243,
0.01496939081698656,
0.02504006214439869,
-0.0035743890330195427,
-0.09988702088594437,
0.005259240046143532,
-0.0030043632723391056,
-0.005321305710822344,
-0.02284945175051689,
-0.04556706175208092,
-0.0005107213510200381,
0.029134176671504974,
-0.01412147656083107,
0.01585349254310131,
0.021376753225922585,
0.022807693108916283,
0.027786634862422943,
-0.032098859548568726,
0.01827673614025116,
-0.03027420863509178,
0.019894715398550034,
0.008690032176673412,
0.03346986323595047,
0.005998595617711544,
-0.017504049465060234,
0.014169234782457352,
-0.04213012382388115,
-0.020453358069062233,
-0.00737296836450696,
0.04213857278227806,
0.02074088715016842,
-0.048673760145902634,
0.018972933292388916,
0.02239696867763996,
-0.013806281611323357,
-0.023989057168364525,
-0.019947558641433716,
0.008260402828454971,
-0.0057759671472013,
-0.025690989568829536,
-0.002972194692119956,
-0.019337601959705353,
0.011146929115056992,
-0.00568199809640646,
0.01979723945260048,
0.05214047431945801,
-0.0036732996813952923,
0.0003551777917891741,
-0.06023924797773361,
0.06253760308027267,
-0.0022785908076912165,
0.010540146380662918,
0.014634431339800358,
-0.01020060759037733,
-0.021771717816591263,
-0.03553493320941925,
0.009597777388989925,
0.028753548860549927,
0.023714395239949226,
0.012622926384210587,
-0.03588428720831871,
0.01285572163760662,
-0.028294330462813377,
-0.0060041798278689384,
-0.014246135018765926,
-0.032677531242370605,
-0.027634454891085625,
-0.0030630426481366158,
0.03909042477607727,
0.023488465696573257,
0.02844587340950966,
0.009223728440701962,
-0.002362887840718031,
0.048837315291166306,
0.02158479206264019,
-0.05271679535508156,
-0.034742724150419235,
-0.025778811424970627,
-0.04054933786392212,
-0.033033668994903564,
-0.01377966906875372,
0.08643640577793121,
0.043868109583854675,
0.00959066767245531,
0.007728114724159241,
0.00969065260142088,
-0.01845487579703331,
-0.00518219918012619,
0.026624949648976326,
-0.013277867808938026,
0.03913260996341705,
0.01426586601883173,
-0.00355480145663023,
-0.03978809714317322,
0.011495404876768589,
-0.0186260137706995,
-0.038772255182266235,
-0.01336970366537571,
-0.00888295192271471,
-0.02037787437438965,
0.04090964049100876,
0.0049368287436664104,
-0.006280926056206226,
-0.04824240505695343,
0.0004502551455516368,
-0.058255672454833984,
-0.010275812819600105,
-0.02503424510359764,
-0.04902779310941696,
-0.058899182826280594,
0.013935599476099014,
-0.060330335050821304,
-0.018370339646935463,
0.0355151891708374,
0.012161865830421448,
0.020649338141083717,
-0.00713277468457818,
0.02846769616007805,
-0.003242270555347204,
0.024029254913330078,
-0.01572638563811779,
-0.03336653113365173,
0.025509139522910118,
-0.012967577204108238,
-0.07477640360593796,
-0.01578579656779766,
-0.003979152999818325,
0.010440032929182053,
0.012101289816200733,
-0.009191461838781834,
-0.022058112546801567,
0.0870743989944458,
-0.0024349000304937363,
0.009983045049011707,
-0.02263021096587181,
0.00018688305863179266,
0.019984504207968712,
0.006734567694365978,
0.015976885333657265,
-0.02333242818713188,
-0.001664519775658846,
0.028077272698283195,
0.040233731269836426,
0.028438778594136238,
-0.013255307450890541,
-0.023573877289891243,
-0.019617728888988495,
0.02076650969684124,
0.0006026268820278347,
-0.022556019946932793,
0.03810415789484978,
0.03886709734797478,
-0.01340488065034151,
0.0093370471149683,
-0.0019166127312928438,
0.020454317331314087,
-0.060111239552497864,
-0.009721999056637287,
-0.01525874249637127,
0.0030439558904618025,
0.005871607456356287,
-0.05329761281609535,
-0.023164259269833565,
0.028525464236736298,
-0.02947864681482315,
-0.008312474004924297,
0.011246499605476856,
-0.0053831408731639385,
-0.04456585645675659,
0.018676823005080223,
-0.01845451071858406,
-0.011228762567043304,
0.06797966361045837,
0.0358894020318985,
0.0042773084715008736,
0.011961073614656925,
0.042177703231573105,
-0.00526625569909811,
-0.031924061477184296,
0.029221683740615845,
0.0034795310348272324,
-0.04121118783950806,
0.03043140284717083,
-0.0040073394775390625,
-0.009767206385731697,
0.005005815997719765,
-0.03209139406681061,
-0.01107602659612894,
0.008623459376394749,
-0.02360294759273529,
0.03290696442127228,
0.05319792777299881,
0.0018154960125684738,
0.011273162439465523,
0.00421723211184144,
-0.010488439351320267,
0.04359855502843857,
-0.010187736712396145,
0.002589329844340682,
0.030355185270309448,
0.02707582712173462,
-0.015219523571431637,
-0.023819316178560257,
0.03088982217013836,
0.0051640477031469345,
-0.005719594191759825,
-0.03132021054625511,
0.04916777461767197,
0.024339871481060982,
-0.03935592994093895,
-0.01825767010450363,
-0.021873336285352707,
0.0010871816193684936,
0.0394846573472023,
-0.0023162984289228916,
-0.008233180269598961,
0.011546535417437553,
-0.015907229855656624,
-0.04956705868244171,
0.003377427812665701,
-0.007631504442542791,
-0.005594068672508001,
-0.017323629930615425,
-0.014524102210998535,
-0.00013471953570842743,
-0.026677792891860008,
-0.010156587697565556,
0.026095125824213028,
-0.004090195056051016,
0.03157838433980942,
0.005342172458767891,
-0.014859114773571491,
0.03165089339017868,
-0.012197126634418964,
0.013844691216945648,
-0.06904187798500061,
0.04274476692080498,
-0.0028853558469563723,
-0.0005820541409775615,
-0.03737060725688934,
0.008757980540394783,
-0.06771444529294968,
0.06281518191099167,
0.035989824682474136,
0.020096736028790474,
0.021576927974820137,
-0.010838852263987064,
-0.00015295155753847212,
0.01509411446750164,
-0.03029392473399639,
0.03446583449840546,
-0.01938302256166935,
-0.03314555436372757,
0.046776097267866135,
0.00618676096200943,
-0.0013120875228196383,
0.053641289472579956,
0.005782534368336201,
-0.05165819078683853,
0.05117738991975784,
0.05207742005586624,
-0.04278434440493584,
0.010609278455376625,
0.00530906580388546,
-0.01897258125245571,
0.03314422816038132,
0.022136379033327103,
-0.029658855870366096,
0.025323932990431786,
-0.005326427053660154,
-0.061768099665641785,
0.024512706324458122,
-0.024336598813533783,
-0.02218721993267536,
0.02236773818731308,
-0.02316856011748314,
-0.009333542548120022,
-0.04617069661617279,
0.01204849686473608,
0.03546798601746559,
0.015297360718250275,
0.026097971946001053,
0.04584183171391487,
0.04649718850851059,
-0.0016140606021508574,
-0.06387365609407425,
-0.003540054662153125,
0.01601899415254593,
-0.029137343168258667,
0.029996557161211967,
-0.011540835723280907,
0.02151312120258808,
0.017974454909563065,
0.03151719272136688,
0.010454966686666012,
-0.020966334268450737,
0.022934474050998688,
-0.03154857084155083,
0.08048316836357117,
-0.005046653561294079,
0.015871694311499596,
-0.017778003588318825,
-0.007282161619514227,
0.003928790334612131,
-0.002453697146847844,
0.0041645243763923645,
0.012380456551909447,
-0.037988945841789246,
0.02844627946615219,
-0.0001007042737910524,
-0.02002216875553131,
-0.010551763698458672,
0.016937891021370888,
0.021081989631056786,
0.008510999381542206,
-0.002938629128038883,
-0.0009739674278534949,
0.02148069255053997,
-0.017167208716273308,
-0.0010440319310873747,
-0.0033181507606059313,
0.0060524847358465195,
-0.006606776732951403,
-0.00735837547108531,
-0.019988104701042175,
0.025877272710204124,
-0.012597206048667431,
-0.05130656063556671,
0.0389094315469265,
0.026864632964134216,
-0.012709131464362144,
-0.07355547696352005,
-0.04020190238952637,
-0.018404891714453697,
0.03765169531106949,
-0.08144360780715942,
-0.024074062705039978,
-0.010250811465084553,
0.008905824273824692,
0.02692570723593235,
-0.037706635892391205
] |
<p>Assume the model $ \ y = X\beta + u \ $ with $\ W \ $ is a $ \ n\times l \ $ so called matrix of instruments. </p>
<p>The following assumptions hold. There is a law of large numbers (LLN) for 1.,2.,3. and 4. such that</p>
<ol>
<li><p>$\text{plim}_{n\to\infty} \ \left(\frac{X^TX}{n}\right) = m_{X^TX}$</p>
<p>holds where $m_{X^TX}$, a finite, non stochastic matrix with full
column rank, exsists.</p></li>
<li><p>$\text{plim}_{n\to\infty} \ \left(\frac{W^TW}{n}\right) =
\text{lim}_{n\to\infty} \left(\frac{{\mathbb
E}\left(W^TW\right)}{n}\right)$</p>
<p>where we assume, that the RHS exists and is finite as well as
positive definite.</p></li>
<li><p>$\text{plim}_{n\to\infty} \ \left(\frac{W^TX}{n}\right)$</p>
<p>where we assume, that the limit $W^TX$ exists, is finite and $W^TX$
has full column rank i.e. $\text{rk}\left(W^TX\right)=k$.</p></li>
<li><p>$\text{plim}_{n\to\infty} \ \left(\frac{W^Tu}{n}\right) =
\text{lim}_{n\to\infty} \left(\frac{{\mathbb
E}\left(W^Tu\right)}{n}\right) = 0$</p>
<p>where we assume that $\text{lim}_{n\to\infty} \left(\frac{{\mathbb
E}\left(W^Tu\right)}{n}\right)$ is equal to $0$.</p></li>
</ol>
<p>The asymptotic variance for OLS will, under the assumption of homoscedastic errors $u$ i.e. that ${\mathbb E}\left(uu^T|X\right) = \sigma^2_0 I_n$ and that the model is actually correctly specified , be</p>
<p>$\text{plim}_{n\to\infty} \text{Var}\left[ n^{\frac{1}{2}}\left(\boldsymbol{\widehat{\beta}}_{\text{KQ}} - \boldsymbol{\beta_0}\right)\big| X\right] = \sigma_0^2 \ m_{X^TX}^{-1}$</p>
<p>The corresponding asymptotic variance for the 2SLS case will look like</p>
<p>$\text{plim}_{n\to\infty} \text{Var}\left[ n^{\frac{1}{2}}\left(\boldsymbol{\widetilde{\beta}_{\text{2SLS}}} - \boldsymbol{\beta_0}\right)\big| X\right] = \sigma_0^2 \ \text{plim}_{n\to\infty} \left(\frac{X^TP_W X}{n}\right)^{-1}$</p>
<p>If I now consider the precision matrix rather then the variance matrix and take their difference I'll get </p>
<p>$\text{plim}_{n\to\infty} \ \left(\frac{X^TM_WX}{n}\right) = \left(\text{plim}_{n\to\infty} \ \frac{X^TX}{n}\right) - \left(\text{plim}_{n\to\infty} \ \frac{X^TP_WX}{n}\right)$</p>
<p>which is a positive semidefinite matrix.</p>
<p><strong>My question: When are both asymptotic variances of OLS and 2SLS equal</strong></p>
<p>My guess is that we need to set $X^TX = X^T P_W X$. The only possibility for such a thing is when $P_WX=X$. So all the columns of $X$ must be in the image of $P_W$. This means that all the columns of $X$ are actually viable instruments. By that I conclude that there are (at least asymptotically) no endogenous regressor within $X$ if their asymptotic variances are equal. But this seems to good to be true. There are downfalls of using a 2SLS-approach if theres no endogeneity involved. Again, this would mean that if the variances of the 2SLS and OLS estimator are equal asymptotically it does not matter if we choose 2SLS or OLS since both estimators are consistent for $\beta$.</p>
<p>Any thoughts about this proble would be very much appreciated
Druss</p> | 73,395 | [
-0.026345588266849518,
-0.022825026884675026,
0.038565777242183685,
-0.021289121359586716,
0.03211168199777603,
0.009340129792690277,
-0.007673206739127636,
-0.002583130029961467,
0.02987084537744522,
-0.045400261878967285,
0.01282922737300396,
-0.007297635078430176,
0.07447320222854614,
0.06422756612300873,
-0.004827391356229782,
0.02894177846610546,
-0.016876088455319405,
0.007522710599005222,
-0.022819150239229202,
-0.023423755541443825,
0.010995161719620228,
0.04959220811724663,
-0.024631429463624954,
-0.023533394560217857,
-0.020548125728964806,
0.02382703684270382,
0.006699028890579939,
-0.0013660745462402701,
-0.01928628794848919,
0.05929238349199295,
0.0012970350217074156,
0.01815170608460903,
0.0035340460017323494,
0.007552313152700663,
0.030764712020754814,
0.05835171043872833,
0.004108648281544447,
-0.04957441985607147,
0.03404868394136429,
-0.004870594944804907,
0.0008089084294624627,
0.0286715105175972,
-0.004250142257660627,
0.009080133400857449,
0.0030368142761290073,
0.028090985491871834,
0.032488979399204254,
-0.03244839608669281,
0.033691078424453735,
-0.014126581139862537,
0.05119785666465759,
0.014978600665926933,
0.006171443499624729,
0.001825470244511962,
-0.042376454919576645,
-0.03550252318382263,
0.03756161034107208,
0.09167502820491791,
0.02230709232389927,
-0.03367459774017334,
0.01879597268998623,
-0.01858440414071083,
0.038874752819538116,
-0.03476829454302788,
-0.004415235482156277,
0.061736222356557846,
0.024379095062613487,
-0.030497374013066292,
0.012913590297102928,
-0.007760363630950451,
0.00990549847483635,
0.002528195269405842,
0.03488340973854065,
0.009687277488410473,
-0.004179027397185564,
0.023526759818196297,
-0.001453868579119444,
0.017835168167948723,
0.02615628018975258,
0.02463187463581562,
0.005377092398703098,
0.02870631404221058,
0.015757234767079353,
0.021476712077856064,
0.01692008227109909,
0.00558945257216692,
0.07152040302753448,
0.010375631041824818,
0.0410846583545208,
0.047467805445194244,
-0.012979291379451752,
-0.005063939373940229,
0.04303835704922676,
-0.01567169278860092,
-0.04105919227004051,
0.05477993190288544,
-0.02375219017267227,
0.00649601873010397,
0.005226778797805309,
0.000055396463721990585,
0.004863487556576729,
-0.05503115430474281,
-0.03553782403469086,
0.013336703181266785,
0.007773163728415966,
-0.03705253452062607,
0.007005320396274328,
0.0035386900417506695,
-0.04431120678782463,
-0.03516774624586105,
-0.019133562222123146,
0.02093045599758625,
-0.020828301087021828,
0.013185519725084305,
-0.025757011026144028,
0.007705517578870058,
0.01663128286600113,
-0.016270475462079048,
0.03907470032572746,
0.07584773749113083,
0.03706934675574303,
-0.02074320800602436,
-0.00009167501411866397,
-0.014614489860832691,
-0.0653194859623909,
0.022324174642562866,
-0.0013764419127255678,
-0.012130950577557087,
-0.08051585406064987,
0.016688650473952293,
0.0210665762424469,
-0.03119824081659317,
0.07161556929349899,
0.00783056952059269,
0.0586419552564621,
-0.006081260275095701,
-0.06637817621231079,
-0.03597556799650192,
0.06879587471485138,
0.010234293527901173,
0.009351503103971481,
-0.04196573793888092,
0.005016463343054056,
0.056243155151605606,
0.0757821574807167,
-0.009352308697998524,
0.05127813294529915,
0.021737875416874886,
0.00190361135173589,
-0.01575354114174843,
-0.04684121534228325,
-0.028912054374814034,
-0.02891460806131363,
0.0011433673789724708,
0.011968415230512619,
-0.05410533398389816,
0.025705058127641678,
0.03723336011171341,
-0.03176601976156235,
0.023890946060419083,
0.028678828850388527,
-0.0013318185228854418,
-0.029883334413170815,
-0.021796004846692085,
-0.0295287873595953,
-0.050149496644735336,
0.04648778215050697,
-0.005917378701269627,
0.0272383913397789,
0.018923988565802574,
0.015104771591722965,
0.01948198303580284,
-0.008835738524794579,
0.03932978957891464,
0.010388403199613094,
-0.031634893268346786,
-0.018031468614935875,
-0.032820332795381546,
0.001247493433766067,
0.038805652409791946,
-0.06245250254869461,
-0.013599622063338757,
-0.05925839766860008,
0.016384173184633255,
0.038487885147333145,
-0.0203394778072834,
-0.006718162912875414,
0.00361929670907557,
0.009188071824610233,
-0.026361608877778053,
-0.04427217319607735,
-0.06630071252584457,
0.018005546182394028,
0.03655656427145004,
-0.017342479899525642,
0.03643941134214401,
-0.023514071479439735,
-0.029541335999965668,
0.010519585572183132,
-0.00564273726195097,
-0.023079071193933487,
0.007117771077901125,
0.030687935650348663,
-0.03628205507993698,
-0.014185826294124126,
0.052452608942985535,
0.049949854612350464,
0.02141042985022068,
0.03763667866587639,
-0.040685396641492844,
-0.043716590851545334,
-0.005895697977393866,
-0.017410576343536377,
0.03888879343867302,
0.017297273501753807,
-0.005105046555399895,
0.033404331654310226,
-0.06528737396001816,
0.0031669747550040483,
0.009113648906350136,
-0.04080108553171158,
-0.009799987077713013,
0.11330051720142365,
0.015131332911550999,
-0.027343161404132843,
0.0007425780058838427,
0.0037889215163886547,
0.050868578255176544,
-0.050570130348205566,
-0.026685385033488274,
-0.046288419514894485,
-0.015200887806713581,
0.002701382152736187,
0.04968168959021568,
-0.014817364513874054,
0.019901223480701447,
0.038565948605537415,
0.032672055065631866,
0.008157995529472828,
0.014286752790212631,
0.008106648921966553,
-0.02850652113556862,
-0.01136578619480133,
-0.0007231025374494493,
0.0032553221099078655,
-0.02425084263086319,
-0.03583727031946182,
-0.03552907705307007,
0.020255176350474358,
-0.005481243599206209,
0.007788786198943853,
0.003143700771033764,
0.015046232379972935,
-0.0012662936933338642,
-0.0009407069883309305,
-0.03767407312989235,
0.039537813514471054,
0.007843200117349625,
-0.019809812307357788,
-0.009584719315171242,
0.013108283281326294,
-0.001513495808467269,
0.014123129658401012,
-0.01669470965862274,
0.004101804457604885,
0.019218290224671364,
-0.027863623574376106,
-0.03993811830878258,
0.02262585610151291,
-0.049497202038764954,
0.004814048297703266,
-0.027160238474607468,
-0.04669298976659775,
-0.016565049067139626,
0.028721708804368973,
0.04639095067977905,
0.02145477943122387,
0.015034562908113003,
0.0032935640774667263,
-0.007987144403159618,
0.016870295628905296,
-0.019386257976293564,
0.01695357635617256,
-0.034080870449543,
-0.06487203389406204,
0.027401605620980263,
-0.00954943336546421,
0.002594489837065339,
0.014109335839748383,
0.010236862115561962,
0.004086254630237818,
0.055911142379045486,
0.006799384020268917,
-0.046808212995529175,
-0.050441041588783264,
-0.030632026493549347,
-0.02594643644988537,
-0.012229020707309246,
-0.009420867078006268,
0.0630323737859726,
0.04182378575205803,
-0.04446545988321304,
-0.013700789771974087,
-0.04872145131230354,
-0.017822392284870148,
-0.019555486738681793,
-0.005468796472996473,
-0.013854709453880787,
0.016211116686463356,
0.06653697043657303,
-0.022605344653129578,
-0.010974959470331669,
-0.014272012747824192,
-0.08804203569889069,
0.0037940156180411577,
0.019886456429958344,
0.00934944674372673,
0.061484143137931824,
0.03775038197636604,
-0.02173696830868721,
0.055299948900938034,
0.04145640507340431,
0.01051662303507328,
-0.025542080402374268,
0.023153528571128845,
-0.028444819152355194,
-0.04892633855342865,
0.01315916795283556,
-0.034806497395038605,
-0.009091364219784737,
0.018621930852532387,
0.031087461858987808,
0.007117095403373241,
0.029253404587507248,
0.011705871671438217,
0.05752149596810341,
0.009614847600460052,
-0.02500210702419281,
-0.009480204433202744,
0.0060919965617358685,
0.03868179768323898,
0.014011617749929428,
-0.010607250966131687,
-0.013136920519173145,
0.01687745191156864,
0.04894537478685379,
-0.07309246063232422,
0.016250379383563995,
-0.018703393638134003,
-0.008342940360307693,
-0.03639591112732887,
0.04662713408470154,
0.011703046038746834,
-0.01855170540511608,
-0.04985617846250534,
0.005271833389997482,
-0.0031465194188058376,
0.018328553065657616,
0.04610371217131615,
0.022036850452423096,
0.005752571392804384,
0.010243640281260014,
-0.021521247923374176,
-0.012694131582975388,
-0.04303295910358429,
0.000880792154930532,
-0.03614741191267967,
0.010683990083634853,
0.014618541114032269,
0.04342425614595413,
-0.022164227440953255,
-0.04573017358779907,
-0.011115475557744503,
-0.04726255685091019,
-0.056563250720500946,
0.014406557194888592,
-0.05518725886940956,
0.0369827076792717,
0.03415542095899582,
0.05554014444351196,
-0.02910563535988331,
0.007867646403610706,
0.0413692332804203,
-0.0045401169918477535,
-0.07780714333057404,
0.0028424165211617947,
-0.0022772180382162333,
0.0038997670635581017,
0.010983828455209732,
0.01334489043802023,
0.009980841539800167,
-0.0030915553215891123,
-0.023970531299710274,
-0.03829870745539665,
0.009333235211670399,
-0.045624494552612305,
0.05655049532651901,
-0.04791482910513878,
-0.0701562762260437,
-0.004586624912917614,
-0.02271583117544651,
0.0095383794978261,
-0.011004231870174408,
-0.006951088551431894,
0.020800931379199028,
-0.021379129961133003,
-0.01489543542265892,
-0.00040301488479599357,
0.03689248487353325,
0.05912116542458534,
0.005129235330969095,
-0.005393091589212418,
-0.03104761429131031,
-0.021851781755685806,
0.06566523015499115,
0.020312920212745667,
0.03002178482711315,
0.04334963485598564,
0.023065835237503052,
-0.035251665860414505,
-0.04126310348510742,
0.0007308091153390706,
0.00880889967083931,
0.025923123583197594,
0.03277415409684181,
-0.035935260355472565,
0.05565914511680603,
0.008224187418818474,
0.006688738241791725,
0.01793346181511879,
0.024427874013781548,
0.023071587085723877,
0.021582722663879395,
0.01665063388645649,
0.0020210484508424997,
0.026119228452444077,
-0.006570665631443262,
0.007692944258451462,
-0.00015675790200475603,
0.021296922117471695,
0.01341695711016655,
0.029549850150942802,
0.010843346826732159,
-0.02823408879339695,
0.044688329100608826,
0.03046022541821003,
0.021984577178955078,
-0.02061416395008564,
-0.052196599543094635,
0.027155598625540733,
0.026053907349705696,
0.03379572927951813,
0.044486116617918015,
0.028962405398488045,
-0.05041947588324547,
0.008921864442527294,
0.01932462491095066,
0.03795987740159035,
-0.034766845405101776,
0.0009474424878135324,
-0.044392265379428864,
-0.024978285655379295,
0.019265178591012955,
0.0041325329802930355,
0.021310079842805862,
-0.01174208428710699,
0.0054026274010539055,
-0.007099986542016268,
-0.04093114286661148,
-0.0343015193939209,
-0.0337330661714077,
0.021038221195340157,
0.012801999226212502,
-0.004528878256678581,
-0.03982770815491676,
-0.038410332053899765,
-0.00508816447108984,
0.03042846918106079,
0.014733835123479366,
-0.011686522513628006,
0.0168234221637249,
0.024340596050024033,
0.029699720442295074,
-0.009148371405899525,
-0.08007000386714935,
0.02806084230542183,
0.024577848613262177,
-0.035687752068042755,
0.008289114572107792,
-0.016209857538342476,
-0.07660496234893799,
0.03134097158908844,
0.010233513079583645,
0.026870889589190483,
0.02256367914378643,
-0.016944993287324905,
0.05847829207777977,
0.022489935159683228,
0.024114489555358887,
0.06543153524398804,
0.04188276827335358,
0.008804111741483212,
-0.0067746820859611034,
-0.011392932385206223,
-0.018881332129240036,
-0.04599441587924957,
0.03378092125058174,
-0.05388779938220978,
-0.010925009846687317,
-0.022705508396029472,
0.02532198838889599,
-0.019743463024497032,
0.03250780329108238,
-0.026853378862142563,
-0.029897945001721382,
-0.004937625490128994,
0.032094795256853104,
0.002398551907390356,
-0.03169933706521988,
-0.008684380911290646,
0.04926665127277374,
0.005757070612162352,
-0.04611973464488983,
0.050544336438179016,
-0.020246172323822975,
0.02305968664586544,
0.029952123761177063,
-0.014631640166044235,
-0.015399490483105183,
0.012120207771658897,
-0.002457152819260955,
-0.00928961206227541,
0.01792757399380207,
0.045667603611946106,
-0.005801491439342499,
0.03473513573408127,
-0.006209930405020714,
0.03504454344511032,
-0.020916007459163666,
0.01255875639617443,
0.008088105358183384,
0.00004197101225145161,
0.0019146590493619442,
0.006382293999195099,
0.02448636293411255,
-0.03583521023392677,
-0.05252273753285408,
-0.048130493611097336,
0.023073391988873482,
0.0035805096849799156,
-0.02365131489932537,
-0.016284838318824768,
-0.023690903559327126,
-0.02489507384598255,
-0.06152817979454994,
-0.009846420958638191,
0.013852954842150211,
-0.024292035028338432,
0.007417874876409769,
-0.010052896104753017,
0.0286567285656929,
0.08993164449930191,
0.0026416569016873837,
-0.022026391699910164,
0.011760981753468513,
-0.05239201709628105,
-0.000026944559067487717,
-0.024563437327742577,
0.013054248876869678,
-0.004664014559239149,
-0.01855158619582653,
-0.013063139282166958,
-0.03281671181321144,
0.04699145630002022,
-0.019387317821383476,
-0.015410942025482655,
0.030117224901914597,
0.01909344084560871,
0.0007572353351861238,
-0.012632658705115318,
-0.01906072534620762,
-0.005777739454060793,
0.018120385706424713,
0.009205690585076809,
-0.024369079619646072,
0.00970384944230318,
-0.014177576638758183,
0.008650003932416439,
-0.03239668905735016,
0.007759204134345055,
-0.031067367643117905,
0.042285505682229996,
-0.016450177878141403,
-0.0027423922438174486,
-0.00579485297203064,
-0.018441053107380867,
0.009144866839051247,
0.003668517805635929,
0.023917181417346,
0.012544838711619377,
0.013908617198467255,
-0.04517316818237305,
-0.08706066012382507,
-0.0550626702606678,
0.04469844326376915,
0.028160106390714645,
0.03857554867863655,
0.005543266888707876,
0.038560304790735245,
-0.04970002546906471,
-0.02790983021259308,
-0.021036693826317787,
-0.015081213787198067,
-0.037070080637931824,
0.007448500953614712,
0.049902427941560745,
-0.025870278477668762,
-0.03837479278445244,
0.04230067506432533,
0.02582450397312641,
0.03626534715294838,
0.02832421474158764,
0.014609665609896183,
-0.013452819548547268,
0.0017430990701541305,
-0.02028556354343891,
-0.07257451862096786,
0.043611668050289154,
-0.052070148289203644,
0.03676088899374008,
-0.03929585590958595,
-0.01568618230521679,
0.00902594719082117,
0.06164368987083435,
-0.005048777442425489,
-0.04852644354104996,
0.0033113867975771427,
-0.05860345438122749,
-0.011890738271176815,
0.022655660286545753,
0.02393731102347374,
0.016926031559705734,
-0.0017430944135412574,
0.04081219807267189,
0.000020904493794660084,
0.05522960424423218,
-0.004311314783990383,
-0.0445810928940773,
-0.014488928951323032,
-0.029635580256581306,
-0.022549407556653023,
0.02660490572452545,
-0.0014404825633391738,
0.001839785953052342,
-0.0000011672989330691053,
-0.05766330286860466,
0.012877266854047775,
0.0014182578306645155,
0.041970815509557724,
0.006375112105160952,
0.015934297814965248,
0.00041590401087887585,
0.04006565362215042,
-0.02850431762635708,
-0.0012433803640305996,
0.17322149872779846,
0.08194463700056076,
0.006700040772557259,
-0.04055286943912506,
0.005678405519574881,
0.013877305202186108,
0.0005511572817340493,
-0.02754973992705345,
-0.0004725875915028155,
-0.021649569272994995,
-0.032186638563871384,
0.042275797575712204,
0.031255416572093964,
-0.02507171966135502,
0.022330597043037415,
0.02392539568245411,
-0.044796254485845566,
-0.03223717585206032,
-0.000738760398235172,
0.012292703613638878,
-0.05137203261256218,
-0.001854997593909502,
0.0071266815066337585,
0.005939133930951357,
0.02059316448867321,
-0.029079709202051163,
0.008845821022987366,
-0.0003186315589118749,
0.0071456534788012505,
-0.005861811339855194,
-0.03779012709856033,
-0.010762335732579231,
0.00048097167746163905,
-0.010699241422116756,
0.01844549924135208,
-0.02076682634651661,
0.014296155422925949,
-0.02999393455684185,
-0.001661763177253306,
0.07384417206048965,
-0.027126220986247063,
0.019143888726830482,
0.0015162198105826974,
0.01972033642232418,
-0.02642250806093216,
-0.012394379824399948,
-0.037448540329933167,
0.02008281648159027,
-0.007127057295292616,
-0.033914532512426376,
-0.021746117621660233,
0.00021909632778260857,
0.01624130830168724,
-0.010676837526261806,
-0.021392416208982468,
0.04300830513238907,
0.03716559708118439,
-0.04612596705555916,
0.004324625246226788,
0.013016492128372192,
-0.019861776381731033,
0.005458906292915344,
0.02833697199821472,
0.024469198659062386,
-0.07227126508951187,
-0.017902972176671028,
-0.022034641355276108,
0.0508379228413105,
-0.03750253841280937,
0.04619346931576729,
-0.019861949607729912,
0.0021972591057419777,
0.009047020226716995,
-0.03289458900690079,
0.02217709645628929,
0.019130971282720566,
0.005440870299935341,
-0.011296730488538742,
0.020017428323626518,
-0.017643919214606285,
-0.05233168974518776,
0.024369288235902786,
-0.01428033784031868,
-0.02028317004442215,
-0.05742431432008743,
0.02333265356719494,
-0.015705199912190437,
0.017436392605304718,
-0.03477242961525917,
-0.009945465251803398,
-0.019629456102848053,
0.08363783359527588,
0.009003779850900173,
-0.0364515520632267,
-0.014421360567212105,
-0.013327456079423428,
-0.012344993650913239,
0.014316504821181297,
0.03373688831925392,
0.03592348471283913,
0.063571035861969,
0.025077521800994873,
0.0023689409717917442,
0.035825587809085846,
-0.013211484998464584,
-0.016325557604432106,
0.0218158308416605,
-0.05443676933646202,
0.028940606862306595,
0.0723959282040596,
0.018042081966996193,
-0.004623661749064922,
0.00003764353459700942,
-0.02950429543852806,
0.0032471604645252228,
-0.01028511207550764,
0.005653817672282457,
-0.04334663599729538,
0.006778302136808634,
0.010761653073132038,
0.036548495292663574,
-0.020987514406442642,
-0.002261342480778694,
-0.004700521472841501,
0.03767216578125954,
0.02737717516720295,
-0.014058598317205906,
0.01440842542797327,
0.00035470392322167754,
-0.025239767506718636,
-0.02726590447127819,
-0.004837753251194954,
0.00195678835734725,
-0.02131175808608532,
-0.01289514172822237,
-0.002479957416653633,
-0.003015832742676139,
0.014261688105762005,
-0.004942994099110365,
-0.012354645878076553,
-0.002117299009114504,
-0.05611587315797806,
-0.027954787015914917,
0.022075574845075607,
0.012371205724775791,
0.0877372995018959,
0.029281631112098694,
0.0022373527754098177,
-0.030691316351294518,
0.002891921205446124,
-0.01845245249569416,
-0.0027397095691412687,
-0.009885254316031933,
-0.02099718526005745,
0.0439797043800354,
-0.007614579983055592,
0.023798000067472458,
0.020997440442442894,
-0.003540651872754097,
0.012860724702477455,
0.0438443161547184,
-0.011458213441073895,
-0.019284745678305626,
0.04536176472902298,
-0.03283214196562767,
0.0026868844870477915,
-0.019559677690267563,
-0.00041970686288550496,
0.023130109533667564,
0.03450581058859825,
-0.010471395216882229,
-0.002612838987261057,
-0.02661970630288124,
0.0042320736683905125,
-0.08032289892435074,
-0.05336955562233925,
-0.0008668765076436102,
0.03121309168636799,
0.05832837522029877,
-0.033097561448812485,
0.008233350701630116,
0.03544329106807709,
-0.06001781299710274,
0.022708075121045113,
0.012985031120479107,
0.04746270924806595,
-0.05036774277687073,
-0.004853353835642338,
-0.019367920234799385,
0.04509292542934418,
0.026511870324611664,
0.020199274644255638,
0.01684887520968914,
0.05446048080921173,
0.012653631158173084,
-0.037568118423223495,
-0.022296462208032608,
0.005121144931763411,
-0.029074497520923615,
-0.03024017997086048,
0.036580462008714676,
-0.05647603049874306,
0.03152812644839287,
0.007145371288061142,
-0.002084579085931182,
0.031525250524282455,
-0.017855562269687653,
0.04304879531264305,
0.029514838010072708,
0.03269171342253685,
0.03613603487610817,
0.022806432098150253,
0.019359158352017403,
-0.04079962894320488,
0.01352697517722845,
-0.016876939684152603,
-0.007887291721999645,
-0.006933725904673338,
0.05677841976284981,
-0.02462974190711975,
-0.005115830339491367,
0.0011927512241527438,
-0.009494406171143055,
0.003339095739647746,
0.007318730931729078,
-0.013332899659872055,
-0.048243921250104904,
-0.03247494995594025,
0.009083425626158714,
-0.005547582171857357,
-0.046263255178928375,
0.001461380859836936,
0.05221047252416611,
-0.012531761080026627,
-0.022351182997226715,
0.018083995208144188,
-0.024824192747473717,
0.04047028347849846,
0.005233676638454199,
0.030704397708177567,
-0.03385927900671959,
-0.022952692583203316,
0.003684447379782796,
-0.008710461668670177,
-0.022227460518479347,
0.020617926493287086,
-0.04733908921480179,
0.04388314113020897,
-0.03422079607844353,
0.009539635851979256,
-0.02705075591802597,
0.007947876118123531,
-0.0008319794433191419,
-0.06209098547697067,
0.02291109599173069,
-0.00869689043611288,
-0.029508525505661964,
-0.015280789695680141,
-0.03221379593014717,
-0.0011710604885593057,
-0.01652423106133938,
0.07097318768501282,
0.03312132507562637,
-0.04354936257004738,
0.021041208878159523,
0.034861572086811066,
0.007728611119091511,
-0.06562367081642151,
0.027330517768859863,
-0.01818874478340149,
0.02003374509513378,
-0.010677346028387547,
-0.026394715532660484,
0.005222586449235678,
0.02663537859916687,
0.01895199343562126,
-0.01443093828856945,
-0.01073217112571001,
0.0157568771392107,
-0.020686926320195198,
0.033090539276599884,
0.01232806034386158,
-0.01710612326860428,
0.06129143759608269,
-0.01671290397644043,
0.005501380190253258,
0.0024449750781059265,
-0.0315205454826355,
-0.08743133395910263,
0.006005546543747187,
-0.04021099582314491,
0.021547583863139153,
-0.058581702411174774,
-0.01847255416214466,
-0.017051761969923973,
-0.03408736735582352,
-0.014790737070143223,
0.03947319835424423,
-0.04692637920379639,
-0.008358331397175789,
0.036629147827625275,
0.010855014435946941,
0.044553566724061966,
0.023307839408516884,
-0.00964199285954237,
0.043344058096408844,
-0.007802341133356094,
0.0013003017520532012,
-0.0007148389122448862,
0.07520192861557007,
-0.0473015196621418,
0.016210095956921577,
0.02230565808713436,
-0.023556554690003395,
0.03941738232970238,
0.014254175126552582,
-0.01509309746325016,
-0.07065644860267639,
-0.02482721395790577,
0.03995909169316292,
-0.052656207233667374,
0.01218115072697401,
0.021068887785077095,
-0.03916766867041588,
0.08644982427358627,
-0.02514728717505932,
0.026289621368050575,
0.03434336930513382,
0.05614845082163811,
-0.0034388841595500708,
0.01605028659105301,
-0.03560302034020424,
0.006832558196038008,
-0.02560090646147728,
-0.008003449067473412,
-0.024903301149606705,
-0.019038774073123932,
-0.0015924707986414433,
-0.04422770440578461,
-0.04384024813771248,
0.02223377488553524,
-0.00619121827185154,
0.00735818687826395,
-0.05847172439098358,
-0.02226562798023224,
-0.014250416308641434,
0.028384726494550705,
0.01203799806535244,
0.012339688837528229,
0.01430729404091835,
-0.002610627794638276,
-0.0017758540343493223,
0.04738619178533554,
-0.033430036157369614,
0.02868993766605854,
-0.01485816203057766,
-0.01900537870824337,
0.009670881554484367,
-0.01278472039848566
] |
<p>From what I read the <a href="http://en.wikipedia.org/wiki/Theil%E2%80%93Sen_estimator" rel="nofollow">Theil-Sen estimator</a> seems to be a really cool estimator; robust and easy to understand. <strong>Would it be possible to device (or does it already exists) a Bayesian "version" of the Theil-Sen estimator so that you provide a prior for the slope and get a probability density back instead of just a point estimate? How would such an estimator look/work?</strong></p> | 73,396 | [
-0.016032008454203606,
0.01848611980676651,
0.04635704681277275,
-0.019124167039990425,
0.04155515134334564,
0.04113887622952461,
0.005807661917060614,
-0.0036025643348693848,
0.019100261852145195,
-0.04435277730226517,
-0.014449634589254856,
0.03676526993513107,
0.06859691441059113,
0.03454281762242317,
0.044236231595277786,
0.0030338545329868793,
-0.019224241375923157,
0.023987382650375366,
-0.026396924629807472,
-0.04550159350037575,
0.010525674559175968,
0.018282726407051086,
-0.00912466924637556,
-0.007072558160871267,
-0.010575990192592144,
0.01987495645880699,
0.02322383224964142,
-0.019044354557991028,
-0.01139550656080246,
0.11314942687749863,
-0.01936403475701809,
-0.04104023426771164,
0.014569088816642761,
0.04422793164849281,
0.017470408231019974,
-0.028060585260391235,
-0.006630799267441034,
-0.02266446128487587,
-0.0278195608407259,
0.05009022727608681,
-0.015515548177063465,
-0.01155861746519804,
0.008850370533764362,
0.03751162812113762,
-0.06775616109371185,
-0.010011234320700169,
0.009035399183630943,
-0.06309699267148972,
0.054177768528461456,
-0.06074730306863785,
0.05211617052555084,
0.023637156933546066,
0.02008475922048092,
0.07002880424261093,
-0.025482498109340668,
-0.034717656672000885,
0.03455757349729538,
0.04502562806010246,
-0.011441828683018684,
-0.06584379076957703,
-0.02375158481299877,
-0.0012717032805085182,
-0.019359057769179344,
-0.041808247566223145,
-0.011576193384826183,
0.021175066009163857,
-0.029315102845430374,
-0.02147829905152321,
0.021332615986466408,
-0.025344546884298325,
-0.018485063686966896,
0.010246279649436474,
0.02204230986535549,
0.008863934315741062,
0.026863468810915947,
-0.04637118801474571,
0.006961396895349026,
0.03078349493443966,
0.019290581345558167,
0.009427952580153942,
0.03322383761405945,
-0.011527097783982754,
0.04257386177778244,
0.058598842471838,
0.011159132234752178,
-0.018539197742938995,
0.06334668397903442,
-0.04886767640709877,
0.03750200569629669,
-0.004472183063626289,
-0.03498438373208046,
0.007095342967659235,
0.012707104906439781,
0.011597718112170696,
-0.06619191914796829,
0.029129108414053917,
0.001533340779133141,
0.06421352177858353,
0.010169644840061665,
-0.0006776507361792028,
0.02956673875451088,
-0.000218732631765306,
-0.011811085045337677,
0.052005618810653687,
-0.013670859858393669,
-0.028445158153772354,
0.009608539752662182,
0.0037425204645842314,
-0.04727783799171448,
-0.012751540169119835,
-0.046252887696027756,
0.00249630119651556,
0.011512457393109798,
-0.04113435000181198,
0.02243191935122013,
-0.02464519627392292,
-0.0038617420941591263,
-0.01089082844555378,
0.0460096150636673,
0.0635482668876648,
0.02703646756708622,
0.01577005535364151,
0.024324892088770866,
-0.04255777597427368,
-0.05058065056800842,
-0.010558315552771091,
-0.003454781137406826,
-0.019721537828445435,
0.017147155478596687,
0.028524262830615044,
-0.020158659666776657,
0.04594747722148895,
0.07445228099822998,
0.012649253010749817,
0.022778918966650963,
-0.0054330830462276936,
-0.0590800940990448,
-0.04793129116296768,
0.03033016249537468,
0.008692268282175064,
0.011255419813096523,
-0.05854419991374016,
0.010561314411461353,
0.029475009068846703,
0.030770698562264442,
0.028827521950006485,
0.01718280278146267,
0.004230756778270006,
0.016472822055220604,
-0.015748484060168266,
-0.035469599068164825,
-0.028709689155220985,
-0.013334325514733791,
-0.05150149017572403,
-0.02784356102347374,
-0.09374535828828812,
0.03632260486483574,
-0.005824131891131401,
-0.019171584397554398,
-0.048455655574798584,
0.04849810153245926,
0.03721275553107262,
-0.005872812122106552,
0.007568292319774628,
-0.03009185753762722,
-0.030247701331973076,
0.10628931224346161,
0.008915704675018787,
-0.00022897767485119402,
0.015768839046359062,
0.0034663998521864414,
0.010084099136292934,
0.01528420951217413,
0.00492593040689826,
0.0282188318669796,
-0.08495057374238968,
0.0002791087026707828,
-0.012246588245034218,
0.029470905661582947,
0.011676306836307049,
0.012078380212187767,
-0.01450233906507492,
0.0009243566892109811,
-0.02223755046725273,
-0.013068052008748055,
0.02105017565190792,
0.014445427805185318,
-0.009509749710559845,
0.015883632004261017,
-0.05005134642124176,
-0.009439080022275448,
-0.040903497487306595,
0.007864436134696007,
0.002343888860195875,
-0.012968527153134346,
-0.004472463857382536,
0.022395532578229904,
0.0017286846414208412,
-0.026712791994214058,
-0.031005915254354477,
-0.012441630475223064,
-0.012682531028985977,
0.01916860230267048,
-0.01774057373404503,
0.03749886155128479,
0.048640891909599304,
0.03556463494896889,
0.008300693705677986,
0.03839438036084175,
-0.03908693417906761,
-0.06333529204130173,
-0.02857312001287937,
-0.027683062478899956,
0.026848001405596733,
-0.008588001132011414,
-0.018246611580252647,
0.0015402259305119514,
-0.02206452190876007,
-0.0040212590247392654,
0.0016122349770739675,
-0.04628724232316017,
0.05750394985079765,
0.05146074667572975,
0.025543950498104095,
0.0026456171181052923,
0.0026265080086886883,
-0.002194963162764907,
0.012656141072511673,
-0.010242811404168606,
-0.015388095751404762,
-0.044383227825164795,
0.04308057948946953,
0.060584768652915955,
0.04589652642607689,
-0.03320470079779625,
0.037716783583164215,
0.060153111815452576,
-0.009830981492996216,
0.044037580490112305,
0.008395296521484852,
0.0011083013378083706,
-0.019632896408438683,
0.010723174549639225,
0.013434498570859432,
0.0044316784478724,
-0.004206114914268255,
0.048323675990104675,
0.028386348858475685,
0.037943802773952484,
-0.026557018980383873,
-0.012718834914267063,
-0.00836961343884468,
-0.022640926763415337,
0.027060745283961296,
-0.00886176060885191,
0.011730181984603405,
0.032718949019908905,
-0.03983670100569725,
0.0158404354006052,
0.014466408640146255,
-0.011873007752001286,
-0.004336922895163298,
0.01589752547442913,
-0.04212474822998047,
0.04489635303616524,
0.04857071861624718,
-0.059679288417100906,
0.010077187791466713,
0.026997819542884827,
-0.024836167693138123,
0.02474183961749077,
-0.00942291785031557,
-0.002044789493083954,
-0.025794709101319313,
0.019013503566384315,
0.026330532506108284,
-0.01577024720609188,
-0.015170533210039139,
-0.017963875085115433,
-0.036707211285829544,
-0.0002950473572127521,
0.011943826451897621,
-0.013134363107383251,
0.04235799238085747,
-0.054663922637701035,
0.008155999705195427,
0.002369296969845891,
-0.012451106682419777,
0.027633750811219215,
0.022758955135941505,
-0.028527773916721344,
0.013318960554897785,
-0.027883168309926987,
-0.05344809591770172,
-0.018104655668139458,
-0.04699273779988289,
0.02501969411969185,
-0.019050586968660355,
-0.02092807926237583,
0.01528540812432766,
-0.0071808830834925175,
0.023221170529723167,
0.051815588027238846,
-0.04471055418252945,
-0.05730157345533371,
-0.07471060007810593,
0.02104051783680916,
0.008272928185760975,
0.033523716032505035,
0.0569649338722229,
0.025241341441869736,
-0.04502386599779129,
-0.003051200183108449,
-0.05046272650361061,
-0.06489977240562439,
0.022637812420725822,
0.03480745851993561,
0.027020858600735664,
-0.0019424542551860213,
-0.0028168323915451765,
0.0924636498093605,
0.015851017087697983,
-0.05085824429988861,
-0.004912862554192543,
0.004268533084541559,
-0.01946166902780533,
-0.0005980677669867873,
-0.010211019776761532,
-0.02537316083908081,
-0.004740726202726364,
0.0015469923382624984,
-0.03817104548215866,
0.0070589035749435425,
0.08460919559001923,
0.015057655051350594,
-0.00801870971918106,
0.004072265233844519,
-0.014192338101565838,
0.018356435000896454,
0.031128883361816406,
0.016668571159243584,
-0.02140485681593418,
-0.0031614815816283226,
-0.044818222522735596,
0.047871217131614685,
0.0029726135544478893,
-0.04252758249640465,
0.02613196335732937,
-0.0016770849470049143,
-0.021240586414933205,
-0.03890550136566162,
-0.0007911440916359425,
-0.0025770466309040785,
0.00010069292329717427,
0.005916634574532509,
0.027213720604777336,
0.05813604220747948,
-0.0028344672173261642,
0.015149524435400963,
0.04523896425962448,
0.02479042112827301,
-0.04870118573307991,
-0.025201847776770592,
0.014637586660683155,
-0.013696633279323578,
-0.036979760974645615,
0.0005079659749753773,
-0.008845321834087372,
0.02235559932887554,
0.03003707528114319,
0.002379871439188719,
0.014762451872229576,
-0.022891119122505188,
0.016712015494704247,
-0.05950753018260002,
0.02267870120704174,
0.017810845747590065,
0.05419047549366951,
0.04536842182278633,
0.03171810135245323,
-0.022039176896214485,
0.03682396188378334,
0.0045333970338106155,
0.004603623878210783,
-0.07570270448923111,
-0.006095081102102995,
-0.029099155217409134,
-0.036879733204841614,
-0.008678058162331581,
-0.01620267890393734,
0.04964142292737961,
-0.04698306694626808,
0.0017962036654353142,
0.0022206860594451427,
0.017738832160830498,
-0.027324751019477844,
0.0014915810897946358,
-0.04435114935040474,
-0.04506075754761696,
0.013354399241507053,
-0.014013904146850109,
0.03167387470602989,
-0.0374508835375309,
0.025357913225889206,
0.006596568506211042,
0.008937714621424675,
-0.011570648290216923,
-0.002409766661003232,
0.0053152358159422874,
-0.018809577450156212,
0.005213909316807985,
0.020674820989370346,
0.04383635148406029,
-0.050452299416065216,
0.0021927000489085913,
0.008796592243015766,
0.06113246828317642,
0.04680841416120529,
-0.01772349327802658,
-0.0014764060033485293,
0.003448956413194537,
-0.03378729522228241,
0.03097037598490715,
0.025276649743318558,
-0.03375450149178505,
0.006466472055763006,
0.013366970233619213,
0.01691480726003647,
-0.04807280749082565,
0.016917027533054352,
0.07667917013168335,
0.01595497317612171,
0.012782138772308826,
-0.07217328250408173,
-0.009492439217865467,
0.013949810527265072,
0.014543542638421059,
0.016710547730326653,
-0.005601875949651003,
-0.0037611599545925856,
0.019640885293483734,
0.03783417493104935,
0.017688540741801262,
0.01605190709233284,
-0.013630741275846958,
0.003422041889280081,
0.0293375663459301,
0.018881363794207573,
-0.030212191864848137,
0.0024197218008339405,
0.03412662073969841,
0.03385022282600403,
-0.00963982567191124,
0.015113737434148788,
-0.11470102518796921,
-0.016448015347123146,
0.0015016638208180666,
0.02163219451904297,
-0.01948700286448002,
0.03266976773738861,
-0.09620340168476105,
-0.030450962483882904,
0.06465674191713333,
-0.026857981458306313,
0.01617448776960373,
-0.057688191533088684,
0.043820928782224655,
0.01797199621796608,
-0.018853208050131798,
-0.027354992926120758,
0.01820540241897106,
-0.017543654888868332,
-0.004398282617330551,
-0.005566505249589682,
-0.019701341167092323,
-0.050838980823755264,
0.00919314380735159,
0.016102604568004608,
0.07001586258411407,
-0.0016491141868755221,
-0.011240873485803604,
-0.01680312305688858,
0.008789991028606892,
-0.011013071984052658,
-0.08621414005756378,
0.013812331482768059,
0.005683291237801313,
0.007120653986930847,
0.02356787584722042,
-0.019527625292539597,
-0.041514672338962555,
0.03712064400315285,
0.00862137135118246,
-0.027102984488010406,
0.0027419901452958584,
-0.03050314262509346,
0.026184163987636566,
0.04292186349630356,
0.021853553131222725,
0.017025809735059738,
0.005495094228535891,
0.0077377683483064175,
0.031135134398937225,
-0.02574463188648224,
0.006638620980083942,
-0.0595058836042881,
-0.02133987471461296,
-0.03554792329668999,
-0.0012106134090572596,
-0.02288738451898098,
0.025930045172572136,
-0.004143207333981991,
0.03969347104430199,
-0.013285464607179165,
-0.03624176234006882,
0.023914111778140068,
0.04488559067249298,
0.016100743785500526,
0.003157418454065919,
-0.02138325572013855,
0.0032623636070638895,
-0.020627738907933235,
-0.02567712962627411,
0.021650440990924835,
0.020075000822544098,
0.00046961914631538093,
-0.03023565001785755,
-0.01910007931292057,
0.02083483524620533,
-0.018001385033130646,
-0.043111179023981094,
0.05189604312181473,
-0.0465891994535923,
0.05048629641532898,
-0.005913676228374243,
0.043111156672239304,
0.012828914448618889,
-0.03040320798754692,
0.0016223578713834286,
-0.008321667090058327,
-0.022654438391327858,
0.024403253570199013,
-0.042762476950883865,
0.011287383735179901,
-0.016355523839592934,
0.01462768204510212,
-0.06615950167179108,
-0.030026186257600784,
0.013179941102862358,
-0.0012671749573200941,
-0.05751871317625046,
-0.030986063182353973,
0.01771918311715126,
-0.01162128709256649,
-0.01340196467936039,
0.024013105779886246,
0.038112442940473557,
0.013190505094826221,
0.00533042149618268,
0.0031344962771981955,
0.03865615278482437,
0.06077855825424194,
0.005495215766131878,
-0.019628850743174553,
0.0417998768389225,
-0.03430543467402458,
-0.013570287264883518,
-0.01874454692006111,
0.017122875899076462,
-0.044402264058589935,
0.02268098294734955,
-0.004380706697702408,
0.026646848767995834,
0.04772515967488289,
0.00017549759650137275,
-0.008100992999970913,
0.017535382881760597,
0.04066997393965721,
-0.0098916906863451,
-0.05262875556945801,
-0.013516681268811226,
-0.04918276146054268,
-0.009486662223935127,
-0.04332764074206352,
-0.0034198961220681667,
0.014843787997961044,
-0.010258284397423267,
0.046995870769023895,
0.009530281648039818,
0.0038455540779978037,
-0.015736572444438934,
0.030834482982754707,
-0.010940710082650185,
0.006845650728791952,
0.03242943808436394,
-0.025983870029449463,
0.059704892337322235,
0.007462063804268837,
-0.003105480456724763,
0.020629193633794785,
0.006879416294395924,
-0.03225605562329292,
-0.01784132793545723,
-0.05663848668336868,
0.00027210963889956474,
0.07745946943759918,
-0.020766330882906914,
0.03573732078075409,
0.022169295698404312,
-0.0204023327678442,
-0.016978930681943893,
0.001795281539671123,
-0.011411670595407486,
-0.024589620530605316,
0.007042807526886463,
0.043991878628730774,
-0.03750243037939072,
-0.0017559294356033206,
0.031403083354234695,
-0.007786584552377462,
0.02539161406457424,
0.057240065187215805,
0.0015897752018645406,
0.06823474913835526,
0.06572927534580231,
0.00574348121881485,
-0.030375860631465912,
0.06573217362165451,
-0.010106818750500679,
-0.0005572349764406681,
-0.03792029991745949,
-0.051638226956129074,
0.03614281117916107,
0.010662181302905083,
0.00026238366262987256,
-0.03795281797647476,
-0.045537032186985016,
-0.025377344340085983,
0.039332423359155655,
0.00013527923147194088,
-0.0031590047292411327,
0.019965143874287605,
0.012750983238220215,
-0.008496956899762154,
-0.00452111242339015,
0.015888525173068047,
-0.04467969015240669,
-0.11078241467475891,
-0.012243080884218216,
-0.019072076305747032,
-0.01693633385002613,
-0.002314874902367592,
0.03725424408912659,
-0.038787201046943665,
0.034436874091625214,
-0.02995813824236393,
0.003170693526044488,
0.02179945819079876,
0.027438713237643242,
0.006416620220988989,
0.07341980934143066,
0.00022871170949656516,
0.054147444665431976,
-0.01902601681649685,
-0.01061027217656374,
0.11100874841213226,
0.09970884770154953,
0.042842961847782135,
-0.03436875343322754,
0.018719684332609177,
-0.005446585360914469,
0.03028138540685177,
-0.00033865042496472597,
0.019454171881079674,
0.04063938558101654,
-0.03885446861386299,
-0.005440632812678814,
0.05635477602481842,
0.008051933720707893,
-0.013818196952342987,
0.04448110610246658,
-0.0073777311481535435,
-0.023717954754829407,
-0.008678686805069447,
0.02566029690206051,
-0.01391506940126419,
-0.010082234628498554,
-0.053952887654304504,
0.014579055830836296,
0.01626865193247795,
-0.04258400574326515,
-0.004328585229814053,
-0.02541802078485489,
-0.02823762036859989,
0.020781097933650017,
-0.016836494207382202,
-0.031855396926403046,
0.028978899121284485,
-0.034420404583215714,
0.0015353115741163492,
-0.020990919321775436,
0.0008060116088017821,
-0.012786846607923508,
0.0065232436172664165,
0.01757592149078846,
0.01804340071976185,
-0.003730167867615819,
-0.011030299589037895,
-0.00029727595392614603,
-0.019144531339406967,
-0.005852401256561279,
-0.017152776941657066,
0.01342068798840046,
-0.017754964530467987,
0.004178772214800119,
-0.009572777897119522,
-0.01560231577605009,
0.05281927436590195,
-0.02095903642475605,
-0.012206465937197208,
0.01999632827937603,
0.010185832157731056,
0.007557766046375036,
-0.011443467810750008,
0.020299233496189117,
0.00878455676138401,
0.005980059038847685,
0.01710355281829834,
0.06293096393346786,
-0.03465507552027702,
-0.053331468254327774,
-0.012080682441592216,
0.05123240500688553,
0.00399445928633213,
-0.021841056644916534,
-0.020114442333579063,
-0.04515745863318443,
-0.03335694968700409,
-0.042365845292806625,
0.016289982944726944,
-0.023343130946159363,
-0.00480769295245409,
-0.005778525490313768,
-0.00947224348783493,
-0.0013062843354418874,
-0.004124825820326805,
0.026569921523332596,
-0.05765990540385246,
0.008459151722490788,
-0.023912163451313972,
0.02783920057117939,
0.09985280781984329,
0.042169757187366486,
0.010921191424131393,
0.0335848405957222,
-0.044001832604408264,
-0.005468180403113365,
0.004714170470833778,
-0.07156063616275787,
0.011215420439839363,
0.012197919189929962,
-0.025084996595978737,
-0.014797758311033249,
-0.007480914704501629,
0.03039821796119213,
0.003539685858413577,
0.05665292590856552,
-0.0368022695183754,
0.014479444362223148,
-0.04103750362992287,
0.024591311812400818,
-0.017066676169633865,
-0.06947527080774307,
-0.014359473250806332,
-0.00822490081191063,
-0.0035661461297422647,
-0.011440359987318516,
-0.0004948535934090614,
-0.012160131707787514,
-0.013686737045645714,
-0.0068259527906775475,
0.005046979058533907,
-0.05879273638129234,
-0.0001196637749671936,
0.004274868872016668,
0.024831708520650864,
-0.0018267289269715548,
0.026046760380268097,
0.004896373953670263,
-0.03712178021669388,
-0.03818086162209511,
0.016944758594036102,
-0.03225007653236389,
0.02566826343536377,
-0.022588390856981277,
-0.05331341549754143,
0.003054044209420681,
0.01430260855704546,
0.02241496555507183,
-0.019246108829975128,
0.02255939692258835,
0.0424642376601696,
0.04677736759185791,
-0.026346448808908463,
-0.02597176283597946,
0.030503978952765465,
-0.042929474264383316,
-0.008690038695931435,
0.03414115309715271,
0.01694757491350174,
0.01839650236070156,
0.020117733627557755,
-0.0016848244704306126,
-0.025314683094620705,
0.023711513727903366,
-0.025509241968393326,
0.01837472803890705,
-0.00520262960344553,
0.003450216958299279,
-0.0020103196147829294,
-0.03142212703824043,
0.00442156009376049,
0.01769437827169895,
0.005755975376814604,
0.022214751690626144,
0.009154935367405415,
-0.013222762383520603,
-0.0022032377310097218,
0.0126260444521904,
-0.01224222220480442,
-0.010994763113558292,
-0.018268095329403877,
-0.007958181202411652,
0.018838893622159958,
0.009119871072471142,
-0.03043382614850998,
-0.0026523720007389784,
-0.020664984360337257,
0.03461983799934387,
-0.11174745112657547,
-0.013429934158921242,
0.010250028222799301,
-0.018409794196486473,
0.038109190762043,
-0.05004297196865082,
-0.0066549768671393394,
0.006366225425153971,
-0.03097951039671898,
0.03151990845799446,
0.015594365075230598,
-0.0007018284522928298,
-0.05573691427707672,
0.005963274743407965,
-0.007600774988532066,
0.07212666422128677,
-0.018000591546297073,
0.04212862253189087,
0.03862651064991951,
0.005599332973361015,
0.015976741909980774,
-0.01013464666903019,
-0.009170586243271828,
0.022232331335544586,
0.033994439989328384,
-0.05846352502703667,
0.05178453028202057,
-0.05652565881609917,
-0.023255597800016403,
0.04890121519565582,
0.026816703379154205,
0.051368072628974915,
-0.01273565087467432,
0.022818630561232567,
0.013915586285293102,
0.026633860543370247,
0.03860427811741829,
0.010010004974901676,
0.003222676692530513,
0.022445833310484886,
-0.01073329709470272,
0.025980567559599876,
0.0002442855329718441,
-0.003974568098783493,
0.03228706866502762,
0.0017276688013225794,
-0.027499569579958916,
0.031742509454488754,
0.0018401927081868052,
-0.016556058079004288,
0.043089110404253006,
-0.01371140219271183,
0.016477596014738083,
-0.024750906974077225,
0.01453159935772419,
-0.05762573331594467,
0.011655972339212894,
0.04540656879544258,
-0.03251585364341736,
-0.000727368809748441,
0.024044860154390335,
0.0008412037277594209,
-0.06311430782079697,
0.053742289543151855,
-0.0430331788957119,
-0.006430190522223711,
-0.06341681629419327,
0.0361953005194664,
0.01982375793159008,
-0.008338764309883118,
0.0015201537171378732,
-0.0013764428440481424,
-0.009756584651768208,
0.040401965379714966,
-0.02087870053946972,
0.01966228149831295,
0.029010256752371788,
-0.0007586238789372146,
0.010728118009865284,
-0.06003695726394653,
0.09091927111148834,
-0.010871494188904762,
-0.028566475957632065,
-0.01606603153049946,
-0.020891590043902397,
-0.010798285715281963,
-0.03486185148358345,
0.04508953541517258,
0.005986868403851986,
0.012494955211877823,
0.0053298636339604855,
0.03987530618906021,
0.010933063924312592,
-0.03402513638138771,
0.008205999620258808,
0.03087140992283821,
-0.027452850714325905,
-0.02606199122965336,
-0.0009775238577276468,
-0.006665339693427086,
0.01993306539952755,
0.0617021769285202,
-0.029426125809550285,
0.001922805793583393,
0.0009741453686729074,
-0.0006847036420367658,
-0.007914766669273376,
0.006772549822926521,
-0.004175137262791395,
0.034155551344156265,
-0.018643781542778015,
-0.013874777592718601,
-0.013003364205360413,
-0.009616418741643429,
-0.05609879270195961,
0.00725540891289711,
-0.03089485689997673,
-0.01474031526595354,
-0.016161227598786354,
-0.003402584232389927,
-0.016823282465338707,
-0.05736914649605751,
-0.03032139502465725,
0.001053448999300599,
-0.04859679937362671,
0.0029508701991289854,
0.04198215901851654,
-0.014956291764974594,
0.04848084971308708,
-0.02420368418097496,
0.019888585433363914,
0.01175130344927311,
0.0032130684703588486,
-0.0006037357961758971,
0.014885312877595425,
0.058762989938259125,
-0.0015943500911816955,
0.024435801431536674,
0.03414148837327957,
-0.00201037316583097,
0.04071923345327377,
-0.019596414640545845,
0.046020034700632095,
-0.02079200930893421,
0.0017945298459380865,
0.02194979414343834,
-0.004273362923413515,
-0.013430442661046982,
0.005617649760097265,
-0.020674096420407295,
0.07510747015476227,
-0.005442631896585226,
-0.0017256010323762894,
-0.0032827353570610285,
-0.011914437636733055,
-0.02965327724814415,
0.00539856031537056,
-0.015107874758541584,
0.011423579417169094,
0.019792666658759117,
-0.00011627242929534987,
0.016136659309267998,
-0.0007898839539848268,
0.028196215629577637,
-0.02682824432849884,
0.03434455767273903,
-0.0003196273173671216,
-0.021024303510785103,
0.028718437999486923,
-0.01556595042347908,
-0.029714811593294144,
-0.02353941649198532,
-0.01110516395419836,
0.01353083923459053,
0.055908411741256714,
-0.0024774731136858463,
-0.04503553360700607,
-0.008081099949777126,
0.03834158927202225,
-0.06207521632313728,
0.0371670164167881,
-0.031197449192404747,
0.034684356302022934,
-0.014291411265730858,
-0.03109772317111492
] |
<p>I've been using a Metropolis/Gibbs sampler combination to generate a joint density for some parameters(it is a hierarchical model, with $y_i\sim Poisson(\lambda_i)$, $\lambda_i\sim Gamma(\alpha,\beta)$). What techniques can I use to lower autocorrelation(it is present in $\alpha$ and $\beta$)? I have been using thinning, but even when I use huge lags(4950, which is reaching the memory limit on my computer to use) there is still significant autocorrelation. Is there something I could do with my step size distribution to help with this? I have been drawing the new values of $\alpha$ and $\beta$ from a normal distribution, with mean the current parameter value, and standard deviation 1. Thanks!</p> | 47,141 | [
-0.005382679868489504,
-0.0028332951478660107,
0.05745823681354523,
0.004398732911795378,
0.032872941344976425,
-0.004047607071697712,
-0.013368966057896614,
-0.035452693700790405,
0.033773746341466904,
-0.052393876016139984,
0.03704512491822243,
0.031238291412591934,
0.040375929325819016,
0.04879213124513626,
0.04922439157962799,
-0.060819111764431,
-0.015964386984705925,
-0.01636519283056259,
-0.00451612239703536,
-0.02903457172214985,
-0.01610737107694149,
-0.027484150603413582,
0.029839472845196724,
-0.01915430836379528,
-0.007306567393243313,
0.04938613250851631,
0.01900601014494896,
-0.0000538764288648963,
-0.017941799014806747,
0.03686709329485893,
-0.041626811027526855,
-0.01184998918324709,
0.01960589364171028,
0.013858893886208534,
-0.025990230962634087,
-0.014052853919565678,
-0.03722672164440155,
-0.04676496610045433,
-0.021265635266900063,
0.03048287332057953,
-0.07135709375143051,
0.027767937630414963,
-0.03865079581737518,
0.013311185874044895,
0.0005347682163119316,
0.00951424054801464,
-0.0026619660202413797,
-0.03493460267782211,
0.04128332808613777,
0.0028890769463032484,
0.04323580861091614,
0.018924852833151817,
-0.011559379287064075,
0.052452441304922104,
0.014155321754515171,
-0.019754929468035698,
0.04111161082983017,
0.09440317749977112,
0.0005556414253078401,
-0.012814238667488098,
-0.005125085823237896,
-0.06020871922373772,
0.002842687303200364,
-0.050798751413822174,
-0.02856014110147953,
0.02553091198205948,
-0.030245337635278702,
-0.03103215992450714,
0.014695880934596062,
-0.0066422875970602036,
0.014162474311888218,
0.02295685186982155,
0.03352148085832596,
-0.004919246304780245,
0.019929571077227592,
-0.05987769365310669,
0.020047063007950783,
0.04042552784085274,
0.05644058436155319,
0.024978365749120712,
0.03763747587800026,
0.0011917947558686137,
0.010642769746482372,
0.029736675322055817,
-0.044177014380693436,
-0.006353855133056641,
0.08192655444145203,
-0.033643197268247604,
-0.010509341023862362,
0.005322251934558153,
-0.04912956804037094,
0.014339426532387733,
0.09675151854753494,
0.02225705236196518,
-0.05608160048723221,
0.0316617451608181,
-0.018578695133328438,
0.016015157103538513,
0.01455578301101923,
0.01967768743634224,
-0.0516342967748642,
-0.05611523240804672,
0.03262931853532791,
0.054325539618730545,
0.0007396491128019989,
0.0062661487609148026,
-0.013846691697835922,
-0.01755610480904579,
-0.03635474666953087,
-0.054472360759973526,
-0.04953959956765175,
-0.040809981524944305,
0.010254795663058758,
-0.0072321416810154915,
0.04932922497391701,
0.0016610606107860804,
-0.0067459531128406525,
-0.026869967579841614,
0.05188285931944847,
0.08695605397224426,
0.014996790327131748,
-0.013473531231284142,
0.02213931828737259,
-0.028102662414312363,
-0.07919979840517044,
0.015255349688231945,
0.011398008093237877,
-0.06687774509191513,
-0.06959152221679688,
0.057163406163454056,
0.001220397767610848,
-0.01555081270635128,
0.051201727241277695,
-0.04161969572305679,
0.05111662670969963,
0.047712020576000214,
-0.07804706692695618,
-0.023542370647192,
0.0366988480091095,
-0.017524585127830505,
0.01418368797749281,
-0.06320108473300934,
0.01685643009841442,
0.02030104212462902,
0.048670027405023575,
0.029815232381224632,
0.003540175501257181,
-0.011254070326685905,
0.056980084627866745,
0.0023481633979827166,
-0.021476207301020622,
-0.02163384109735489,
-0.014626124873757362,
0.01813354343175888,
-0.011875675059854984,
-0.09271173924207687,
0.02847285568714142,
0.01999758556485176,
-0.03920359909534454,
-0.014677111990749836,
0.03350120782852173,
0.013762270100414753,
-0.03351730853319168,
-0.015965968370437622,
0.019400402903556824,
-0.07427387684583664,
0.042224980890750885,
-0.023396175354719162,
0.00926760770380497,
-0.04266552999615669,
-0.007436604239046574,
0.01964091695845127,
0.007176493294537067,
0.03834109753370285,
0.044994138181209564,
-0.0002848562435247004,
0.004268651828169823,
0.01667376235127449,
-0.002723823767155409,
0.024592900648713112,
0.010917717590928078,
-0.033085666596889496,
-0.022136855870485306,
-0.0041041141375899315,
0.022784877568483353,
0.011668420396745205,
0.009843181818723679,
-0.002680224133655429,
0.018792368471622467,
-0.04349846392869949,
-0.047017015516757965,
-0.09373236447572708,
-0.01310810074210167,
0.008360451087355614,
0.005808028858155012,
0.07721169292926788,
-0.006324945017695427,
0.014617803506553173,
-0.011773253791034222,
-0.03796239569783211,
-0.02704904042184353,
-0.013599504716694355,
0.01938728056848049,
-0.04591483622789383,
0.039490293711423874,
0.013439211063086987,
0.04673308879137039,
-0.008726324886083603,
0.05237036198377609,
-0.01292836107313633,
-0.005654142703860998,
-0.012915249913930893,
-0.029785070568323135,
0.0030378056690096855,
-0.038092292845249176,
-0.00008124962187139317,
0.01403988990932703,
-0.03043539822101593,
-0.0010473543079569936,
0.009294731542468071,
-0.03207888454198837,
0.038605570793151855,
0.06615561991930008,
0.02305397391319275,
0.02406558208167553,
0.042274683713912964,
0.011049831286072731,
-0.0021916497498750687,
-0.021213887259364128,
-0.030152710154652596,
-0.03052503988146782,
0.01781497336924076,
0.06839516758918762,
-0.02170100435614586,
-0.06711500883102417,
0.028981663286685944,
0.05243590474128723,
0.02366848848760128,
0.04703717306256294,
0.01799491047859192,
-0.01255558617413044,
0.01132010854780674,
0.012490309774875641,
0.01995830237865448,
0.022030366584658623,
-0.008344890549778938,
0.01527076680213213,
-0.0014100180706009269,
0.03361695632338524,
-0.05304889380931854,
-0.038103774189949036,
-0.013461397960782051,
0.03137294203042984,
0.02282780408859253,
-0.02776704542338848,
-0.04891055077314377,
0.03570464998483658,
-0.007955276407301426,
0.007135608699172735,
0.0371970571577549,
-0.0110349515452981,
-0.010417682118713856,
0.003288817824795842,
-0.027786320075392723,
0.02579534240067005,
0.05662884563207626,
-0.02764536254107952,
0.018423030152916908,
0.02275284007191658,
-0.033400073647499084,
0.023929215967655182,
-0.022680319845676422,
-0.02436770312488079,
-0.04324370250105858,
-0.0061166551895439625,
0.01933116652071476,
0.008120954036712646,
0.018898552283644676,
-0.02781573496758938,
-0.0015688911080360413,
0.01001814380288124,
-0.01256162766367197,
0.04147617146372795,
-0.003318122122436762,
-0.05506134778261185,
-0.00765361450612545,
-0.013524765148758888,
-0.0009440470603294671,
0.003808296751230955,
-0.002944635460153222,
0.018928730860352516,
-0.016499172896146774,
-0.012457083910703659,
-0.04810977354645729,
-0.042562201619148254,
-0.0027531320229172707,
-0.007823492400348186,
-0.01735689491033554,
-0.027854520827531815,
0.028096674010157585,
0.020572001114487648,
-0.02454015240073204,
0.024828465655446053,
-0.013188125565648079,
0.020776188001036644,
-0.036696720868349075,
-0.003382146591320634,
0.017074445262551308,
0.004299602936953306,
0.0060501606203615665,
0.050293706357479095,
-0.019808856770396233,
0.01846352219581604,
-0.025370026007294655,
-0.035963818430900574,
0.03872019797563553,
-0.0006409681518562138,
0.04516468569636345,
0.0008862895774655044,
-0.046222034841775894,
0.06415778398513794,
0.051243532449007034,
0.009563746862113476,
-0.028495464473962784,
-0.006013296544551849,
-0.03440999239683151,
-0.0552770160138607,
0.029116898775100708,
0.01819590851664543,
0.007661504205316305,
0.012100235559046268,
0.0006726246792823076,
0.0392959825694561,
0.04292808473110199,
0.020255276933312416,
0.014198573306202888,
0.02425042912364006,
-0.03028906136751175,
0.0010384024353697896,
0.03407132998108864,
-0.015941133722662926,
-0.037236250936985016,
0.011966729536652565,
-0.010954214259982109,
0.019686885178089142,
-0.017213761806488037,
-0.02361948974430561,
0.0013780149165540934,
0.003782292129471898,
-0.0007416642038151622,
-0.048595719039440155,
0.02405020408332348,
0.04895791783928871,
-0.04050466790795326,
-0.014171783812344074,
0.024669092148542404,
-0.00893061701208353,
-0.014519643038511276,
0.03218887746334076,
0.03142125532031059,
0.02074555866420269,
-0.024696294218301773,
-0.025302091613411903,
-0.03103824146091938,
-0.04103543236851692,
0.032941292971372604,
-0.019192662090063095,
-0.05778250843286514,
0.021958857774734497,
0.024587364867329597,
0.018926141783595085,
-0.011762569658458233,
-0.06458035111427307,
-0.013927849009633064,
-0.07707586139440536,
-0.014110843650996685,
-0.0387924499809742,
0.07685770094394684,
0.016646960750222206,
0.03073783405125141,
0.01933945342898369,
0.01564965397119522,
0.02602366730570793,
0.006955007091164589,
-0.04455423727631569,
0.020929865539073944,
-0.02306634560227394,
-0.020906006917357445,
0.01649363711476326,
-0.041389305144548416,
0.02314687892794609,
-0.02663087099790573,
0.008495306596159935,
0.003119579516351223,
0.05604390799999237,
-0.012386878952383995,
-0.000350233749486506,
-0.025774605572223663,
-0.013159145601093769,
-0.03601214662194252,
0.01579233817756176,
-0.027448059991002083,
-0.01093385275453329,
0.0024544226471334696,
0.04323187470436096,
0.008919529616832733,
-0.006856037303805351,
-0.05580301210284233,
0.0473155602812767,
0.0026936200447380543,
0.010224130004644394,
0.04595465213060379,
0.004911897704005241,
-0.04533110931515694,
0.01182382833212614,
0.03215673193335533,
0.06002150848507881,
0.02213018573820591,
-0.011096262373030186,
0.02477969415485859,
-0.03254013508558273,
-0.03654106706380844,
0.03914273902773857,
0.003262503072619438,
-0.02564801089465618,
0.0013481221394613385,
0.05279599875211716,
0.0420781709253788,
-0.0417993888258934,
0.03527127578854561,
0.05867993086576462,
0.001771870767697692,
-0.018576160073280334,
-0.029052734375,
-0.01077920850366354,
-0.000011065158105338924,
-0.014779970981180668,
0.01656806655228138,
0.004593227989971638,
-0.0335783027112484,
0.0029558236710727215,
-0.005725617986172438,
-0.009323842823505402,
-0.01802273839712143,
0.02218746207654476,
0.05028980225324631,
0.046862952411174774,
0.017798200249671936,
-0.011135440319776535,
-0.0003767168091144413,
0.003256566124036908,
0.010767164640128613,
0.01421278715133667,
0.021047407761216164,
-0.06538565456867218,
-0.03467041626572609,
0.018328288570046425,
0.03728426992893219,
-0.03471938893198967,
0.06792569160461426,
-0.04495915398001671,
-0.031847115606069565,
0.04125891625881195,
-0.008015228435397148,
0.026691991835832596,
-0.008580268360674381,
-0.013557166792452335,
0.0063962978310883045,
-0.006790675222873688,
-0.05028685927391052,
0.03190693259239197,
-0.0027297160122543573,
0.022384226322174072,
-0.02613738551735878,
-0.015071181580424309,
-0.024021463468670845,
-0.0007702736766077578,
-0.03018794022500515,
0.08424023538827896,
-0.022562764585018158,
-0.003487661248072982,
-0.0024863206781446934,
0.008366566151380539,
0.022136446088552475,
-0.07957809418439865,
-0.003694926155731082,
-0.021811770275235176,
-0.05527462810277939,
0.0408632829785347,
-0.006134072318673134,
-0.01756172627210617,
0.03523160144686699,
0.014196881093084812,
-0.0011177243432030082,
-0.0037961637135595083,
-0.0039384132251143456,
0.06255663931369781,
0.023879431188106537,
0.000988344894722104,
0.05727555975317955,
0.0488082617521286,
-0.03907376155257225,
0.007016660179942846,
0.003445554757490754,
0.030525807291269302,
-0.02974546141922474,
0.040970928966999054,
-0.0565466471016407,
-0.01929728128015995,
-0.0483829565346241,
0.052581045776605606,
-0.02244040183722973,
0.02865603193640709,
-0.005499149207025766,
-0.03355714678764343,
0.03568420559167862,
0.06666634231805801,
-0.004220730159431696,
-0.0009799550753086805,
0.03246061131358147,
0.016134800389409065,
-0.0253705233335495,
-0.017672333866357803,
0.018426183611154556,
-0.0018467638874426484,
0.001818095101043582,
0.004252409562468529,
-0.043287020176649094,
0.01439847331494093,
-0.030161069706082344,
0.028728581964969635,
0.02429421804845333,
-0.0043950011022388935,
0.0326676219701767,
0.01996973156929016,
0.03482872620224953,
-0.0038086052518337965,
-0.016269447281956673,
0.02271079830825329,
0.016076387837529182,
-0.046106137335300446,
0.044436264783144,
-0.032167717814445496,
0.05732700601220131,
-0.04579450190067291,
0.028712676838040352,
-0.053840380162000656,
-0.04136199504137039,
0.0142876161262393,
0.01631561666727066,
0.008912119083106518,
-0.04899986460804939,
0.0054691326804459095,
0.0011162047740072012,
-0.028245294466614723,
0.009134581312537193,
0.01910294219851494,
0.015289783477783203,
0.013994152657687664,
-0.000744886405300349,
0.042995527386665344,
0.0615851990878582,
0.02070315182209015,
0.01553625613451004,
-0.011463879607617855,
-0.004533690866082907,
-0.004877450410276651,
0.0029625038150697947,
0.030621077865362167,
-0.03278791904449463,
-0.010295050218701363,
0.009562334045767784,
-0.01326410099864006,
0.04917958006262779,
-0.08690325170755386,
-0.04946199432015419,
-0.0062809474766254425,
0.04744390398263931,
0.05006130412220955,
-0.0011472745100036263,
0.014856968075037003,
-0.018294723704457283,
0.02887222357094288,
-0.022349629551172256,
0.011785679496824741,
0.010359097272157669,
-0.04732309654355049,
0.015758482739329338,
0.015035022050142288,
-0.016544612124562263,
-0.0035808058455586433,
0.08597470819950104,
-0.04530544951558113,
-0.018408779054880142,
0.02193918079137802,
-0.02648492529988289,
0.05980593338608742,
0.029205255210399628,
0.019435478374361992,
0.0333298034965992,
0.0009913909016177058,
-0.02561398223042488,
-0.020066194236278534,
-0.019877485930919647,
-0.02391103282570839,
0.05888202041387558,
-0.018792731687426567,
0.04244855418801308,
0.0078305434435606,
-0.02639860473573208,
0.0061322362162172794,
-0.013609918765723705,
-0.037927307188510895,
-0.026715988293290138,
-0.02885802648961544,
0.05379611253738403,
-0.030727259814739227,
-0.00044028149568475783,
0.027977216988801956,
0.0015820659464225173,
-0.013993789441883564,
0.06678754091262817,
-0.009327837266027927,
0.04826607182621956,
-0.0018273834139108658,
-0.03567403927445412,
-0.015411285683512688,
0.03311093524098396,
-0.05739631876349449,
0.03075544349849224,
-0.02139340154826641,
-0.015124170109629631,
0.05338270589709282,
0.05357998609542847,
0.005296975839883089,
-0.015734123066067696,
0.005646569188684225,
-0.05340574309229851,
0.03238799795508385,
0.02430386282503605,
-0.013023371808230877,
0.03635365143418312,
0.019451804459095,
0.04966093972325325,
-0.008337731473147869,
0.04029165953397751,
-0.027298446744680405,
-0.032285887748003006,
-0.028525933623313904,
-0.0152401989325881,
-0.012122128158807755,
0.031996943056583405,
-0.00931941531598568,
-0.02933122217655182,
-0.0013003203785046935,
-0.012950681149959564,
0.036401595920324326,
-0.03366318717598915,
0.005348664242774248,
-0.008385241962969303,
0.07055597007274628,
0.01289835013449192,
0.027378620579838753,
-0.0005413313629105687,
0.014650809578597546,
0.12113284319639206,
0.03445281833410263,
0.034757278859615326,
-0.06208248808979988,
0.02296769991517067,
-0.03882657736539841,
-0.010340474545955658,
-0.027108769863843918,
0.020565001294016838,
0.02688920497894287,
-0.02506529539823532,
0.04377090185880661,
0.07116323709487915,
-0.020721478387713432,
0.01935570500791073,
0.06709254533052444,
-0.036895547062158585,
-0.020815104246139526,
0.0177217498421669,
0.030802516266703606,
-0.002620273269712925,
0.004591687116771936,
-0.041370999068021774,
0.005128118675202131,
-0.002856598235666752,
-0.03016565926373005,
-0.04564598575234413,
-0.03069796785712242,
-0.0031029530800879,
0.011275237426161766,
0.0009749634191393852,
0.0061115301214158535,
0.03510642051696777,
0.02659209817647934,
0.05846472084522247,
-0.021988756954669952,
0.00434616906568408,
-0.04487339034676552,
-0.01849837228655815,
0.03912513703107834,
0.007580092642456293,
0.0024268634151667356,
-0.02817671000957489,
-0.022077733650803566,
-0.010892090387642384,
-0.059857554733753204,
-0.03999168053269386,
0.01983393356204033,
-0.02516578696668148,
-0.007935626432299614,
-0.0029069699812680483,
0.026276791468262672,
0.026476137340068817,
-0.04181455075740814,
0.006282282993197441,
0.005198274739086628,
0.021958129480481148,
-0.02119242399930954,
0.007921240292489529,
-0.02101755142211914,
0.03300164267420769,
0.020786549896001816,
0.017535096034407616,
0.02708338014781475,
-0.024706920608878136,
-0.04032598063349724,
-0.024385418742895126,
0.038632288575172424,
0.03128815069794655,
-0.06536466628313065,
0.0004125946434214711,
0.023943299427628517,
-0.018201803788542747,
-0.006248281337320805,
-0.016561562195420265,
0.005610041785985231,
0.003120419569313526,
0.014873229898512363,
-0.02482028119266033,
-0.0018406423041597009,
-0.034630682319402695,
0.0024187720846384764,
-0.006614780984818935,
0.005991783458739519,
-0.03656899556517601,
-0.042387813329696655,
0.01863357052206993,
0.026858223602175713,
-0.001928430632688105,
-0.03630944341421127,
-0.005139590706676245,
0.07836546003818512,
0.02499816194176674,
-0.045470211654901505,
-0.012687419541180134,
0.014094439335167408,
-0.03555630147457123,
0.02267024852335453,
-0.00022283416183199733,
0.07571840286254883,
0.0024970821104943752,
-0.001332941697910428,
0.023359712213277817,
0.009537083096802235,
0.015307851135730743,
0.017512604594230652,
0.0008301418856717646,
-0.029306594282388687,
-0.007963157258927822,
-0.016498615965247154,
-0.019954312592744827,
-0.019919032230973244,
-0.0025286246091127396,
-0.0038944350089877844,
0.003472629003226757,
-0.01496296375989914,
0.00993240624666214,
0.015258640050888062,
0.01180354505777359,
-0.034210413694381714,
0.001382222049869597,
-0.03355034440755844,
0.04248641058802605,
-0.004955850075930357,
-0.006823623087257147,
0.00013832925469614565,
0.008479819633066654,
0.04126162827014923,
0.003547420958057046,
-0.022908376529812813,
0.004037823528051376,
0.04469094052910805,
0.03635656088590622,
0.05662060156464577,
0.014328119345009327,
0.03666617348790169,
0.034954193979501724,
0.01727057807147503,
-0.05388615280389786,
-0.011896546930074692,
0.015124957077205181,
-0.03384485840797424,
-0.07832135260105133,
0.0022985052783042192,
-0.021325359120965004,
0.01959586888551712,
0.0104512395337224,
-0.0030884176958352327,
-0.04069320484995842,
0.04389447346329689,
-0.02174227684736252,
-0.004100936930626631,
-0.013663711957633495,
-0.0002677465963643044,
-0.00032607544562779367,
0.03152161091566086,
-0.011371674947440624,
0.02252350188791752,
0.02982722781598568,
0.018629521131515503,
0.011245861649513245,
-0.008079219609498978,
-0.011245755478739738,
-0.00959811545908451,
-0.01712396740913391,
-0.0015966449864208698,
-0.010241986252367496,
-0.009624744765460491,
0.022474106401205063,
0.06164270639419556,
0.002308264374732971,
0.024259796366095543,
0.0073281703516840935,
-0.013566900044679642,
-0.08530989289283752,
-0.029503462836146355,
0.007010677829384804,
-0.008914534002542496,
0.03020239993929863,
-0.06801928579807281,
-0.006531211547553539,
0.0022653311025351286,
-0.04749766364693642,
0.025204965844750404,
-0.016465909779071808,
0.009809155948460102,
-0.010547461919486523,
-0.05027095228433609,
-0.01658231019973755,
-0.01733637973666191,
0.0185309536755085,
0.041249871253967285,
0.018217749893665314,
0.01686677895486355,
0.023649228736758232,
-0.043061766773462296,
-0.020339258015155792,
-0.009481607005000114,
0.004592255689203739,
-0.03635609894990921,
-0.001365005155093968,
-0.03257068246603012,
-0.04282156378030777,
0.04107142239809036,
-0.0149940000846982,
0.017367679625749588,
-0.019927142187952995,
0.05262017250061035,
-0.007488874718546867,
0.032497745007276535,
0.052414070814847946,
0.017012853175401688,
0.04170858487486839,
0.0001882498327177018,
0.0014151560608297586,
0.001222729799337685,
-0.009935436770319939,
0.007267296779900789,
0.046182941645383835,
0.002759945811703801,
0.010473343543708324,
0.02377781830728054,
-0.009733929298818111,
-0.0074541871435940266,
-0.009176652878522873,
0.007088673301041126,
0.03027825988829136,
-0.01950276829302311,
0.04056093841791153,
-0.0023683253675699234,
-0.013845977373421192,
0.021620094776153564,
0.03677146136760712,
-0.016451135277748108,
-0.019756121560931206,
-0.04442877694964409,
-0.030747778713703156,
-0.009383387863636017,
-0.00452060392126441,
-0.06989940255880356,
-0.04421253129839897,
-0.004093256779015064,
-0.033257607370615005,
-0.017065230756998062,
-0.017412321642041206,
0.0017135664820671082,
-0.023602642118930817,
0.056456319987773895,
-0.024191228672862053,
0.042134497314691544,
-0.025994230061769485,
0.001119812368415296,
-0.006359874736517668,
-0.04405025765299797,
0.042019881308078766,
-0.003219595644623041,
-0.051405079662799835,
-0.020963285118341446,
0.018531350418925285,
-0.027664242312312126,
0.007522151339799166,
0.06962817907333374,
0.0019275962840765715,
0.03073217160999775,
0.014152921736240387,
0.03099706768989563,
0.011214286088943481,
-0.02357199415564537,
0.022014131769537926,
-0.01631278730928898,
-0.025176074355840683,
0.014298684895038605,
-0.024743912741541862,
0.039432208985090256,
0.03344157710671425,
-0.03699777275323868,
-0.01255148183554411,
-0.009578966535627842,
0.036907654255628586,
-0.0008874850464053452,
-0.004794684704393148,
-0.02979002334177494,
-0.03222205117344856,
0.016631949692964554,
-0.0041997358202934265,
-0.008727307431399822,
0.0029845417011529207,
-0.024068592116236687,
-0.06878567487001419,
0.004008457530289888,
-0.01752648502588272,
-0.04788782447576523,
-0.00952885951846838,
0.026115382090210915,
-0.007581844460219145,
-0.025490332394838333,
0.01631762646138668,
0.00044205598533153534,
-0.0384976901113987,
0.022106463089585304,
0.036364082247018814,
0.0036768661811947823,
0.019165774807333946,
0.0027860242407768965,
0.012441199272871017,
0.031379472464323044,
0.013603316619992256,
0.028826134279370308,
0.022592421621084213,
0.005622436758130789,
-0.015757247805595398,
0.034535963088274,
0.018538186326622963,
0.004022807348519564,
0.024658353999257088,
-0.026934223249554634,
0.028460800647735596,
0.025985265150666237,
-0.05687021091580391,
-0.004552766215056181,
-0.0324861966073513,
-0.017256490886211395,
-0.022798778489232063,
0.01396486721932888,
0.06523333489894867,
-0.008163714781403542,
-0.002598579740151763,
-0.02208249270915985,
-0.016830213367938995,
0.00003849452696158551,
-0.024920612573623657,
-0.021961402148008347,
0.041185542941093445,
-0.014848452992737293,
-0.03874054178595543,
-0.017333853989839554,
-0.0011833193711936474,
0.017947982996702194,
-0.025088362395763397,
0.013259774073958397,
-0.030341381207108498,
-0.0022565603721886873,
0.020860182121396065,
-0.014424633234739304,
-0.06864641606807709,
-0.03934364765882492,
0.04492003470659256,
0.029464125633239746,
0.013405941426753998,
0.017660727724432945,
-0.05110146477818489,
0.02439127489924431,
0.07516413182020187,
-0.037823185324668884,
-0.030658412724733353,
-0.029255911707878113,
-0.0031447161454707384,
-0.02021625265479088,
0.0268910713493824
] |
<p>I'm familiar with very basic plotting in R, but I'm not sure how best to create the reasonably-complicated plot described below.</p>
<p>I have developed a density estimation method that essentially fits an empirical distribution to multiple univariate samples, under distinct conditions. To be clear, let $\mathbf{x}_i^\mathrm{j}$ be a vector of univariate values for the $i^\mathrm{th}$ sample under condition $j$. My method allows me to approximate the distribution from which the values in $\mathbf{x}_i^\mathrm{j}$ were drawn. Although in principle, $j$ could take on many values, in practice I am interested in just two conditions (e.g., $j$ specifies whether the sample is for a pre- or post-intervention condition).</p>
<p>In particular, the method I have developed attempts to establish correspondences between common features of the fitted density estimates (e.g., modes). I want to be able to plot curves for all the density estimates in such a way as to allow comparison between the two conditions, and between corresponding features of the distributions.</p>
<p>I would like to create a grid of subplots (e.g., <em>m</em> × <em>n</em> if there are a total of 2 × <em>m</em> × <em>n</em> samples; note that <em>m</em> and <em>n</em> are only specified so that the overall plot has a convenient aspect ratio, they do not relate to the design of the experiment etc.). Each subplot would show two curves: one for the distribution underlying $\mathbf{x}_i^\mathrm{pre}$ and the other for $\mathbf{x}_i^\mathrm{post}$. Further, to allow the correspondences to be compared, I would like to color the line used to draw the curves using a “rainbow” (or other color map), so that one could, for example, look at the red regions of two curves and visually determine whether they do in fact correspond. To this end, I can provide vectors (<em>x</em>, p(<em>x</em>), <em>c</em>), where <em>x</em> is an arbitrary value on the horizontal axis of the density estimate plot, p(<em>x</em>) is the density estimate for <em>x</em>, and <em>c</em> is a value in (0, 1), such that a particular value of <em>c</em> should correspond across all density estimates, and should, therefore, be plotted in the same color (e.g., a value of 0.2 might sit at the peak of the mode of the distributions).</p>
<p>Lastly, in order to allow the two curves in each subplot to be distinguished, I'd like to be able to style each differently, for example by using a thin line for the pre condition and a thick line for the post condition.</p>
<p>Thanks.</p> | 31,078 | [
-0.034968845546245575,
0.010456942021846771,
0.02055888995528221,
-0.02084660902619362,
0.031521204859018326,
0.017708376049995422,
0.01222180388867855,
0.00102138239890337,
0.028311926871538162,
-0.05644272267818451,
0.048477668315172195,
0.050075240433216095,
0.08480630069971085,
0.040789686143398285,
0.0023886291310191154,
-0.021960748359560966,
-0.01212708093225956,
0.019456109032034874,
-0.018937913700938225,
-0.04765651002526283,
0.05467313528060913,
-0.006794131826609373,
0.021895838901400566,
-0.013558978214859962,
-0.02717401459813118,
0.06940489262342453,
0.01854853332042694,
-0.019674129784107208,
-0.017819790169596672,
0.08448906987905502,
-0.03443429246544838,
-0.025187039747834206,
0.0005314919981174171,
0.04711742326617241,
0.0126494774594903,
0.01499470416456461,
0.02768654190003872,
-0.031478263437747955,
0.007687595207244158,
0.020708326250314713,
-0.05937545374035835,
-0.006606387440115213,
0.0024503895547240973,
0.02700970135629177,
0.008846631273627281,
0.027930816635489464,
-0.020114334300160408,
-0.019729096442461014,
0.04625164717435837,
-0.007879534736275673,
0.07858211547136307,
0.057958826422691345,
0.020055774599313736,
0.05444392189383507,
-0.06957218050956726,
-0.011272299103438854,
0.05386282131075859,
0.0863213762640953,
0.029030075296759605,
-0.07366647571325302,
-0.00042263060458935797,
-0.03298846259713173,
-0.0021957154385745525,
-0.038347095251083374,
-0.044041361659765244,
0.02994482032954693,
0.016569834202528,
0.008764578960835934,
-0.0008791782893240452,
-0.04850681871175766,
-0.0013432863634079695,
0.019383620470762253,
0.03232119232416153,
-0.023306038230657578,
-0.013798612169921398,
-0.024782896041870117,
0.02638390101492405,
0.01331297867000103,
0.032487429678440094,
0.007235102355480194,
0.02027914486825466,
0.030969219282269478,
-0.016294924542307854,
0.026125086471438408,
0.01526256650686264,
-0.002994300564751029,
0.07583346962928772,
-0.00282355397939682,
0.03385462239384651,
-0.01657005026936531,
-0.029868267476558685,
0.014635511673986912,
0.058914631605148315,
0.007714456878602505,
-0.028951570391654968,
-0.012201562523841858,
-0.014877887442708015,
0.0077594066970050335,
-0.03615950047969818,
-0.04027413949370384,
-0.027958469465374947,
-0.05671098455786705,
-0.006016253959387541,
0.02561684139072895,
0.0011921083787456155,
-0.005614245776087046,
0.0046764095313847065,
-0.04049824923276901,
-0.006391302682459354,
0.006834793370217085,
-0.0111250514164567,
0.04162511229515076,
0.03144274652004242,
-0.007868994027376175,
0.001799052464775741,
-0.027868257835507393,
0.0004954052856191993,
0.004777475725859404,
0.045246656984090805,
0.06331461668014526,
0.0464090071618557,
-0.029385749250650406,
0.02264723740518093,
-0.050859563052654266,
-0.07674562931060791,
-0.003914534579962492,
0.03336721286177635,
0.019802972674369812,
-0.02442000061273575,
0.005416442174464464,
0.0000630622380413115,
-0.021541103720664978,
0.04004354029893875,
0.015098151750862598,
0.012669187970459461,
0.028846118599176407,
-0.07624942064285278,
-0.08780278265476227,
0.0083532789722085,
-0.011602099984884262,
0.005404147785156965,
-0.05374254286289215,
-0.003090124810114503,
0.04049206152558327,
0.03341192007064819,
0.00008549945778213441,
0.01954643428325653,
-0.0007002738420851529,
0.047582123428583145,
0.03142402693629265,
-0.020022347569465637,
0.006929344963282347,
-0.021711187437176704,
-0.007595445495098829,
-0.03837664797902107,
-0.03672213479876518,
0.03678637370467186,
0.014788102358579636,
-0.02581075020134449,
0.01571718230843544,
0.07078088819980621,
0.011435703374445438,
-0.010999434627592564,
-0.011534249410033226,
-0.008984255604445934,
-0.008406076580286026,
0.058797065168619156,
-0.01677798107266426,
0.015991713851690292,
0.009460977278649807,
-0.05457553267478943,
0.03306901082396507,
0.00783807784318924,
0.030024442821741104,
0.06310095638036728,
-0.039760738611221313,
0.012927519157528877,
-0.013399100862443447,
-0.027052875608205795,
0.04927487298846245,
0.0008332125726155937,
-0.038622528314590454,
-0.030314965173602104,
-0.03359620273113251,
0.04288746416568756,
0.010771839879453182,
0.024273764342069626,
-0.026470210403203964,
0.05649684742093086,
-0.04850687086582184,
-0.027570785954594612,
-0.036477770656347275,
0.013175182975828648,
-0.02445444092154503,
-0.07737798243761063,
0.024219000712037086,
0.012163023464381695,
0.013546349480748177,
0.022772861644625664,
-0.03855704888701439,
-0.0146326944231987,
0.014919809065759182,
0.04680680111050606,
-0.02727608010172844,
-0.033962927758693695,
0.03183837980031967,
0.031084256246685982,
0.015035079792141914,
0.04313897714018822,
-0.032602231949567795,
-0.037427254021167755,
-0.01480016764253378,
-0.031900692731142044,
0.018165893852710724,
-0.003436656668782234,
0.00030327707645483315,
0.01689775288105011,
-0.004180239513516426,
-0.005659917369484901,
0.044751476496458054,
-0.04994524270296097,
0.03327902406454086,
0.08064242452383041,
-0.01483190804719925,
0.012577475979924202,
-0.012269522063434124,
-0.011790139600634575,
0.047315601259469986,
-0.03312412649393082,
0.002010233933106065,
-0.021606775000691414,
-0.004896161146461964,
0.05833892896771431,
0.03573719412088394,
-0.04804760217666626,
0.02336931973695755,
0.040824491530656815,
0.015775339677929878,
-0.008606335148215294,
0.028516622260212898,
-0.020777063444256783,
-0.04547354206442833,
-0.007966790348291397,
0.03477153554558754,
0.013479192741215229,
-0.04074105620384216,
0.01772613823413849,
-0.003941514529287815,
0.029140911996364594,
-0.03481265529990196,
-0.0064024971798062325,
0.025773020461201668,
-0.05215277522802353,
-0.0060740988701581955,
-0.023235704749822617,
0.023508548736572266,
0.05284642055630684,
0.006817980203777552,
-0.012927185744047165,
0.023389767855405807,
-0.01895076222717762,
-0.0013745622709393501,
0.04451243579387665,
-0.013716616667807102,
0.00864623486995697,
0.03594854101538658,
-0.03786291182041168,
-0.019656339660286903,
0.011782411485910416,
-0.026823224499821663,
0.023824525997042656,
-0.029568156227469444,
-0.05447093024849892,
-0.013594493269920349,
0.025123989209532738,
0.031620170921087265,
0.02489786222577095,
-0.004056924022734165,
-0.033223122358322144,
-0.006866236217319965,
0.03565977141261101,
0.031328264623880386,
0.060786519199609756,
0.0003729633754119277,
-0.030913153663277626,
0.007062127348035574,
-0.05121977999806404,
-0.019067740067839622,
0.016929544508457184,
0.019666606560349464,
-0.05430135875940323,
0.019212592393159866,
0.005958842113614082,
-0.061645135283470154,
-0.01825265772640705,
-0.014146489091217518,
-0.018343642354011536,
-0.03308819606900215,
-0.02737705036997795,
0.06538716703653336,
-0.0015724832192063332,
-0.06960676610469818,
0.03198648616671562,
-0.019917327910661697,
-0.0016982718370854855,
-0.03178859502077103,
0.01632731780409813,
0.03426355868577957,
0.009101295843720436,
0.03320847079157829,
0.049614232033491135,
-0.00043814454693347216,
-0.01998061127960682,
-0.06319611519575119,
-0.039973050355911255,
-0.026272520422935486,
0.03047303296625614,
0.07807794213294983,
0.0457434356212616,
0.02566467970609665,
0.03404174745082855,
0.008577495813369751,
-0.021557044237852097,
-0.05502140894532204,
-0.005510931368917227,
-0.031147856265306473,
-0.00982241053134203,
0.02472219616174698,
0.0003041871532332152,
0.0077883112244307995,
0.02498776465654373,
0.014492228627204895,
-0.002632737159729004,
0.05888906121253967,
0.02140873298048973,
0.008739537559449673,
0.06110655516386032,
0.010911975055932999,
0.0015693285968154669,
0.02647475153207779,
0.015850823372602463,
-0.022626345977187157,
-0.005137952975928783,
0.010940620675683022,
-0.028487542644143105,
0.011863638646900654,
-0.04652567207813263,
0.02761669084429741,
0.017714722082018852,
0.030105995014309883,
-0.014789299108088017,
0.006318450905382633,
0.009890414774417877,
-0.028796400874853134,
-0.008905114606022835,
0.05477166548371315,
0.05211334303021431,
-0.019032707437872887,
-0.026766624301671982,
0.07508031278848648,
0.033731766045093536,
-0.047593969851732254,
0.003976814914494753,
-0.0026686780620366335,
-0.0008438499644398689,
0.01564273238182068,
-0.0614292286336422,
-0.030087675899267197,
0.016614142805337906,
0.039968401193618774,
0.02203601785004139,
-0.0008032801561057568,
-0.011472532525658607,
0.040421128273010254,
-0.01642114669084549,
-0.03302634134888649,
-0.03101287968456745,
0.0574045330286026,
0.004696632735431194,
0.06505218148231506,
-0.014951108023524284,
-0.015117441304028034,
0.00814605038613081,
-0.009040634147822857,
-0.060983918607234955,
0.030904652550816536,
0.02801981195807457,
0.02528255060315132,
-0.02258986607193947,
-0.014646991156041622,
0.03312602639198303,
-0.0067198812030255795,
0.021885208785533905,
-0.011076315306127071,
0.03366823494434357,
-0.01887037418782711,
-0.008174923248589039,
-0.02856157347559929,
-0.029738016426563263,
-0.024658584967255592,
0.03732916712760925,
0.024525059387087822,
-0.007935364730656147,
0.046699974685907364,
-0.0070530627854168415,
-0.0003072042600251734,
-0.019395532086491585,
0.006651587784290314,
0.023733310401439667,
0.017881643027067184,
0.02790830470621586,
-0.0074544185772538185,
0.02118518389761448,
-0.029431898146867752,
-0.009087511338293552,
-0.007169312797486782,
0.0676250085234642,
0.04862473905086517,
-0.0445912666618824,
0.012233637273311615,
0.022318847477436066,
-0.015763845294713974,
-0.006401668768376112,
0.06653130799531937,
-0.026386184617877007,
-0.008544244803488255,
0.01576138101518154,
0.031857091933488846,
-0.022172430530190468,
0.024696316570043564,
0.033946406096220016,
0.046467460691928864,
0.0003313907654955983,
-0.04447920620441437,
-0.004491592291742563,
0.0033674149308353662,
0.04282436519861221,
0.003949654754251242,
0.03248588740825653,
0.026815375313162804,
0.003602370386943221,
0.03151058033108711,
0.03913039714097977,
-0.04453067108988762,
-0.016600018367171288,
0.020205240696668625,
0.04339689761400223,
-0.008982639759778976,
-0.010505118407309055,
0.014759218320250511,
0.033291324973106384,
0.044483572244644165,
-0.01460396870970726,
0.024116212502121925,
-0.1114107295870781,
0.01075185276567936,
0.04217073321342468,
0.018598616123199463,
0.00038512604078277946,
0.0016455521108582616,
-0.07663065195083618,
-0.015824351459741592,
0.023541145026683807,
-0.02326703630387783,
-0.004805766511708498,
-0.037232931703329086,
0.0073383222334086895,
-0.018622873350977898,
-0.0271769929677248,
-0.04803014174103737,
0.012143690139055252,
-0.01477192435413599,
0.015852399170398712,
-0.010530531406402588,
-0.01705787517130375,
-0.039364978671073914,
0.012204301543533802,
0.02794034592807293,
0.049117978662252426,
0.0002792680752463639,
-0.009058376774191856,
-0.024673843756318092,
-0.023785805329680443,
0.007202484179288149,
-0.06276264041662216,
0.02287774160504341,
0.00619695195928216,
-0.011513933539390564,
0.06358605623245239,
-0.013971536420285702,
-0.010786756873130798,
0.02149094268679619,
-0.023738449439406395,
0.024899976328015327,
0.0397019200026989,
-0.01855262741446495,
0.06276948004961014,
0.0450652651488781,
0.03052515722811222,
0.022817978635430336,
0.032330214977264404,
0.012913462705910206,
-0.005778122693300247,
-0.017143944278359413,
0.015212418511509895,
-0.010185722261667252,
-0.039240941405296326,
-0.03249798342585564,
-0.036242976784706116,
0.005345234181731939,
0.0306482445448637,
-0.020730620250105858,
0.007770176511257887,
-0.0025361720472574234,
-0.03159814327955246,
0.03585487976670265,
0.03120659850537777,
-0.008910473436117172,
-0.004604739136993885,
-0.01154626626521349,
0.026539791375398636,
0.012276814319193363,
0.0062175532802939415,
0.038992855697870255,
-0.025863664224743843,
-0.011435980908572674,
0.016294250264763832,
-0.06420491635799408,
0.003093116683885455,
-0.047153037041425705,
0.010693935677409172,
-0.01496997382491827,
-0.004827002063393593,
0.03945109620690346,
0.0013394106645137072,
0.06611593812704086,
0.005717434920370579,
-0.028120988979935646,
-0.011536824516952038,
0.040694840252399445,
0.010306764394044876,
0.010671649128198624,
-0.0023717370349913836,
0.008636748418211937,
0.004893056116998196,
-0.01094303373247385,
-0.06170075386762619,
-0.002298373496159911,
-0.022556664422154427,
0.005263384897261858,
-0.034133028239011765,
-0.03525108844041824,
-0.029749324545264244,
0.022715793922543526,
-0.00534778693690896,
0.0033142189495265484,
0.0011124972952529788,
0.004536069929599762,
-0.020236283540725708,
-0.025714561343193054,
0.04018083214759827,
0.031481169164180756,
-0.04732144623994827,
0.013300570659339428,
0.00861500296741724,
-0.027809573337435722,
-0.016457580029964447,
0.010124236345291138,
-0.04095994308590889,
-0.03577633947134018,
0.0012244958197697997,
-0.0644179955124855,
0.035419296473264694,
0.023944659158587456,
-0.025982003659009933,
-0.03538651391863823,
-0.015965620055794716,
-0.03181184455752373,
-0.02139216661453247,
-0.06003231555223465,
-0.039917510002851486,
-0.042764049023389816,
0.00306184240616858,
-0.0327906608581543,
-0.01925041526556015,
0.010505883023142815,
-0.005189687013626099,
-0.0014361580833792686,
-0.005594403017312288,
-0.019767457619309425,
0.014522889629006386,
0.07686642557382584,
-0.013017931953072548,
-0.014691234566271305,
0.03239756077528,
-0.001017197733744979,
0.026917042210698128,
-0.027028178796172142,
0.01367679052054882,
0.014095593243837357,
0.025478873401880264,
-0.004448958206921816,
-0.033536724746227264,
-0.03925146162509918,
-0.007217673119157553,
0.0465298630297184,
0.017451055347919464,
0.057279910892248154,
0.046319082379341125,
-0.03694499656558037,
0.02169862762093544,
-0.028791924938559532,
-0.009656480513513088,
-0.024974947795271873,
0.010969778522849083,
0.06394017487764359,
-0.03227011114358902,
-0.0367254801094532,
0.030222386121749878,
0.029412418603897095,
0.0010902403155341744,
0.034897200763225555,
-0.020602449774742126,
0.034735746681690216,
0.03564877808094025,
-0.031088130548596382,
-0.036330509930849075,
0.011095225811004639,
-0.05155684053897858,
0.023528221994638443,
-0.0569588728249073,
-0.04065178334712982,
0.004634201060980558,
0.07275652885437012,
-0.03311217203736305,
-0.02190070040524006,
-0.0091325081884861,
-0.017694706097245216,
0.034535571932792664,
0.012801072560250759,
-0.015400051139295101,
0.006322988774627447,
-0.000004313253612053813,
0.027826694771647453,
-0.05050015449523926,
0.0211845263838768,
-0.006083390675485134,
-0.05633504316210747,
-0.026091700419783592,
-0.021840432658791542,
-0.02688809297978878,
0.06036187335848808,
-0.008417205885052681,
-0.019759204238653183,
0.022330746054649353,
0.006864696275442839,
0.04487287625670433,
-0.01763315685093403,
-0.013260133564472198,
-0.014298687689006329,
0.05527542904019356,
-0.010077285580337048,
0.02171682007610798,
-0.005103485193103552,
-0.03495924174785614,
0.13944806158542633,
0.0573185458779335,
0.048328518867492676,
-0.0440148189663887,
0.018265048041939735,
0.010327516123652458,
-0.014360037632286549,
0.004927709698677063,
0.015927299857139587,
0.03866082802414894,
-0.04663638398051262,
0.004994163289666176,
0.028905602172017097,
0.005555262323468924,
0.029225798323750496,
0.05025498941540718,
-0.0017602589214220643,
-0.00020029430743306875,
-0.03612108156085014,
0.012019909918308258,
0.0006501184543594718,
0.023449258878827095,
-0.03406548127532005,
0.00579894008114934,
0.024176860228180885,
-0.009990014135837555,
-0.04750548303127289,
-0.04943530261516571,
0.02694607339799404,
0.033518992364406586,
-0.02054554596543312,
-0.007323542144149542,
0.04347766190767288,
0.01648958958685398,
0.021518215537071228,
-0.0025517605245113373,
0.02168775349855423,
-0.04674872010946274,
0.03201748803257942,
0.027498507872223854,
0.019243543967604637,
0.03230781480669975,
-0.034430041909217834,
-0.01030724961310625,
-0.027004467323422432,
-0.024705564603209496,
-0.06621810793876648,
0.03171829879283905,
0.024779176339507103,
-0.060713957995176315,
-0.025638332590460777,
0.03683789074420929,
0.029131459072232246,
-0.035552117973566055,
-0.05528002604842186,
0.007767312694340944,
0.04369818791747093,
-0.02327750064432621,
-0.0012893647653982043,
-0.028205523267388344,
0.004393746145069599,
0.01701001264154911,
0.044191841036081314,
0.025864003226161003,
-0.05781959742307663,
-0.024579429998993874,
-0.0033364740666002035,
0.04121054336428642,
0.016902990639209747,
-0.0033023471478372812,
-0.04292166605591774,
-0.007961779832839966,
-0.025618957355618477,
-0.034373845905065536,
0.009860742837190628,
0.03482722491025925,
0.019702346995472908,
0.04523854702711105,
-0.06269963085651398,
0.005208429414778948,
-0.04694833979010582,
-0.006015968509018421,
-0.013675798662006855,
-0.0065514929592609406,
-0.025103891268372536,
-0.012595990672707558,
0.053238775581121445,
0.026518061757087708,
0.032037463039159775,
-0.014187666587531567,
0.013464641757309437,
0.06572500616312027,
0.03789164125919342,
-0.021689504384994507,
-0.010982670821249485,
0.020022911950945854,
0.00046576838940382004,
0.00041707680793479085,
-0.029006266966462135,
0.016093648970127106,
-0.0005679427995346487,
0.017827467992901802,
0.023999111726880074,
0.04830273985862732,
0.005890225991606712,
-0.017748940736055374,
-0.01558928657323122,
-0.05503704771399498,
0.022936426103115082,
-0.014565318822860718,
0.008977625519037247,
-0.017980843782424927,
0.004084071610122919,
-0.03235854580998421,
-0.024823924526572227,
0.005403840448707342,
-0.05164455622434616,
-0.0158003531396389,
-0.03947736695408821,
0.014374595135450363,
-0.022804223001003265,
-0.0058789304457604885,
-0.0279846154153347,
-0.029614150524139404,
-0.013132571242749691,
-0.0379982627928257,
0.014259302988648415,
0.002017037710174918,
0.007000785320997238,
-0.03912520781159401,
-0.0012982150074094534,
0.029112569987773895,
0.027504008263349533,
0.010641766712069511,
-0.0035164046566933393,
0.036630913615226746,
0.04148472100496292,
0.013734403997659683,
0.01151284296065569,
-0.012142425402998924,
-0.008712745271623135,
-0.03786623850464821,
-0.029967285692691803,
0.0019560230430215597,
-0.02042277902364731,
0.03399503231048584,
0.009711867198348045,
0.007354080211371183,
-0.031025100499391556,
0.02442360855638981,
-0.02688627876341343,
-0.015903351828455925,
-0.012709524482488632,
0.0015334293711930513,
0.0015369531465694308,
-0.016643641516566277,
0.016148032620549202,
-0.02183287963271141,
0.00306115229614079,
0.02021331526339054,
0.02005234733223915,
0.002319413935765624,
-0.033378735184669495,
0.008108874782919884,
-0.03724677488207817,
0.018016984686255455,
-0.00603336188942194,
-0.0063872202299535275,
0.02447965368628502,
0.05991143733263016,
-0.03599599376320839,
0.03536618500947952,
-0.004553799517452717,
0.006791076622903347,
-0.08644527941942215,
-0.004404633771628141,
0.025742877274751663,
-0.013925319537520409,
0.014113345183432102,
-0.05264545977115631,
-0.006269414909183979,
0.01605723425745964,
-0.023899948224425316,
0.0434977225959301,
-0.0017529340693727136,
-0.018234096467494965,
-0.018916012719273567,
0.023653555661439896,
-0.038164734840393066,
0.011450715363025665,
0.013545721769332886,
0.003806810360401869,
0.059875838458538055,
0.03160926327109337,
-0.023707063868641853,
-0.031056463718414307,
-0.04605354741215706,
0.015020076185464859,
0.01436189841479063,
-0.07145632058382034,
0.031015748158097267,
-0.019035179167985916,
-0.01418476365506649,
0.018923435360193253,
-0.0014710943214595318,
0.028639432042837143,
-0.01500417198985815,
-0.0014084429712966084,
0.01361811626702547,
0.046822238713502884,
0.024534715339541435,
-0.024992138147354126,
-0.01937553845345974,
-0.02309512160718441,
0.032962750643491745,
-0.019517848268151283,
-0.04087556153535843,
0.03633136302232742,
0.0724322572350502,
0.011185204610228539,
-0.05143135040998459,
0.0025288378819823265,
0.005530878901481628,
-0.028307698667049408,
-0.0018929059151560068,
0.013361655175685883,
0.014450599439442158,
-0.0032016318291425705,
0.04460008814930916,
-0.060196734964847565,
-0.005579485557973385,
-0.008024371229112148,
0.0055303508415818214,
0.0029233377426862717,
0.03742942214012146,
-0.024495897814631462,
-0.05086301267147064,
-0.00011310439003864303,
-0.032415349036455154,
-0.01474752277135849,
-0.05049678310751915,
0.01443452388048172,
-0.03747563809156418,
0.01716919057071209,
-0.02840770035982132,
-0.004721896722912788,
-0.03119944967329502,
0.017464328557252884,
-0.015246134251356125,
-0.012482847087085247,
-0.006017736159265041,
-0.0034805312752723694,
0.013187341392040253,
-0.05018998309969902,
0.036904122680425644,
0.016552221029996872,
-0.03450224548578262,
-0.02246159315109253,
-0.023214438930153847,
-0.022160449996590614,
0.014143818989396095,
0.048325154930353165,
0.02020907960832119,
0.007941996678709984,
-0.014309692196547985,
0.04259252920746803,
0.05117613077163696,
-0.07015448808670044,
0.034314628690481186,
-0.0072214966639876366,
-0.016216717660427094,
0.01006276160478592,
0.027871372178196907,
-0.009303328581154346,
0.020551146939396858,
0.03824125602841377,
-0.010999985039234161,
0.0013124427059665322,
0.026782937347888947,
-0.026361441239714622,
0.014512325637042522,
-0.07904636859893799,
-0.03335125744342804,
0.0123064573854208,
0.021195610985159874,
0.0029620670247823,
0.01363214012235403,
-0.008101397193968296,
-0.09183777868747711,
0.0156856756657362,
-0.044046103954315186,
-0.04807742312550545,
0.010289019905030727,
-0.011672778986394405,
-0.010583700612187386,
-0.04979445040225983,
0.009495657868683338,
-0.026746084913611412,
-0.014366691000759602,
-0.012994425371289253,
0.02921733818948269,
0.034857381135225296,
0.024682315066456795,
0.0002777049958240241,
0.014302045106887817,
-0.024784589186310768,
-0.014386335387825966,
0.021644294261932373,
-0.026770826429128647,
0.041969817131757736,
0.012419704347848892,
0.017092738300561905,
0.0024327293504029512,
-0.037059977650642395,
0.006066778674721718,
-0.0021632215939462185,
0.010956629179418087,
-0.005989227909594774,
-0.018261022865772247,
0.04387883096933365,
-0.01516787800937891,
0.011159476824104786,
-0.004466875456273556,
-0.024259157478809357,
0.020723482593894005,
-0.031617529690265656,
0.009494876489043236,
-0.036020427942276,
-0.032955996692180634,
-0.04090135544538498,
0.014013220556080341,
-0.01991831324994564,
0.03165571019053459,
-0.012516755610704422,
0.07096473127603531,
0.022471079602837563,
-0.028535787016153336,
0.02500213123857975,
0.025717047974467278,
0.05062606558203697,
0.019433407112956047,
0.010833820328116417,
0.04589509591460228,
-0.0039881146512925625,
0.014207884669303894,
-0.04931379482150078,
0.013204080052673817,
-0.002706751460209489,
0.017282139509916306,
-0.02053471840918064,
0.005036306567490101,
0.0032428705599159002,
0.04974918067455292,
-0.05123620107769966,
-0.06078261137008667,
-0.016004366800189018,
0.000294008816126734,
0.05149948596954346,
0.007161117624491453
] |
<blockquote>
<p><strong>Possible Duplicate:</strong><br>
<a href="http://stats.stackexchange.com/questions/26970/validation-techniques-for-hierarchical-model">Validation techniques for hierarchical model</a> </p>
</blockquote>
<p>I already posted <a href="http://math.stackexchange.com/questions/135641/validation-techniques-for-hierarchical-model">this to Math.SE</a>, but I realized this would probably be a better place to post to. </p>
<p>I have a hierarchical model that I need to validate. My model is as follows: we have a collection of $λ_i$ that we draw from ${\rm Gamma}(α,β)$. Then, we draw our data point yi from ${\rm Poisson}(λ_i)$. I get a joint distribution of $α,β,λ_i$ via a Gibbs sampler combined with a Metropolis step. This part is fine, no problems with implementation. My question is how do I validate such a model? I have my set of data, each one corresponding to one particular $λ_i$. I'm not sure what statistical tests/ other steps I should take to check are.
Thanks!</p> | 49,336 | [
-0.03709207475185394,
-0.0099651413038373,
0.025001157075166702,
-0.037011921405792236,
0.03901054710149765,
-0.031184040009975433,
-0.008150364272296429,
-0.037887558341026306,
0.0592859722673893,
-0.036306675523519516,
0.08623556792736053,
0.02676638588309288,
0.08297859132289886,
0.030889885500073433,
0.02492593228816986,
-0.007731735240668058,
-0.010547776706516743,
-0.014582470059394836,
-0.0054404172115027905,
-0.012892581522464752,
0.003044865094125271,
-0.0037167579866945744,
0.0072608343325555325,
-0.025582248345017433,
-0.013466271571815014,
0.0060756090097129345,
0.03126966208219528,
0.002853082725778222,
-0.009581550024449825,
0.04987046867609024,
-0.05654650554060936,
-0.02600172907114029,
0.003981995861977339,
0.04374295473098755,
-0.00235455809161067,
0.021060174331068993,
-0.011393717490136623,
-0.02742493525147438,
-0.017495620995759964,
0.016744576394557953,
-0.04264363273978233,
-0.00549970893189311,
0.010436346754431725,
0.04800871014595032,
-0.015582265332341194,
0.018269749358296394,
-0.03527660295367241,
0.011757719330489635,
0.05549003183841705,
-0.028356797993183136,
0.03941631317138672,
0.007368003483861685,
0.024247433990240097,
0.07812237739562988,
0.0022503421641886234,
-0.054734084755182266,
0.04139512777328491,
0.07654433697462082,
0.004571287427097559,
-0.04635145887732506,
-0.03867725655436516,
-0.04770801216363907,
-0.015081425197422504,
-0.05870728939771652,
-0.046014636754989624,
0.02397826686501503,
0.001555358525365591,
-0.005314752925187349,
0.027312295511364937,
-0.0230006892234087,
0.03188618645071983,
0.01242739800363779,
0.02160124108195305,
-0.03435942530632019,
0.005878629628568888,
0.012798353098332882,
0.009323138743638992,
0.0534377284348011,
0.04440585523843765,
0.030332792550325394,
0.0013080358039587736,
0.004177436698228121,
0.00400654599070549,
0.020874442532658577,
-0.009463377296924591,
-0.04239660128951073,
0.07131744921207428,
0.0050811925902962685,
-0.023109422996640205,
-0.03328511118888855,
-0.03276330605149269,
-0.018102489411830902,
0.04699457436800003,
0.0060091507621109486,
-0.03265177458524704,
0.02878454700112343,
-0.019902219995856285,
0.023910749703645706,
-0.0035811651032418013,
0.024458499625325203,
0.013408844359219074,
-0.03974352777004242,
0.028195997700095177,
0.057594332844018936,
-0.008214726112782955,
0.011692533269524574,
-0.005781247746199369,
-0.007833169773221016,
-0.029776733368635178,
-0.023423735052347183,
-0.05022267624735832,
0.043353915214538574,
0.0051012602634727955,
0.00620929105207324,
0.02782285213470459,
-0.02170311100780964,
-0.008640679530799389,
-0.04715221747756004,
0.05742337182164192,
0.03247860446572304,
0.006543348077684641,
-0.022047366946935654,
0.026122581213712692,
-0.03120996244251728,
-0.05325773358345032,
-0.003572494722902775,
0.02124633640050888,
-0.009309773333370686,
-0.04658173769712448,
0.03303518518805504,
-0.00015943852486088872,
-0.019859660416841507,
0.0366271436214447,
0.012180529534816742,
0.05194023251533508,
0.00029261986492201686,
-0.09806197881698608,
-0.0762905403971672,
0.019333096221089363,
0.01500684767961502,
0.003946458455175161,
-0.031184732913970947,
-0.001200330094434321,
0.027423985302448273,
0.030314333736896515,
0.0020792607683688402,
0.008820967748761177,
0.009637605398893356,
0.05341139808297157,
0.00313542946241796,
-0.04204903542995453,
-0.03666472062468529,
-0.014575347304344177,
0.0060089887119829655,
-0.023590117692947388,
-0.09133096784353256,
0.047190744429826736,
-0.007743213325738907,
-0.011534013785421848,
0.0010806563077494502,
0.02843754179775715,
0.009179850108921528,
0.02108205109834671,
-0.025551868602633476,
0.021150201559066772,
-0.04110211879014969,
0.045403335243463516,
-0.012111435644328594,
0.02714088372886181,
-0.0012580632464960217,
-0.051092855632305145,
0.011193974874913692,
-0.02054271288216114,
0.003447894938290119,
0.03932751715183258,
-0.0010983293177559972,
-0.012372097931802273,
0.0045128329657018185,
0.02188965305685997,
0.00021762200049124658,
-0.04129240661859512,
-0.020414266735315323,
-0.024783441796898842,
-0.013041462749242783,
0.0006320954998955131,
0.003336841706186533,
0.01066463440656662,
-0.0016921170754358172,
0.016271278262138367,
-0.06758885830640793,
-0.06888077408075333,
-0.05573144927620888,
0.014258443377912045,
-0.04121093824505806,
-0.02592688798904419,
0.0588071271777153,
-0.009374663233757019,
-0.016137653961777687,
-0.03892916813492775,
-0.016272570937871933,
-0.035539817065000534,
-0.02541092224419117,
0.013012196868658066,
-0.011788120493292809,
0.005915423389524221,
0.023716626688838005,
0.06808733195066452,
-0.006391479633748531,
0.0653994232416153,
-0.013183278031647205,
-0.026797425001859665,
-0.01722361333668232,
-0.037551168352365494,
-0.02871110662817955,
0.009079962968826294,
0.004220751579850912,
0.034755922853946686,
0.017609480768442154,
-0.0008371097501367331,
0.02735992893576622,
-0.036457452923059464,
0.06085388734936714,
0.04293252155184746,
0.019292032346129417,
0.027291109785437584,
0.01953280344605446,
-0.012197407893836498,
0.009213513694703579,
0.002605677582323551,
-0.028734106570482254,
-0.06758636981248856,
-0.015415131114423275,
0.05002140626311302,
-0.002130788518115878,
-0.041655801236629486,
0.024954799562692642,
0.04212985187768936,
-0.00276894005946815,
0.008298554457724094,
0.0002954467199742794,
-0.027833271771669388,
-0.03789602965116501,
0.02311798557639122,
-0.0016435072757303715,
0.018890444189310074,
0.02985800988972187,
-0.007374996785074472,
-0.013489156030118465,
0.055046092718839645,
-0.03186773881316185,
0.009234316647052765,
0.032967522740364075,
-0.017772965133190155,
-0.011026459746062756,
-0.005298430100083351,
-0.01986735872924328,
0.042543161660432816,
0.02419891208410263,
0.006041729357093573,
0.05479351803660393,
-0.02390931360423565,
0.0028998597990721464,
-0.020304711535573006,
0.003115242114290595,
0.04276300594210625,
0.05911557748913765,
-0.048046816140413284,
0.0013574943877756596,
0.01848970353603363,
-0.037393562495708466,
0.008485807105898857,
-0.044549137353897095,
-0.033009227365255356,
-0.035325005650520325,
-0.0029602432623505592,
0.011631551198661327,
0.0015639346092939377,
-0.0017524623544886708,
-0.03833650052547455,
-0.02700546756386757,
-0.009578255005180836,
-0.019825035706162453,
0.04586881399154663,
-0.00794654805213213,
-0.030564390122890472,
-0.01821822114288807,
-0.01658775843679905,
0.0018774146446958184,
0.02822551690042019,
-0.004118668381124735,
-0.005108787678182125,
-0.009055898524820805,
0.031292933970689774,
-0.03448227792978287,
-0.04740413650870323,
-0.007986635901033878,
0.013671759516000748,
-0.039105627685785294,
-0.03838095813989639,
0.01902944967150688,
0.034628868103027344,
-0.03860127553343773,
0.01951630786061287,
0.011308206245303154,
-0.03136887028813362,
-0.0362580381333828,
-0.004231870640069246,
0.027635402977466583,
0.003346923738718033,
0.03670750930905342,
0.03268292173743248,
-0.019164174795150757,
0.0053415363654494286,
-0.05257111415266991,
-0.0741124302148819,
0.007640316616743803,
-0.015735013410449028,
0.04300984740257263,
0.003273564390838146,
-0.028498388826847076,
0.05453821271657944,
0.061518050730228424,
-0.021291742101311684,
-0.03676379844546318,
0.024365058168768883,
-0.04067257046699524,
-0.010837271809577942,
0.026726016774773598,
0.002002313733100891,
-0.009627270512282848,
0.027768641710281372,
0.024585820734500885,
0.02192857302725315,
0.015348469838500023,
-0.011383975856006145,
-0.003655386157333851,
0.023061981424689293,
0.011285258457064629,
-0.02191142737865448,
0.026463709771633148,
-0.011182139627635479,
-0.026041025295853615,
0.004443400073796511,
-0.04236043244600296,
0.022043941542506218,
0.004278519656509161,
-0.04619915783405304,
-0.009812915697693825,
-0.010562526062130928,
-0.0163431316614151,
-0.0513438917696476,
0.03224657475948334,
0.033328257501125336,
-0.06313466280698776,
0.02625287137925625,
0.030212735757231712,
0.01507062092423439,
-0.0019045487279072404,
0.018941350281238556,
0.06559960544109344,
0.04857851192355156,
-0.03510339558124542,
-0.016796719282865524,
-0.02109989896416664,
-0.006117825862020254,
0.024623295292258263,
0.0010086802067235112,
-0.03088003396987915,
0.05663387104868889,
0.043846286833286285,
0.017121201381087303,
-0.008412323892116547,
-0.053378403186798096,
-0.022382637485861778,
-0.05849149450659752,
0.03874784708023071,
-0.05421796813607216,
0.07459618151187897,
-0.0005068606697022915,
0.044526487588882446,
0.01142016239464283,
-0.012767466716468334,
0.017485298216342926,
0.018412385135889053,
-0.06019889935851097,
0.020816965028643608,
-0.0016550746513530612,
0.01806032471358776,
-0.0029867799021303654,
-0.051059551537036896,
0.03963370621204376,
-0.02777824178338051,
-0.005714257713407278,
-0.007982934825122356,
0.051781486719846725,
-0.012827026657760143,
0.007849350571632385,
-0.059829194098711014,
-0.03409148380160332,
-0.0035523257683962584,
0.01975085772573948,
0.009754396043717861,
-0.00854829978197813,
-0.02354338765144348,
0.05396812781691551,
-0.0009516443242318928,
0.006279115565121174,
-0.05112968012690544,
0.029861997812986374,
0.011350520886480808,
0.04332622140645981,
0.028959374874830246,
0.018351607024669647,
-0.00865239929407835,
0.0026183039881289005,
0.01866880990564823,
0.03873409330844879,
0.07090741395950317,
-0.0013345503248274326,
0.007372105959802866,
-0.039890024811029434,
-0.0243704691529274,
0.009452258236706257,
0.019745979458093643,
-0.0043696146458387375,
-0.0081841591745615,
0.0474407933652401,
0.05124955251812935,
-0.05770111083984375,
0.05092160403728485,
0.07039724290370941,
0.004886788781732321,
-0.007541396655142307,
-0.019825529307127,
-0.036248449236154556,
-0.006158335600048304,
0.004500996321439743,
0.020010648295283318,
-0.006806492805480957,
-0.028801530599594116,
0.015024479478597641,
0.0005092441570013762,
-0.02269170619547367,
-0.05052817612886429,
0.028978314250707626,
0.036799024790525436,
0.040060292929410934,
0.0035277316346764565,
-0.03355182707309723,
-0.018184145912528038,
0.008258341811597347,
0.0549120157957077,
0.01466373074799776,
-0.020647011697292328,
-0.0740133598446846,
-0.0340452678501606,
0.05612333491444588,
0.011371715925633907,
-0.031967997550964355,
0.03026583045721054,
-0.04174739494919777,
-0.02871638350188732,
0.05807263031601906,
-0.005209641996771097,
0.05352545529603958,
0.009632471017539501,
0.0023589429911226034,
0.011113129556179047,
-0.037221603095531464,
-0.025621837005019188,
0.005908152554184198,
0.010097780264914036,
0.0011858469806611538,
-0.009865134954452515,
0.0005753793520852923,
-0.03584486246109009,
-0.0161819476634264,
-0.023511124774813652,
0.07761719822883606,
-0.009599238634109497,
0.0009605434024706483,
-0.009559700265526772,
-0.024844355881214142,
-0.011413447558879852,
-0.0928039401769638,
0.018309080973267555,
0.021929264068603516,
-0.019950663670897484,
0.021910522133111954,
-0.022134006023406982,
-0.05535225570201874,
0.027824074029922485,
0.04343785345554352,
-0.023173682391643524,
0.0209491029381752,
-0.015294302254915237,
0.06970910727977753,
0.014848263002932072,
0.019581934437155724,
0.04639197513461113,
0.0522216372191906,
-0.025373460724949837,
-0.008874939754605293,
-0.025630753487348557,
-0.0030096215195953846,
0.0006584466900676489,
-0.0024782386608421803,
-0.055744320154190063,
0.03019130416214466,
-0.047101251780986786,
0.03539790213108063,
-0.01806463673710823,
0.014277017675340176,
-0.019951490685343742,
-0.049956511706113815,
0.014589282684028149,
0.04019514098763466,
-0.008464337326586246,
0.003446730086579919,
-0.03349528834223747,
0.008397743105888367,
-0.004834942519664764,
-0.024558115750551224,
0.036263659596443176,
-0.006887070368975401,
0.0025225335266441107,
-0.025933364406228065,
-0.038736432790756226,
0.007849334739148617,
-0.011579741723835468,
0.00592431053519249,
0.02092178352177143,
-0.0224897563457489,
0.05571778118610382,
-0.009463530965149403,
0.03789179027080536,
-0.0022071434650570154,
-0.03173346072435379,
-0.0055996691808104515,
0.023392634466290474,
-0.015034317970275879,
0.03352127596735954,
0.00912274606525898,
0.02148662880063057,
-0.04718354716897011,
0.005058743990957737,
-0.0531710609793663,
-0.028895797207951546,
0.022115902975201607,
-0.0006805915618315339,
-0.02590465173125267,
-0.04499609395861626,
0.002617736579850316,
-0.010935576632618904,
-0.01832984760403633,
-0.00807785801589489,
0.037570659071207047,
-0.013605373911559582,
-0.0034436422865837812,
0.015761418268084526,
0.010663758963346481,
0.05823520943522453,
0.025823060423135757,
0.021448444575071335,
-0.016284704208374023,
-0.00924103707075119,
0.027642156928777695,
0.04759287089109421,
0.009076309390366077,
-0.034746553748846054,
-0.02947584167122841,
-0.01431015320122242,
0.033246658742427826,
0.009366510435938835,
-0.023611437529325485,
-0.042190492153167725,
-0.018702197819948196,
-0.008747564628720284,
0.021633705124258995,
-0.027889875695109367,
0.024631991982460022,
-0.007840466685593128,
0.004149078857153654,
-0.038504693657159805,
0.016001805663108826,
0.01626746915280819,
-0.031435783952474594,
0.0621853731572628,
-0.029696328565478325,
0.0031948827672749758,
0.03732505813241005,
0.07948397845029831,
-0.022815298289060593,
0.011685613542795181,
0.01956588588654995,
-0.011023957282304764,
0.04408150166273117,
-0.004798440262675285,
-0.004724801052361727,
0.040905654430389404,
0.003443245543166995,
-0.02712489292025566,
-0.0437048003077507,
-0.02653803490102291,
-0.007262662053108215,
0.045045144855976105,
-0.006298532709479332,
0.0351467989385128,
0.018951818346977234,
-0.016348673030734062,
0.008722768165171146,
-0.02282770909368992,
-0.008386757224798203,
-0.02316340245306492,
0.02599314972758293,
0.05391433835029602,
-0.013697322458028793,
0.01147183682769537,
0.05367529019713402,
-0.004210254177451134,
-0.00027691692230291665,
0.03479021415114403,
-0.0021677983459085226,
0.0175478495657444,
0.007067267782986164,
-0.05726915970444679,
-0.022835439071059227,
0.05743488296866417,
-0.07943904399871826,
0.016865741461515427,
-0.00897267460823059,
-0.04922036454081535,
0.02901851013302803,
0.04977244511246681,
0.015713931992650032,
-0.007918787188827991,
0.005989901255816221,
-0.05509038642048836,
0.05855102464556694,
0.03627461940050125,
0.022146161645650864,
0.01577627845108509,
0.031332481652498245,
0.040357556194067,
-0.015277067199349403,
0.01947573944926262,
-0.05528722703456879,
-0.0550803504884243,
-0.00571523467078805,
-0.017729975283145905,
-0.0351107120513916,
0.04471608251333237,
0.03248688578605652,
-0.011522924527525902,
-0.013004526495933533,
-0.011182022280991077,
0.0024557991418987513,
0.009831315837800503,
0.01462258119136095,
-0.03946051374077797,
0.05064055696129799,
-0.023077018558979034,
0.031309474259614944,
0.015081202611327171,
0.01642969809472561,
0.10936255007982254,
0.06747563183307648,
0.030447250232100487,
-0.07551473379135132,
0.05364685878157616,
0.0066010900773108006,
-0.013757963664829731,
-0.030617358162999153,
0.0049597835168242455,
0.01841113343834877,
-0.04982537403702736,
0.000016169060472748242,
0.07398171722888947,
-0.012130815535783768,
0.018441801890730858,
0.09030275791883469,
-0.05223822966217995,
-0.03225113824009895,
-0.0032588299363851547,
-0.0033600861206650734,
-0.029883693903684616,
-0.0009106129291467369,
-0.009904416278004646,
0.005216056946665049,
-0.009101908653974533,
-0.021775424480438232,
-0.01477639190852642,
-0.01857115514576435,
0.0006414889357984066,
0.02604287676513195,
0.025369614362716675,
-0.030212873592972755,
0.009968314319849014,
-0.00009240041981684044,
0.022480670362710953,
-0.03885604813694954,
-0.010051456280052662,
-0.045611243695020676,
0.04628130421042442,
0.059811536222696304,
0.0017409082502126694,
0.007542022969573736,
-0.0030816872604191303,
0.0032854119781404734,
-0.026104534044861794,
-0.040099646896123886,
-0.07804764807224274,
0.030820243060588837,
-0.011625549755990505,
-0.023850092664361,
-0.009929409250617027,
0.007767071947455406,
0.03155415877699852,
-0.012906640768051147,
0.011765334755182266,
0.011616766452789307,
0.06032118946313858,
-0.0162858497351408,
-0.04744035005569458,
-0.03120269812643528,
0.040001459419727325,
-0.01712469942867756,
0.02354270964860916,
-0.015071839094161987,
-0.053125083446502686,
-0.05932723730802536,
-0.052336715161800385,
0.014103036373853683,
0.018053729087114334,
-0.000059986105043208227,
-0.006967632565647364,
-0.025725070387125015,
-0.01637178100645542,
0.005800455808639526,
0.01774371601641178,
0.003335369285196066,
0.03626575320959091,
0.01903667487204075,
-0.014264794066548347,
0.008199012838304043,
-0.05800054222345352,
-0.0038101589307188988,
-0.027232447639107704,
-0.003078350331634283,
-0.019332099705934525,
-0.024708503857254982,
0.0341142937541008,
0.04120620712637901,
0.02908245474100113,
-0.006018688902258873,
-0.019408581778407097,
0.04657683148980141,
0.015951380133628845,
-0.05644644424319267,
-0.04340285062789917,
-0.029374200850725174,
-0.060810744762420654,
-0.01073390431702137,
-0.021720144897699356,
0.040126629173755646,
0.008495280519127846,
-0.0023938892409205437,
0.028915107250213623,
0.02865166962146759,
-0.0007861796184442937,
0.009312170557677746,
-0.00037359027191996574,
-0.039245907217264175,
0.008084762841463089,
0.010353981517255306,
-0.0027448066975921392,
-0.0062196278013288975,
-0.01592763513326645,
0.0027153189294040203,
-0.011924943886697292,
0.04441177472472191,
-0.03033601865172386,
-0.03751443699002266,
0.00902671180665493,
-0.012090293690562248,
-0.0075491261668503284,
-0.040407609194517136,
0.011775519698858261,
0.020484494045376778,
-0.0240250825881958,
0.011137177236378193,
-0.010286703705787659,
0.029445165768265724,
0.0058116670697927475,
0.013347653672099113,
0.009393598884344101,
0.04055824875831604,
0.045737266540527344,
0.031162258237600327,
0.011647503823041916,
0.011986104771494865,
0.03691430017352104,
0.03518548235297203,
-0.029077857732772827,
-0.011329913511872292,
0.04511234164237976,
-0.010006367228925228,
-0.046258628368377686,
0.02584211342036724,
-0.016723163425922394,
0.022407984361052513,
0.020424313843250275,
0.009434378705918789,
-0.007469105534255505,
0.03115401230752468,
-0.027703547850251198,
-0.009142161346971989,
0.00560761708766222,
0.0028666972648352385,
0.0013747981283813715,
0.02050124481320381,
0.007211660500615835,
0.04855549708008766,
0.018808353692293167,
0.020182156935334206,
0.03318902105093002,
-0.011924556456506252,
-0.027302663773298264,
-0.014936037361621857,
-0.02931210957467556,
0.030925294384360313,
0.02613864839076996,
-0.008521306328475475,
0.038227591663599014,
0.07650016993284225,
-0.03609110042452812,
0.031579580157995224,
-0.01354995183646679,
-0.01150115393102169,
-0.09605632722377777,
-0.04452921822667122,
0.01000363938510418,
0.0364329032599926,
-0.004446895327419043,
-0.0328952930867672,
0.0031525418162345886,
0.03817587345838547,
-0.0198026355355978,
0.031033087521791458,
0.020163916051387787,
0.026740625500679016,
-0.021970553323626518,
-0.02473321557044983,
-0.02389908768236637,
0.015001648105680943,
-0.005938653368502855,
0.04602959752082825,
0.01160038635134697,
0.04556387662887573,
0.017217451706528664,
-0.03903798386454582,
-0.029430193826556206,
0.02669132873415947,
0.011179208755493164,
-0.05948912352323532,
0.01635071635246277,
-0.007601537741720676,
-0.03282769024372101,
0.008805433288216591,
0.03625190258026123,
0.0047484152019023895,
0.002531404374167323,
0.009947101585566998,
0.003079594811424613,
0.04430804401636124,
0.045537710189819336,
0.03927238658070564,
0.02121901884675026,
0.000174127213540487,
0.014393972232937813,
0.032108746469020844,
-0.02678005024790764,
-0.011416214518249035,
0.049791473895311356,
0.00473283976316452,
-0.010732446797192097,
0.0841488167643547,
0.006137283053249121,
-0.012235000729560852,
0.0032163311261683702,
-0.0011245320783928037,
-0.0019714338704943657,
-0.021649904549121857,
0.01874147541821003,
-0.02577236294746399,
0.02731599472463131,
0.06286303699016571,
0.05540729686617851,
-0.02070307917892933,
-0.020646536722779274,
-0.02905171923339367,
-0.04146358370780945,
-0.001291878055781126,
-0.022244583815336227,
-0.04790392145514488,
-0.06158693879842758,
-0.00872629601508379,
-0.02384699136018753,
-0.00013774157559964806,
-0.01675417274236679,
0.0017550975317135453,
-0.04780922457575798,
0.04733625799417496,
-0.0271979458630085,
0.01615111343562603,
0.0006989811663515866,
-0.036410827189683914,
-0.014444618485867977,
-0.06725519150495529,
0.06028616055846214,
0.013400635682046413,
-0.03591110557317734,
-0.039148688316345215,
0.01714818924665451,
-0.017405489459633827,
-0.024955449625849724,
0.056473035365343094,
0.004492962267249823,
0.007386481389403343,
0.030802687630057335,
0.01877593994140625,
0.006019112188369036,
-0.044554904103279114,
0.020568767562508583,
-0.034799881279468536,
-0.0036787085700780153,
-0.024446427822113037,
-0.018725698813796043,
0.02444251999258995,
0.00888100080192089,
0.02884708158671856,
-0.007195320911705494,
0.005891961976885796,
0.016030101105570793,
-0.020792163908481598,
-0.019185949116945267,
-0.022853100672364235,
-0.0002956463140435517,
0.028736712411046028,
-0.019041821360588074,
-0.013047167100012302,
0.03070772998034954,
-0.014365054666996002,
-0.055880479514598846,
-0.012674065306782722,
-0.0356157086789608,
-0.04086603596806526,
-0.004416599404066801,
0.0428030788898468,
-0.012672881595790386,
-0.044190868735313416,
0.0112643176689744,
0.019727330654859543,
-0.017140056937932968,
0.0049640522338449955,
0.04407872259616852,
0.045429397374391556,
0.0479692704975605,
-0.0034145202953368425,
-0.021157007664442062,
0.05231256037950516,
-0.03365393728017807,
0.018548903986811638,
0.021410688757896423,
0.054987795650959015,
-0.015111930668354034,
0.036544933915138245,
0.03046967089176178,
0.028899917379021645,
0.024694956839084625,
0.00008901952969608828,
0.05714097619056702,
-0.022218549624085426,
-0.01383532676845789,
0.03079741820693016,
-0.018577057868242264,
0.011046011932194233,
0.00853536743670702,
0.013831451535224915,
0.07865848392248154,
-0.014532497152686119,
-0.017599884420633316,
-0.002626970410346985,
-0.012580284848809242,
-0.0320771187543869,
0.03824656084179878,
0.011106391437351704,
0.04857087507843971,
-0.020741146057844162,
0.011808812618255615,
-0.027640366926789284,
-0.0017076688818633556,
0.010234912857413292,
-0.01509618479758501,
0.025984695181250572,
0.025326648727059364,
0.026472901925444603,
-0.012884796597063541,
-0.027002323418855667,
-0.033106304705142975,
-0.024404015392065048,
0.022486336529254913,
0.03530385345220566,
-0.00441709766164422,
0.012941152788698673,
-0.01053222268819809,
-0.02444702945649624,
0.03656771406531334,
-0.05684889853000641,
-0.021170035004615784,
-0.05432264134287834,
0.0010192255722358823,
-0.031486738473176956,
-0.01910722255706787
] |
<p>I've been searching for a way to combine two hazard ratios from the same study for a meta-analysis, but found nothing. Does anyone know how to do this?</p>
<p>Any thoughts would be great.</p>
<p>Good Day,</p>
<p>Simon</p> | 73,397 | [
-0.029346898198127747,
0.006832472048699856,
0.017352137714624405,
0.02740265242755413,
0.008067980408668518,
0.0011779294582083821,
-0.008158640004694462,
-0.025388704612851143,
0.06427168101072311,
-0.02789662592113018,
0.033415697515010834,
0.04933735728263855,
0.02678324468433857,
-0.004114051349461079,
0.002417703391984105,
0.020724210888147354,
0.024402964860200882,
0.021151289343833923,
0.03086136281490326,
-0.029995393007993698,
0.007477508392184973,
-0.005048029124736786,
-0.008811946026980877,
0.01322989258915186,
0.003301406279206276,
0.04264817014336586,
0.055770061910152435,
-0.03716569393873215,
-0.01858164556324482,
0.06211988255381584,
-0.03847464546561241,
-0.04851822927594185,
0.02395840734243393,
0.05647915601730347,
0.004731054417788982,
-0.0025888984091579914,
-0.0009360615513287485,
-0.0033620367757976055,
-0.011679564602673054,
0.03332873061299324,
0.005171551834791899,
-0.0070106834173202515,
-0.018275078386068344,
0.05274033918976784,
-0.026353521272540092,
0.006877131760120392,
-0.04530614987015724,
-0.044020794332027435,
0.012295451015233994,
-0.042556438595056534,
0.06058536842465401,
-0.032776013016700745,
0.05453190580010414,
0.03424675390124321,
-0.017160190269351006,
0.032559897750616074,
0.06024739146232605,
0.08396010845899582,
0.04813474416732788,
-0.06698063760995865,
-0.0327012799680233,
-0.042033012956380844,
-0.008813745342195034,
-0.01152164675295353,
-0.033605653792619705,
-0.008041179738938808,
0.004754117224365473,
-0.04876268655061722,
0.015509291552007198,
-0.018448641523718834,
0.017256073653697968,
-0.00848497822880745,
0.03343513235449791,
-0.0347239151597023,
0.0039886548183858395,
-0.017919059842824936,
-0.0004709219210781157,
0.01820342428982258,
0.04156037047505379,
0.006079426966607571,
0.00023383396910503507,
0.002628779038786888,
0.0754050612449646,
0.019864046946167946,
-0.0031638883519917727,
0.019340727478265762,
0.08073063939809799,
-0.01253356970846653,
0.024240192025899887,
0.021143851801753044,
0.0027856857050210238,
-0.004020696971565485,
0.0602860152721405,
0.0008299936889670789,
-0.02579837664961815,
0.0027814374770969152,
0.003959673922508955,
0.045160628855228424,
-0.022223548963665962,
0.01773986779153347,
-0.006876650732010603,
-0.028174597769975662,
0.003647386794909835,
0.024761436507105827,
0.005587365943938494,
-0.02385154739022255,
-0.006690837908536196,
0.0012095727724954486,
0.024027086794376373,
-0.018035752698779106,
-0.015986260026693344,
0.023157469928264618,
-0.010197664611041546,
-0.013540585525333881,
-0.035094086080789566,
-0.01697230525314808,
-0.0196971632540226,
-0.016622543334960938,
0.06533055007457733,
0.04877231642603874,
0.05624768137931824,
-0.033943213522434235,
0.019930711016058922,
-0.027288665995001793,
-0.04757748916745186,
-0.022447912022471428,
0.02081138640642166,
-0.002634734380990267,
-0.01139544602483511,
0.06411583721637726,
0.02693251706659794,
-0.016172241419553757,
0.059153828769922256,
0.01826968416571617,
0.03096507117152214,
-0.0012336870422586799,
-0.06178542971611023,
-0.027518557384610176,
0.03484131768345833,
-0.00525136012583971,
-0.02123243734240532,
-0.05635055899620056,
-0.005131692625582218,
0.013204395771026611,
0.07412774860858917,
0.04413657262921333,
0.045933108776807785,
-0.0001893066510092467,
0.023712685331702232,
0.04074912890791893,
0.04001498222351074,
-0.0014073846396058798,
0.00003287127037765458,
0.01952693983912468,
-0.016688071191310883,
-0.11577559262514114,
0.03471047803759575,
0.0015440593706443906,
0.0026112725026905537,
0.026632236316800117,
0.045439910143613815,
-0.014989872463047504,
-0.015369032509624958,
-0.00573923671618104,
0.035979364067316055,
-0.020496608689427376,
0.06652083247900009,
0.002470875158905983,
-0.02550889551639557,
0.010621895082294941,
-0.006833199877291918,
-0.010819010436534882,
0.018336622044444084,
0.054243359714746475,
0.010194175876677036,
-0.012567746452987194,
-0.0017581400461494923,
-0.033041492104530334,
0.004996721167117357,
0.017547620460391045,
-0.021376801654696465,
-0.018998704850673676,
-0.01456750649958849,
0.003444751026108861,
0.01603785529732704,
0.018766863271594048,
-0.011850924231112003,
0.0016950992867350578,
0.030384579673409462,
-0.024943064898252487,
-0.035054050385951996,
-0.09655007719993591,
-0.05055444315075874,
0.0007153740734793246,
-0.029048213735222816,
0.011345515958964825,
0.02196037583053112,
0.059334345161914825,
-0.05409489572048187,
-0.02126263454556465,
-0.008779622614383698,
-0.029217515140771866,
0.017345674335956573,
-0.015033694915473461,
-0.01420176774263382,
0.0486455038189888,
0.04900066554546356,
-0.02718561328947544,
0.025819748640060425,
-0.04030018672347069,
-0.03167391195893288,
0.005203606560826302,
-0.034229230135679245,
0.007927491329610348,
-0.005231819581240416,
-0.046364959329366684,
-0.010078719817101955,
-0.009309873916208744,
0.0030286454129964113,
-0.007909323088824749,
-0.05428596958518028,
0.0898410975933075,
0.06557715684175491,
0.005327742081135511,
0.0059309774078428745,
0.0032141944393515587,
0.04886848106980324,
-0.009851302020251751,
-0.04172593355178833,
-0.008991824463009834,
-0.011986182071268559,
0.01352452952414751,
0.05219263210892677,
-0.00894126482307911,
-0.055522121489048004,
0.04353721812367439,
0.04200877621769905,
0.022152263671159744,
-0.007853053510189056,
0.07300177216529846,
-0.00845289882272482,
-0.041781000792980194,
-0.0031338443513959646,
0.0036540564615279436,
0.03318377956748009,
-0.003004230558872223,
0.0021857707761228085,
0.014833826571702957,
0.02292737551033497,
0.004629050847142935,
-0.04375094175338745,
0.034021563827991486,
-0.018289530649781227,
0.010607601143419743,
0.038959432393312454,
-0.013767709955573082,
0.029785415157675743,
-0.024196267127990723,
0.03990297392010689,
0.018751099705696106,
0.014788178727030754,
0.0012327239383012056,
0.029247557744383812,
-0.018038906157016754,
0.028117462992668152,
0.005975351203233004,
-0.05066319927573204,
0.053625598549842834,
0.02228964865207672,
-0.03262628614902496,
-0.03316575661301613,
-0.012167094275355339,
-0.026524556800723076,
-0.01358058862388134,
-0.005400747526437044,
-0.016609864309430122,
-0.010355627164244652,
0.0590476356446743,
-0.008102862164378166,
-0.020961685106158257,
0.009588267654180527,
-0.020264990627765656,
0.010636548511683941,
-0.008288438431918621,
-0.036647289991378784,
0.026947524398565292,
-0.027594005689024925,
-0.011946181766688824,
0.033106978982686996,
-0.0004600636020768434,
0.0005333645967766643,
0.0194063913077116,
0.020222680643200874,
-0.04292217269539833,
-0.03475991263985634,
-0.014210980385541916,
0.02398703619837761,
-0.02012535184621811,
-0.02148956060409546,
0.009872572496533394,
0.03158211708068848,
-0.0880873054265976,
0.02159886248409748,
-0.0036682328209280968,
0.010431548580527306,
-0.01153694000095129,
0.03884109854698181,
0.028303030878305435,
-0.006699337158352137,
-0.006934851873666048,
0.019001668319106102,
-0.002489961450919509,
-0.003376905806362629,
-0.056338466703891754,
-0.039292097091674805,
0.021561939269304276,
0.03488113358616829,
0.027713095769286156,
0.010024316608905792,
0.006165197119116783,
0.08485757559537888,
0.010398232378065586,
0.01631353422999382,
-0.03617630526423454,
0.008142094127833843,
-0.012209637090563774,
-0.03422858566045761,
-0.004217378329485655,
-0.003955000080168247,
0.01586425118148327,
0.033146925270557404,
-0.020499451085925102,
0.021035434678196907,
0.060286108404397964,
0.016554784029722214,
0.0042373016476631165,
0.010726289823651314,
0.03748050332069397,
-0.005059481598436832,
0.0019779044669121504,
0.0041161454282701015,
-0.0016537373885512352,
-0.012255772016942501,
0.008139951154589653,
0.042796459048986435,
-0.04449419304728508,
-0.06351295858621597,
0.005307076498866081,
0.008848806843161583,
-0.02274376153945923,
-0.043230991810560226,
0.013616546988487244,
0.019552698358893394,
0.0008259436581283808,
-0.006029169075191021,
0.026484446600079536,
0.059094350785017014,
-0.03664935380220413,
0.019753126427531242,
0.041225552558898926,
0.042553238570690155,
-0.008193478919565678,
-0.0350661501288414,
0.0036048858892172575,
0.0011089729377999902,
0.0223012026399374,
0.001806855434551835,
0.008853110484778881,
0.01818983443081379,
0.029903575778007507,
0.04043809697031975,
0.00345424422994256,
-0.04299962893128395,
0.05125493183732033,
-0.06701501458883286,
0.006249514874070883,
-0.02595873922109604,
0.033224813640117645,
0.005226788576692343,
0.046614937484264374,
0.006300262175500393,
-0.03905387222766876,
0.010935519821941853,
0.0021533844992518425,
-0.07582246512174606,
0.03736420348286629,
-0.009753216989338398,
-0.01371544599533081,
0.016745734959840775,
-0.023150376975536346,
0.023915698751807213,
-0.02766251564025879,
-0.03269902244210243,
-0.0005932832136750221,
0.037889789789915085,
-0.03326910734176636,
0.022773245349526405,
-0.02309975028038025,
-0.022557644173502922,
0.00029857479967176914,
0.002156483242288232,
0.0047606839798390865,
0.00785129051655531,
-0.0012087291106581688,
0.022267784923315048,
0.012612894177436829,
-0.019586248323321342,
-0.028325004503130913,
0.02899925969541073,
0.02177126705646515,
0.04274234548211098,
0.019022969529032707,
0.043292924761772156,
-0.03608297184109688,
0.011940853670239449,
-0.024933544918894768,
0.017343996092677116,
0.05095764994621277,
-0.0075821648351848125,
-0.027554577216506004,
-0.009783045388758183,
-0.009122916497290134,
0.0025985916145145893,
0.011723410338163376,
0.0021491635125130415,
0.005851571913808584,
0.04637620598077774,
0.032244086265563965,
-0.050086285918951035,
0.01780514046549797,
0.03984532877802849,
0.013539745472371578,
-0.00199970044195652,
-0.01636018045246601,
-0.018507836386561394,
0.009844250045716763,
-0.03270250931382179,
0.010808708146214485,
0.034886885434389114,
-0.024035682901740074,
-0.024324778467416763,
0.056081779301166534,
-0.012989710085093975,
-0.023188112303614616,
-0.005791677627712488,
0.01910186931490898,
0.039234764873981476,
0.036694690585136414,
-0.03435864672064781,
-0.012471800670027733,
0.04876873642206192,
0.03369636833667755,
0.04384465143084526,
0.020226992666721344,
-0.07772528380155563,
0.00965730007737875,
0.0456964336335659,
0.05205349624156952,
-0.0372418537735939,
-0.008898410014808178,
-0.02724692039191723,
-0.021116899326443672,
0.04152539372444153,
-0.04455246776342392,
0.0027714313473552465,
-0.004641662817448378,
0.013583223335444927,
-0.009695552289485931,
-0.05102132633328438,
-0.03411119058728218,
0.034829117357730865,
-0.005658318288624287,
0.0030143975745886564,
0.034005921334028244,
-0.0031954944133758545,
-0.046606991440057755,
0.006993248593062162,
0.014196601696312428,
0.07149487733840942,
-0.028983067721128464,
-0.022515367716550827,
-0.008450900204479694,
0.02474505454301834,
-0.04211226850748062,
-0.08255186676979065,
0.008232902735471725,
-0.029203491285443306,
-0.0072524952702224255,
0.05821716785430908,
-0.011382479220628738,
0.013794531114399433,
0.05609825253486633,
-0.000584288383834064,
-0.03437576815485954,
-0.0026337658055126667,
-0.015462618321180344,
0.004672445822507143,
0.04259439557790756,
0.005835267249494791,
0.08057743310928345,
-0.006183099001646042,
-0.0027409938629716635,
-0.014605732634663582,
-0.041469357907772064,
0.03979400172829628,
-0.03799540176987648,
-0.014166115783154964,
-0.02112829126417637,
-0.01653231494128704,
-0.01912783272564411,
-0.024089736863970757,
-0.0033703830558806658,
0.014189297333359718,
0.023093122988939285,
-0.01294031459838152,
0.01085044164210558,
-0.026371633633971214,
0.01883135549724102,
-0.03366171196103096,
0.04122023284435272,
0.0009680464281700552,
-0.0006570169352926314,
-0.03040662594139576,
0.03789034113287926,
-0.024051271378993988,
-0.027539199218153954,
-0.0007754977559670806,
-0.09007047116756439,
0.012041512876749039,
-0.04088818281888962,
-0.03982490673661232,
-0.0021194377914071083,
-0.020392417907714844,
0.0571650005877018,
-0.035598024725914,
0.020225415006279945,
-0.0016237484524026513,
-0.02828352525830269,
-0.0036241463385522366,
0.04427507147192955,
0.008877537213265896,
0.017647389322519302,
-0.06728959828615189,
0.07664642482995987,
0.004050322342664003,
-0.008423988707363605,
-0.06937935948371887,
-0.012329893186688423,
0.049514029175043106,
0.013845193199813366,
-0.03186799958348274,
-0.05749611184000969,
0.005114040803164244,
-0.01268340926617384,
-0.048820242285728455,
0.002085524844005704,
0.054544758051633835,
-0.03596605360507965,
-0.013225588947534561,
-0.01947926916182041,
0.011226873844861984,
0.04200025275349617,
0.0020110816694796085,
-0.015424699522554874,
0.03196530044078827,
-0.06627937406301498,
0.0012027788907289505,
-0.020152470096945763,
-0.008284623734652996,
-0.03740759193897247,
0.0009430509526282549,
-0.038594938814640045,
-0.01724955625832081,
0.0447821319103241,
-0.007059200666844845,
-0.0054736752063035965,
0.02142147906124592,
-0.01188165694475174,
0.043787017464637756,
-0.04687155410647392,
0.005642571486532688,
0.0014678684528917074,
0.046099137514829636,
-0.038340453058481216,
0.05829702690243721,
-0.01366403978317976,
0.0032069808803498745,
-0.00979525875300169,
0.005878969561308622,
-0.03582511842250824,
0.023908566683530807,
0.04309413209557533,
-0.026957403868436813,
-0.005842301063239574,
-0.01142862718552351,
-0.026069048792123795,
-0.0016503907972946763,
0.03161158040165901,
0.009561429731547832,
0.04528840258717537,
-0.010960354469716549,
-0.0592300109565258,
-0.04106986150145531,
-0.019233860075473785,
-0.008085217326879501,
0.03502453863620758,
-0.05132875591516495,
0.0516682043671608,
0.04128216952085495,
0.0018747348804026842,
0.010000529699027538,
-0.003725949674844742,
-0.0030397428199648857,
-0.0033304120879620314,
-0.006594597361981869,
0.06261851638555527,
-0.006217476911842823,
-0.03194892406463623,
0.05122855678200722,
0.04540960490703583,
0.0179570522159338,
0.034400824457407,
-0.009926523081958294,
0.0012541566975414753,
0.006455907132476568,
-0.009114379063248634,
-0.01237665954977274,
0.05497731268405914,
-0.05759399011731148,
0.025803174823522568,
-0.06601173430681229,
-0.014448384754359722,
0.06051056087017059,
0.007860809564590454,
-0.011099952273070812,
-0.04173438996076584,
-0.04080388322472572,
-0.04635041579604149,
0.016785115003585815,
0.004030120559036732,
-0.03260150924324989,
0.04600633680820465,
0.008347941562533379,
0.05594202131032944,
-0.00033143896143883467,
0.026010314002633095,
-0.03670495003461838,
-0.08467169106006622,
-0.014945182017982006,
-0.014154516160488129,
-0.034141551703214645,
-0.0004668435431085527,
-0.01625024527311325,
-0.02692296914756298,
0.03015860542654991,
-0.022978948429226875,
0.0008735947194509208,
-0.019771086052060127,
0.03128756210207939,
0.025268279016017914,
0.0634375587105751,
0.04605528712272644,
0.01242576353251934,
0.022649068385362625,
-0.020844770595431328,
0.12863463163375854,
0.0764586552977562,
0.059156954288482666,
-0.07406839728355408,
0.046735748648643494,
0.00509675731882453,
0.030335059389472008,
-0.005427541211247444,
0.004992007743567228,
0.021715989336371422,
-0.022405603900551796,
0.04847894608974457,
0.07762718200683594,
-0.011303368024528027,
-0.038275931030511856,
0.057358238846063614,
-0.012451892718672752,
-0.007948064245283604,
-0.03168345242738724,
0.02241857908666134,
-0.013789945282042027,
-0.03115076944231987,
-0.002580885076895356,
0.007683387957513332,
-0.011290932074189186,
-0.019183499738574028,
-0.021709805354475975,
-0.0316711887717247,
-0.0074742501601576805,
0.00976318959146738,
-0.006611232180148363,
-0.04754263907670975,
0.03335532173514366,
0.006846999749541283,
0.016812732443213463,
-0.01300464291125536,
0.003680686466395855,
-0.004974954761564732,
-0.016882216557860374,
0.012595642358064651,
0.004071456380188465,
0.02039884217083454,
0.011093427427113056,
0.029695868492126465,
-0.03570271655917168,
-0.01223105750977993,
-0.006074327975511551,
0.017793484032154083,
-0.0061865076422691345,
-0.007051293738186359,
-0.03834383562207222,
-0.016925282776355743,
0.017887214198708534,
-0.01467174757272005,
-0.03483850508928299,
0.008261757902801037,
0.027803217992186546,
-0.04091963917016983,
0.008868228644132614,
-0.041707247495651245,
0.026745745912194252,
-0.013882783241569996,
0.05816977471113205,
0.04643085598945618,
-0.021439675241708755,
-0.03255655989050865,
-0.06457387655973434,
0.03275402635335922,
0.008969787508249283,
-0.0045731463469564915,
-0.008205673657357693,
0.001205473905429244,
-0.03119676001369953,
-0.00699211098253727,
-0.002543400274589658,
0.0056037153117358685,
0.04768431931734085,
0.019375460222363472,
-0.02386787347495556,
-0.029600413516163826,
-0.040309660136699677,
0.02696927636861801,
-0.014726339839398861,
-0.018084801733493805,
-0.04900931939482689,
-0.00483590317890048,
0.03696538507938385,
0.03830207511782646,
-0.023557333275675774,
0.04275107756257057,
-0.02497127465903759,
0.04201075807213783,
0.034521304070949554,
-0.054266370832920074,
-0.02326287515461445,
0.004152971785515547,
-0.011183278635144234,
-0.018061337992548943,
-0.022770870476961136,
0.0639004036784172,
-0.006428814493119717,
0.008017444051802158,
0.03160511702299118,
0.013282681815326214,
0.0005434901104308665,
-0.02597902901470661,
-0.0011558582773432136,
-0.05260523781180382,
-0.012579445727169514,
0.020463332533836365,
0.03481249138712883,
0.018484225496649742,
-0.0067431312054395676,
-0.011012637987732887,
-0.038233380764722824,
0.02591559663414955,
-0.018594933673739433,
-0.016794877126812935,
0.010006913915276527,
-0.04166034609079361,
0.036617521196603775,
-0.010896165855228901,
-0.016855044290423393,
-0.053907543420791626,
-0.0156398918479681,
-0.012567318044602871,
-0.021416254341602325,
-0.03090777061879635,
0.012804444879293442,
0.023083221167325974,
0.020338023081421852,
0.03521940857172012,
0.03689102083444595,
-0.001983378315344453,
-0.0065893023274838924,
0.024232791736721992,
-0.0006172980065457523,
0.03487676754593849,
0.0061530363745987415,
-0.007254209369421005,
0.02869292162358761,
-0.05470244958996773,
-0.0051630460657179356,
0.02320520579814911,
0.0005441898247227073,
0.036986224353313446,
0.014646299183368683,
-0.030478715896606445,
-0.019221989437937737,
0.07574456930160522,
-0.03806212171912193,
-0.055103693157434464,
-0.03448105975985527,
-0.0038901716470718384,
-0.003718743799254298,
0.003049839986488223,
-0.018134504556655884,
-0.0012908950448036194,
-0.02590278349816799,
0.0048704794608056545,
0.043886445462703705,
0.004757832735776901,
0.0061720372177660465,
0.0012459785211831331,
0.017877930775284767,
0.05438961461186409,
-0.01558076310902834,
-0.013323253020644188,
0.034690696746110916,
0.04338621720671654,
-0.019670531153678894,
0.023595266044139862,
-0.013197703287005424,
0.009304355829954147,
-0.07746913284063339,
-0.027141615748405457,
-0.03504566848278046,
-0.01815471425652504,
0.0386270135641098,
-0.03579602763056755,
0.04170855134725571,
-0.01529119536280632,
-0.04276422783732414,
-0.007218281272798777,
0.01891596056520939,
-0.021829385310411453,
-0.05822157487273216,
0.0027149550151079893,
-0.011813945136964321,
0.03162723779678345,
0.015125474892556667,
0.03988996893167496,
0.0191651601344347,
0.03145674988627434,
-0.029883973300457,
-0.020793898031115532,
-0.03558611869812012,
-0.01121589820832014,
0.02521245740354061,
-0.04950449615716934,
0.026863712817430496,
-0.042301468551158905,
-0.05541973188519478,
0.02654586173593998,
0.0051757595501840115,
0.04461286962032318,
0.045460838824510574,
0.03287505730986595,
0.0108921118080616,
0.029756009578704834,
-0.006605364847928286,
0.02341386489570141,
-0.038118407130241394,
-0.02225324884057045,
0.03288089111447334,
0.007768925279378891,
-0.05622076243162155,
0.04045960679650307,
0.03302169218659401,
0.0010568237630650401,
-0.03619099035859108,
0.02797912247478962,
-0.030264083296060562,
-0.026796266436576843,
-0.017365481704473495,
-0.006764658726751804,
0.057325512170791626,
-0.031435877084732056,
0.013305053114891052,
-0.03144640102982521,
0.0036889570765197277,
0.07963170856237411,
-0.009836075827479362,
0.024078911170363426,
0.03545257821679115,
-0.017970137298107147,
-0.02428731881082058,
-0.005198965780436993,
0.002589058829471469,
-0.0333474725484848,
-0.007697541266679764,
0.010171427391469479,
0.0020332077983766794,
0.00820987205952406,
-0.05044563487172127,
-0.013074045069515705,
-0.021317554637789726,
0.03726356104016304,
-0.03329059109091759,
0.02533477544784546,
0.021737778559327126,
0.0000867191847646609,
0.02170126885175705,
-0.04145956039428711,
0.03023052215576172,
0.028103094547986984,
-0.022838842123746872,
-0.054361939430236816,
-0.053690630942583084,
0.007961614057421684,
-0.0036271510180085897,
0.06029258668422699,
-0.03327484056353569,
0.026391370221972466,
-0.028730273246765137,
0.07189258188009262,
0.0027291139122098684,
-0.02235184796154499,
0.043767206370830536,
-0.004892351105809212,
-0.050935983657836914,
-0.03127185255289078,
0.003096464090049267,
0.010922583751380444,
-0.0084170401096344,
-0.016268804669380188,
-0.03909672796726227,
0.014264418743550777,
0.024254323914647102,
0.02766890451312065,
0.03433328866958618,
-0.025209538638591766,
-0.03207370638847351,
0.05121097341179848,
-0.03446273133158684,
0.01261206716299057,
0.05904287472367287,
0.007238709833472967,
-0.04280620440840721,
0.034461818635463715,
-0.026489371433854103,
-0.03492062911391258,
-0.01595238596200943,
-0.019023355096578598,
-0.02101471833884716,
-0.029844222590327263,
0.003992175683379173,
-0.0006333375931717455,
-0.04078191518783569,
0.006780889350920916,
0.0339626669883728,
0.008315362967550755,
0.01866995356976986,
-0.018450813367962837,
0.010696466080844402,
-0.015300736762583256,
-0.03745199739933014,
0.005182458553463221,
-0.0351971760392189,
0.017744842916727066,
-0.012433757074177265,
-0.002653165953233838,
0.030163442716002464,
-0.016158603131771088,
0.018110979348421097,
-0.017394257709383965,
0.010174144059419632,
-0.02998548373579979,
-0.007716380059719086,
-0.008967415429651737,
-0.026127180084586143,
0.0002075915690511465,
0.008880057372152805,
-0.015704454854130745,
0.05059187486767769,
-0.019202763214707375,
0.006995655596256256,
-0.003828370710834861,
-0.027845587581396103,
-0.0360664501786232,
-0.014812043868005276,
0.03276679664850235,
0.022809302434325218,
-0.014594879932701588,
-0.014597431756556034,
0.0065925647504627705,
-0.030469730496406555,
0.00915635284036398,
-0.01646334119141102,
0.04220026731491089,
-0.022538401186466217,
-0.014676854945719242,
-0.032675232738256454,
-0.02922450192272663,
-0.01620767079293728,
-0.03686436638236046,
-0.0009993414860218763,
0.05619280785322189,
0.01088257972151041,
-0.0318463034927845,
-0.019633527845144272,
0.01946946792304516,
0.03222976252436638,
-0.05467170476913452,
-0.03967336192727089,
-0.021501725539565086,
0.03087470307946205,
-0.005287336651235819,
0.010823385789990425
] |
<p>I have spent a fair amount of time trying to solve this problem but I can't find the solution. More specifically, I have the following matrix:</p>
<pre><code>P(D|E&F) = [ 0.5 0.3 0.5 0.2 ;
0.5 0.7 0.5 0.8 ]
</code></pre>
<p>All the variables are binary (two states)
D, E and F are nodes of a Bayesian network. E and F are the parents of D and they are independent. </p>
<p>Now, new evidence comes in and we know that D and E are independent as well (the link between D and F remains but the arc from E to D is removed). How do I go about finding P(D|F) from P(D|E&F) ?</p> | 35,743 | [
-0.018145151436328888,
0.019470691680908203,
-0.034504484385252,
0.011964760720729828,
0.025234300643205643,
-0.025124473497271538,
-0.003972434904426336,
0.0028064644429832697,
0.04306110367178917,
0.0039535160176455975,
0.03558468446135521,
0.049521882086992264,
0.04592501372098923,
0.03052074834704399,
0.06599107384681702,
0.0349852591753006,
0.0038418229669332504,
-0.009746122173964977,
0.01722477376461029,
-0.03911524638533592,
-0.0037064682692289352,
0.005376387853175402,
0.03474495932459831,
-0.021845882758498192,
0.009472868405282497,
0.07710228860378265,
0.043746162205934525,
-0.023002970963716507,
0.021762529388070107,
0.04660898819565773,
-0.010060323402285576,
-0.05338072031736374,
0.022357556968927383,
0.014530565589666367,
0.017776500433683395,
0.0005050660111010075,
-0.013992086984217167,
-0.0075971102342009544,
-0.013416713103652,
0.03384175896644592,
-0.02219710685312748,
-0.03815826401114464,
-0.027376821264624596,
0.041021764278411865,
-0.03364082798361778,
-0.005328943952918053,
0.049461085349321365,
-0.02477344311773777,
0.0757875069975853,
-0.024831267073750496,
0.09659555554389954,
-0.05413316562771797,
0.0314943827688694,
0.03650113567709923,
-0.033138345927000046,
-0.03336639702320099,
0.045217134058475494,
0.055124033242464066,
0.033304959535598755,
-0.04508640617132187,
-0.045296717435121536,
-0.04676037281751633,
-0.014731064438819885,
-0.033813536167144775,
-0.035925038158893585,
0.025478485971689224,
-0.017976364120841026,
-0.029828589409589767,
0.0080542778596282,
-0.012529030442237854,
-0.03819803521037102,
0.018089672550559044,
0.05740837752819061,
-0.00499772559851408,
-0.002147446386516094,
-0.02377992682158947,
-0.00016758128185756505,
0.04237990453839302,
0.021312318742275238,
0.02710939757525921,
-0.030496718361973763,
0.0021731460001319647,
0.006654203869402409,
0.0486103780567646,
-0.009279832243919373,
-0.04033198207616806,
0.03273787721991539,
-0.04007692262530327,
-0.0027392255142331123,
-0.0007745836628600955,
-0.05289687216281891,
-0.01724076084792614,
0.07336721569299698,
0.01074259914457798,
-0.0450323149561882,
0.028323419392108917,
-0.027014102786779404,
0.039752308279275894,
0.00386590464040637,
-0.015092894434928894,
-0.026241762563586235,
-0.04958290979266167,
0.023757625371217728,
0.05304256081581116,
-0.01020236499607563,
0.022925131022930145,
-0.02481171302497387,
0.02602752298116684,
-0.020552996546030045,
-0.03594176843762398,
-0.01377900317311287,
0.02436932921409607,
0.02694893814623356,
0.031030526384711266,
-0.017570508643984795,
-0.025736892595887184,
-0.0284933652728796,
-0.01399596780538559,
0.059034090489149094,
0.05450465902686119,
0.007209030445665121,
-0.011498086154460907,
0.02816019207239151,
-0.025880856439471245,
-0.061314888298511505,
-0.02342149056494236,
0.00007187940354924649,
-0.022063041105866432,
-0.001427343930117786,
0.04038407653570175,
-0.012372635304927826,
-0.017275918275117874,
0.017465414479374886,
-0.0004538515640888363,
-0.005075907800346613,
0.0019953942392021418,
-0.07143481820821762,
-0.04315493628382683,
0.024572500959038734,
-0.00021072635718155652,
-0.023330161347985268,
-0.06307917088270187,
0.035437632352113724,
0.06918217986822128,
0.06517335027456284,
-0.0028171769808977842,
0.01796920783817768,
-0.009315377101302147,
0.012737341225147247,
0.011384398676455021,
-0.01661784015595913,
-0.034328050911426544,
-0.03649556636810303,
-0.006513128522783518,
-0.02516455203294754,
-0.06573804467916489,
0.016352739185094833,
-0.012136210687458515,
-0.044378671795129776,
-0.01807769387960434,
0.039994094520807266,
0.0090959332883358,
-0.03401334583759308,
-0.015251211822032928,
-0.036445651203393936,
-0.028181128203868866,
0.08672638982534409,
-0.004135260358452797,
-0.004271127749234438,
0.03627469018101692,
-0.017331238836050034,
0.03405935317277908,
-0.003382445778697729,
0.04686587676405907,
0.02942114882171154,
-0.019403813406825066,
-0.04696173220872879,
0.0017688915831968188,
0.031600311398506165,
0.0007625576108694077,
-0.010274644941091537,
-0.02948085591197014,
-0.015989847481250763,
-0.010869442485272884,
0.013818798586726189,
0.026827607303857803,
0.00818257499486208,
-0.039086222648620605,
0.021114874631166458,
-0.026445822790265083,
-0.01497640460729599,
-0.06015404686331749,
0.020668216049671173,
0.004811830818653107,
-0.009917935356497765,
0.010157445445656776,
0.013834084384143353,
0.018128037452697754,
-0.028334930539131165,
-0.028872452676296234,
-0.0472123883664608,
-0.005380616988986731,
0.03297635540366173,
-0.05259834602475166,
0.014997857622802258,
0.040488604456186295,
0.06916005164384842,
-0.01570560410618782,
0.04489268362522125,
-0.035865914076566696,
-0.0017591711366549134,
-0.01941387727856636,
-0.015700604766607285,
-0.035882942378520966,
-0.01110657025128603,
-0.0026560858823359013,
0.02194642834365368,
0.015423770062625408,
0.01851930469274521,
-0.008571797050535679,
-0.0518677644431591,
0.07784601300954819,
0.04183268919587135,
0.03656765818595886,
0.004285020753741264,
0.01321395207196474,
0.004883454646915197,
0.03533387556672096,
0.00597338704392314,
-0.02942654676735401,
-0.04111572355031967,
0.0014228515792638063,
0.014236178249120712,
0.00048434341442771256,
-0.024288639426231384,
0.012766776606440544,
0.04861624911427498,
-0.011433301493525505,
-0.0012152227573096752,
0.04394898936152458,
-0.009077213704586029,
-0.0012912192614749074,
0.03682711720466614,
0.019910937175154686,
0.004476908594369888,
-0.0035026248078793287,
0.012799904681742191,
0.034336306154727936,
0.03786527365446091,
-0.02296801656484604,
-0.03540970757603645,
-0.0030030841007828712,
0.00024307276180479676,
0.0035109706223011017,
-0.033018868416547775,
-0.007943443953990936,
0.03325328230857849,
0.01732090674340725,
-0.004541307687759399,
0.037227410823106766,
-0.005266193300485611,
-0.02272004820406437,
-0.009578006342053413,
-0.03694441169500351,
0.02400060184299946,
0.01350784208625555,
-0.06623352319002151,
0.008445322513580322,
0.03198033198714256,
0.01950662024319172,
0.06929215788841248,
-0.02278539165854454,
-0.01113004982471466,
-0.02640421688556671,
0.045605216175317764,
0.005731502547860146,
-0.03258958458900452,
0.016834350302815437,
-0.002039227867498994,
-0.038029927760362625,
-0.020812610164284706,
-0.01673109643161297,
0.017492178827524185,
-0.001545937149785459,
-0.08399330079555511,
-0.03911256417632103,
-0.004245875868946314,
-0.0186109971255064,
0.008718316443264484,
0.0001312403182964772,
-0.04202893003821373,
-0.009504090063273907,
0.000440587435150519,
-0.021372878924012184,
-0.035743292421102524,
-0.021135929971933365,
-0.0034437004942446947,
-0.037511248141527176,
-0.0005538933910429478,
0.021422984078526497,
0.022337153553962708,
0.00896980706602335,
0.02812219224870205,
-0.05507766455411911,
0.002702950267121196,
0.0010419331956654787,
-0.02557874470949173,
0.001247745007276535,
0.042990803718566895,
0.043670330196619034,
0.005263343919068575,
0.006925190333276987,
0.015460148453712463,
-0.05895354226231575,
-0.07715146988630295,
0.015412824228405952,
0.04830263927578926,
-0.007741312030702829,
0.02386000193655491,
-0.021267838776111603,
0.04546074569225311,
0.03873973339796066,
-0.030459782108664513,
-0.01056741178035736,
0.003158883424475789,
-0.013794015161693096,
-0.04109976068139076,
0.011332238093018532,
0.044853001832962036,
0.013240475207567215,
0.014112227596342564,
-0.016703402623534203,
0.004992074333131313,
0.05793686956167221,
0.01799749583005905,
0.012027495540678501,
0.04085885360836983,
0.015776541084051132,
-0.03105904534459114,
0.03711971268057823,
0.02677861973643303,
-0.028450962156057358,
0.0262818094342947,
0.02465548738837242,
0.022782377898693085,
-0.017360670492053032,
-0.03819897398352623,
-0.04796544462442398,
0.0007336366106756032,
0.014216937124729156,
-0.02715465985238552,
0.024732312187552452,
0.0019443753408268094,
-0.010620085522532463,
0.03662934899330139,
0.025243282318115234,
0.04110341519117355,
-0.02225661836564541,
0.02272530272603035,
0.06595480442047119,
-0.008614873513579369,
-0.0170340146869421,
-0.01391329150646925,
-0.025010189041495323,
-0.008601073175668716,
0.009870159439742565,
-0.005342327058315277,
-0.020844873040914536,
0.040789369493722916,
0.0009365386213175952,
0.02741486020386219,
-0.0027577884029597044,
-0.014536297880113125,
-0.016124948859214783,
-0.02774454653263092,
0.026829931885004044,
-0.002029597060754895,
0.01723332703113556,
-0.020972896367311478,
0.0403168611228466,
0.003949387464672327,
0.02169153280556202,
0.014232227578759193,
-0.002039797604084015,
-0.06590402126312256,
0.005401965696364641,
-0.007285078521817923,
-0.0451965369284153,
-0.023344002664089203,
-0.014105444774031639,
0.03675343468785286,
-0.04743701592087746,
0.026675447821617126,
-0.007794433739036322,
0.013871816918253899,
-0.04965405911207199,
0.0004170799511484802,
-0.03407585993409157,
-0.013297254219651222,
0.012187681160867214,
0.004026991780847311,
0.029965266585350037,
-0.004912437871098518,
0.016554875299334526,
0.04942483827471733,
-0.03905876353383064,
-0.01827765628695488,
-0.02562861330807209,
0.008530838415026665,
0.006606084760278463,
0.02187349647283554,
0.053929999470710754,
0.07391061633825302,
0.005461202468723059,
0.018263280391693115,
0.005130089819431305,
0.03459252417087555,
0.07055939733982086,
-0.050616420805454254,
0.01087244600057602,
-0.04569299891591072,
0.0038012301083654165,
-0.031057873740792274,
0.033936310559511185,
-0.012317739427089691,
0.025788836181163788,
0.043842460960149765,
0.03966148570179939,
-0.042508773505687714,
-0.00676801847293973,
0.08685281872749329,
0.00500496244058013,
-0.02777850069105625,
-0.030495433136820793,
-0.01417422853410244,
-0.05274426192045212,
0.003692867700010538,
0.015754831954836845,
0.011726250872015953,
-0.015673426911234856,
-0.022341938689351082,
0.008295316249132156,
-0.028104398399591446,
0.024804580956697464,
-0.018690578639507294,
-0.022346191108226776,
0.009484647773206234,
0.0075841727666556835,
-0.03341224417090416,
-0.009990161284804344,
0.028981000185012817,
-0.033692676573991776,
0.06273198872804642,
0.010303227230906487,
-0.05346293747425079,
0.023414205759763718,
0.05924680083990097,
0.0549728199839592,
-0.04511340335011482,
-0.004978272132575512,
-0.056479547172784805,
-0.03629704564809799,
0.05410817638039589,
-0.017582247033715248,
0.050000544637441635,
0.0010932505829259753,
0.022763190791010857,
0.013653810136020184,
-0.015530631877481937,
-0.04267674311995506,
-0.011529522947967052,
-0.02937931753695011,
0.03176914155483246,
-0.015850476920604706,
-0.06083839386701584,
-0.013593638315796852,
-0.018240420147776604,
0.051720645278692245,
0.07153580337762833,
-0.022429391741752625,
-0.04622277617454529,
-0.0043546343222260475,
0.01758914813399315,
-0.0071771699003875256,
-0.05927085503935814,
0.020786872133612633,
-0.018212689086794853,
-0.03188886493444443,
0.039697155356407166,
-0.036408234387636185,
-0.06973810493946075,
0.044641073793172836,
-0.014956548810005188,
-0.031960420310497284,
0.026919489726424217,
0.010651370510458946,
0.048418913036584854,
0.008657226338982582,
-0.010901103727519512,
0.019917387515306473,
0.03516879677772522,
-0.029141051694750786,
-0.000530192453879863,
-0.0592825710773468,
0.028897324576973915,
-0.022999223321676254,
0.03774268180131912,
-0.038004301488399506,
0.02674379199743271,
-0.020862296223640442,
0.03215847909450531,
0.048831693828105927,
0.03769869729876518,
-0.0022139959037303925,
-0.025264428928494453,
0.010356477461755276,
0.03372811898589134,
-0.04270142689347267,
0.013531431555747986,
-0.016461914405226707,
0.022810278460383415,
-0.009389190003275871,
-0.02083970047533512,
0.022782035171985626,
-0.033278271555900574,
0.022193940356373787,
-0.00629982678219676,
-0.04955412447452545,
0.027242058888077736,
-0.035451654344797134,
-0.05064111948013306,
0.0182704608887434,
-0.04850514978170395,
0.011792773380875587,
-0.0041651311330497265,
0.04082082211971283,
-0.00024078688875306398,
-0.027416113764047623,
-0.015752369537949562,
0.011861713603138924,
0.01816808059811592,
0.02222830429673195,
-0.046515367925167084,
0.0151047483086586,
-0.050723232328891754,
-0.015615053474903107,
-0.05923975631594658,
-0.041130583733320236,
-0.0012542653130367398,
-0.007428201846778393,
-0.04155569151043892,
-0.04563768953084946,
0.030117040500044823,
-0.005892232526093721,
5.507102400770236e-7,
-0.017580237239599228,
0.04930121824145317,
-0.008909904398024082,
0.008376401849091053,
0.04913274198770523,
-0.002881390741094947,
0.03686213120818138,
0.005067991558462381,
-0.015158670954406261,
0.0027876931708306074,
-0.020523376762866974,
-0.00012622329813893884,
0.000582127773668617,
0.007568588946014643,
-0.03016398847103119,
-0.01892484910786152,
-0.047733504325151443,
0.04830726981163025,
0.06015300378203392,
-0.033466923981904984,
0.00243694637902081,
-0.04101257398724556,
0.017038710415363312,
0.009833370335400105,
-0.021045444533228874,
-0.009789733216166496,
0.010162049904465675,
0.006504083517938852,
0.028737235814332962,
0.023681452497839928,
0.0021491842344403267,
-0.029552944004535675,
0.004392292816191912,
-0.042428724467754364,
-0.010682313703000546,
-0.00024522742023691535,
0.07948004454374313,
-0.018514536321163177,
0.016594648361206055,
0.0014687031507492065,
0.02251589111983776,
0.04539790004491806,
0.002206136006861925,
-0.014603149145841599,
0.02701181173324585,
0.030842430889606476,
-0.045346103608608246,
-0.02412341721355915,
-0.05150221288204193,
0.00016448913083877414,
0.046710144728422165,
-0.001428168616257608,
0.04429563879966736,
0.015156005509197712,
0.04499407857656479,
-0.000843001005705446,
-0.016360661014914513,
0.0008202838944271207,
0.0031996590550988913,
-0.005791871342808008,
0.04156878590583801,
-0.01521463692188263,
0.0062521533109247684,
0.06100213900208473,
0.014979143626987934,
0.012069289572536945,
-0.005320897325873375,
0.01751124858856201,
0.005500021390616894,
0.07851626724004745,
-0.02084132842719555,
0.01422159094363451,
0.024666678160429,
-0.02859687991440296,
0.02461336739361286,
-0.007059071678668261,
-0.031254593282938004,
0.08493632078170776,
0.040747519582509995,
-0.030885057523846626,
-0.033699166029691696,
-0.027346154674887657,
-0.030885718762874603,
0.00871361419558525,
0.014358178712427616,
-0.000981334364041686,
0.036339107900857925,
0.015250607393682003,
0.01335185393691063,
0.008374393917620182,
0.01454105693846941,
-0.024631444364786148,
-0.04886705428361893,
-0.058704227209091187,
-0.033916108310222626,
0.0026232965756207705,
0.025088626891374588,
0.014301585033535957,
-0.010065846145153046,
0.03571499139070511,
-0.004131299443542957,
-0.018430551514029503,
0.015097412280738354,
0.04742623120546341,
-0.027639565989375114,
0.0710054337978363,
0.008861580863595009,
0.025457117706537247,
0.02103974111378193,
-0.017040016129612923,
0.09325100481510162,
0.06591898202896118,
0.023404717445373535,
-0.04442698881030083,
0.0541640967130661,
0.033503204584121704,
-0.01690395548939705,
-0.05824292451143265,
0.03642028570175171,
0.02684735506772995,
0.0005945927696302533,
0.032746799290180206,
0.031303901225328445,
0.03668930009007454,
0.0012422543950378895,
0.02681799978017807,
-0.050140630453825,
-0.025224175304174423,
0.0065668304450809956,
0.0454227589070797,
-0.03839312493801117,
-0.057488828897476196,
-0.044594790786504745,
0.010276418179273605,
-0.008844371885061264,
-0.030430860817432404,
-0.05197205767035484,
-0.008527050726115704,
0.025426246225833893,
-0.02838650904595852,
0.02705325372517109,
-0.008985141292214394,
-0.003803048748522997,
0.0023350496776401997,
0.011901198886334896,
0.027003327384591103,
0.020764760673046112,
-0.014501024037599564,
0.013022352010011673,
0.019771967083215714,
0.01171075738966465,
0.00012456435069907457,
-0.0056280652061104774,
-0.01202482357621193,
-0.01524462178349495,
-0.054289449006319046,
-0.011033306829631329,
0.0680520310997963,
0.0013220903929322958,
-0.025386931374669075,
-0.006836351007223129,
-0.020082786679267883,
-0.009246937930583954,
-0.08331847935914993,
0.006042872089892626,
0.02817085199058056,
0.03290925547480583,
0.008870507590472698,
-0.0028831481467932463,
0.00663980096578598,
0.044947147369384766,
-0.003621116280555725,
0.025589941069483757,
0.03006531111896038,
0.022433411329984665,
-0.00324618280865252,
-0.03584975004196167,
0.07142817229032516,
0.04688102379441261,
-0.016955599188804626,
0.002330468501895666,
-0.0444628931581974,
-0.0071185315027832985,
-0.0014310721307992935,
0.032445382326841354,
-0.012361720204353333,
-0.022561028599739075,
-0.017381610348820686,
-0.0014287984231486917,
0.0006763591663911939,
-0.025226900354027748,
0.005470342468470335,
-0.03293342515826225,
-0.010933320969343185,
-0.01657252386212349,
-0.0021871805656701326,
0.028287416324019432,
0.03908122330904007,
0.006291890982538462,
-0.003141651162877679,
0.012296458706259727,
0.03087502159178257,
0.0127834752202034,
-0.05755774304270744,
-0.012739862315356731,
-0.023138929158449173,
0.003512824885547161,
0.028381086885929108,
-0.01298961229622364,
0.06082460656762123,
0.011093134060502052,
0.01824234053492546,
-0.0009008566266857088,
0.0332377627491951,
-0.015136419795453548,
0.0210207961499691,
-0.04296804964542389,
-0.052296653389930725,
0.00023237925779540092,
-0.0011743324575945735,
-0.048268817365169525,
-0.012685975059866905,
0.004236292093992233,
-0.026028834283351898,
-0.021702684462070465,
0.04311222583055496,
0.011010486632585526,
-0.05751863494515419,
-0.0039045982994139194,
0.012883931398391724,
0.02949688583612442,
-0.027483511716127396,
0.005582717247307301,
-0.014490549452602863,
-0.03073335625231266,
0.0018063177121803164,
-0.011012418195605278,
-0.04611939936876297,
0.05817711725831032,
0.005854667630046606,
-0.013689426705241203,
0.029087400063872337,
0.026461010798811913,
0.011666500940918922,
-0.05277056246995926,
0.03628992661833763,
0.020715951919555664,
0.05013842135667801,
-0.05332548916339874,
-0.013026133179664612,
0.031089743599295616,
-0.045575037598609924,
0.010339475236833096,
0.028812404721975327,
0.04280218854546547,
0.05269736424088478,
-0.018779246136546135,
-0.016776282340288162,
0.015947440639138222,
0.035738274455070496,
-0.03176267817616463,
-0.019383704289793968,
0.014402220025658607,
0.040623974055051804,
-0.015487593598663807,
0.024055810645222664,
-0.024762505665421486,
0.005740342196077108,
-0.007445789407938719,
0.016028454527258873,
0.031219858676195145,
0.004029621835798025,
-0.019441768527030945,
0.027718596160411835,
0.018762387335300446,
0.0034841024316847324,
0.025573264807462692,
-0.006965726148337126,
0.016195200383663177,
0.042541515082120895,
0.022028807550668716,
0.025124171748757362,
-0.012952674180269241,
0.04121580719947815,
-0.0905567929148674,
0.006187260150909424,
-0.008148528635501862,
0.005417224485427141,
0.08436934649944305,
-0.050519250333309174,
0.03429548442363739,
0.03616352751851082,
-0.0425868034362793,
-0.0014270301908254623,
0.004696177784353495,
0.029254741966724396,
-0.02613123320043087,
0.024003131315112114,
-0.04442860186100006,
0.04548557102680206,
0.0218107420951128,
0.042493268847465515,
0.06518661230802536,
-0.000483336130855605,
-0.03707060590386391,
-0.05329745262861252,
-0.053085941821336746,
0.01720549538731575,
0.01458641979843378,
-0.04215507209300995,
0.0077783530578017235,
-0.05607068911194801,
-0.02270490489900112,
0.034880172461271286,
0.03333521634340286,
-0.024300143122673035,
-0.011564383283257484,
0.02994670160114765,
0.05153219774365425,
0.02700016275048256,
-0.006266095209866762,
0.003174776444211602,
0.021752312779426575,
-0.019611377269029617,
-0.014986247755587101,
0.007150460500270128,
-0.01090910378843546,
0.0032550760079175234,
0.012641973793506622,
-0.015842506662011147,
-0.041679587215185165,
-0.004058717284351587,
-0.01559174433350563,
0.029156237840652466,
0.010859222151339054,
-0.008685408160090446,
-0.020656315609812737,
-0.02618519961833954,
-0.006217935122549534,
-0.07849452644586563,
0.01851882040500641,
0.05586417019367218,
0.024114226922392845,
-0.001022339565679431,
-0.001267269835807383,
-0.03806409612298012,
-0.03445430472493172,
0.010704107582569122,
-0.02681085094809532,
-0.0009145555086433887,
-0.069584921002388,
-0.005214259028434753,
-0.002099923323839903,
0.0035450421273708344,
0.010427732951939106,
-0.04092440381646156,
-0.04628390818834305,
0.030200090259313583,
-0.03138969466090202,
-0.007557414472103119,
0.011167810298502445,
-0.011299347504973412,
0.029672592878341675,
-0.07346930354833603,
0.05732424184679985,
0.005045642144978046,
-0.05379244685173035,
-0.04685937613248825,
0.023900315165519714,
-0.019726181402802467,
-0.002983640180900693,
0.024522559717297554,
-0.026641223579645157,
0.026947475969791412,
-0.029392775148153305,
0.0006554915453307331,
0.02469944767653942,
-0.04184096306562424,
0.05391497164964676,
-0.0441252775490284,
-0.0021860322449356318,
-0.030507802963256836,
-0.016944829374551773,
0.028411759063601494,
0.011739957146346569,
-0.030571479350328445,
0.0024786824360489845,
-0.02101833000779152,
-0.0048918635584414005,
-0.00834010262042284,
-0.010274465195834637,
-0.04875645041465759,
0.012185263447463512,
0.04267195239663124,
-0.034227848052978516,
0.018078096210956573,
0.02628031186759472,
0.013453821651637554,
-0.07272116094827652,
0.05136281996965408,
-0.034759845584630966,
-0.03873796761035919,
-0.023613661527633667,
0.0007710285135544837,
-0.0025590911973267794,
-0.0944305807352066,
0.006530506070703268,
0.02227715216577053,
-0.0688406452536583,
-0.002833303064107895,
0.02041611447930336,
-0.0004685161111410707,
0.05062827840447426,
0.014523131772875786,
0.02275332808494568,
-0.012569926679134369,
-0.033081214874982834,
0.01199245359748602,
0.025129759684205055,
0.039485059678554535,
-0.004018721170723438,
0.05966789275407791,
0.03404294326901436,
-0.030324123799800873,
0.042307525873184204,
-0.010448296554386616,
0.03183336555957794,
0.005173607263714075,
-0.0077069224789738655,
0.013483884744346142,
0.001252552610822022,
0.012024632655084133,
0.02525760419666767,
-0.018113814294338226,
0.022117940708994865,
-0.014745407737791538,
0.02743840217590332,
-0.01518517080694437,
-0.0032007715199142694,
-0.02879943512380123,
0.048410672694444656,
0.02287551388144493,
0.05091182887554169,
-0.006092032417654991,
0.014491830952465534,
0.01928086392581463,
-0.0009128855890594423,
0.010407188907265663,
-0.01803256943821907,
-0.0022063255310058594,
-0.013494381681084633,
0.00725313276052475,
0.02255355753004551,
0.011467383243143559,
-0.05459935963153839,
-0.01660342700779438,
-0.0025856459978967905,
0.016485076397657394,
0.008862496353685856,
-0.02027823217213154,
-0.026620279997587204,
-0.006140983197838068,
0.014715619385242462,
-0.02337091602385044,
-0.009580147452652454,
-0.036671631038188934,
0.04671120271086693,
-0.001219031517393887,
-0.013114809058606625
] |
<p>I used the MATLAB interface of libsvm for doing binary classification of 997-dimensional training data. I am trying to understand how the resulting model is used to compute the predicted output (which we get by calling <code>svmpredict</code>)</p>
<p>The model contains fields (it has linear kernel):</p>
<pre><code>nSV = [546; 246]; totalSV=792; rho = 0.093
and svCoeff [792x1 double] and SVs [792x997 double]
</code></pre>
<p>I thought that we must be simply multiplying svCoeff with SVs to get a [997x1] matrix which we then multiply with the actual feature, before shareholding by rho. But that's not the case.
Can someone illustrate with a simple equation how these parameters are used to do classification?</p> | 73,398 | [
-0.0012614422012120485,
-0.016604628413915634,
0.010904589667916298,
-0.026978719979524612,
0.0019153556786477566,
-0.011694167740643024,
-0.030185634270310402,
0.004321145359426737,
0.036503199487924576,
-0.008610179647803307,
0.03210978955030441,
0.015238814055919647,
0.04305429384112358,
0.008597251027822495,
0.011824235320091248,
0.0032371769193559885,
0.004164441954344511,
0.007338972762227058,
-0.003629254875704646,
-0.003939295653253794,
-0.005709894001483917,
0.020853959023952484,
0.015836285427212715,
-0.012827672995626926,
0.0021834855433553457,
0.07505688071250916,
0.027481455355882645,
-0.016409078612923622,
0.021565526723861694,
0.030427860096096992,
-0.018257424235343933,
-0.04370410367846489,
0.012711375951766968,
0.015280503779649734,
0.01023602019995451,
0.02256094664335251,
-0.01468969788402319,
-0.039010822772979736,
0.022577030584216118,
0.02218208648264408,
0.005340582225471735,
0.0017979906406253576,
-0.019496599212288857,
0.05802660435438156,
-0.02104644477367401,
0.019421741366386414,
0.0048465910367667675,
-0.025784064084291458,
0.04816131293773651,
-0.02294272743165493,
0.06352686136960983,
0.035816632211208344,
0.04104876518249512,
0.0029087630100548267,
-0.009121243841946125,
0.03841928765177727,
0.01687674969434738,
0.05206965655088425,
0.025555888190865517,
-0.03641372546553612,
0.012692547403275967,
-0.0006694909534417093,
-0.03443658724427223,
-0.0272109042853117,
0.010943268425762653,
0.03437458351254463,
-0.03169899061322212,
-0.03281942009925842,
0.048595886677503586,
-0.0016865422949194908,
0.03288785740733147,
0.016557488590478897,
0.002935068216174841,
-0.05229761078953743,
0.028626592829823494,
-0.047970958054065704,
0.004133226349949837,
0.01606888510286808,
0.01415154431015253,
-0.009772323071956635,
0.010212812572717667,
0.05104022100567818,
-0.031280048191547394,
0.05258762463927269,
-0.0008319643675349653,
-0.013990277424454689,
0.04237673059105873,
0.0012078884756192565,
0.055998578667640686,
0.015394174493849277,
-0.026817554607987404,
0.04281379282474518,
0.007802813779562712,
-0.010226706974208355,
-0.05355197936296463,
0.042198799550533295,
-0.010384468361735344,
0.04023570939898491,
0.04356122016906738,
-0.04264521226286888,
-0.01893363520503044,
-0.0043809800408780575,
-0.013377783820033073,
0.042166754603385925,
-0.04262971505522728,
-0.01344934944063425,
-0.028263485059142113,
0.010544114746153355,
-0.02299315482378006,
-0.02561664767563343,
-0.006766702979803085,
0.014207984320819378,
0.026517679914832115,
-0.0229633916169405,
0.009269816800951958,
-0.03651463985443115,
0.006513729691505432,
-0.014051666483283043,
0.007214927114546299,
0.04353206604719162,
0.00816560722887516,
-0.0322105698287487,
0.018229560926556587,
-0.020311782136559486,
-0.05793140083551407,
0.011306452564895153,
0.02572077512741089,
-0.004610759671777487,
-0.06586246192455292,
0.042501918971538544,
0.017700280994176865,
-0.06867071986198425,
0.04051430523395538,
-0.00955137424170971,
0.011759561486542225,
-0.02694682963192463,
-0.06257891654968262,
-0.06880216300487518,
0.05021320655941963,
-0.010478547774255276,
0.03778921440243721,
-0.03082411363720894,
0.03753738850355148,
0.03309749811887741,
0.05764329433441162,
-0.008251754567027092,
0.05280977860093117,
0.023815691471099854,
0.01778491400182247,
0.006760118994861841,
-0.024330509826540947,
-0.0011709699174389243,
-0.006968564819544554,
-0.00929243490099907,
-0.02161400392651558,
-0.025507096201181412,
0.00002077637327602133,
0.009318813681602478,
-0.022708334028720856,
-0.00018065969925373793,
-0.01484637800604105,
0.018019679933786392,
-0.006268247030675411,
0.005676655564457178,
-0.05103158578276634,
-0.04249078035354614,
0.03477161377668381,
-0.007457214407622814,
0.04981549084186554,
0.04462246224284172,
-0.014124376699328423,
0.008555572479963303,
0.021245645359158516,
0.0752510130405426,
0.03732265904545784,
0.06145092472434044,
0.00431028613820672,
-0.04534192383289337,
0.05771607905626297,
-0.007173525635153055,
-0.07352891564369202,
-0.05782588571310043,
-0.00805710069835186,
0.040357571095228195,
0.03038434311747551,
0.04580358788371086,
0.00794946402311325,
-0.011412741616368294,
0.0202499870210886,
-0.0036341985687613487,
-0.04371482878923416,
-0.024775510653853416,
0.011587025597691536,
-0.02545715682208538,
-0.02880607545375824,
0.0015173478750512004,
0.0053811753168702126,
0.007246227469295263,
0.026399487629532814,
-0.00727201160043478,
-0.07378043234348297,
-0.004042717628180981,
0.06108205020427704,
-0.049361519515514374,
0.004177745431661606,
0.01854133978486061,
0.043279215693473816,
-0.016391174867749214,
0.03841737285256386,
-0.02452835440635681,
-0.02363757975399494,
0.02185088023543358,
-0.0060182358138263226,
0.011782181449234486,
-0.02673248201608658,
-0.025782331824302673,
0.0025368710048496723,
0.033191557973623276,
0.01454296987503767,
-0.010666469112038612,
-0.032584261149168015,
0.049536995589733124,
0.08068819344043732,
0.013319754041731358,
0.00948200561106205,
0.030358608812093735,
-0.0022255827207118273,
0.00616555567830801,
-0.006130573805421591,
-0.012686398811638355,
-0.012773893773555756,
-0.03451363742351532,
0.030457988381385803,
0.013006065972149372,
-0.02016499452292919,
0.010516907088458538,
0.017102908343076706,
0.009964561089873314,
0.043219517916440964,
0.03972639888525009,
-0.02060004696249962,
0.030776284635066986,
0.008908366784453392,
0.015507680363953114,
-0.012103237211704254,
-0.03001851588487625,
0.016333581879734993,
0.019806131720542908,
0.033670973032712936,
0.008171353489160538,
-0.03247394785284996,
0.05362222343683243,
-0.0244571715593338,
-0.013029512017965317,
-0.007038257084786892,
0.006553380750119686,
0.04864368960261345,
0.0033032000064849854,
-0.009034724906086922,
0.05040285736322403,
-0.019609645009040833,
0.004663304425776005,
-0.03235854208469391,
-0.02221626415848732,
0.029209638014435768,
0.05701383948326111,
-0.03617226332426071,
-0.0036939717829227448,
0.01763978600502014,
-0.08334039151668549,
0.03516879305243492,
-0.013109857216477394,
-0.00473622465506196,
-0.052025213837623596,
0.08203092217445374,
0.05307187885046005,
-0.006973715033382177,
0.023497479036450386,
-0.026021793484687805,
-0.04286722093820572,
-0.012554884888231754,
-0.03380904346704483,
0.04234444722533226,
0.01777184009552002,
-0.07946835458278656,
0.019563697278499603,
-0.04830120503902435,
-0.04589049890637398,
0.016789371147751808,
0.02417362481355667,
-0.04468768462538719,
0.0068138362839818,
-0.04742132127285004,
-0.041254911571741104,
-0.04219212010502815,
0.0005123951705172658,
0.0019350299844518304,
0.01784796454012394,
0.02436724677681923,
0.03010961413383484,
-0.01500669401139021,
-0.02502855472266674,
0.014369816519320011,
-0.048059962689876556,
-0.03165728971362114,
-0.0281542856246233,
-0.01467042788863182,
-0.0006953691481612623,
-0.022791273891925812,
0.014179762452840805,
0.019012274220585823,
-0.018125522881746292,
-0.0010488486150279641,
-0.04669046401977539,
-0.05969583988189697,
0.012292706407606602,
0.004997940268367529,
0.01678951270878315,
0.03808945417404175,
0.010361708700656891,
0.07779934257268906,
0.02243296056985855,
-0.027162862941622734,
-0.02471417933702469,
0.03484204411506653,
-0.04033871367573738,
0.002486682031303644,
0.02814825065433979,
0.01311345212161541,
-0.0019330201903358102,
0.0176170002669096,
0.0076245274394750595,
0.023599866777658463,
0.0751078650355339,
-0.0005607101484201849,
-0.02037125825881958,
0.01327157486230135,
-0.011777072213590145,
-0.032142724841833115,
0.03681258484721184,
-0.014787742868065834,
0.003987461794167757,
0.00485899718478322,
0.007677743211388588,
-0.0015905678737908602,
-0.004136866424232721,
-0.03139628469944,
0.003017985727638006,
-0.012474080547690392,
0.02307918481528759,
-0.047554027289152145,
-0.011936252936720848,
-0.006557561457157135,
-0.03637341409921646,
0.027392026036977768,
-0.0008889138116501272,
0.04796263575553894,
-0.03745238110423088,
0.004493405111134052,
-0.0066314879804849625,
0.030564410611987114,
-0.012703865766525269,
-0.01050377357751131,
-0.008595790714025497,
0.001594930188730359,
0.019432494416832924,
-0.03206077590584755,
0.0008157335687428713,
0.054697051644325256,
0.028772864490747452,
-0.0077370936051011086,
-0.006640556734055281,
-0.03297429904341698,
0.009640495292842388,
-0.0636046975851059,
-0.016041185706853867,
-0.023960020393133163,
0.026556434109807014,
-0.0028416169807314873,
0.049488745629787445,
0.0392945259809494,
-0.009572463110089302,
0.05553579330444336,
-0.00783596932888031,
-0.04939157888293266,
0.02475738152861595,
0.026325495913624763,
-0.03120221011340618,
-0.007808594964444637,
-0.05391010269522667,
0.05206519737839699,
-0.031248344108462334,
-0.01735980622470379,
0.023313302546739578,
0.009929614141583443,
-0.08947800099849701,
0.004572810605168343,
-0.002339262282475829,
0.0020306785590946674,
-0.04537275806069374,
-0.0065840003080666065,
0.024575624614953995,
-0.03971400856971741,
-0.005448505748063326,
0.02402050793170929,
-0.012247275561094284,
-0.006237727124243975,
-0.015091908164322376,
-0.002120943507179618,
-0.02156434766948223,
0.031779225915670395,
-0.004604052286595106,
0.043588582426309586,
-0.06247923895716667,
0.006007559597492218,
-0.004075940232723951,
0.07294919341802597,
0.05137969180941582,
0.01108538918197155,
0.010459164157509804,
-0.06423844397068024,
0.003654876258224249,
-0.008938719518482685,
0.01715880259871483,
0.0008037424413487315,
0.01586880162358284,
0.06671468913555145,
0.017995303496718407,
-0.06115920469164848,
-0.0012538268929347396,
0.09184769541025162,
-0.005202686879783869,
-0.019692160189151764,
-0.03666001930832863,
0.027498304843902588,
-0.01923191547393799,
-0.0013303111772984266,
0.040891557931900024,
0.0317416675388813,
-0.03079686127603054,
-0.03774695843458176,
0.03939112275838852,
-0.042863380163908005,
-0.018444418907165527,
0.025490684434771538,
0.03250329941511154,
0.07655283063650131,
-0.013659599237143993,
0.003866876708343625,
0.00867727492004633,
0.05583738163113594,
0.047947682440280914,
0.013919290155172348,
-0.007798046804964542,
-0.09298434108495712,
-0.05208360031247139,
0.02726033516228199,
0.007307153195142746,
-0.0431913286447525,
-0.01677769050002098,
-0.03378371521830559,
-0.007255423814058304,
-0.009371667169034481,
-0.029692988842725754,
0.049081988632678986,
0.015208140946924686,
0.01438503060489893,
-0.02101038210093975,
0.006963537074625492,
-0.05886587128043175,
0.02088482305407524,
-0.034295547753572464,
0.02632959559559822,
-0.03930014744400978,
-0.02337558940052986,
-0.03234109655022621,
0.037448275834321976,
0.034940917044878006,
0.013653593137860298,
-0.01749844290316105,
-0.02574906498193741,
0.013633300550282001,
0.01814747042953968,
-0.03507179394364357,
-0.026815209537744522,
0.009524594992399216,
0.027058184146881104,
-0.011433592066168785,
0.07148398458957672,
-0.01594712771475315,
-0.05501852184534073,
0.05810049921274185,
0.045229338109493256,
-0.017790701240301132,
-0.02155326120555401,
-0.035952128469944,
0.008153432048857212,
0.03408646211028099,
-0.017113571986556053,
0.05904562026262283,
0.012857671827077866,
0.0016375663690268993,
0.001908305799588561,
-0.046704087406396866,
0.013267571106553078,
0.029636738821864128,
-0.023047717288136482,
-0.05138828605413437,
0.006742417346686125,
-0.022373046725988388,
0.02852335385978222,
0.04610252380371094,
0.03975042328238487,
-0.027981020510196686,
0.0015081173041835427,
-0.04223429784178734,
0.005980955436825752,
-0.027422171086072922,
-0.022563615813851357,
-0.0061359042301774025,
0.04287481680512428,
0.011508508585393429,
-0.009728013537824154,
-0.033988840878009796,
-0.018992571160197258,
-0.0027727107517421246,
-0.00760267348960042,
-0.031057603657245636,
-0.0177385825663805,
-0.0001964096154551953,
0.008562945760786533,
0.04205959662795067,
-0.02115878276526928,
0.045748550444841385,
-0.01516712550073862,
-0.0076332371681928635,
0.020261704921722412,
-0.06370260566473007,
-0.006941702216863632,
-0.026606962084770203,
-0.02382548525929451,
0.029116440564393997,
-0.017205897718667984,
0.0345611646771431,
0.011153115890920162,
-0.005138722714036703,
-0.056846100836992264,
-0.050125546753406525,
0.033586639910936356,
-0.03366122394800186,
-0.0015093249967321754,
-0.03836353123188019,
0.001969922101125121,
-0.020924529060721397,
-0.03766297921538353,
0.01553608849644661,
0.031067127361893654,
-0.054667115211486816,
-0.005575940478593111,
0.03136071190237999,
0.006550027057528496,
0.03120398335158825,
-0.04330732300877571,
0.01238873228430748,
0.039366599172353745,
0.019310124218463898,
-0.024838674813508987,
0.0625297874212265,
-0.000888035399839282,
-0.010815877467393875,
-0.004686716478317976,
-0.053455207496881485,
-0.008330443874001503,
0.0682583898305893,
0.0004373710253275931,
0.011782429181039333,
-0.011291127651929855,
-0.006358138285577297,
0.015015858225524426,
-0.018073396757245064,
-0.031092632561922073,
0.02106228470802307,
0.005960347130894661,
0.002578180283308029,
-0.025712911039590836,
-0.0011665745405480266,
0.018354196101427078,
0.012480897828936577,
0.004788413178175688,
0.0032478957436978817,
-0.0024545055348426104,
0.06112084910273552,
-0.02685723453760147,
0.03328341990709305,
-0.007913006469607353,
-0.01974746212363243,
0.03984154388308525,
0.003511278424412012,
0.029944337904453278,
0.015651065856218338,
0.027651796117424965,
-0.021453384310007095,
0.008615393191576004,
-0.09410658478736877,
0.003284321166574955,
0.06113191694021225,
-0.031479865312576294,
0.05589430406689644,
0.0326085165143013,
-0.022053034976124763,
-0.002315401565283537,
-0.06452999264001846,
-0.03447878733277321,
-0.002547929063439369,
-0.01934509538114071,
0.04310275614261627,
0.010474630631506443,
-0.02767108380794525,
0.06532508134841919,
0.02558871917426586,
-0.003997521474957466,
0.06690680235624313,
0.019055405631661415,
-0.0026848786510527134,
0.023494744673371315,
0.0002711052948143333,
-0.001994919264689088,
0.06222081184387207,
0.006576386280357838,
-0.0018904001917690039,
0.004618061240762472,
-0.010393187403678894,
0.05238790810108185,
0.01656060852110386,
0.027304543182253838,
-0.07845718413591385,
-0.01714467629790306,
-0.04533234238624573,
0.0022433099802583456,
-0.009381948038935661,
-0.021210970357060432,
0.02402135543525219,
-0.010523560456931591,
0.02588639222085476,
0.02665651962161064,
0.04393091797828674,
-0.009509885683655739,
-0.04347736015915871,
-0.029664956033229828,
-0.05890476703643799,
-0.048903632909059525,
0.056199219077825546,
0.014192892238497734,
-0.02482518181204796,
0.031698670238256454,
-0.05622175335884094,
0.038366515189409256,
-0.010131186805665493,
0.05517774447798729,
-0.006394179072231054,
0.07283255457878113,
-0.006931931246072054,
0.005514122545719147,
0.018467361107468605,
0.0043851882219314575,
0.11568178981542587,
0.04682566225528717,
0.04404356703162193,
-0.04260227829217911,
-0.00572223961353302,
-0.0032069708686321974,
-0.020317263901233673,
-0.04354732483625412,
-0.0073649464175105095,
-0.009683744050562382,
0.018632199615240097,
0.030057227239012718,
0.00731125520542264,
-0.0030346724670380354,
0.02462124079465866,
0.010699688456952572,
-0.014277962036430836,
-0.01255954522639513,
0.034379612654447556,
-0.00728781521320343,
0.018658578395843506,
-0.013777293264865875,
-0.04090436175465584,
0.03659547492861748,
0.011476035229861736,
-0.05672222003340721,
-0.047781601548194885,
-0.02217002399265766,
0.01889643631875515,
0.008016789332032204,
0.012645348906517029,
0.022260915488004684,
0.01763259619474411,
0.04287676140666008,
0.008656885474920273,
0.009303608909249306,
0.03875938057899475,
-0.0028361172880977392,
0.010758517310023308,
0.030324943363666534,
0.012459949590265751,
-0.01672534830868244,
0.0012672793818637729,
-0.000499035872053355,
-0.05312139913439751,
-0.011317024938762188,
-0.0402831956744194,
0.057286620140075684,
0.038858432322740555,
-0.05716119334101677,
-0.018259849399328232,
-0.004853245336562395,
-0.005732712801545858,
-0.03282829746603966,
-0.010212603956460953,
0.0026098955422639847,
0.009613003581762314,
-0.014084246940910816,
-0.021770840510725975,
-0.028688253834843636,
-0.017750149592757225,
-0.03478823974728584,
0.026025980710983276,
0.02635100670158863,
-0.058065250515937805,
-0.01581718772649765,
-0.040363047271966934,
0.04072977602481842,
0.00047777482541278005,
-0.01185149047523737,
0.002919120015576482,
0.00648009916767478,
-0.003954877145588398,
-0.029469646513462067,
0.0034026452340185642,
0.024225959554314613,
0.007093447260558605,
-0.04195311665534973,
-0.023364324122667313,
-0.003803335828706622,
-0.05399029701948166,
-0.016548024490475655,
-0.0038091696333140135,
0.006991022266447544,
-0.03906070441007614,
0.015086960047483444,
-0.011664971709251404,
0.03081202693283558,
-0.020606931298971176,
-0.020456498488783836,
0.01953251101076603,
0.027352506294846535,
0.010860980488359928,
-0.06163930892944336,
-0.038329463452100754,
0.0171799473464489,
-0.016246823593974113,
0.029478022828698158,
0.0007639374816790223,
0.04930553585290909,
0.03573436290025711,
0.002441238844767213,
-0.02231695130467415,
0.03493428975343704,
-0.02871345914900303,
0.02694464847445488,
-0.00616107415407896,
-0.02495991438627243,
0.0032042840030044317,
-0.035966720432043076,
-0.007729745469987392,
-0.04544658958911896,
-0.0004573181795421988,
0.006770165637135506,
-0.00621921569108963,
-0.011698438785970211,
0.025786254554986954,
-0.05894837528467178,
-0.01897411048412323,
-0.02579820714890957,
0.03164033591747284,
-0.021734902635216713,
-0.028587644919753075,
-0.017132604494690895,
0.060374580323696136,
-0.012477333657443523,
-0.015258891507983208,
-0.029829252511262894,
-0.011040220968425274,
-0.015020781196653843,
-0.008402601815760136,
0.023510044440627098,
0.014268673956394196,
0.04200780764222145,
-0.0171110350638628,
0.026744363829493523,
-0.009980508126318455,
0.038763243705034256,
-0.0064115868881344795,
0.008327055722475052,
0.04142582044005394,
-0.05626775696873665,
-0.02073616534471512,
-0.0014984599547460675,
0.004012225661426783,
0.028733860701322556,
0.009311244823038578,
0.016704099252820015,
-0.013465841300785542,
0.07335050404071808,
-0.03739158436655998,
-0.007664141245186329,
0.004566943738609552,
-0.029026711359620094,
-0.011891762726008892,
0.029859714210033417,
0.016885096207261086,
0.00522166583687067,
0.0006257143104448915,
0.03668535500764847,
-0.00632119458168745,
-0.03982638940215111,
-0.006044911686331034,
0.019376909360289574,
-0.004809918813407421,
0.01254995632916689,
0.011010282672941685,
-0.01830957643687725,
0.04458117485046387,
0.025447258725762367,
-0.01841392181813717,
0.033210575580596924,
-0.002570738550275564,
0.032227709889411926,
-0.051353223621845245,
-0.030927957966923714,
-0.02862132154405117,
0.005560971796512604,
0.017975766211748123,
-0.04588242992758751,
0.015223894268274307,
0.023863133043050766,
-0.05808936804533005,
0.003289344720542431,
0.010340972803533077,
-0.0017023050459101796,
-0.041008513420820236,
0.019467689096927643,
-0.032542821019887924,
-0.011965872719883919,
0.04245388135313988,
-0.02948518842458725,
0.049489568918943405,
0.005518923047930002,
0.002633783733472228,
-0.037653420120477676,
-0.014879792928695679,
0.014473918825387955,
-0.022710701450705528,
-0.03752868250012398,
0.02382201887667179,
-0.027813298627734184,
-0.02573038451373577,
0.0362052284181118,
-0.023823332041502,
-0.0022256288211792707,
0.07452155649662018,
0.02826439030468464,
-0.0014899508096277714,
0.06315172463655472,
0.009067723527550697,
-0.005721048917621374,
0.023646889254450798,
0.01688203029334545,
0.06115470454096794,
-0.003332226537168026,
0.01654072105884552,
0.03505459055304527,
0.028837770223617554,
-0.009030910208821297,
-0.007892018184065819,
0.02266012877225876,
-0.02790670096874237,
-0.02873140014708042,
-0.025523405522108078,
-0.010198001749813557,
0.013082246296107769,
-0.044795792549848557,
0.01989745907485485,
-0.027105024084448814,
-0.01183138508349657,
-0.005963947158306837,
-0.0227165799587965,
-0.029648972675204277,
0.018579943105578423,
-0.02066579833626747,
-0.02235492318868637,
-0.003946960438042879,
0.030922120437026024,
-0.02585616707801819,
-0.04863375797867775,
-0.012037105858325958,
0.0657305121421814,
-0.02544960007071495,
-0.004800628405064344,
-0.010480414144694805,
-0.022121043875813484,
0.0754803717136383,
-0.006733125075697899,
0.04605702683329582,
0.01770566776394844,
-0.05431186035275459,
0.026755211874842644,
-0.08733322471380234,
0.03736061975359917,
0.03721163049340248,
-0.05538126826286316,
-0.029570316895842552,
-0.002988351508975029,
-0.0031692874617874622,
0.006428791210055351,
0.025075586512684822,
0.017814014106988907,
-0.0156119205057621,
-0.0190822035074234,
-0.003918015398085117,
0.03562944009900093,
-0.05434117466211319,
0.030427956953644753,
-0.010211066342890263,
-0.025436757132411003,
-0.017222652211785316,
0.004446443170309067,
-0.009172208607196808,
0.018207382410764694,
0.004523030482232571,
-0.013139404356479645,
-0.032835058867931366,
0.006324879825115204,
-0.03670249879360199,
-0.011547201313078403,
0.05124272406101227,
0.007077671121805906,
0.04949124902486801,
-0.006396715994924307,
-0.0019332137890160084,
0.023179082199931145,
-0.007429561112076044,
-0.07163708657026291,
-0.022497031837701797,
-0.019284488633275032,
-0.030641207471489906,
-0.0030010754708200693,
0.024351486936211586,
0.03253604844212532,
-0.08029209077358246,
-0.009684529155492783,
0.031891003251075745,
-0.047168225049972534,
-0.015205593779683113,
0.06682799756526947,
0.02542448788881302,
0.03879455104470253,
0.013934146612882614,
0.05053113400936127,
-0.014165041036903858,
-0.02253255620598793,
0.006700738798826933,
0.047745898365974426,
0.04601367190480232,
0.019437581300735474,
0.023441724479198456,
0.041677892208099365,
-0.02097156271338463,
0.016761470586061478,
-0.032101914286613464,
0.01710496097803116,
-0.030972251668572426,
0.0037107872776687145,
-0.022270597517490387,
-0.022862058132886887,
0.028047891333699226,
0.01001361571252346,
-0.01617521606385708,
0.10664283484220505,
-0.04726819321513176,
-0.031484976410865784,
-0.04549446702003479,
0.001583623350597918,
-0.016869457438588142,
-0.0033949059434235096,
0.04088344797492027,
0.03338225930929184,
0.010114692151546478,
0.017582718282938004,
0.017031148076057434,
-0.025125019252300262,
0.07915721833705902,
-0.01066972129046917,
0.006677302531898022,
0.022156009450554848,
0.002965044928714633,
0.018217654898762703,
0.004634136334061623,
0.0018246544059365988,
-0.01883513107895851,
0.03128582611680031,
0.029512904584407806,
0.00447318609803915,
0.0002767571131698787,
-0.0016326106851920485,
-0.011523283086717129,
-0.008111890405416489,
-0.06959512084722519,
-0.015782764181494713,
-0.028984827920794487,
0.011450603604316711,
-0.011144662275910378,
-0.009657762944698334
] |
<p>How can I measure separability between different number of instance of one feature vector? For example the main vector is <code>V=[1 1 2 3 4 5 7 8 10 100 1000 99 999 54]</code> and three sub-vector with different sample lengths are <code>t1=[1 1 2 3 99 1000]</code> or <code>t2=[1 10 1000]</code> or <code>t3=[2 3 4 10 100 99 999 54]</code>.</p>
<p>Which one is more separable and more informative? I mean I am looking for a sub-vector with minimum length and maximum separability power.</p>
<p>If I put it in GMM, the sub-vector with less samples has better probability which is not fairly approach.</p>
<pre><code>train=[1 2 1 2 1 2 100 101 102 99 100 101 1000 1001 999 1003];
No_of_Iterations=10;
No_of_Clusters=3;
[mm,vv,ww]=gaussmix(train,[],No_of_Iterations,No_of_Clusters);
test1=[1 1 1 2 2 2 100 100 100 101 1000 1000 1000];
test2=[1 1 2 2 100 99 1000 999];
test3=[1 100 1000];
[lp,rp,kh,kp]=gaussmixp(test1,mm,vv,ww);
sum(lp)
[lp,rp,kh,kp]=gaussmixp(test2,mm,vv,ww);
sum(lp)
[lp,rp,kh,kp]=gaussmixp(test3,mm,vv,ww);
sum(lp)
</code></pre>
<p>The results are as follow :</p>
<pre><code>ans =
-8.0912e+05
ans =
-8.1782e+05
ans =
-5.0381e+05
</code></pre>
<p>I will really appreciate, if you could help me.</p> | 73,399 | [
-0.020041899755597115,
0.008241426199674606,
-0.013829205185174942,
-0.029764456674456596,
0.04242229089140892,
0.0009805104928091168,
-0.036436449736356735,
-0.07075900584459305,
0.026180019602179527,
-0.0016016531735658646,
0.04815944656729698,
0.06595767289400101,
0.036755941808223724,
0.018120426684617996,
0.01809961348772049,
0.0025792522355914116,
-0.007671027909964323,
-0.0049489219672977924,
0.028323335573077202,
-0.02465352788567543,
-0.034231189638376236,
0.01041919831186533,
0.04861465469002724,
-0.04140862450003624,
-0.052404534071683884,
0.04243117570877075,
0.031813740730285645,
-0.020990950986742973,
0.018049493432044983,
0.029893748462200165,
-0.04918582737445831,
-0.060463279485702515,
0.01876331865787506,
0.050193000584840775,
0.006321266293525696,
0.011106008663773537,
-0.035869792103767395,
-0.02388872392475605,
-0.011458445340394974,
0.013260407373309135,
-0.029772337526082993,
-0.015965664759278297,
-0.007473430130630732,
0.02707855775952339,
-0.00936130154877901,
0.034783974289894104,
0.03556369990110397,
-0.035527706146240234,
0.03236052393913269,
-0.04879118129611015,
0.02872086502611637,
0.021798942238092422,
0.019629046320915222,
0.00452458905056119,
0.011463472619652748,
0.011950998567044735,
0.016775278374552727,
0.07507944107055664,
-0.032300710678100586,
-0.03369181975722313,
0.008309757336974144,
-0.019452666863799095,
0.03716201335191727,
0.004499536938965321,
-0.006927618756890297,
0.037761181592941284,
-0.022423632442951202,
-0.03528406098484993,
0.05733519047498703,
-0.03667702525854111,
0.031014440581202507,
0.007746952585875988,
0.03783773258328438,
-0.059016335755586624,
0.024926109239459038,
-0.019641088321805,
-0.01544768363237381,
0.04566030204296112,
0.02985316701233387,
-0.0005432544276118279,
0.041099678725004196,
-0.01772606000304222,
-0.009264876134693623,
0.04597892612218857,
0.04856822267174721,
-0.02789744734764099,
0.06688053160905838,
-0.02435774728655815,
-0.0020594759844243526,
0.03781928867101669,
-0.026437170803546906,
0.012333777733147144,
0.01879383996129036,
0.057451460510492325,
-0.03287858888506889,
0.05004638805985451,
-0.007191664073616266,
0.009139815345406532,
0.014286256395280361,
0.006462334655225277,
-0.04272410646080971,
-0.05237627774477005,
-0.00275740516372025,
0.06264880299568176,
-0.03294769674539566,
0.0003516855067573488,
-0.0264941044151783,
-0.005728049203753471,
-0.008883431553840637,
0.00030454472289420664,
0.0012738131918013096,
0.03187514841556549,
0.02679886855185032,
-0.028062153607606888,
0.04459201171994209,
-0.01794307306408882,
0.018690407276153564,
0.0111998924985528,
0.02496437542140484,
0.10257276147603989,
0.037364859133958817,
-0.041908226907253265,
0.01629454456269741,
-0.03978152573108673,
-0.044039350003004074,
0.011717597022652626,
-0.0072060851380229,
0.0027679100167006254,
-0.028437776491045952,
0.030394110828638077,
-0.010690063238143921,
-0.0126163549721241,
0.034696727991104126,
-0.039131373167037964,
0.009814443998038769,
-0.01830972731113434,
-0.05116773769259453,
-0.021357521414756775,
0.05054706335067749,
-0.011478627100586891,
0.024000627920031548,
-0.01970021240413189,
0.018272574990987778,
-0.0038035360630601645,
0.022264262661337852,
0.027562187984585762,
0.08809961378574371,
0.01728815957903862,
0.019988417625427246,
-0.016542157158255577,
-0.03502311930060387,
-0.005786063149571419,
-0.034249160438776016,
-0.005649436730891466,
-0.005776670295745134,
-0.06779906898736954,
-0.03607155382633209,
0.024878956377506256,
-0.031573306769132614,
0.01876816153526306,
-0.010173515416681767,
0.022128324955701828,
0.027797695249319077,
-0.016538769006729126,
-0.01629018411040306,
-0.013794942758977413,
0.06478893011808395,
0.004904859699308872,
0.0548543706536293,
0.02619221992790699,
-0.01421722024679184,
-0.016225503757596016,
0.0195739958435297,
-0.017926229164004326,
0.04353410005569458,
-0.02617921307682991,
0.003322485601529479,
-0.005816155578941107,
0.04011331498622894,
0.019186818972229958,
-0.01792437769472599,
-0.03668868914246559,
0.010385522618889809,
-0.00009581985796103254,
0.03709936887025833,
0.022464454174041748,
0.036856137216091156,
0.011771413497626781,
0.033777400851249695,
-0.020371977239847183,
-0.03225545212626457,
-0.029162416234612465,
0.01003215741366148,
0.004843407776206732,
-0.03892005980014801,
0.055906105786561966,
-0.03492152690887451,
0.011078514158725739,
0.014567370526492596,
-0.03300097957253456,
-0.05666607618331909,
-0.009223878383636475,
0.020112885162234306,
-0.04941905662417412,
-0.028417306020855904,
0.05309011787176132,
0.007683969102799892,
-0.040252868086099625,
0.06469356268644333,
-0.0018575243884697556,
-0.01269365195184946,
0.027527861297130585,
-0.004460243508219719,
-0.00767764775082469,
0.0005510797491297126,
-0.04451293125748634,
0.02577831596136093,
0.03862438723444939,
-0.029388008639216423,
0.05132085829973221,
-0.07698013633489609,
0.07001347839832306,
0.05774776637554169,
0.025730298832058907,
-0.009974582120776176,
-0.02655867673456669,
-0.02931189350783825,
0.026589516550302505,
-0.008320922031998634,
0.0202769935131073,
-0.049544937908649445,
-0.019386837258934975,
0.04887713864445686,
0.03586054593324661,
-0.03496280312538147,
0.017931252717971802,
0.05102258175611496,
-0.017728354781866074,
-0.009312840178608894,
0.03786170110106468,
0.007773685734719038,
-0.03531875088810921,
0.018757469952106476,
0.01202123798429966,
-0.003110966645181179,
-0.017198709771037102,
0.011446052230894566,
0.01836150512099266,
0.03177627548575401,
0.002746549667790532,
-0.021869543939828873,
0.05478999763727188,
-0.01548414770513773,
-0.012653576210141182,
-0.03185398504137993,
-0.01305131334811449,
-0.009155169129371643,
-0.011383474804461002,
0.0047950344160199165,
0.04367659613490105,
0.000543667352758348,
-0.007782394997775555,
-0.031125161796808243,
-0.04219089448451996,
0.01013959851115942,
0.013487753458321095,
-0.03505369648337364,
-0.0018555782735347748,
0.02373412996530533,
-0.034845542162656784,
0.0015216284664347768,
-0.009949504397809505,
0.01280204951763153,
-0.06564754247665405,
0.06773881614208221,
0.07239586114883423,
-0.03765358030796051,
0.0029077252838760614,
-0.020183011889457703,
-0.03542680665850639,
0.035457491874694824,
-0.0011130387429147959,
0.04144749790430069,
-0.03098710998892784,
-0.06423608958721161,
0.022179333493113518,
0.002929041860625148,
-0.007346160709857941,
0.03044065646827221,
-0.0033134648110717535,
-0.02960674650967121,
0.012297358363866806,
-0.017711402848362923,
-0.06495670974254608,
-0.013888980261981487,
-0.025433093309402466,
0.03217756375670433,
0.006393736694008112,
-0.032695796340703964,
0.03924265503883362,
0.006340739317238331,
-0.06257032603025436,
0.025444716215133667,
-0.039768073707818985,
-0.039558615535497665,
-0.016755353659391403,
-0.015276473946869373,
0.0042808204889297485,
0.016280971467494965,
0.005294385831803083,
0.053234975785017014,
-0.03330172970890999,
-0.001962971640750766,
-0.05597855895757675,
-0.06364775449037552,
0.0030272796284407377,
-0.009171119891107082,
0.03195788338780403,
-0.02589578926563263,
-0.012998935766518116,
0.04085984826087952,
0.05530553311109543,
-0.046153854578733444,
-0.03110651858150959,
0.022672099992632866,
-0.02668789029121399,
0.006052298471331596,
0.01469338033348322,
0.015291743911802769,
0.040713440626859665,
-0.0012209564447402954,
0.014008364640176296,
0.04119056835770607,
0.038562994450330734,
-0.02750306762754917,
-0.0008844922413118184,
0.005463739857077599,
-0.0034825371112674475,
-0.02665860392153263,
0.024935081601142883,
0.012380904518067837,
-0.06349882483482361,
0.01486127357929945,
0.016376595944166183,
0.009236050769686699,
0.017615454271435738,
-0.0254545696079731,
0.002070231596007943,
-0.011433164589107037,
0.04407015070319176,
-0.012893116101622581,
-0.0010877494933083653,
0.009174852631986141,
-0.014251461252570152,
0.01947149820625782,
0.04585134983062744,
0.03174792602658272,
-0.035299256443977356,
-0.015863921493291855,
0.050343167036771774,
0.03342697024345398,
-0.023082463070750237,
0.02557765319943428,
0.000857678591273725,
0.008292866870760918,
0.01145023014396429,
-0.02109311893582344,
-0.04648582264780998,
0.023259708657860756,
0.034851495176553726,
0.02240706980228424,
0.043389949947595596,
-0.026680374518036842,
0.016122736036777496,
-0.056399449706077576,
-0.007032681256532669,
-0.023225992918014526,
0.05339447408914566,
0.006586691830307245,
-0.01128355786204338,
0.05459892749786377,
-0.013914346694946289,
-0.002052437514066696,
0.003380767535418272,
-0.05469882860779762,
0.01531024370342493,
0.009153439663350582,
-0.03911401331424713,
0.014333076775074005,
-0.015048438683152199,
-0.01112438179552555,
-0.04074539616703987,
0.016187196597456932,
0.020425915718078613,
0.022686947137117386,
-0.0809575617313385,
0.03297169879078865,
-0.016785776242613792,
0.028454575687646866,
-0.0188850499689579,
0.02089349739253521,
0.024361884221434593,
0.043124280869960785,
0.005367424339056015,
0.00894753448665142,
-0.011725776828825474,
0.01287793181836605,
0.011921929195523262,
0.018090780824422836,
-0.02083692140877247,
0.05508066341280937,
0.027416018769145012,
0.07832656800746918,
-0.013546614907681942,
0.0018436621176078916,
0.024220945313572884,
0.01503404788672924,
0.03817952051758766,
-0.03213644027709961,
0.01178969256579876,
-0.04635469987988472,
-0.02126474864780903,
0.00015736420755274594,
0.022357413545250893,
0.03446853905916214,
-0.021198125556111336,
0.024456212297081947,
0.02518816851079464,
-0.05388256907463074,
0.016997862607240677,
0.08472044765949249,
-0.018556034192442894,
-0.03148344159126282,
-0.05936933308839798,
-0.01702672243118286,
0.004171034321188927,
-0.01523453090339899,
0.03507329151034355,
0.027371486648917198,
-0.029854876920580864,
0.0027192654088139534,
0.021295009180903435,
-0.03961458057165146,
-0.0002908820169977844,
-0.012811901979148388,
0.035782281309366226,
0.03769378364086151,
0.0010143204126507044,
-0.04898012802004814,
-0.01707426644861698,
0.07007697969675064,
0.01789097487926483,
0.04089127853512764,
-0.01564803160727024,
-0.05898822844028473,
0.005831277463585138,
0.07088559120893478,
0.017556192353367805,
-0.031768251210451126,
0.0020922974217683077,
-0.012274307198822498,
0.013269013725221157,
0.029124276712536812,
-0.041047994047403336,
0.056580957025289536,
-0.0025112938601523638,
0.01812560297548771,
-0.043071575462818146,
0.022558892145752907,
-0.04777548089623451,
0.025966709479689598,
-0.02167639695107937,
0.010853096842765808,
-0.05396053194999695,
-0.02124277502298355,
-0.007607310079038143,
0.015961354598402977,
0.010240203700959682,
0.05117180570960045,
-0.04255224019289017,
-0.02649756334722042,
0.02198103442788124,
0.014159412123262882,
-0.012394404970109463,
-0.03891001641750336,
0.01695810817182064,
0.02660452388226986,
-0.0182880200445652,
0.04990800470113754,
-0.05493185296654701,
-0.0300619937479496,
0.01712057925760746,
0.038080230355262756,
-0.010125502943992615,
-0.010231382213532925,
0.0069321077316999435,
0.05083998292684555,
0.007475043646991253,
0.01915876753628254,
0.046985968947410583,
0.013033907860517502,
0.019153643399477005,
0.009076344780623913,
-0.045556098222732544,
0.011871244758367538,
-0.04048123210668564,
-0.01555668655782938,
-0.03103863261640072,
0.0209183469414711,
-0.0232098288834095,
0.05412454530596733,
-0.001062549650669098,
0.04032357037067413,
-0.027576351538300514,
0.0019787237979471684,
-0.01005598995834589,
0.016331564635038376,
-0.03577207773923874,
-0.014034027233719826,
-0.01852765865623951,
0.03166941553354263,
-0.0011074839858338237,
0.012289282865822315,
0.017199033871293068,
-0.033332765102386475,
-0.00019007826631423086,
0.019480859860777855,
-0.04650994390249252,
0.0014084542635828257,
-0.045401960611343384,
-0.018704459071159363,
0.017773492261767387,
-0.002571876859292388,
0.02815413475036621,
-0.0011774011654779315,
0.048709992319345474,
0.04604528471827507,
-0.04492800682783127,
0.023491444066166878,
0.006528244819492102,
-0.008994954638183117,
0.04314371570944786,
-0.05567851662635803,
0.03238091617822647,
-0.01596743054687977,
-0.021632051095366478,
-0.05742790177464485,
-0.022361772134900093,
0.026677438989281654,
-0.0017039930680766702,
-0.009274333715438843,
-0.04904670640826225,
-0.01936778984963894,
-0.03258666396141052,
0.014327667653560638,
-0.0358910895884037,
0.059647586196660995,
0.023543164134025574,
-0.015263097360730171,
0.013630956411361694,
-0.005169749725610018,
0.0501098670065403,
-0.00104517734143883,
0.02338632196187973,
0.012168032117187977,
0.03586385399103165,
0.01174493320286274,
0.04747425764799118,
-0.0035474819596856833,
-0.016469866037368774,
-0.012663839384913445,
-0.013799465261399746,
-0.005988250020891428,
0.06943609565496445,
-0.029180798679590225,
-0.027496041730046272,
-0.01756574772298336,
0.0012640421045944095,
0.011945917271077633,
-0.037313953042030334,
-0.004770603030920029,
-0.00783692579716444,
-0.02604369819164276,
-0.032352592796087265,
0.021730244159698486,
0.0017302593914791942,
-0.02760530263185501,
0.02115403302013874,
0.00752322468906641,
-0.021745802834630013,
0.0073357922956347466,
0.06064576283097267,
-0.0047594597563147545,
0.011510106734931469,
-0.0017298187594860792,
-0.0035140502732247114,
0.02457214891910553,
0.0029730412643402815,
0.016311736777424812,
-0.00024851015768945217,
0.05020192265510559,
0.002376473043113947,
0.00017699720046948642,
-0.04540247842669487,
0.003029261250048876,
0.07113741338253021,
0.018614578992128372,
0.036237817257642746,
0.05715111643075943,
0.03428354486823082,
-0.00011176801490364596,
-0.044739630073308945,
-0.0038552971091121435,
0.0024548128712922335,
0.002035950543358922,
0.04544596001505852,
0.012681924737989902,
-0.03444509208202362,
0.027226699516177177,
0.01577390544116497,
0.021030360832810402,
0.026958085596561432,
-0.0288686603307724,
0.030498452484607697,
0.010326740331947803,
-0.040398187935352325,
-0.04192254692316055,
0.058965716511011124,
-0.004783444572240114,
0.011553657241165638,
-0.03599252924323082,
-0.0124274380505085,
0.028928231447935104,
0.03436523675918579,
0.006905025336891413,
-0.057441070675849915,
-0.010847173631191254,
-0.05761619284749031,
0.013170978985726833,
0.04109179228544235,
-0.06326820701360703,
0.0005207557696849108,
0.012886852957308292,
0.02912619151175022,
0.04929405823349953,
0.010668848641216755,
-0.005462478846311569,
-0.06738343089818954,
-0.06518816202878952,
-0.033931657671928406,
-0.03901391103863716,
0.025292515754699707,
0.012646675109863281,
-0.061879005283117294,
0.015014438889920712,
0.004443403799086809,
0.025668423622846603,
0.016716517508029938,
0.03694406896829605,
0.019167480990290642,
0.05521045997738838,
0.016846375539898872,
0.067942313849926,
0.01055473554879427,
0.004330412019044161,
0.1269734650850296,
0.08295202255249023,
0.05919992923736572,
-0.045909956097602844,
0.04555804654955864,
0.0427488274872303,
-0.03850552812218666,
-0.04182853177189827,
0.02023754082620144,
0.010631958954036236,
-0.01932402513921261,
0.020150456577539444,
0.01216936856508255,
0.009279372170567513,
-0.021391527727246284,
0.02957172505557537,
-0.031937118619680405,
0.009223943576216698,
0.023897673934698105,
0.011123238131403923,
0.0005714694852940738,
-0.021334480494260788,
-0.06174178048968315,
0.012643329799175262,
0.026401914656162262,
-0.012805742211639881,
-0.02058541215956211,
0.008513093926012516,
0.02650333009660244,
0.021335337311029434,
0.013415047898888588,
0.0063198404386639595,
-0.008236914873123169,
0.016856536269187927,
-0.007130751386284828,
0.019193628802895546,
0.015516798011958599,
-0.03171761706471443,
0.007897105067968369,
0.004187331534922123,
0.030020585283637047,
-0.012534653767943382,
-0.02250061184167862,
0.01907738298177719,
-0.04427933320403099,
-0.04441569745540619,
-0.03991309553384781,
0.028410209342837334,
-0.018191616982221603,
-0.01178968045860529,
0.01787995919585228,
0.022733554244041443,
0.033990807831287384,
-0.07087869197130203,
0.0030478942207992077,
-0.011015353724360466,
0.025135278701782227,
0.011223147623240948,
-0.031173910945653915,
-0.03925072401762009,
0.0524619035422802,
-0.02702948823571205,
0.024486985057592392,
-0.031533319503068924,
-0.020933911204338074,
-0.010518893599510193,
-0.0002690334804356098,
0.0365898571908474,
-0.008002222515642643,
-0.009018013253808022,
0.006240283604711294,
-0.03957902640104294,
-0.03353291377425194,
-0.03216015547513962,
0.00046945505891926587,
-0.027716781944036484,
-0.011810614727437496,
-0.005992478225380182,
-0.05685848742723465,
0.01639145240187645,
-0.0064026121981441975,
0.02013542130589485,
0.011978126130998135,
0.02678796835243702,
0.016327274963259697,
-0.007060109172016382,
0.023015053942799568,
0.020970435813069344,
0.004398598801344633,
0.006001524161547422,
0.007418706547468901,
0.03472352400422096,
0.0002890545583795756,
-0.022276360541582108,
-0.01499455887824297,
-0.009816679172217846,
-0.043179914355278015,
0.021079815924167633,
-0.02199987880885601,
0.040391743183135986,
-0.013356825336813927,
-0.0068549481220543385,
-0.009744889102876186,
0.023625032976269722,
-0.03411198407411575,
-0.01362585462629795,
-0.00820558425039053,
-0.01597319170832634,
-0.03369106724858284,
0.0012149823596701026,
-0.027781084179878235,
-0.020821498706936836,
0.011463773436844349,
-0.0356890931725502,
-0.012217793613672256,
0.0324258916079998,
-0.008496682159602642,
-0.059374623000621796,
0.011216080747544765,
-0.0034628291614353657,
0.009074550122022629,
-0.03694698214530945,
-0.009036180563271046,
-0.010533617809414864,
0.028801079839468002,
-0.02625013142824173,
-0.025996008887887,
-0.024712922051548958,
0.002049101982265711,
-0.019640477374196053,
-0.0021004648879170418,
0.027761287987232208,
0.02952488884329796,
0.023629769682884216,
-0.011494380421936512,
0.014164755120873451,
-0.001170167583040893,
0.047087162733078,
-0.018980367109179497,
0.0016826788196340203,
0.05328059941530228,
-0.061918798834085464,
-0.01974007673561573,
-0.0037264428101480007,
-0.01436910405755043,
0.02530115284025669,
-0.001622101292014122,
-0.000784282514359802,
-0.038715094327926636,
0.05797547847032547,
0.0022683574352413416,
-0.003914793021976948,
0.0002710199623834342,
-0.014028734527528286,
-0.009814510121941566,
-0.019514452666044235,
-0.004476327449083328,
0.003706319723278284,
-0.026353834196925163,
0.005511762108653784,
0.027614563703536987,
-0.028673188760876656,
-0.026224849745631218,
0.002805961761623621,
-0.03235787898302078,
0.0037861536256968975,
0.031155982986092567,
-0.05305418744683266,
0.050018176436424255,
0.06114479526877403,
-0.003128512529656291,
0.020679151639342308,
-0.03774197772145271,
0.026431867852807045,
-0.08418368548154831,
-0.039789218455553055,
-0.014616178348660469,
-0.021574776619672775,
0.05536418780684471,
-0.025953056290745735,
0.010367531329393387,
0.025505762547254562,
-0.07687968760728836,
0.05118205025792122,
-0.018372787162661552,
-0.0002801034424919635,
-0.05786358192563057,
0.03560265898704529,
-0.0425923690199852,
0.002190876752138138,
0.008787301369011402,
-0.019711699336767197,
0.050693050026893616,
0.028003709390759468,
-0.005078282207250595,
-0.02087032049894333,
-0.04817671701312065,
-0.000011052752597606741,
-0.011090829968452454,
-0.04983536899089813,
0.01660817302763462,
-0.025308379903435707,
-0.043042052537202835,
0.011910858564078808,
-0.032207075506448746,
0.015616715885698795,
0.012414401397109032,
0.04386000335216522,
-0.003998551517724991,
0.04480316489934921,
0.01810297556221485,
0.004538645502179861,
0.01961715705692768,
-0.009053405374288559,
0.0011430722661316395,
0.003275468247011304,
0.011540831997990608,
0.01805082894861698,
0.01733817532658577,
0.02072669006884098,
-0.03102841228246689,
0.010707599110901356,
-0.02110736072063446,
-0.01428256556391716,
-0.02133636362850666,
0.012879520654678345,
0.014019782654941082,
-0.043980006128549576,
-0.016376156359910965,
-0.034721411764621735,
0.03283163160085678,
-0.0022374289110302925,
0.02829516865313053,
-0.02401285618543625,
-0.0021591472905129194,
-0.06303216516971588,
-0.05704702436923981,
-0.02266126498579979,
0.0010583552066236734,
0.015652207657694817,
-0.03530455008149147,
-0.020009486004710197,
0.016119934618473053,
0.01727069541811943,
0.0013308641500771046,
-0.045456092804670334,
0.008110987022519112,
0.08319440484046936,
-0.01544228382408619,
-0.0005449456511996686,
-0.021317018195986748,
0.03520379588007927,
0.05591689422726631,
-0.0947631299495697,
0.03863280266523361,
-0.007020945660769939,
-0.022047482430934906,
-0.028691565617918968,
-0.05175688490271568,
-0.03350343182682991,
0.041217140853405,
0.062378983944654465,
0.02690289355814457,
0.002004133304581046,
-0.011146696284413338,
-0.01059329230338335,
0.01489002164453268,
-0.029225116595625877,
0.021174566820263863,
-0.013044225983321667,
-0.007515990640968084,
-0.005780358798801899,
-0.03385365381836891,
0.022438134998083115,
-0.004881068132817745,
0.02552201598882675,
0.01344238594174385,
-0.017410436645150185,
-0.023845355957746506,
-0.02479694038629532,
0.009032373316586018,
0.019322527572512627,
-0.018300339579582214,
0.04659178853034973,
-0.04007633775472641,
0.04066945239901543,
0.03284304961562157,
-0.014844809658825397,
-0.04832430183887482,
-0.010795283131301403,
-0.033105626702308655,
-0.019283819943666458,
-0.0008798344642855227,
0.012759258970618248,
0.06559698283672333,
-0.06757306307554245,
0.005701011978089809,
-0.004136038478463888,
-0.05424300581216812,
0.0003298246010672301,
0.054374903440475464,
0.05013137310743332,
0.0540158748626709,
0.005074045155197382,
0.03338107094168663,
-0.009025724604725838,
-0.006424273829907179,
-0.0017703346675261855,
0.038204360753297806,
0.0016177144134417176,
0.03487934544682503,
-0.0014869986334815621,
0.02905438281595707,
-0.025471549481153488,
0.00654452433809638,
-0.0035615703091025352,
0.020356005057692528,
0.010662541724741459,
-0.00552997924387455,
0.020107131451368332,
-0.03222081810235977,
-0.02854677475988865,
0.02474762685596943,
0.00852295383810997,
0.03229740262031555,
-0.06797871738672256,
-0.026382112875580788,
-0.03460957109928131,
-0.016364051029086113,
-0.0765932947397232,
0.005115475971251726,
-0.001568649779073894,
0.02565167285501957,
0.03222430869936943,
0.019635822623968124,
0.012874575331807137,
-0.00679455790668726,
0.03644724562764168,
-0.01877729408442974,
0.040728699415922165,
-0.035758595913648605,
0.019443130120635033,
0.009638260118663311,
0.008494573645293713,
-0.045704618096351624,
0.008137709461152554,
0.006495409645140171,
0.02285810373723507,
0.03248226270079613,
-0.03326611593365669,
-0.056735843420028687,
-0.01245038490742445,
0.02002386562526226,
-0.05607982724905014,
-0.004389425739645958,
-0.08134641498327255,
0.014956426806747913,
0.00017771196144167334,
-0.02367326244711876
] |
<p>What are the most significant annual conferences focusing on quantitative methods in psychology?</p>
<p>This could include but is not limited to psychometrics, mathematical psychology, and statistical methods in psychology.</p>
<p>Rules:</p>
<ul>
<li>One conference per answer</li>
<li>Include a link to the conference</li>
</ul> | 35,748 | [
-0.010966235771775246,
-0.06539148092269897,
-0.04846726357936859,
-0.030486397445201874,
0.04444160684943199,
0.020287681370973587,
-0.027362797409296036,
-0.01251840777695179,
0.004097634460777044,
-0.003885297803208232,
0.029802406206727028,
0.04575434327125549,
0.017755500972270966,
0.016824183985590935,
0.005340761039406061,
-0.001094676787033677,
-0.011459916830062866,
0.021069562062621117,
-0.006319640204310417,
0.03575609251856804,
0.007570979185402393,
0.03239917382597923,
0.009598196484148502,
0.006944619119167328,
-0.0305495448410511,
0.03692103549838066,
-0.009080144576728344,
0.010283142328262329,
-0.03576093167066574,
0.04417379945516586,
-0.03751586750149727,
-0.005640290677547455,
0.009058543480932713,
0.03117983788251877,
0.008924358524382114,
-0.012206153944134712,
0.013779103755950928,
0.022923290729522705,
-0.0033706719987094402,
0.0242932066321373,
-0.0474783293902874,
-0.049221187829971313,
-0.015249423682689667,
0.003031513188034296,
-0.03893624246120453,
0.004396469797939062,
-0.03753973916172981,
-0.03865966945886612,
0.01192868035286665,
-0.041958849877119064,
0.046503182500600815,
0.031094558537006378,
0.004962616134434938,
0.00638285418972373,
-0.004682293627411127,
-0.00359700177796185,
0.007767436560243368,
0.037482429295778275,
-0.0010288557969033718,
-0.05636978521943092,
0.013377935625612736,
-0.007152826990932226,
0.007457399275153875,
-0.017138777300715446,
-0.020385723561048508,
0.05430237203836441,
0.03825461119413376,
-0.016870087012648582,
0.031041590496897697,
-0.01699378713965416,
-0.05428137257695198,
0.022078897804021835,
0.055786021053791046,
-0.008614957332611084,
-0.0135849229991436,
-0.012093596160411835,
-0.02186729945242405,
0.0029557321686297655,
0.009619622491300106,
0.07471451163291931,
-0.0008782289223745465,
0.001712915487587452,
-0.028053488582372665,
0.02454509399831295,
0.026918374001979828,
-0.037892088294029236,
0.07408982515335083,
-0.032294031232595444,
-0.04560831934213638,
-0.003411839948967099,
-0.029899993911385536,
-0.020445793867111206,
0.017560549080371857,
0.02155608870089054,
-0.05104215815663338,
0.03000437095761299,
0.004813643638044596,
0.05926433578133583,
0.01195431500673294,
-0.016733547672629356,
-0.016075603663921356,
-0.05590830370783806,
-0.006258897017687559,
0.06369967013597488,
-0.007271258160471916,
-0.008422637358307838,
-0.01566460356116295,
0.02681771107017994,
-0.035606563091278076,
0.006728605832904577,
-0.0019067720277234912,
0.039434172213077545,
0.017089594155550003,
0.00648517906665802,
0.05167221277952194,
0.011877095326781273,
-0.018760930746793747,
-0.012989227660000324,
0.04026906564831734,
0.05516718700528145,
0.02045195922255516,
-0.034270741045475006,
0.025146089494228363,
-0.023688672110438347,
-0.05883896350860596,
0.013772599399089813,
0.01515968982130289,
-0.03650110214948654,
0.0037406454794108868,
0.011058795265853405,
0.015949536114931107,
-0.004072625655680895,
0.01592823676764965,
-0.02449594996869564,
0.015350284986197948,
0.0574084110558033,
-0.06718466430902481,
-0.06717962771654129,
0.029618963599205017,
0.014290430583059788,
0.013504071161150932,
-0.007358154281973839,
0.026815639808773994,
0.026177065446972847,
0.052270594984292984,
-0.0017682164907455444,
0.037272483110427856,
0.006457043346017599,
0.03908133506774902,
0.002193448832258582,
-0.040766242891550064,
-0.013557776808738708,
0.009161682799458504,
-0.0014718989841639996,
0.002781514311209321,
-0.0918332114815712,
0.03593778237700462,
0.017929088324308395,
0.009683679789304733,
-0.007461153902113438,
0.06376399099826813,
0.01673993282020092,
-0.038817111402750015,
0.026713021099567413,
0.042770832777023315,
0.009223626926541328,
0.05571805313229561,
-0.003402509493753314,
-0.016414286568760872,
0.026696033775806427,
0.0000774633081164211,
0.0336955264210701,
0.038618121296167374,
0.006168969441205263,
0.022558391094207764,
-0.04551447555422783,
-0.00166823819745332,
0.02499924600124359,
-0.028779316693544388,
0.03862044960260391,
-0.03315340355038643,
-0.04286617785692215,
-0.007234332151710987,
-0.006187000311911106,
0.017525440081954002,
0.047613970935344696,
-0.028775544837117195,
-0.015862783417105675,
0.02694973349571228,
0.0038005716633051634,
-0.015333392657339573,
-0.05741747468709946,
0.06526529788970947,
0.010356883518397808,
-0.009140927344560623,
0.07506667077541351,
-0.016512755304574966,
0.03114735521376133,
-0.020532676950097084,
-0.04280351102352142,
-0.02737945131957531,
0.04663054272532463,
0.01587011106312275,
-0.00841284915804863,
-0.0076707457192242146,
0.07764314115047455,
0.03300625458359718,
-0.010497260838747025,
-0.003602356184273958,
-0.05316493660211563,
-0.04586747661232948,
-0.006918547209352255,
-0.02009918913245201,
0.03171389177441597,
-0.045543819665908813,
-0.053023334592580795,
0.007587381638586521,
0.009158877655863762,
-0.043054256588220596,
0.06901198625564575,
-0.032058145850896835,
0.034586936235427856,
0.014371187426149845,
-0.012750907801091671,
0.04620363935828209,
0.01883750781416893,
0.01475844532251358,
0.008571742102503777,
0.005520375911146402,
0.005788652691990137,
-0.05277511477470398,
-0.008849564008414745,
0.04446117952466011,
0.031358566135168076,
-0.009764855727553368,
0.03692173957824707,
0.03118273988366127,
0.06734804809093475,
-0.009821365587413311,
0.04884283244609833,
-0.02970004640519619,
-0.047084741294384,
-0.0014841050142422318,
0.00029418859048746526,
0.011354918591678143,
0.00024738197680562735,
-0.0005522762658074498,
0.00283130188472569,
0.012728909961879253,
0.02870277315378189,
-0.026930509135127068,
0.05605245754122734,
-0.013347822241485119,
-0.04274294152855873,
-0.02049480937421322,
-0.015306596644222736,
0.042872000485658646,
-0.04922693967819214,
-0.004292805679142475,
0.023057566955685616,
0.021302981302142143,
0.018699822947382927,
0.02003883570432663,
-0.046588506549596786,
-0.0023212602827697992,
0.0099704060703516,
-0.03274954482913017,
0.022082140669226646,
0.025418855249881744,
-0.021257486194372177,
0.02851487696170807,
-0.03155728057026863,
0.0061043729074299335,
-0.010394947603344917,
-0.01031484268605709,
0.04439124837517738,
0.02604072540998459,
0.013981915079057217,
-0.018907716497778893,
-0.009738603606820107,
0.01474230270832777,
-0.05404249206185341,
0.034974489361047745,
-0.035841263830661774,
-0.03202293440699577,
0.019235022366046906,
-0.05196136608719826,
0.018925094977021217,
0.014767841435968876,
-0.034832049161195755,
-0.02139698714017868,
0.04479557275772095,
0.028757592663168907,
-0.07434584945440292,
-0.013546549715101719,
-0.0027341670356690884,
0.029188023880124092,
-0.025110647082328796,
0.015813259407877922,
0.015980180352926254,
0.0208467785269022,
-0.01253207866102457,
-0.034358371049165726,
-0.021291233599185944,
-0.007258937228471041,
0.019262880086898804,
-0.05469066649675369,
0.016080185770988464,
-0.02187504433095455,
-0.012298882007598877,
0.027049943804740906,
-0.0485050342977047,
0.006153350695967674,
-0.037210430949926376,
-0.042421743273735046,
0.025920754298567772,
-0.013723896816372871,
0.0420028418302536,
0.004740163218230009,
0.005498431622982025,
0.031926583498716354,
0.04419222101569176,
-0.019073674455285072,
-0.061103109270334244,
-0.005761970300227404,
-0.003494387259706855,
-0.01855272613465786,
0.03903714194893837,
-0.024682363495230675,
0.02299926057457924,
0.041552506387233734,
0.009331030771136284,
-0.01264832355082035,
0.038657296448946,
0.02602343261241913,
0.005094745196402073,
-0.02137773483991623,
-0.00833749771118164,
0.0013474082807078958,
0.010791633278131485,
0.011388136073946953,
-0.07738403230905533,
0.025138448923826218,
0.002115590963512659,
-0.020140398293733597,
0.008940289728343487,
-0.015612494200468063,
0.0009989433456212282,
-0.023333799093961716,
-0.0010435482254251838,
-0.007516488432884216,
0.0071834661066532135,
0.022829126566648483,
-0.0014437430072575808,
-0.04735499247908592,
0.015667477622628212,
-0.007451762445271015,
-0.016974249854683876,
-0.008341929875314236,
-0.02364143170416355,
-0.005205250345170498,
-0.04834480956196785,
0.011869838461279869,
-0.019054902717471123,
-0.028321076184511185,
0.03391343355178833,
-0.031473200768232346,
-0.0004615430370904505,
0.06311964988708496,
0.027539052069187164,
0.051478445529937744,
0.001855929964222014,
-0.006205190904438496,
-0.031976379454135895,
-0.05388660356402397,
0.00697322329506278,
-0.0693085789680481,
0.05534777790307999,
-0.009879845194518566,
0.05208895727992058,
-0.004149651620537043,
0.038946956396102905,
-0.012472504749894142,
0.033201057463884354,
-0.0899101048707962,
0.0035860135685652494,
-0.03711962327361107,
0.01464156061410904,
0.014570512808859348,
0.014202218502759933,
0.05838821455836296,
0.025156360119581223,
0.010497817769646645,
-0.03470345586538315,
0.028054725378751755,
-0.02652859501540661,
-0.004581185057759285,
-0.026633234694600105,
-0.0286369901150465,
0.010706265456974506,
0.002442817436531186,
0.023969046771526337,
-0.03561132773756981,
0.036721471697092056,
0.03150630369782448,
-0.0010085147805511951,
-0.022079916670918465,
0.00936339981853962,
0.05376500263810158,
0.04406827315688133,
0.059317026287317276,
0.017757141962647438,
0.01629020646214485,
-0.049879323691129684,
0.032810088247060776,
0.0016993065364658833,
0.011899459175765514,
0.00959403533488512,
-0.018065256997942924,
-0.03682214394211769,
-0.07783103734254837,
-0.00982656143605709,
0.02010628953576088,
0.005473109427839518,
0.021601086482405663,
0.013140717521309853,
0.03140074014663696,
0.012992197647690773,
-0.016541484743356705,
0.01607483997941017,
0.04638855531811714,
0.0162937194108963,
-0.03389335796236992,
0.008933431468904018,
-0.0062101478688418865,
0.032491736114025116,
-0.003067557467147708,
0.03326886519789696,
0.019895415753126144,
0.034355875104665756,
0.022315796464681625,
0.017744192853569984,
0.007104202173650265,
-0.045528605580329895,
-0.016959700733423233,
0.03501361235976219,
0.03915632516145706,
-0.0014093639329075813,
-0.007616179063916206,
-0.023215925320982933,
0.05719912797212601,
0.05835985392332077,
-0.007431178819388151,
0.00512473750859499,
-0.07004866003990173,
0.025457395240664482,
0.0434364452958107,
0.0335109569132328,
-0.06767553836107254,
0.00812668539583683,
-0.02077375538647175,
-0.01620171032845974,
0.048415765166282654,
0.0023479138035327196,
0.009075148031115532,
-0.017358025535941124,
-0.0028003216721117496,
-0.002910190960392356,
0.012250734493136406,
-0.031431812793016434,
0.008456501178443432,
0.04993671923875809,
0.005370897240936756,
-0.009915204718708992,
-0.0015535963466390967,
-0.033223941922187805,
-0.017865747213363647,
0.029838385060429573,
0.030892588198184967,
0.008588949218392372,
0.012905513867735863,
-0.006898340303450823,
0.026649663224816322,
-0.0513174906373024,
-0.04985744506120682,
0.02553272247314453,
0.05773986130952835,
-0.009743175469338894,
0.043936196714639664,
-0.03712254762649536,
-0.0471918098628521,
0.01640251651406288,
-0.025865649804472923,
-0.00515536405146122,
0.0037118203472346067,
0.023824790492653847,
0.04285930469632149,
0.032192863523960114,
-0.01814947836101055,
0.06369182467460632,
0.0466841459274292,
-0.04095623642206192,
-0.011537629179656506,
-0.02932445891201496,
-0.011413692496716976,
0.0025383010506629944,
-0.03534374386072159,
-0.01622948795557022,
-0.010233510285615921,
-0.050372567027807236,
0.022102104499936104,
-0.050398848950862885,
-0.01385196577757597,
-0.039103537797927856,
-0.004158367402851582,
-0.0009223314700648189,
0.01743481494486332,
-0.027299700304865837,
0.006303702015429735,
0.04226227477192879,
0.008035168051719666,
0.01956319250166416,
-0.01428527757525444,
0.008500734344124794,
-0.005237208679318428,
0.00821587536484003,
0.022634340450167656,
-0.015424782410264015,
-0.01863083429634571,
-0.011842015199363232,
-0.012693014927208424,
0.02651388570666313,
-0.005177751183509827,
0.03234224021434784,
-0.03501797839999199,
-0.0036672442220151424,
0.014512893743813038,
-0.046272922307252884,
-0.0175242368131876,
-0.011766240000724792,
-0.0012086033821105957,
0.03823849558830261,
-0.02707039751112461,
0.009220415726304054,
0.009390858002007008,
-0.008538282476365566,
-0.0604989118874073,
-0.039054930210113525,
0.04288896173238754,
0.020644308999180794,
-0.04987673833966255,
-0.029025917872786522,
0.038847021758556366,
-0.02036704123020172,
0.02101512812077999,
-0.028353724628686905,
0.09627002477645874,
-0.020066842436790466,
-0.025011645630002022,
-0.00950763188302517,
0.004219043534249067,
0.015525586903095245,
0.011618200689554214,
0.00834448542445898,
-0.02936781942844391,
0.016397472470998764,
0.0025954057928174734,
0.016694383695721626,
0.01575038954615593,
-0.02327115274965763,
-0.007674279157072306,
-0.0001488385023549199,
-0.038827016949653625,
0.018920935690402985,
-0.024578092619776726,
-0.04346905276179314,
0.0413425974547863,
-0.024646500125527382,
-0.021607516333460808,
-0.05846522003412247,
0.0024842831771820784,
-0.03776741772890091,
0.027367904782295227,
-0.014752283692359924,
-0.011047952808439732,
-0.04276610538363457,
0.008710996247828007,
-0.01033808570355177,
0.01908787339925766,
-0.05590731278061867,
0.004945406224578619,
0.04440496489405632,
-0.020076584070920944,
0.020160531625151634,
0.0053045740351080894,
-0.016324196010828018,
0.03603244572877884,
-0.028767872601747513,
0.0236813947558403,
-0.006426049862056971,
-0.0008232379332184792,
-0.016582762822508812,
-0.025871915742754936,
-0.02264825813472271,
-0.0012289686128497124,
0.04337097704410553,
0.027268817648291588,
0.038014233112335205,
0.09151460975408554,
-0.03157750889658928,
0.010003389790654182,
-0.036894895136356354,
0.013150679878890514,
0.006400329992175102,
0.029356300830841064,
0.04841092973947525,
-0.027944421395659447,
-0.03672508895397186,
0.017116565257310867,
0.01960412785410881,
-0.0038691400550305843,
0.04016074538230896,
-0.01554576400667429,
0.06025625392794609,
0.017932699993252754,
-0.10421707481145859,
-0.027094639837741852,
0.030648184940218925,
-0.05470510572195053,
0.0130348801612854,
-0.01763281412422657,
-0.06440968811511993,
0.04009898379445076,
0.0136225875467062,
0.00793770793825388,
-0.016072051599621773,
-0.024279363453388214,
-0.0569380484521389,
0.03296896815299988,
-0.01765894889831543,
0.02812127023935318,
-0.01690729707479477,
-0.008950983174145222,
-0.011807918548583984,
-0.015742862597107887,
0.016238389536738396,
0.0031540561467409134,
-0.06341598182916641,
-0.04126059636473656,
-0.029894430190324783,
-0.04785124212503433,
-0.007206984795629978,
0.0034181158989667892,
-0.005232269875705242,
-0.0023731915280222893,
-0.0005294349393807352,
0.014881611801683903,
0.04174351319670677,
0.048975277692079544,
-0.001914365915581584,
0.04848547279834747,
-0.014648563228547573,
-0.006548787001520395,
-0.019292064011096954,
-0.034419670701026917,
0.09768147021532059,
0.07248688489198685,
0.05618222430348396,
-0.07495854794979095,
0.04425425827503204,
0.00913354754447937,
0.01382257230579853,
-0.030733121559023857,
0.009096737019717693,
-0.019743680953979492,
-0.020773213356733322,
0.07773956656455994,
0.0847957655787468,
0.03608529642224312,
-0.022414900362491608,
0.048361536115407944,
-0.008310306817293167,
-0.038016460835933685,
-0.014622206799685955,
-0.040841445326805115,
0.025882354006171227,
0.01230663899332285,
-0.012917893007397652,
0.0015388216124847531,
0.018482686951756477,
-0.019198084250092506,
-0.06592239439487457,
-0.04896611347794533,
0.005157162435352802,
-0.0053507862612605095,
-0.02123003453016281,
-0.006095812655985355,
0.028317738324403763,
0.03244040533900261,
-0.07875687628984451,
-0.023388061672449112,
0.012989641167223454,
-0.05241924896836281,
0.022423194721341133,
0.021404242143034935,
0.01343215350061655,
-0.01827099919319153,
-0.0043259793892502785,
0.03644929826259613,
-0.022319436073303223,
-0.00754087558016181,
-0.01645352877676487,
-0.001693263533525169,
-0.03896705061197281,
-0.010983535088598728,
-0.0392889641225338,
-0.04111720249056816,
0.010052151046693325,
0.02167542837560177,
-0.013011655770242214,
0.030677268281579018,
0.04318387061357498,
-0.04677467420697212,
-0.013863774947822094,
-0.05072740465402603,
-0.011974658817052841,
0.012853788211941719,
0.05643332749605179,
0.023694349452853203,
-0.01889382116496563,
-0.03648821637034416,
-0.03040037676692009,
0.013634627684950829,
0.002718413481488824,
0.009585712105035782,
0.03061729669570923,
0.004323834553360939,
-0.05057147517800331,
-0.042569976300001144,
-0.0012483014725148678,
-0.03132505342364311,
0.05063868314027786,
0.024564871564507484,
-0.008570286445319653,
-0.023034458979964256,
-0.0458243303000927,
0.009418115019798279,
-0.01146161649376154,
-0.011746160686016083,
-0.04256628826260567,
0.018013570457696915,
0.05017184093594551,
0.004438098520040512,
0.019578993320465088,
-0.0008617130224592984,
-0.014568186365067959,
0.006529849488288164,
0.021239986643195152,
-0.03584647923707962,
-0.01832888461649418,
-0.05011580139398575,
-0.0077423821203410625,
-0.017365505918860435,
-0.014513842761516571,
0.0209087822586298,
0.046333327889442444,
0.002764578443020582,
0.0018202082719653845,
0.021150771528482437,
-0.030866442248225212,
-0.028219835832715034,
0.0008543168078176677,
-0.03781107813119888,
-0.003037060610949993,
0.004324031062424183,
0.01966840773820877,
-0.054779719561338425,
-0.03831253945827484,
-0.05371220409870148,
0.011396972462534904,
-0.005722687114030123,
-0.05158489942550659,
-0.04640629142522812,
-0.007974578067660332,
0.03401455655694008,
0.04584602639079094,
-0.02942906878888607,
-0.03172547370195389,
-0.02166534774005413,
-0.008295167237520218,
0.012966160662472248,
0.008600165136158466,
0.03066605143249035,
-0.022072486579418182,
-0.003950514364987612,
-0.03691927716135979,
0.050435665994882584,
0.01053321547806263,
0.01670818030834198,
0.016061749309301376,
-0.014391261152923107,
0.03157596290111542,
0.02680784836411476,
0.0072066159918904305,
-0.04588056728243828,
0.035998258739709854,
-0.0720963329076767,
-0.025316480547189713,
0.03115992434322834,
-0.030950596556067467,
-0.0014153519878163934,
0.044515252113342285,
0.04400136321783066,
0.001250813016667962,
-0.01559770479798317,
-0.00672976253554225,
-0.005346126854419708,
0.00034994707675650716,
-0.012540096417069435,
0.029813028872013092,
-0.018710318952798843,
0.009445622563362122,
0.021449754014611244,
-0.051798488944768906,
0.036443017423152924,
0.06792471557855606,
-0.019708560779690742,
0.013879451900720596,
0.032400984317064285,
-0.013479807414114475,
-0.005190907046198845,
0.01615312322974205,
-0.004604750778526068,
0.055300403386354446,
0.04864975064992905,
-0.04280993714928627,
0.048427388072013855,
-0.006862212438136339,
-0.005747706163674593,
-0.10111119598150253,
0.027179772034287453,
-0.008103410713374615,
0.021707337349653244,
0.03287259861826897,
-0.06077420338988304,
0.04160955920815468,
0.04458419978618622,
-0.025661470368504524,
0.022353265434503555,
-0.024966420605778694,
-0.029718466103076935,
-0.0025707255117595196,
-0.010731075890362263,
0.002360650571063161,
-0.004928045440465212,
-0.015068938955664635,
-0.01498052105307579,
0.025780420750379562,
0.019340170547366142,
0.01052761822938919,
-0.05085749179124832,
-0.010003656148910522,
-0.0033071287907660007,
-0.003137048799544573,
-0.05364362895488739,
0.02697153203189373,
-0.03498723730444908,
-0.017075417563319206,
0.019306883215904236,
-0.018892802298069,
0.012876175343990326,
0.052238449454307556,
-0.008838449604809284,
-0.02477317303419113,
0.05812202766537666,
0.03708929941058159,
-0.02005629800260067,
0.013870922848582268,
0.01726064831018448,
-0.0030713146552443504,
0.04673613980412483,
-0.01827985793352127,
0.020209182053804398,
0.0011752472491934896,
-0.02270517870783806,
-0.047455620020627975,
0.019215865060687065,
0.003416987368836999,
0.021252015605568886,
-0.00413828669115901,
-0.03435787931084633,
-0.002942448016256094,
0.010910116136074066,
0.019130123779177666,
-0.04998485743999481,
-0.005664669908583164,
0.01581108756363392,
0.023255834355950356,
0.012610447593033314,
0.01823537051677704,
0.007816953584551811,
-0.03488486260175705,
0.014825548976659775,
-0.045528482645750046,
0.02387164533138275,
-0.06072679162025452,
0.010080172680318356,
0.056129127740859985,
0.009436745196580887,
-0.0013368234504014254,
-0.0014918888919055462,
-0.027301885187625885,
0.03831233084201813,
-0.03971602022647858,
0.012661031447350979,
-0.011827302165329456,
-0.00849518645554781,
0.026222040876746178,
-0.07889498770236969,
0.044852692633867264,
-0.0016168539877980947,
-0.0074165924452245235,
-0.029845112934708595,
-0.004198530688881874,
-0.014110149815678596,
-0.002875150414183736,
0.059332020580768585,
-0.008766468614339828,
-0.011682162061333656,
0.005278232041746378,
-0.01100787054747343,
-0.004728200379759073,
-0.03568873181939125,
0.004979921039193869,
-0.053054843097925186,
0.0074993763118982315,
-0.05826586112380028,
-0.00632838997989893,
0.006667118053883314,
0.008518439717590809,
0.014192444272339344,
0.031409863382577896,
0.025025224313139915,
-0.012943741865456104,
0.004775413777679205,
0.06566710770130157,
0.033084459602832794,
-0.020626522600650787,
0.036406807601451874,
0.004936013370752335,
0.04391847923398018,
0.004139439202845097,
0.0006326707662083209,
-0.040605537593364716,
0.01386064663529396,
-0.024638500064611435,
-0.05521329492330551,
-0.004259289242327213,
0.019540008157491684,
-0.01692473515868187,
-0.057953447103500366,
0.016748754307627678,
0.03171421214938164,
-0.013477093540132046,
0.013782772235572338,
0.03343561291694641,
0.027350114658474922,
0.0236278735101223,
0.034607041627168655,
0.04552415758371353,
0.06368312984704971,
0.005142730660736561,
0.0001754441182129085,
0.04510406032204628,
0.053570687770843506,
0.05405476316809654,
0.017373956739902496,
-0.006199136842042208,
0.02543758973479271,
0.08037836849689484,
0.002168005332350731,
0.021071679890155792,
0.011936675757169724,
0.0019015326397493482,
0.05061078071594238,
-0.0242537222802639,
0.04363927245140076,
-0.004650128539651632,
-0.008984903804957867,
0.07630062103271484,
-0.03553855046629906,
0.006644430570304394,
-0.00432012090459466,
0.015141170471906662,
-0.05127372592687607,
-0.0004344152985140681,
-0.014277497306466103,
0.05405082926154137,
-0.03644344583153725,
0.008360379375517368,
0.00597938010469079,
0.00668019475415349,
0.018704723566770554,
0.0014789089327678084,
0.04387577250599861,
0.00975590106099844,
-0.010994508862495422,
-0.02795165590941906,
-0.02961074374616146,
-0.050199445337057114,
-0.023850729689002037,
0.02550063654780388,
0.043590690940618515,
0.033894579857587814,
0.0028950024861842394,
0.00867619551718235,
-0.020951204001903534,
0.05834083631634712,
-0.03176305443048477,
-0.009527190588414669,
-0.019434260204434395,
-0.0023900866508483887,
-0.010918772779405117,
-0.008910860866308212
] |
<p>I have two samples, one with $n_1 = 41,000$ and the other with $n_2 = 881$; the larger sample has a standard deviation of $13.74$, and the smaller has an $SD=10.75$. The means are different, and when I run a Welch's t-test, I get a $p < .001$. I'm not sure if that's the appropriate test. I checked the skew for both samples; it was $29$ for the large sample and $9$ for the small one. Should I use a Mann-Whitney U test, or do I have enough data to assume normally distributed samples? In the end I need to know if the means of the samples are statistically different and be able to say one mean is $X$ times larger than the other. </p> | 73,400 | [
-0.032705046236515045,
-0.028823012486100197,
-0.021259445697069168,
0.0035394050646573305,
0.045321300625801086,
0.024744397029280663,
0.016498908400535583,
-0.010964356362819672,
0.005180910229682922,
-0.03903632238507271,
0.08972444385290146,
0.02259420044720173,
0.054143112152814865,
0.019224341958761215,
0.03109043464064598,
0.010055499151349068,
-0.03772241994738579,
0.02484731934964657,
0.0007225528825074434,
-0.04635528475046158,
0.0020406506955623627,
0.021421661600470543,
0.024894673377275467,
-0.03637125343084335,
-0.03682928532361984,
0.03890962526202202,
0.006975919008255005,
-0.028010226786136627,
-0.0032834112644195557,
0.06587320566177368,
-0.027960507199168205,
-0.03794071078300476,
0.017882883548736572,
0.041356731206178665,
0.023813467472791672,
-0.004433599300682545,
-0.022707315161824226,
-0.025547029450535774,
0.012607711367309093,
0.027008244767785072,
-0.05456719547510147,
0.008968782611191273,
0.00954979658126831,
-0.0015373645583167672,
0.00356522249057889,
0.00786304660141468,
-0.01999264769256115,
-0.05861853063106537,
0.018168926239013672,
-0.031020671129226685,
0.061237040907144547,
0.02903531678020954,
0.021181782707571983,
0.0131479287520051,
-0.03205142915248871,
-0.025093277916312218,
0.0270832646638155,
0.0424724742770195,
-0.01921260356903076,
-0.027949653565883636,
-0.0020838845521211624,
-0.005231326445937157,
-0.03959769755601883,
-0.025229042395949364,
-0.03014998324215412,
0.019154364243149757,
-0.04701020196080208,
-0.025835644453763962,
0.007700610440224409,
-0.012556924484670162,
0.021044649183750153,
0.035552311688661575,
0.017074713483452797,
-0.016645876690745354,
0.01803583838045597,
-0.04406507685780525,
0.021167397499084473,
0.027575194835662842,
0.043401818722486496,
0.026551181450486183,
0.01897413097321987,
0.015612662769854069,
0.053059618920087814,
0.026244746521115303,
0.0206593107432127,
-0.062020208686590195,
0.058201856911182404,
-0.0002738509501796216,
-0.005367313511669636,
0.043313104659318924,
-0.022900769487023354,
-0.01443902775645256,
0.0872543603181839,
-0.004857351537793875,
-0.0038331167306751013,
0.007246263325214386,
-0.048914916813373566,
0.015053216367959976,
-0.017590612173080444,
-0.02005951479077339,
-0.02350308932363987,
-0.08074834197759628,
0.047883350402116776,
0.04215862229466438,
-0.006099537946283817,
-0.03801830857992172,
-0.00046076232683844864,
0.013806494884192944,
-0.028429444879293442,
0.0026391050778329372,
-0.017979517579078674,
0.00675287377089262,
0.00039265575469471514,
0.002565233502537012,
0.03471199795603752,
0.01483501773327589,
-0.0035525381099432707,
-0.02822326496243477,
0.029992951080203056,
0.04711635410785675,
0.08008381724357605,
-0.0053568254224956036,
0.02823140285909176,
-0.023334965109825134,
-0.04931601509451866,
0.04560835286974907,
0.016208907589316368,
-0.00935861375182867,
-0.05883694067597389,
0.06494389474391937,
-0.006170310080051422,
-0.0009117706795223057,
0.002904251916334033,
-0.015969466418027878,
0.034064166247844696,
0.015844523906707764,
-0.06709155440330505,
-0.07631264626979828,
0.07022376358509064,
-0.011709487065672874,
0.007589160464704037,
-0.06941338628530502,
-0.010330602526664734,
0.034701868891716,
0.024190396070480347,
0.024231528863310814,
0.03295130282640457,
-0.021438991650938988,
0.024107376113533974,
0.021740105003118515,
-0.027652421966195107,
0.013734938576817513,
-0.020833076909184456,
-0.017499487847089767,
0.0042426008731126785,
-0.0679657980799675,
0.0005266026128083467,
0.0005454025231301785,
-0.0029151071794331074,
0.003995557781308889,
0.011494341306388378,
0.04011831060051918,
0.032542884349823,
-0.027366824448108673,
0.028617799282073975,
-0.009427180513739586,
0.07097803801298141,
0.02645818516612053,
0.036874473094940186,
-0.008432014845311642,
-0.010649113915860653,
0.004757891409099102,
0.057556819170713425,
0.03387109190225601,
0.04628507047891617,
0.018859738484025,
0.026163270696997643,
-0.009984700009226799,
0.020709173753857613,
0.023057889193296432,
-0.008720390498638153,
0.01884349249303341,
-0.020740725100040436,
-0.015629515051841736,
-0.0027727880515158176,
0.044930268079042435,
-0.007711176760494709,
-0.006616824772208929,
0.019942179322242737,
-0.03927388787269592,
-0.0381697379052639,
-0.04710806906223297,
-0.02149846963584423,
-0.008914926089346409,
-0.04687933996319771,
0.052456170320510864,
-0.01687062531709671,
0.019580142572522163,
-0.03061164915561676,
-0.011134733445942402,
0.00534939207136631,
-0.0003423777234274894,
0.032221123576164246,
-0.06483041495084763,
-0.013822177425026894,
0.0495859757065773,
0.06753809005022049,
-0.02928769960999489,
0.031893592327833176,
-0.03511550650000572,
-0.04522059112787247,
0.03428785875439644,
-0.038753386586904526,
0.01782011240720749,
0.010992196388542652,
-0.008000209927558899,
-0.0005916116060689092,
0.01243163924664259,
0.012652918696403503,
0.04588852450251579,
-0.028376372531056404,
0.0753815621137619,
0.028920801356434822,
0.004892341326922178,
0.0035588573664426804,
-0.012109442614018917,
0.030324216932058334,
0.006291534751653671,
-0.044046007096767426,
-0.04143952578306198,
-0.0665137767791748,
0.017972620204091072,
0.007730585988610983,
0.00731436163187027,
-0.05009026080369949,
0.004922916181385517,
0.0520559698343277,
0.0082728685811162,
0.021079106256365776,
0.021310416981577873,
0.004639795050024986,
-0.05994671210646629,
-0.009712640196084976,
0.030423277989029884,
0.02046297676861286,
0.031549129635095596,
-0.005750824697315693,
0.01107010804116726,
0.05009368434548378,
0.014059723354876041,
-0.031306102871894836,
0.030944285914301872,
-0.02350999414920807,
0.020014086738228798,
-0.029147209599614143,
-0.00423355121165514,
0.033820778131484985,
-0.008466308005154133,
-0.01001708209514618,
0.07571230083703995,
0.012158595025539398,
-0.02994026057422161,
-0.0074931723065674305,
-0.009825735352933407,
0.048617079854011536,
0.009199107997119427,
0.0013704287121072412,
0.0032102426048368216,
0.020935604348778725,
-0.03097619116306305,
0.03463703393936157,
-0.03658461198210716,
-0.017807528376579285,
-0.021130437031388283,
-0.006565877236425877,
-0.012807374820113182,
0.030512358993291855,
0.028075089678168297,
-0.026819126680493355,
-0.008479450829327106,
0.0030212742276489735,
-0.03891401365399361,
-0.01744476519525051,
-0.02242596447467804,
-0.07420401275157928,
0.03909224271774292,
0.0074286372400820255,
0.004039620980620384,
0.02317468263208866,
0.02674337662756443,
0.017421826720237732,
0.023008231073617935,
0.009609752334654331,
-0.025350285694003105,
-0.02758457511663437,
-0.03983146324753761,
0.003994648810476065,
0.01957506127655506,
-0.03230676427483559,
0.049133509397506714,
-0.010581588372588158,
-0.03566518798470497,
0.05259000509977341,
-0.029422476887702942,
-0.062090057879686356,
-0.03940717503428459,
0.021867243573069572,
-0.007316284347325563,
0.0013834120472893119,
0.006154095288366079,
0.0095065888017416,
-0.012293945997953415,
-0.03179562836885452,
-0.03830624744296074,
-0.07264190912246704,
0.005882078781723976,
-0.012875747866928577,
0.05120205506682396,
0.003995997365564108,
-0.03883886709809303,
0.03815701603889465,
0.020688878372311592,
0.026165781542658806,
-0.028111405670642853,
0.04036690667271614,
-0.01876794919371605,
-0.0019441527547314763,
0.0018179082544520497,
0.020504742860794067,
0.004362701438367367,
0.021527964621782303,
0.012476477771997452,
0.004130512475967407,
0.03867137059569359,
-0.02380206435918808,
-0.050869688391685486,
0.027829451486468315,
-0.0028738288674503565,
0.0014578023692592978,
0.02608981542289257,
0.013186013326048851,
-0.018517421558499336,
0.00945800356566906,
0.017746828496456146,
0.043601296842098236,
0.008681640960276127,
-0.025603055953979492,
0.026240212842822075,
0.011030331254005432,
0.0162782184779644,
-0.044933151453733444,
0.00443591084331274,
0.009924616664648056,
-0.044950976967811584,
-0.014704272150993347,
0.04342639073729515,
0.019349949434399605,
-0.0255723986774683,
0.03560686483979225,
0.050629790872335434,
0.015839021652936935,
-0.00816495530307293,
-0.01036732830107212,
-0.008598239161074162,
0.002355702454224229,
0.02563941664993763,
-0.026533981785178185,
-0.01319336611777544,
0.030989328399300575,
0.04820600152015686,
0.04693031311035156,
-0.016691194847226143,
-0.023082442581653595,
0.023806676268577576,
-0.05665704235434532,
0.019280897453427315,
-0.005332620814442635,
0.018426386639475822,
-0.0037133742589503527,
-0.0023772523272782564,
0.038485489785671234,
0.00971295963972807,
0.03133876994252205,
-0.0200234055519104,
-0.042183127254247665,
0.07022231072187424,
-0.01560258399695158,
-0.023219646885991096,
0.0011459843954071403,
-0.030445683747529984,
0.015519310720264912,
0.0034938857425004244,
0.06617161631584167,
0.022845884785056114,
0.03763352707028389,
-0.016435695812106133,
0.016945786774158478,
-0.04233354330062866,
-0.019429704174399376,
0.026428939774632454,
0.025068111717700958,
-0.03595014661550522,
-0.06525380164384842,
0.01741390861570835,
0.024380318820476532,
-0.0559103898704052,
-0.0015412018401548266,
0.008228913880884647,
0.05506376177072525,
-0.011756407096982002,
0.01584726944565773,
-0.013741141185164452,
0.025955844670534134,
-0.05071314051747322,
0.007447920739650726,
-0.0033401018008589745,
0.04636039957404137,
0.04791933670639992,
0.018487274646759033,
-0.029485275968909264,
-0.03684641048312187,
-0.03736533969640732,
0.0016790657537057996,
0.016335448250174522,
0.003073479048907757,
0.004372832830995321,
0.03307482227683067,
0.01505617517977953,
-0.03468169644474983,
0.04369126632809639,
0.06281792372465134,
-0.0025855181738734245,
-0.010539153590798378,
-0.018460597842931747,
-0.023253925144672394,
0.0009117249865084887,
0.004614506848156452,
0.023543164134025574,
0.032463911920785904,
0.005033118650317192,
-0.05913873761892319,
0.0438365712761879,
-0.01770944893360138,
-0.02387675642967224,
-0.0004961766535416245,
-0.0020870950538665056,
0.034121815115213394,
-0.014492073096334934,
-0.03284046798944473,
0.012738194316625595,
0.00200401758775115,
0.03567517176270485,
-0.00910784862935543,
0.01865798979997635,
-0.06486727297306061,
-0.004802333656698465,
0.04866606742143631,
0.04206569492816925,
-0.03551225736737251,
0.02929689548909664,
-0.050738539546728134,
0.017617281526327133,
0.013357039541006088,
-0.021607698872685432,
0.028106799349188805,
0.022227328270673752,
0.0032823141664266586,
-0.011810039170086384,
0.006939185317605734,
-0.04507642984390259,
0.0017828979762271047,
-0.005101002752780914,
0.010409393347799778,
-0.03296075761318207,
-0.027849791571497917,
-0.06335259228944778,
0.004081735387444496,
0.05996980518102646,
0.06668467074632645,
-0.025436922907829285,
-0.04512842744588852,
0.04410231485962868,
0.03382668271660805,
-0.01212032325565815,
-0.05706636235117912,
0.007151748053729534,
0.005050043575465679,
-0.03003886714577675,
0.04293762892484665,
0.009351772256195545,
-0.05404305085539818,
0.06567651033401489,
-0.03168414533138275,
-0.01728757657110691,
-0.006835213862359524,
0.03035622648894787,
0.06167095899581909,
0.046935636550188065,
0.03915278613567352,
0.025384699925780296,
-0.01697453297674656,
0.020392924547195435,
-0.014036191627383232,
-0.008910474367439747,
0.0018582427874207497,
-0.04746553674340248,
-0.00714466255158186,
-0.055146362632513046,
-0.0015302925603464246,
-0.013953540474176407,
0.05231252685189247,
-0.024400057271122932,
0.04908669367432594,
-0.04478781670331955,
-0.0026272039394825697,
0.023936577141284943,
0.019132062792778015,
0.05211317911744118,
0.02937052771449089,
-0.006917403545230627,
0.019685007631778717,
-0.021928399801254272,
-0.016889868304133415,
0.017574824392795563,
-0.04299786686897278,
-0.003672992577776313,
0.02471986413002014,
-0.03649018704891205,
0.015005309134721756,
-0.026209650561213493,
-0.030866993591189384,
0.0017983111320063472,
-0.014592454768717289,
0.06209433823823929,
0.007239531259983778,
0.047917164862155914,
0.019965140148997307,
-0.017210863530635834,
-0.003950403071939945,
0.04558146372437477,
0.0006216512410901487,
0.07605165243148804,
-0.0418943427503109,
0.04949793964624405,
0.023812517523765564,
-0.009747592732310295,
-0.05452393367886543,
-0.014985870569944382,
0.00855785608291626,
0.03327567130327225,
0.019548751413822174,
-0.03347385302186012,
-0.0034956689924001694,
-0.005473415367305279,
-0.025092383846640587,
-0.033693987876176834,
0.04618416354060173,
-0.03503980115056038,
-0.07901524007320404,
-0.026562975719571114,
0.049384620040655136,
0.11440316587686539,
-0.03808998689055443,
0.01853344403207302,
-0.006521694827824831,
-0.01405947282910347,
-0.02959856204688549,
0.013656871393322945,
-0.005864486563950777,
-0.012674380093812943,
-0.01462139468640089,
-0.01062120869755745,
-0.006376368924975395,
0.04238856956362724,
-0.07125205546617508,
-0.01784674823284149,
0.025005660951137543,
0.005182493012398481,
0.018093518912792206,
-0.0064630513079464436,
-0.016934966668486595,
-0.021902205422520638,
0.010838180780410767,
-0.03979384899139404,
0.011255532503128052,
0.03812270984053612,
-0.019419165328145027,
0.023820267990231514,
0.03308800980448723,
-0.0123826265335083,
0.023850686848163605,
0.05761508643627167,
-0.010942201130092144,
0.01955677568912506,
-0.024766677990555763,
-0.016026264056563377,
0.022723274305462837,
-0.00506398594006896,
-0.04286086931824684,
0.006773604545742273,
0.015386518090963364,
-0.032743699848651886,
-0.04567192494869232,
0.0010796200949698687,
0.005342954304069281,
0.040997400879859924,
-0.0092617217451334,
0.04976566880941391,
0.04307911545038223,
0.007432917132973671,
0.015010807663202286,
-0.010612508282065392,
0.009566991589963436,
-0.007472948636859655,
0.010470063425600529,
0.050412509590387344,
0.010324125178158283,
-0.014023760333657265,
0.059668708592653275,
-0.011776252649724483,
0.016473250463604927,
0.02470747008919716,
0.013354698196053505,
0.02832235023379326,
0.005500510800629854,
-0.03807411715388298,
-0.04289469122886658,
0.022565776482224464,
-0.04316768795251846,
0.02775506116449833,
-0.05423396825790405,
0.03421515226364136,
0.05007662624120712,
0.056574635207653046,
0.02878425270318985,
-0.037179987877607346,
-0.045626670122146606,
-0.06711023300886154,
-0.05135205760598183,
0.036097750067710876,
-0.0027273641899228096,
-0.0005244845524430275,
-0.009948772378265858,
0.04601167514920235,
-0.003539094002917409,
0.017604149878025055,
-0.04179461672902107,
-0.07293396443128586,
-0.018886994570493698,
-0.005396327003836632,
-0.04573165625333786,
0.013808272778987885,
-0.030849305912852287,
-0.007737273816019297,
0.04176566004753113,
-0.056709252297878265,
0.041901860386133194,
-0.01124937366694212,
0.004708270542323589,
-0.02269100770354271,
0.033072032034397125,
0.0012996284058317542,
0.03419328108429909,
-0.0035806060768663883,
-0.011303896084427834,
0.10186504572629929,
0.025615664198994637,
0.03887353464961052,
-0.019046401605010033,
-0.019079897552728653,
-0.02756231650710106,
-0.001386143616400659,
-0.011517209000885487,
0.018117565661668777,
0.01797511987388134,
-0.006426754407584667,
0.03915119171142578,
0.03529662638902664,
0.026960045099258423,
-0.01808467134833336,
0.05587230250239372,
-0.013459743931889534,
-0.006406500935554504,
0.019263723865151405,
0.003403723705559969,
0.00215116236358881,
-0.04734186455607414,
-0.020562022924423218,
0.013499920256435871,
-0.0025421895552426577,
-0.03102175146341324,
-0.06324178725481033,
0.014910499565303326,
-0.0004036934988107532,
0.021846886724233627,
0.0003581558703444898,
-0.0014757146127521992,
0.006816515699028969,
-0.005274946801364422,
-0.036784008145332336,
0.014268969185650349,
0.011197658255696297,
-0.057665444910526276,
0.02420976012945175,
0.03992908447980881,
-0.015595506876707077,
-0.011336284689605236,
0.017703430727124214,
0.03264642879366875,
-0.04187620058655739,
-0.012559610418975353,
0.00751876924186945,
0.01770295947790146,
0.018019676208496094,
-0.01938939467072487,
-0.010736816562712193,
0.004865740891546011,
-0.030836215242743492,
-0.031204024329781532,
-0.013551539741456509,
0.04368932545185089,
0.001761970459483564,
-0.03307579085230827,
-0.004088044166564941,
-0.018813088536262512,
0.05808286368846893,
0.023516319692134857,
0.034421052783727646,
0.012122767977416515,
0.008474443107843399,
-0.007236962206661701,
0.011940261349081993,
0.03413403034210205,
0.004592906218022108,
-0.017375284805893898,
-0.012010394595563412,
-0.0021920225117355585,
-0.025277791544795036,
0.01669500395655632,
0.010056601837277412,
-0.01153144333511591,
0.0269435066729784,
0.028010442852973938,
-0.021136123687028885,
-0.011492167599499226,
-0.05749938637018204,
0.015156444162130356,
-0.01235349290072918,
0.037552934139966965,
-0.033750858157873154,
-0.036943309009075165,
0.031000060960650444,
0.007544951047748327,
0.038381610065698624,
-0.016179054975509644,
0.0401528961956501,
0.05784241482615471,
0.06517785042524338,
-0.03221329674124718,
-0.008865206502377987,
-0.010970942676067352,
-0.025542939081788063,
-0.0013707233592867851,
-0.04591914266347885,
0.054494474083185196,
0.013554944656789303,
-0.006237063556909561,
-0.0039021905977278948,
0.010052373632788658,
-0.033586855977773666,
0.015097536146640778,
0.007400063332170248,
-0.05804149806499481,
-0.00033003310090862215,
0.007456348743289709,
0.007000322453677654,
-0.009942416101694107,
-0.0072509972378611565,
-0.020790306851267815,
-0.031124213710427284,
0.031155286356806755,
-0.02446375973522663,
-0.008743057027459145,
-0.0321437269449234,
-0.02785848081111908,
0.015318762511014938,
0.010535701178014278,
-0.023338550701737404,
0.007155077066272497,
0.007661599200218916,
0.04666242003440857,
-0.0012457657139748335,
-0.03621423989534378,
0.01746404729783535,
-0.00779741583392024,
-0.030445532873272896,
0.05528433620929718,
-0.0010397828882560134,
0.013331715017557144,
0.00897172186523676,
-0.00547665124759078,
-0.021195242181420326,
0.015954051166772842,
-0.0301965419203043,
-0.009466003626585007,
0.09243815392255783,
-0.04232899099588394,
0.007813701406121254,
0.03999638557434082,
-0.012518476694822311,
0.021892117336392403,
-0.008579644374549389,
-0.03173045441508293,
-0.022401846945285797,
0.028798745945096016,
-0.05769876018166542,
-0.03551439940929413,
-0.008715159259736538,
-0.022353151813149452,
-0.004178518895059824,
-0.03486979380249977,
0.02663901448249817,
0.01286749355494976,
-0.0015234402380883694,
0.052732065320014954,
0.023880485445261,
-0.02309320867061615,
0.01358719076961279,
-0.0023071730975061655,
-0.01446856465190649,
0.0451224111020565,
-0.0006387056782841682,
-0.010839154943823814,
0.04667887091636658,
0.07034599781036377,
-0.04256098344922066,
0.03717480227351189,
-0.03768506646156311,
-0.00099377881269902,
-0.09006866812705994,
-0.039593618363142014,
0.047426268458366394,
-0.025444163009524345,
0.03529823198914528,
-0.06820904463529587,
-0.005502673331648111,
0.012488065287470818,
-0.03244370222091675,
-0.01750815659761429,
-0.021967358887195587,
-0.04308353736996651,
-0.059005096554756165,
-0.014817408286035061,
-0.009264043532311916,
0.006155552342534065,
-0.033519573509693146,
0.05696948245167732,
-0.0038175550289452076,
0.04620738327503204,
-0.03000836819410324,
0.01603439450263977,
-0.013410809449851513,
-0.002509060315787792,
-0.006844270508736372,
-0.09471969306468964,
-0.018638117238879204,
-0.032185148447752,
-0.027536358684301376,
0.049985822290182114,
-0.007423941511660814,
0.031171899288892746,
-0.014993776567280293,
0.003870160784572363,
-0.012129870243370533,
0.03910021111369133,
0.05321243032813072,
-0.018023625016212463,
0.0025587265845388174,
-0.013584819622337818,
-0.02128281071782112,
0.034577466547489166,
0.017531733959913254,
-0.02867508865892887,
0.056447114795446396,
-0.026767672970891,
0.010401162318885326,
0.031287044286727905,
-0.006327230948954821,
-0.015759343281388283,
0.0037251177709549665,
0.03247413411736488,
0.019842328503727913,
-0.016980763524770737,
0.0015357735101133585,
-0.022729521617293358,
-0.0073948809877038,
0.016875363886356354,
0.042520616203546524,
-0.045478351414203644,
0.02249644137918949,
-0.028410283848643303,
-0.02120439149439335,
0.0078014894388616085,
-0.0049172332510352135,
0.012473953887820244,
-0.045580025762319565,
-0.028535369783639908,
-0.01748390682041645,
0.009047862142324448,
-0.029242921620607376,
-0.018874818459153175,
-0.04432281479239464,
0.022569214925169945,
-0.022403426468372345,
0.04615714028477669,
0.010541630908846855,
-0.0008296547457575798,
-0.014025743119418621,
-0.0490926094353199,
0.01715288683772087,
0.0038905192632228136,
0.025844639167189598,
-0.03882307559251785,
-0.01685214787721634,
-0.04963349178433418,
-0.018360933288931847,
0.062492549419403076,
0.0568428710103035,
0.008715098723769188,
-0.002214952604845166,
-0.01332901231944561,
0.021255649626255035,
-0.08329669386148453,
0.039133790880441666,
-0.04027051851153374,
-0.024113427847623825,
-0.015178042463958263,
-0.01954832673072815,
0.05080639198422432,
-0.00042433146154507995,
0.012976250611245632,
-0.03759796917438507,
-0.025849856436252594,
0.01848633587360382,
0.025127481669187546,
0.04247564449906349,
-0.0007053547305986285,
0.0035527958534657955,
0.05681844428181648,
-0.01856268383562565,
0.02329840138554573,
-0.010591136291623116,
-0.006450831890106201,
-0.07285690307617188,
0.038845036178827286,
-0.021710515022277832,
-0.04790731146931648,
0.0007377925212495029,
0.0136767802760005,
0.017521141096949577,
-0.03682219237089157,
-0.024898257106542587,
0.009151516482234001,
-0.03246248885989189,
-0.0042200409807264805,
0.013535919599235058,
0.03691786155104637,
-0.007601351942867041,
-0.023755144327878952,
0.026007715612649918,
0.03322269022464752,
-0.011173033155500889,
0.004294049460440874,
0.0020943349227309227,
0.019672663882374763,
-0.0018147373339161277,
-0.007502246648073196,
0.04630390927195549,
-0.055043961852788925,
0.021052446216344833,
-0.032908763736486435,
0.048110052943229675,
0.0037619711365550756,
-0.04503798112273216,
0.011513720266520977,
0.003066081553697586,
0.021094027906656265,
0.016761042177677155,
-0.023952538147568703,
0.04568026587367058,
-0.004163152538239956,
-0.00969728548079729,
-0.029300333932042122,
-0.014160607010126114,
-0.00908831600099802,
-0.010871397331357002,
0.01533601712435484,
-0.02571183629333973,
-0.014663856476545334,
-0.008943479508161545,
0.010007052682340145,
-0.012431525625288486,
0.028599178418517113,
-0.02675062231719494,
-0.021663213148713112,
-0.011348742991685867,
0.02108127251267433,
-0.04532575607299805,
-0.020997434854507446,
-0.0004956653574481606,
-0.04025968536734581,
0.026329634711146355,
0.04120001941919327,
-0.00012964785855729133,
0.005244102329015732,
-0.02143123932182789,
0.0027016540989279747,
0.050201792269945145,
-0.05590120330452919,
-0.013389077968895435,
-0.06436854600906372,
0.004088345915079117,
0.0120217464864254,
-0.043559812009334564
] |
<p>This may be a stupid question but... is there a specific name for normalizing some data so that it has mean=0 and sd=1? </p>
<p>Or do I just say "data was normalized to have mean=0 and sd=1"?</p>
<p>thanks
nico</p> | 47,158 | [
-0.03775286301970482,
-0.008114021271467209,
-0.032355744391679764,
0.0002865751157514751,
-0.004204418510198593,
0.015488719567656517,
-0.014581478200852871,
-0.012463820166885853,
-0.006104622967541218,
-0.010423176921904087,
0.03171154856681824,
-0.0032479672227054834,
0.03712471202015877,
-0.006024844944477081,
0.04285970330238342,
0.009155086241662502,
-0.015026799403131008,
-0.0032993510831147432,
-0.027392227202653885,
-0.03457899019122124,
0.015384379774332047,
-0.01773012988269329,
-0.00284016621299088,
0.0158905778080225,
-0.017275461927056313,
0.04265066608786583,
0.010013693943619728,
-0.020467370748519897,
-0.05508444830775261,
0.045839160680770874,
-0.04675372689962387,
-0.016087573021650314,
-0.002783182542771101,
0.014092369936406612,
0.007439667824655771,
-0.011304829269647598,
-0.014545896090567112,
-0.007923704572021961,
-0.027174152433872223,
0.037690527737140656,
-0.0010861444752663374,
-0.018121393397450447,
0.014964012429118156,
0.040530845522880554,
-0.018130915239453316,
0.017253026366233826,
0.01348052266985178,
-0.02344978041946888,
-0.0037319078110158443,
-0.05931980535387993,
0.08778266608715057,
-0.03264089301228523,
0.06504226475954056,
0.04293832182884216,
0.016689341515302658,
0.015624254941940308,
0.04584844410419464,
0.02069185860455036,
0.015696367248892784,
-0.05998179689049721,
-0.03111080639064312,
-0.018089070916175842,
-0.0026927199214696884,
0.015149989165365696,
-0.008025480434298515,
0.026629704982042313,
0.010654891841113567,
-0.03552651032805443,
0.045629456639289856,
0.0014035176718607545,
-0.02218444086611271,
0.01930873841047287,
0.035400014370679855,
-0.03541294112801552,
0.010142849758267403,
-0.030800238251686096,
0.008518662303686142,
-0.01821126602590084,
0.022234059870243073,
0.040918733924627304,
0.029780928045511246,
0.006769126746803522,
0.018060578033328056,
-0.0075247264467179775,
0.005136645399034023,
0.0012982719345018268,
0.08906178921461105,
-0.026190325617790222,
0.012752077542245388,
0.0764147937297821,
-0.01311071403324604,
-0.003979504108428955,
0.0368184857070446,
-0.010899069719016552,
-0.054471295326948166,
0.054126568138599396,
0.011978057213127613,
0.04705232381820679,
-0.009070469997823238,
-0.035191960632801056,
0.014451835304498672,
-0.04575653746724129,
0.008102336898446083,
0.023807823657989502,
-0.03640362620353699,
0.014642569236457348,
-0.056083351373672485,
0.02986304648220539,
-0.02254939079284668,
0.002769466722384095,
-0.028701774775981903,
0.003470400348305702,
0.03440069034695625,
-0.012821231037378311,
0.012819564901292324,
-0.008180164732038975,
-0.006189793348312378,
0.04804110899567604,
0.05281471833586693,
0.05458679422736168,
0.03720029816031456,
-0.04396061226725578,
0.03439982235431671,
0.036607954651117325,
-0.07614507526159286,
0.021754693239927292,
0.007542121224105358,
-0.019006889313459396,
-0.05677112936973572,
0.05732747167348862,
-0.011267888359725475,
-0.02097240835428238,
0.050612810999155045,
-0.027508368715643883,
0.031685907393693924,
-0.0029434259049594402,
-0.03849908709526062,
-0.05076703801751137,
0.03933968022465706,
-0.016709383577108383,
0.029587989673018456,
-0.04282005503773689,
-0.013650906272232533,
0.014434607699513435,
0.019339224323630333,
0.05713804438710213,
0.04213818535208702,
0.02346203289926052,
-0.011408579535782337,
-0.00960681214928627,
0.013683506287634373,
-0.051137860864400864,
0.01761237159371376,
-0.05162344127893448,
-0.02757774479687214,
-0.03672762215137482,
0.023352762684226036,
0.040853872895240784,
0.01155902910977602,
0.01227659173309803,
0.031559791415929794,
-0.03735567629337311,
-0.00334091205149889,
0.04971785470843315,
0.010279681533575058,
-0.030949333682656288,
0.063115693628788,
0.024234125390648842,
0.039261043071746826,
0.009898572228848934,
0.02745894342660904,
0.03134828805923462,
-0.01894432120025158,
0.0690499022603035,
0.06472552567720413,
-0.012852414511144161,
-0.039441801607608795,
-0.0024153105914592743,
0.046133723109960556,
0.031132275238633156,
-0.016842413693666458,
0.004457017872482538,
-0.0019114421447739005,
0.023196952417492867,
0.014823433011770248,
0.05539848282933235,
-0.008596681989729404,
-0.03005976788699627,
0.009992486797273159,
-0.056983936578035355,
0.0037119684275239706,
-0.04989675059914589,
-0.031194355338811874,
-0.04689960181713104,
-0.006647863425314426,
0.0036138249561190605,
0.0021906874608248472,
0.030769241973757744,
-0.043687332421541214,
-0.011190696619451046,
-0.026455122977495193,
-0.011482727713882923,
0.04577288031578064,
-0.08783154934644699,
-0.015436984598636627,
0.03392636403441429,
0.03427720442414284,
-0.044073089957237244,
0.04198487848043442,
-0.023516030982136726,
-0.006028981413692236,
-0.04632630944252014,
-0.005220833700150251,
0.029839232563972473,
-0.02854066528379917,
-0.009287851862609386,
0.03518608212471008,
0.015933848917484283,
-0.014129984192550182,
0.01481049507856369,
-0.055827777832746506,
0.0343233160674572,
0.053153734654188156,
-0.016078464686870575,
-0.017527492716908455,
-0.020945962518453598,
0.03489021956920624,
0.002992818132042885,
0.003524415660649538,
-0.026887286454439163,
-0.03889619559049606,
0.0064193857833743095,
0.04732923582196236,
0.01535562053322792,
-0.01731482893228531,
-0.022634197026491165,
0.07569313049316406,
0.03588574752211571,
0.016305051743984222,
0.03241901099681854,
-0.021928077563643456,
0.010479575023055077,
-0.006448073778301477,
-0.018471525982022285,
0.0302208811044693,
-0.0014407598646357656,
0.02499683015048504,
-0.008172407746315002,
0.039373043924570084,
0.04126359149813652,
-0.004479161463677883,
0.051400069147348404,
0.02942168340086937,
0.013800127431750298,
-0.009119360707700253,
-0.03695845231413841,
0.03266125172376633,
-0.050005797296762466,
0.03304344415664673,
0.022899655625224113,
0.0076507204212248325,
-0.025668416172266006,
0.004820271395146847,
0.025215337052941322,
0.015912439674139023,
0.03286059945821762,
-0.010131597518920898,
0.026219312101602554,
0.025919973850250244,
-0.017789557576179504,
0.02083250693976879,
-0.007684843614697456,
-0.03195183724164963,
-0.04322022944688797,
-0.01129736565053463,
0.05237261950969696,
0.008230584673583508,
0.051767781376838684,
-0.035309817641973495,
-0.00022082870418671519,
-0.029947122558951378,
-0.01923637092113495,
0.029454205185174942,
0.03234391659498215,
-0.028530756011605263,
-0.005242334213107824,
-0.015050123445689678,
-0.03007897175848484,
0.027904121205210686,
-0.00599801866337657,
-0.006256531924009323,
0.038500819355249405,
-0.008015959523618221,
-0.04435698688030243,
-0.02164972759783268,
-0.051063213497400284,
0.02850126475095749,
0.00964469276368618,
-0.011124233715236187,
0.04388807341456413,
0.015396581962704659,
-0.05546880140900612,
0.009179015643894672,
-0.06600971519947052,
-0.05233852192759514,
-0.05385952070355415,
-0.03470909595489502,
0.02475149556994438,
-0.021565865725278854,
0.040531225502491,
0.024419452995061874,
-0.05818209797143936,
0.00006231129373190925,
-0.040406327694654465,
-0.020570138469338417,
0.020146675407886505,
-0.011705891229212284,
0.03697039932012558,
0.013991426676511765,
-0.011777828447520733,
0.07222764939069748,
0.0012826327001675963,
-0.013062532059848309,
-0.04689687490463257,
0.031685035675764084,
-0.02544121816754341,
-0.028450116515159607,
0.0065749166533350945,
0.009372329339385033,
0.007200423162430525,
-0.010396307334303856,
-0.012586410157382488,
0.03890855237841606,
0.05285509675741196,
0.011866378597915173,
-0.028326842933893204,
0.020877879112958908,
-0.008205740712583065,
-0.0073997159488499165,
0.02196488529443741,
0.056388940662145615,
-0.020097196102142334,
0.01207487378269434,
-0.0073166340589523315,
0.05038094148039818,
0.029382167384028435,
-0.04149894788861275,
0.014810945838689804,
0.016496649011969566,
0.00872437097132206,
-0.020729875192046165,
0.02166704647243023,
0.031919606029987335,
-0.027616256847977638,
-0.024010686203837395,
0.026862438768148422,
-0.014981006272137165,
-0.030333420261740685,
-0.006236000452190638,
0.049978822469711304,
0.03353463113307953,
-0.03467797860503197,
-0.02472004108130932,
0.007341024465858936,
0.0060136388055980206,
0.012727613560855389,
-0.043109145015478134,
-0.021366629749536514,
0.0326063372194767,
0.037852007895708084,
0.029645800590515137,
0.02568950690329075,
-0.05667072907090187,
0.03200669214129448,
-0.10361751914024353,
0.019967813044786453,
0.001793049625121057,
0.03207791969180107,
0.004464041441679001,
0.024093179032206535,
0.027020163834095,
0.02821705862879753,
0.03680882602930069,
-0.0050303759053349495,
-0.05212801322340965,
0.022346843034029007,
-0.03787858039140701,
-0.025326693430542946,
-0.007664583157747984,
-0.018618397414684296,
0.018605481833219528,
-0.04599440470337868,
0.007428280543535948,
0.00926738977432251,
0.015599314123392105,
-0.04816284030675888,
-0.02148108184337616,
0.018207021057605743,
-0.025161733850836754,
-0.012943082489073277,
-0.012594485655426979,
0.016336411237716675,
0.0359361357986927,
0.021992716938257217,
0.025775302201509476,
0.044302016496658325,
-0.015583595260977745,
-0.036157671362161636,
-0.0089228181168437,
0.019364090636372566,
0.04668601229786873,
-0.01442683581262827,
0.032970964908599854,
-0.05262751132249832,
0.040165871381759644,
0.01043214462697506,
0.04956704005599022,
0.009142623282968998,
-0.0016816563438624144,
-0.019922615960240364,
-0.04353916272521019,
-0.018077144399285316,
-0.00895820651203394,
0.0009521213942207396,
0.011120805516839027,
-0.01596709154546261,
-0.008932686410844326,
0.0565953403711319,
-0.0392286442220211,
0.012329893186688423,
0.10300920158624649,
0.016742661595344543,
-0.017106300219893456,
-0.03245234861969948,
-0.000895422650501132,
-0.008129013702273369,
0.007048687431961298,
0.020408663898706436,
0.041638679802417755,
-0.004946371540427208,
0.017822671681642532,
0.0022089877165853977,
-0.0035591195337474346,
-0.010641183704137802,
-0.016317099332809448,
-0.007918729446828365,
0.03382434323430061,
0.0071581522934138775,
-0.013812001794576645,
0.021702995523810387,
0.04659678414463997,
0.019629569724202156,
0.03833311051130295,
-0.014059762470424175,
-0.06775715947151184,
0.029128454625606537,
0.025645066052675247,
0.03727922588586807,
-0.014768623746931553,
0.0020724858622998,
-0.01798539236187935,
-0.016911428421735764,
0.02914680913090706,
-0.032936517149209976,
-0.006764763966202736,
-0.05153535678982735,
-0.0051012528128921986,
0.006777098868042231,
0.009729448705911636,
-0.04272487387061119,
0.026427246630191803,
-0.0028373796958476305,
0.04576025530695915,
0.015432436019182205,
-0.0020876447670161724,
-0.07447966188192368,
-0.013036251068115234,
-0.018473923206329346,
0.03652069345116615,
-0.03758571669459343,
-0.014448372647166252,
0.00991570670157671,
0.06235381215810776,
-0.02519369125366211,
-0.08414090424776077,
0.0002845472772605717,
0.034223999828100204,
0.020646076649427414,
0.012604259885847569,
0.0029043492395430803,
-0.04383353516459465,
0.02683056890964508,
-0.00035580762778408825,
-0.035210441797971725,
0.02135458029806614,
-0.010667109861969948,
0.05599096044898033,
0.037012673914432526,
0.004992637317627668,
0.04284132272005081,
0.038504183292388916,
0.02036886289715767,
-0.01717895083129406,
-0.06575324386358261,
0.02770404890179634,
-0.05352713167667389,
-0.015919603407382965,
-0.07130719721317291,
0.0111647117882967,
-0.04731694236397743,
0.012327736243605614,
0.007546484004706144,
0.05104003846645355,
-0.0006798201939091086,
-0.032951582223176956,
0.019958920776844025,
0.009353172034025192,
0.0014089326141402125,
-0.03394532948732376,
0.0022197372745722532,
-0.015468710102140903,
-0.007198710925877094,
-0.03826936334371567,
-0.011577623896300793,
-0.03537276014685631,
-0.02016471140086651,
0.03576597198843956,
-0.019548848271369934,
0.030790075659751892,
-0.02416958287358284,
-0.036529041826725006,
0.036855489015579224,
-0.051555681973695755,
0.03407123684883118,
-0.023025833070278168,
0.016958199441432953,
-0.012951246462762356,
-0.04133987054228783,
-0.008039065636694431,
0.01171055156737566,
-0.015820635482668877,
0.009771195240318775,
-0.08717530220746994,
0.025625471025705338,
0.00835783313959837,
0.006926402915269136,
-0.04897042363882065,
-0.04698885604739189,
0.03419104218482971,
-0.016614330932497978,
0.004002195782959461,
-0.04497850313782692,
0.027406923472881317,
0.0061691515147686005,
-0.03967023640871048,
-0.0032126291189342737,
0.04230216145515442,
-0.00941820815205574,
-0.02278316579759121,
-0.019920729100704193,
0.004593802150338888,
0.06379427760839462,
-0.00962661299854517,
-0.019174421206116676,
-0.013730288483202457,
0.009553709998726845,
-0.01764494925737381,
0.01810109242796898,
0.04400826618075371,
-0.04116405174136162,
0.016694163903594017,
-0.06916531175374985,
-0.04986469820141792,
0.013176840730011463,
0.010823220014572144,
0.027215611189603806,
-0.012639617547392845,
-0.0014891097089275718,
0.00533702177926898,
-0.02272496372461319,
0.018405096605420113,
-0.018950842320919037,
-0.012233000248670578,
-0.00839743111282587,
-0.006671621929854155,
-0.03540439158678055,
-0.0001510527217760682,
0.020414546132087708,
0.010106674395501614,
-0.012409775517880917,
-0.009856504388153553,
0.05346180871129036,
0.025613892823457718,
0.004481141455471516,
-0.00817824061959982,
-0.01726052723824978,
0.029933294281363487,
0.027151402086019516,
-0.005563700571656227,
0.005912799388170242,
0.003145914990454912,
-0.031824324280023575,
-0.014911863952875137,
0.0004851695557590574,
-0.04204438999295235,
0.04224485903978348,
-0.01713806390762329,
0.0708814412355423,
0.053933847695589066,
-0.0033267296385020018,
0.004886181093752384,
-0.05066368728876114,
-0.00307258777320385,
-0.0036653857678174973,
0.0032690633088350296,
0.056954581290483475,
-0.0007017108146101236,
0.02970901131629944,
0.002368405694141984,
0.036401715129613876,
-0.005243971943855286,
0.06515812128782272,
0.029463695362210274,
0.0009784783469513059,
0.019838424399495125,
-0.027095608413219452,
-0.06286076456308365,
0.06023736670613289,
-0.02554398402571678,
0.011429567821323872,
-0.004167760256677866,
-0.02796250395476818,
0.04905691742897034,
0.013413872569799423,
0.011376886628568172,
-0.053600408136844635,
-0.00016815173148643225,
-0.047768473625183105,
0.022804036736488342,
0.022364847362041473,
-0.0529811792075634,
0.03510848060250282,
-0.05456283316016197,
0.02721167355775833,
-0.03594203665852547,
-0.007306709885597229,
-0.007943029515445232,
-0.060508910566568375,
-0.0019922114443033934,
-0.03387872502207756,
-0.0008116941316984594,
0.008765828795731068,
-0.01828715391457081,
-0.002400454832240939,
-0.014270799234509468,
-0.035350218415260315,
0.00921287015080452,
0.02075713686645031,
0.014258161187171936,
-0.031387876719236374,
0.02940518595278263,
0.03566848859190941,
0.022548804059624672,
-0.007888512685894966,
-0.013248758390545845,
0.1352604180574417,
0.065859854221344,
0.02848503366112709,
-0.058321576565504074,
-0.01531748566776514,
0.01680585741996765,
0.01179755199700594,
-0.011351843364536762,
0.017770584672689438,
-0.02794836089015007,
0.029782051220536232,
0.03192957863211632,
0.046842142939567566,
0.007733082864433527,
0.018416430801153183,
0.05692194402217865,
-0.005765806417912245,
-0.035108234733343124,
0.027869831770658493,
0.00391422538086772,
-0.01832776516675949,
-0.013692199252545834,
-0.10643929988145828,
0.034930307418107986,
0.02954168990254402,
-0.012180216610431671,
-0.00677872821688652,
0.009962087497115135,
0.017215179279446602,
0.04013485461473465,
-0.0038310368545353413,
0.014764423482120037,
0.05135112628340721,
0.02784106321632862,
-0.011471075937151909,
-0.046795446425676346,
0.037584442645311356,
-0.026167122647166252,
-0.009390916675329208,
0.03225407749414444,
0.009333926253020763,
0.009477945975959301,
0.0072905016131699085,
-0.02656560391187668,
-0.04083220660686493,
-0.0185577180236578,
0.011526819318532944,
0.04055489972233772,
-0.020007483661174774,
-0.014044721610844135,
-0.004925653338432312,
0.02579990215599537,
-0.029813826084136963,
-0.03356155380606651,
0.00698369974270463,
0.007921617478132248,
0.02002594619989395,
0.0026620831340551376,
-0.006020102649927139,
-0.02228846773505211,
0.0027623686473816633,
-0.02324785105884075,
0.013540465384721756,
0.029118768870830536,
0.013891798444092274,
0.018986718729138374,
-0.023864014074206352,
0.04603167250752449,
-0.022389333695173264,
0.003474404802545905,
0.03762444481253624,
-0.017437465488910675,
-0.03670535609126091,
0.009053503163158894,
-0.0029365725349634886,
-0.002458837116137147,
0.05291745066642761,
-0.016520200297236443,
-0.00006197416951181367,
-0.0548732653260231,
-0.028212565928697586,
0.044159892946481705,
-0.01283351331949234,
0.0058579170145094395,
-0.03361507132649422,
-0.01236946601420641,
0.015276131220161915,
0.0641053318977356,
-0.012676818296313286,
0.009141243994235992,
0.019551897421479225,
0.06602859497070312,
0.053123049437999725,
-0.033831410109996796,
-0.022745288908481598,
0.019209200516343117,
-0.039999108761548996,
0.01570604369044304,
-0.031251221895217896,
0.048247333616018295,
0.034414246678352356,
0.008629515767097473,
-0.032191112637519836,
0.04312930628657341,
-0.008228220045566559,
0.02497253753244877,
-0.028516488149762154,
-0.03445492684841156,
0.022713283076882362,
-0.010710119269788265,
0.03554466739296913,
-0.004296738654375076,
-0.019899673759937286,
0.007902642711997032,
0.011350009590387344,
-0.0065977973863482475,
0.019767003133893013,
-0.015215120278298855,
0.0209822840988636,
-0.039077091962099075,
0.007427182048559189,
0.006354806944727898,
-0.03228114917874336,
-0.06180867552757263,
-0.039517369121313095,
0.02424508146941662,
-0.028970878571271896,
-0.011463850736618042,
0.002298147650435567,
0.02132326550781727,
0.042352452874183655,
0.03794558346271515,
0.003778312122449279,
0.000617913668975234,
0.0035463753156363964,
0.009443972259759903,
-0.011844138614833355,
0.014891344122588634,
-0.011950639076530933,
0.02708338387310505,
0.03464923053979874,
-0.030592113733291626,
-0.033192455768585205,
0.012888471595942974,
0.030869100242853165,
0.03412683308124542,
0.003431644756346941,
-0.02063676156103611,
-0.03333152458071709,
0.04463065415620804,
-0.021853018552064896,
-0.05826643109321594,
-0.031971875578165054,
-0.03010445646941662,
-0.0037434266414493322,
0.038298171013593674,
-0.020481429994106293,
0.02107163332402706,
-0.025525100529193878,
-0.016899460926651955,
0.0065151541493833065,
0.008962889201939106,
-0.020428404211997986,
0.010751998983323574,
0.060281023383140564,
0.012883341871201992,
0.0049558947794139385,
0.007300615776330233,
0.021370070055127144,
0.04046235978603363,
-0.05805451050400734,
-0.005522625986486673,
-0.00843404233455658,
-0.0054493374191224575,
-0.06537841260433197,
-0.02271638624370098,
0.025836778804659843,
-0.015155920758843422,
0.00595458596944809,
-0.04401637613773346,
0.014806819148361683,
-0.017946947365999222,
-0.04506475850939751,
-0.006771942134946585,
0.01529629249125719,
-0.047135960310697556,
-0.016788501292467117,
0.025462161749601364,
0.012624576687812805,
0.02471183054149151,
0.03266659006476402,
0.03027164749801159,
-0.03829606994986534,
0.02145107463002205,
-0.0076471902430057526,
0.015451488085091114,
-0.01588905043900013,
0.01644141972064972,
0.014641550369560719,
-0.06881133466959,
-0.018149521201848984,
-0.07523556053638458,
-0.026737665757536888,
0.05999565124511719,
0.009700855240225792,
-0.012297539040446281,
0.04883124679327011,
0.053850192576646805,
-0.0021694041788578033,
-0.0017660760786384344,
0.0009430682403035462,
-0.015437186695635319,
-0.06843806803226471,
0.023445870727300644,
0.01742447167634964,
0.050118859857320786,
-0.004223814699798822,
-0.031314101070165634,
0.028993209823966026,
-0.056019436568021774,
-0.03992004692554474,
0.011257776990532875,
-0.038547005504369736,
-0.03641103580594063,
-0.029009617865085602,
-0.04823944717645645,
0.011079052463173866,
-0.0029526036232709885,
-0.010236726142466068,
-0.025200344622135162,
0.03189890459179878,
0.01839711144566536,
-0.01346291322261095,
-0.03128879517316818,
0.01977377012372017,
0.012325655668973923,
-0.025791583582758904,
0.02801932953298092,
0.007761660497635603,
-0.04403030127286911,
-0.047913603484630585,
-0.03058917447924614,
-0.010259130969643593,
-0.01993286795914173,
-0.015074804425239563,
-0.020594626665115356,
-0.019458329305052757,
0.039143502712249756,
0.0030210858676582575,
0.0012785017024725676,
0.03455505892634392,
-0.045644793659448624,
-0.003659522393718362,
-0.06148945167660713,
0.07176825404167175,
0.04864739626646042,
0.0030473920051008463,
-0.005094899330288172,
0.017761634662747383,
-0.051278647035360336,
0.005520858336240053,
0.07264435291290283,
0.015769071877002716,
0.02844221703708172,
-0.025269625708460808,
0.03285420686006546,
0.03930220380425453,
-0.04921611398458481,
0.0363733172416687,
0.02736176922917366,
-0.047212131321430206,
-0.002286942210048437,
0.00039049272891134024,
0.008872018195688725,
-0.03740265592932701,
-0.010738762095570564,
0.019554970785975456,
-0.009961806237697601,
-0.03618950769305229,
-0.009933405555784702,
0.0404854379594326,
0.026387618854641914,
-0.03155853971838951,
0.04364354908466339,
-0.019493767991662025,
-0.03299720585346222,
0.018721697852015495,
-0.00372681999579072,
-0.0493851937353611,
0.020073270425200462,
-0.044309310615062714,
-0.015573935583233833,
-0.020928479731082916,
0.020209312438964844,
0.01966381072998047,
-0.04862789809703827,
-0.0011919417884200811,
-0.00747707299888134,
-0.024536872282624245,
0.01080771442502737,
0.033495042473077774,
0.023240402340888977,
0.06341222673654556,
-0.020715218037366867,
-0.0023513894993811846,
-0.0155573058873415,
0.0010680616833269596,
0.058080729097127914,
0.029052790254354477,
0.019634025171399117,
0.01828123815357685,
0.004438341129571199,
0.000029275077395141125,
-0.007420441601425409,
0.032002273947000504,
-0.002667227992787957,
0.02460041455924511,
-0.042241305112838745,
-0.018703149631619453,
0.015807218849658966,
-0.014361709356307983,
0.0331261083483696,
0.015956006944179535,
0.017442088574171066,
0.05092604458332062,
-0.026867633685469627,
-0.00850667804479599,
-0.05522438883781433,
-0.02446715533733368,
-0.041424643248319626,
-0.022821050137281418,
0.0009224206442013383,
0.06465836614370346,
-0.015808016061782837,
-0.021504221484065056,
-0.010761135257780552,
-0.004155004862695932,
0.04565049335360527,
-0.048419807106256485,
0.04665563628077507,
-0.027662066742777824,
0.009961861185729504,
0.009634735994040966,
0.023075107485055923,
-0.015457360073924065,
0.00892424676567316,
0.02897271327674389,
0.016489651054143906,
0.05075858160853386,
0.001758033991791308,
0.00962843932211399,
0.01707828789949417,
0.017535552382469177,
-0.07442377507686615,
-0.038266174495220184,
-0.037152986973524094,
0.006791728548705578,
-0.019284430891275406,
-0.011874423362314701
] |
<p>Lately, I have been interested in phenomenons related to omission of variables. For example, it can be shown that the expected value of the sample variance under the inclusion of one variable $x_1$ but omission of one variable $x_2$ is $\mathbb{E}(s^2|x_1,x_2)= \sigma^2 + \frac{\sigma^2}{n-1} RSS_{x_1, \beta_2 x_2}$ where $\beta_2$ is the true coefficient of $x_2$ and $RSS_{x_1, \beta_2 x_2}$ is the residual sum of squares when running a regression with $x_1$ as predictor and $\beta_2x_2$ as outcome. Now, I am interested in getting a better expression for this when we have an $AR(2)$ process.</p>
<p>Let an $AR(2)$-process be given by $x_t = ax_{t-1}+bx_{t-2} + \epsilon_t$ (with the $\epsilon_i$ being independent and normal with standard deviation $\sigma$).</p>
<p>If we run a regression with $(x_2,\ldots, x_T)$ as the response vector and $(x_1,\ldots, x_{T-1})$ as the predicting variable, what can be said about the residual sum of squares? That is, if we (falsely) think that the process is an $AR(1)$-process, what can be said about the expected residual sum of squares?</p>
<p>Since I am quite unschooled in statistics (my only academic background is in mathematics), I would be interested in references (articles and books) as well as answers, even if they are only tangentially related to this question.</p> | 35,751 | [
0.011615319177508354,
-0.010530658066272736,
-0.019190292805433273,
0.0056464411318302155,
0.016185861080884933,
0.016141755506396294,
0.0020472388714551926,
-0.015991857275366783,
0.035957466810941696,
-0.0604521706700325,
-0.012480787001550198,
0.00948213692754507,
0.0807327926158905,
-0.017803726717829704,
0.02265232428908348,
0.008355558849871159,
-0.018244829028844833,
-0.0047719040885567665,
0.027930213138461113,
-0.0040809838101267815,
-0.00324689201079309,
0.015518170781433582,
0.010482516139745712,
-0.01690690778195858,
-0.024870652705430984,
0.07298865169286728,
0.02290375903248787,
-0.0026863422244787216,
0.0021082928869873285,
0.054240308701992035,
-0.0142064169049263,
-0.007030943874269724,
-0.03526405990123749,
0.03810836002230644,
-0.004612996708601713,
0.0027182037010788918,
-0.011097734794020653,
-0.023537402972579002,
0.03487249091267586,
0.05462869256734848,
-0.019321730360388756,
-0.026908298954367638,
-0.01658453978598118,
0.0025083862710744143,
-0.03246774524450302,
-0.016054220497608185,
-0.008830503560602665,
-0.03959420323371887,
0.007373206317424774,
-0.037963803857564926,
0.07159784436225891,
-0.00219679344445467,
0.02537887915968895,
0.012129398062825203,
0.004553424194455147,
0.03769805282354355,
0.024075837805867195,
0.004315264988690615,
0.0033782701939344406,
-0.06285480409860611,
-0.014099979773163795,
0.004383050370961428,
0.0027052736841142178,
0.01662752963602543,
-0.05348764359951019,
0.0028822647873312235,
-0.007246905937790871,
-0.04653638228774071,
0.021565286442637444,
-0.003865741891786456,
0.013640002347528934,
0.003833782859146595,
0.029969066381454468,
0.0039705801755189896,
0.0067832511849701405,
0.007197667378932238,
0.012699187733232975,
0.006129066925495863,
0.022498441860079765,
0.008845997974276543,
0.019759846851229668,
-0.014578533358871937,
0.05073728784918785,
0.04187528043985367,
0.013677962124347687,
0.015225180424749851,
0.043541211634874344,
-0.025908024981617928,
0.028462937101721764,
0.0007961092633195221,
0.012122049927711487,
0.01065689604729414,
0.05221658572554588,
0.007066314108669758,
-0.04848184064030647,
0.03348131105303764,
-0.013843713328242302,
0.041118670254945755,
0.013156487606465816,
-0.009403670206665993,
-0.026005402207374573,
-0.024207288399338722,
0.01923285610973835,
0.049448296427726746,
0.0055651175789535046,
-0.03299817070364952,
-0.0014700621832162142,
0.020846586674451828,
-0.020584814250469208,
-0.029534919187426567,
-0.02014152705669403,
0.025627736002206802,
-0.004302546847611666,
-0.015374862588942051,
0.029391808435320854,
0.00804855301976204,
0.007476717233657837,
0.010057477280497551,
0.04411015287041664,
0.08073627948760986,
0.04494616389274597,
-0.02488553524017334,
0.011224862188100815,
0.009030412882566452,
-0.0581519789993763,
0.008183937519788742,
0.03699212893843651,
-0.052507445216178894,
-0.04705522209405899,
0.06118394806981087,
0.02937646023929119,
-0.01820729672908783,
0.009966029785573483,
0.025119882076978683,
0.008455730974674225,
0.02731410413980484,
-0.07916095107793808,
-0.0626436322927475,
0.025601547211408615,
-0.04371977970004082,
0.01638745702803135,
-0.03724132478237152,
-0.002010512864217162,
0.027091655880212784,
0.06714340299367905,
0.004328260198235512,
0.03887695446610451,
0.010603748261928558,
0.04085658863186836,
0.0410928837954998,
-0.028116319328546524,
-0.027606965973973274,
0.016882766038179398,
-0.052535530179739,
-0.02692292630672455,
-0.0610368475317955,
0.017667541280388832,
0.06806395202875137,
-0.007248283829540014,
-0.012471873313188553,
0.03642604500055313,
0.01405109278857708,
-0.029694505035877228,
0.008246786892414093,
0.014082653447985649,
-0.030582336708903313,
0.08026464283466339,
-0.01189460325986147,
0.01793457381427288,
0.020184820517897606,
0.0031531911808997393,
-0.00892877671867609,
0.023288754746317863,
0.0742826983332634,
0.04262780398130417,
0.010532328858971596,
-0.02245875634253025,
0.012727595865726471,
-0.026843063533306122,
0.028124121949076653,
-0.07586841285228729,
-0.005583975464105606,
-0.04180438816547394,
0.019264554604887962,
-0.012365635484457016,
0.04517754539847374,
-0.03033723309636116,
-0.007305487059056759,
0.03631545230746269,
-0.03227679431438446,
-0.00838761031627655,
-0.062329329550266266,
0.0024971277453005314,
0.004523568321019411,
-0.02721162512898445,
0.03616441786289215,
0.013104477897286415,
0.014564123004674911,
0.020910188555717468,
-0.024115340784192085,
-0.013747603632509708,
0.036161985248327255,
0.06342394649982452,
-0.03540729358792305,
0.01524871215224266,
0.01596515066921711,
0.04897967725992203,
0.009015432558953762,
0.034929536283016205,
-0.032347194850444794,
-0.08048857748508453,
-0.018078003078699112,
-0.03839323669672012,
0.011484534479677677,
-0.024862831458449364,
-0.024830814450979233,
0.013565252535045147,
-0.025174666196107864,
-0.010350270196795464,
0.026913492009043694,
-0.061160266399383545,
0.044854383915662766,
0.04426819458603859,
0.01831314153969288,
-0.020279619842767715,
0.02436443604528904,
0.04917674884200096,
0.0007175466744229198,
-0.051998626440763474,
-0.00826987437903881,
0.022509809583425522,
-0.018986962735652924,
0.04194154590368271,
0.05092499032616615,
-0.035430289804935455,
0.00112731265835464,
0.04942455515265465,
0.003192247822880745,
0.002551140496507287,
0.04261316731572151,
0.004642006941139698,
-0.01402168907225132,
0.023720823228359222,
-0.01943955197930336,
0.027819309383630753,
-0.0006932368851266801,
-0.012591143138706684,
0.015023048035800457,
0.029253477230668068,
0.013227802701294422,
0.01837499439716339,
0.04770946502685547,
0.01166895404458046,
0.005509358365088701,
-0.03493083640933037,
0.012961754575371742,
0.0593549944460392,
-0.01816440373659134,
0.016658024862408638,
0.051305048167705536,
0.030657809227705002,
-0.004946751054376364,
0.01565939001739025,
0.014343039132654667,
0.026923200115561485,
-0.017916124314069748,
-0.03496753051877022,
-0.00459781801328063,
0.01043928973376751,
-0.05156634375452995,
0.03245353698730469,
-0.04092400148510933,
-0.027088431641459465,
-0.02101302146911621,
-0.010309640318155289,
0.003740915795788169,
0.017042111605405807,
0.03156808391213417,
-0.0011365715181455016,
-0.0062872180715203285,
-0.03247646614909172,
0.0009290952002629638,
0.017621764913201332,
0.0190524160861969,
-0.03773247450590134,
0.006552862469106913,
-0.058150555938482285,
-0.006445598788559437,
0.037365250289440155,
-0.015180377289652824,
-0.0263227391988039,
0.04975792393088341,
-0.01653016172349453,
-0.07420312613248825,
-0.048577118664979935,
-0.0471806526184082,
-0.029659375548362732,
-0.020393328741192818,
-0.05254864692687988,
0.027084998786449432,
-0.0006070929230190814,
-0.033148542046546936,
0.030633963644504547,
-0.04592003673315048,
0.007727712858468294,
-0.032031409442424774,
-0.010939010418951511,
0.010258259251713753,
-0.015285145491361618,
0.016569674015045166,
0.03370082005858421,
-0.019509416073560715,
-0.01105494424700737,
-0.05301976576447487,
-0.07988125085830688,
0.010529760271310806,
-0.004304495174437761,
0.034812960773706436,
0.0008751671994104981,
-0.047885533422231674,
0.08747486770153046,
-0.009044771082699299,
0.006947396323084831,
0.006051995791494846,
0.02543186955153942,
0.021685948595404625,
-0.02032804861664772,
0.019438521936535835,
0.013807709328830242,
0.00533104594796896,
0.047320302575826645,
-0.03976089879870415,
0.012600445188581944,
0.04494200274348259,
-0.0007935120956972241,
0.009118406102061272,
0.00575615419074893,
-0.011452806182205677,
0.01842190884053707,
0.010923963971436024,
0.02140110358595848,
0.007230246905237436,
0.010202339850366116,
0.026243148371577263,
0.04382016137242317,
0.027510806918144226,
-0.058374468237161636,
-0.0004007913521490991,
-0.024713873863220215,
-0.008748780004680157,
0.027401434257626534,
0.017502322793006897,
0.016614113003015518,
-0.017349334433674812,
-0.02929762192070484,
0.021995728835463524,
0.025643566623330116,
-0.016048897057771683,
0.01913493499159813,
0.04140155017375946,
0.05583230033516884,
0.022993752732872963,
-0.026057669892907143,
-0.0334022119641304,
-0.00817354116588831,
0.04152858629822731,
-0.00890392903238535,
-0.01941651664674282,
0.026489295065402985,
0.021178903058171272,
-0.00015977431030478328,
-0.02611338533461094,
-0.02274101972579956,
0.014799477532505989,
-0.07963661104440689,
0.02664291486144066,
-0.032509271055459976,
0.04257261008024216,
-0.014423699118196964,
0.0019641134422272444,
-0.026868795976042747,
-0.018604056909680367,
0.010803977958858013,
0.00781270582228899,
-0.05548286810517311,
0.010895864106714725,
0.011445412412285805,
-0.01956363022327423,
0.001836688257753849,
0.008611812256276608,
0.08298708498477936,
-0.03310157358646393,
0.040896784514188766,
-0.0035222526639699936,
0.014825581572949886,
-0.05108419433236122,
-0.01007911842316389,
-0.046053290367126465,
-0.026774266734719276,
0.0036123073659837246,
0.0377243347465992,
-0.008857563138008118,
-0.0616266205906868,
-0.0004385924548842013,
0.042190175503492355,
-0.03000715561211109,
0.016842132434248924,
-0.04814155027270317,
0.012724378146231174,
0.012196069583296776,
0.04272966831922531,
0.07782099395990372,
0.03342094272375107,
-0.023685995489358902,
0.02367476187646389,
0.025101253762841225,
0.04596244543790817,
0.015056964941322803,
0.027068860828876495,
-0.017986176535487175,
-0.021844999864697456,
-0.04132703319191933,
-0.016090089455246925,
0.02219139225780964,
0.00936705619096756,
-0.002740353113040328,
0.07802041620016098,
0.00887826457619667,
-0.018453888595104218,
0.004606447648257017,
0.04237985983490944,
0.009979577735066414,
0.021520040929317474,
-0.010575750842690468,
0.022485556080937386,
0.01279955729842186,
0.011052695102989674,
0.028469417244195938,
0.016949161887168884,
0.00452257227152586,
-0.04730737581849098,
0.02865166775882244,
0.01092698983848095,
-0.005066474433988333,
-0.003792469622567296,
0.027487747371196747,
0.0383572094142437,
0.033082228153944016,
-0.052828118205070496,
0.012340832501649857,
0.045657407492399216,
0.04177926480770111,
0.03036990389227867,
0.014460449106991291,
-0.06839864701032639,
-0.00163909955881536,
0.024827348068356514,
0.028271788731217384,
-0.039158593863248825,
-0.024321595206856728,
-0.014130422845482826,
0.0016417423030361533,
0.03832199051976204,
0.008429923094809055,
0.010234290733933449,
-0.01655270718038082,
-0.01636100560426712,
-0.005206802394241095,
0.002877843799069524,
-0.03796128183603287,
0.006646791007369757,
-0.005883598234504461,
0.028957249596714973,
-0.01529734954237938,
-0.02195587567985058,
-0.03254037722945213,
-0.04147591441869736,
0.01719573885202408,
0.0437028743326664,
0.006942238658666611,
-0.03224054351449013,
-0.0028950581327080727,
0.07341517508029938,
0.00030987494392320514,
-0.033065441995859146,
0.0220342930406332,
0.006675345823168755,
-0.040910035371780396,
0.06433270871639252,
-0.009088602848351002,
-0.057423580437898636,
0.02455030009150505,
0.03148946911096573,
-0.004973402712494135,
-0.003710877150297165,
-0.017475740984082222,
0.04140669107437134,
0.046486277133226395,
-0.010863889008760452,
0.07085829973220825,
0.039248958230018616,
0.008905853144824505,
-0.020733769983053207,
-0.007413641083985567,
0.00540173938497901,
-0.028843490406870842,
-0.04569642245769501,
-0.04294145479798317,
-0.02229875512421131,
-0.02014237642288208,
0.03233795240521431,
-0.014372692443430424,
0.03628621995449066,
-0.021085049957036972,
-0.041180118918418884,
0.008313207887113094,
0.04620375856757164,
-0.005986467469483614,
-0.005668828263878822,
-0.0030373670160770416,
0.014144952408969402,
-0.02609364315867424,
-0.025739872828125954,
-0.0039021086413413286,
-0.011453509330749512,
0.03219076618552208,
0.030625546351075172,
-0.00612457562237978,
0.030685126781463623,
-0.013285031542181969,
-0.019952166825532913,
0.006457910407334566,
-0.002290715230628848,
0.027551358565688133,
-0.009625143371522427,
0.040686968713998795,
-0.03269675374031067,
-0.023576905950903893,
-0.013898654840886593,
0.021375324577093124,
0.005180651787668467,
0.0231837946921587,
-0.05142572149634361,
0.02388116531074047,
-0.004007391631603241,
-0.003935925662517548,
-0.08041157573461533,
-0.04511350020766258,
0.0019258069805800915,
-0.014780040830373764,
-0.03167713060975075,
-0.015199167653918266,
0.024820806458592415,
-0.046481795608997345,
-0.03581899404525757,
-0.014042128808796406,
0.06580060720443726,
-0.03007632866501808,
-0.047230031341314316,
-0.010144377127289772,
0.07441651076078415,
0.059552986174821854,
-0.021859250962734222,
-0.023210633546113968,
0.05425644665956497,
-0.05147593095898628,
-0.014231833629310131,
-0.017177030444145203,
0.0513506717979908,
-0.03169655054807663,
-0.0008630200754851103,
-0.04973316565155983,
-0.03703610599040985,
0.020819522440433502,
-0.037339139729738235,
-0.02460937201976776,
0.01825464703142643,
0.012550759129226208,
0.01729263924062252,
-0.020008279010653496,
-0.02903212420642376,
-0.013138078153133392,
0.05465344712138176,
0.023089459165930748,
-0.03008059598505497,
-0.01501375436782837,
-0.014246615581214428,
-0.005306093953549862,
0.0014256038703024387,
-0.02174891158938408,
0.018633801490068436,
0.05646372213959694,
0.011427421122789383,
-0.008517938666045666,
-0.005083153489977121,
0.002780362730845809,
0.072524793446064,
0.027073128148913383,
0.021572081372141838,
0.01830173470079899,
0.040848325937986374,
-0.05042415112257004,
-0.05353943258523941,
-0.04209599271416664,
0.010442136786878109,
0.07281807065010071,
-0.08200287818908691,
0.014922242611646652,
0.03475521504878998,
-0.02358180284500122,
-0.016037823632359505,
-0.028481964021921158,
0.0025365909095853567,
-0.02766565792262554,
-0.003202189691364765,
0.04921837896108627,
-0.020758284255862236,
-0.021754223853349686,
0.023413177579641342,
0.017247183248400688,
-0.006235812325030565,
0.01742575317621231,
-0.020411405712366104,
0.027295008301734924,
0.015337685123085976,
-0.040411125868558884,
-0.05502840131521225,
0.029858089983463287,
-0.020740503445267677,
-0.01754741184413433,
0.004585163667798042,
-0.000788455770816654,
0.04564680531620979,
0.028358157724142075,
0.01412425097078085,
-0.06378687173128128,
-0.04992321506142616,
-0.03556457534432411,
-0.008734033443033695,
-0.004499603994190693,
-0.05018509924411774,
0.03162098675966263,
-0.01975441724061966,
0.018205426633358,
0.005042003467679024,
0.043661344796419144,
-0.015930935740470886,
-0.09438259154558182,
-0.0012997841695323586,
-0.025698021054267883,
-0.029475433751940727,
0.032742034643888474,
-0.01338405441492796,
-0.015511082485318184,
-0.004163457080721855,
-0.03777022659778595,
0.047665923833847046,
0.014235844835639,
0.03928305208683014,
-0.005327234510332346,
0.0815199464559555,
0.0003719963424373418,
0.009265772067010403,
-0.031117144972085953,
0.010876460932195187,
0.10138321667909622,
0.0792020931839943,
0.037292174994945526,
-0.06012614443898201,
0.0036517770495265722,
-0.013604264706373215,
0.0027858216781169176,
-0.0066286781802773476,
0.004228795878589153,
0.0008836495107971132,
0.002177260350435972,
0.045415882021188736,
0.06219256669282913,
0.001935591222718358,
-0.049312226474285126,
-0.005190716125071049,
-0.04571252316236496,
-0.011259892955422401,
-0.017039896920323372,
0.00897509790956974,
0.019806141033768654,
-0.027466097846627235,
-0.04808390513062477,
-0.007572908885776997,
-0.020336244255304337,
-0.0029175125528126955,
-0.014547150582075119,
0.012765615247189999,
-0.01423339731991291,
0.0009641749202273786,
-0.04601685702800751,
-0.003078585723415017,
0.009630885906517506,
0.04300956055521965,
-0.03213769569993019,
0.007908937521278858,
0.015736522153019905,
-0.04381931945681572,
0.019772659987211227,
0.03814294934272766,
-0.009092113003134727,
0.01854665018618107,
0.056769873946905136,
0.027457822114229202,
-0.054305776953697205,
-0.00007777146674925461,
0.0025163402315229177,
0.06889283657073975,
-0.03300660848617554,
-0.014448960311710835,
-0.04427539184689522,
-0.036492861807346344,
0.04357973113656044,
0.00036051421193405986,
-0.02127424255013466,
0.028261099010705948,
0.007245795801281929,
-0.040484536439180374,
0.026902802288532257,
-0.0133451446890831,
0.036697663366794586,
0.017252936959266663,
0.0411406047642231,
0.02411423809826374,
-0.08410815894603729,
-0.03285645321011543,
-0.005130128003656864,
0.06611240655183792,
-0.010158339515328407,
-0.008359001018106937,
-0.00384892406873405,
0.02271261066198349,
-0.010563149116933346,
-0.006364533212035894,
0.0353071428835392,
-0.007999995723366737,
0.03165042772889137,
-0.03683191165328026,
-0.006334713660180569,
-0.02427026629447937,
-0.046115171164274216,
0.020407745614647865,
-0.0597301609814167,
0.027536310255527496,
-0.05617198348045349,
-0.02939852513372898,
0.03136293217539787,
0.022574948146939278,
-0.011488440446555614,
-0.03677168861031532,
0.009059983305633068,
0.06766466051340103,
0.025676021352410316,
-0.04963866248726845,
-0.025318536907434464,
0.0006289971061050892,
-0.008630553260445595,
-0.016233833506703377,
-0.020054776221513748,
0.06553066521883011,
0.018091056495904922,
0.0680084079504013,
-0.040629807859659195,
0.0500553622841835,
-0.017625553533434868,
-0.014480859972536564,
0.009076306596398354,
-0.06703982502222061,
0.02118345908820629,
0.042164675891399384,
0.04248219355940819,
-0.022311178967356682,
-0.002841479377821088,
-0.00746300769969821,
-0.031040426343679428,
-0.02197781391441822,
-0.012036286294460297,
-0.04026195779442787,
0.028504692018032074,
-0.02461984008550644,
0.022487984970211983,
-0.03959397226572037,
-0.024270260706543922,
-0.011981170624494553,
-0.03017345257103443,
0.013650081120431423,
0.002733161672949791,
-0.01900622434914112,
0.01808963157236576,
-0.014862265437841415,
-0.013656273484230042,
0.013296539895236492,
0.03006311133503914,
0.013075760565698147,
-0.005041333846747875,
-0.019331561401486397,
-0.031226487830281258,
0.03645755723118782,
-0.017327018082141876,
-0.026045572012662888,
0.026039380580186844,
-0.04067610204219818,
-0.022219132632017136,
0.03688451275229454,
0.0009544152999296784,
0.04784012585878372,
-0.007304950151592493,
-0.005809508264064789,
-0.06289453059434891,
0.0458451472222805,
-0.00788747239857912,
0.012915419414639473,
-0.014597979374229908,
0.026111602783203125,
-0.01374486181885004,
-0.047794703394174576,
0.022397927939891815,
-0.007336992770433426,
-0.013509245589375496,
-0.00536893866956234,
0.04637978971004486,
-0.018327223137021065,
-0.015021350234746933,
0.024544699117541313,
0.028701037168502808,
-0.01899300515651703,
0.008849715813994408,
-0.0017191792139783502,
0.01970738172531128,
0.030189726501703262,
-0.02156955748796463,
0.0489194393157959,
-0.00923890620470047,
0.016682446002960205,
-0.07111699879169464,
-0.012418192811310291,
0.02778041735291481,
0.05303199216723442,
0.017437364906072617,
-0.009260988794267178,
0.007548496127128601,
0.008118191733956337,
-0.05874183028936386,
-0.013319314457476139,
-0.0042443000711500645,
-0.02653064951300621,
-0.037119973450899124,
-0.025712935253977776,
-0.03464166447520256,
0.01751846633851528,
0.04093397781252861,
0.0013881833292543888,
0.021439306437969208,
0.015858320519328117,
-0.00823803897947073,
-0.03525685891509056,
-0.013807695358991623,
-0.0012686713598668575,
0.013202846050262451,
-0.06923887878656387,
0.013350363820791245,
-0.019235672429203987,
-0.009466324932873249,
0.015533982776105404,
0.011438969522714615,
0.006795800756663084,
-0.016024021431803703,
0.00923684611916542,
-0.005443568341434002,
0.03472252935171127,
-0.007541794795542955,
-0.00994838960468769,
0.01669243723154068,
-0.019433602690696716,
0.005502790678292513,
0.01347174122929573,
-0.032520100474357605,
0.02127963863313198,
0.026912251487374306,
-0.011449899524450302,
-0.03231402486562729,
0.007479315157979727,
0.0013769044307991862,
-0.050231948494911194,
-0.0038854777812957764,
0.017194464802742004,
0.02797059156000614,
-0.050703492015600204,
0.04499011114239693,
-0.051559366285800934,
-0.011970611289143562,
0.04697505384683609,
0.014814093708992004,
-0.0162437092512846,
0.03875831142067909,
-0.012630852870643139,
-0.0613618828356266,
0.018790122121572495,
-0.006888792850077152,
0.015094340778887272,
-0.030217869207262993,
-0.06739331781864166,
0.018436379730701447,
0.010222113691270351,
-0.03051888383924961,
-0.040278516709804535,
-0.02767445147037506,
0.041168034076690674,
-0.021005170419812202,
0.011431890539824963,
-0.010538383387029171,
-0.024497583508491516,
0.013694346882402897,
-0.05989699438214302,
0.07684990018606186,
0.019674910232424736,
-0.014315585605800152,
0.01364404521882534,
0.023710332810878754,
-0.020331887528300285,
-0.01206895336508751,
0.05350597947835922,
-0.002970905974507332,
0.005741579923778772,
-0.002429130021482706,
0.053936976939439774,
0.010989690199494362,
-0.024666910991072655,
0.08081857115030289,
0.012712888419628143,
0.0006397453835234046,
-0.050297364592552185,
0.0075850416906178,
0.030848678201436996,
0.01540360413491726,
0.016422057524323463,
0.014690803363919258,
0.002547177718952298,
-0.014484979212284088,
-0.0036737716291099787,
0.04338952898979187,
0.013164912350475788,
-0.002849442418664694,
0.07454220205545425,
-0.0187111534178257,
0.00809995736926794,
0.03959427401423454,
-0.01197812519967556,
-0.04402952641248703,
0.005958297289907932,
-0.006760615389794111,
-0.034541066735982895,
-0.03326503187417984,
0.009534155018627644,
0.008489275351166725,
-0.052873145788908005,
0.013026868924498558,
0.02419811300933361,
-0.008836064487695694,
-0.023395629599690437,
0.046098742634058,
0.01633218303322792,
0.022855645045638084,
-0.007808309514075518,
0.015036935918033123,
0.02825630083680153,
-0.0005610408843494952,
0.00005898404560866766,
0.0020981961861252785,
0.03138965740799904,
0.037866294384002686,
-0.01846647821366787,
0.014309748075902462,
-0.0235629640519619,
0.031175531446933746,
-0.027297381311655045,
0.02962154895067215,
-0.03672018647193909,
-0.03567500039935112,
0.004517646972090006,
-0.011743534356355667,
0.015189389698207378,
-0.03129754960536957,
-0.002775456290692091,
0.05099019408226013,
-0.03257586061954498,
-0.0018869361374527216,
-0.05361397936940193,
0.01258721575140953,
-0.008907564915716648,
-0.02542058378458023,
-0.010580034926533699,
0.01166307833045721,
-0.007761857006698847,
-0.0025826282799243927,
0.003635613014921546,
-0.00702828960493207,
0.0070508262142539024,
-0.0020183122251182795,
-0.0011469052406027913,
-0.018114715814590454,
-0.012196382507681847,
-0.02795383147895336,
-0.0600874125957489,
-0.004299642983824015,
-0.015592196024954319,
0.032014597207307816,
0.07655518501996994,
0.013501787558197975,
-0.03907937929034233,
-0.02525291033089161,
0.010199984535574913,
0.07033582031726837,
-0.06744075566530228,
0.012628520838916302,
0.019738707691431046,
-0.00020712839614134282,
-0.03215469792485237,
-0.01941756159067154
] |
<p>Am I correct to understand that the order in which variables are specified in a multifactorial ANOVA makes a difference but that the order does not matter when doing a multiple linear regression?</p>
<p>So assuming an outcome such as <strong>measured blood loss, y</strong> and two categorical variables</p>
<ol>
<li><strong>adenoidectomy method, a</strong></li>
<li><strong>tonsillectomy method, b</strong></li>
</ol>
<p>The model <em>y~a+b</em> is different to the model <em>y~b+a</em> (or so my implementation in R seems to indicate).</p>
<p>Am I correct to understand that the term here is that ANOVA is a <strong>hierarchical</strong> model since it first attributes as much variance as it can to the first factor before trying to attribute residual variance to the second factor?</p>
<p>In the example above the hierarchy makes sense because I always do the adenoidectomy first before doing the tonsillectomy but what would happen if one had two variables with no inherent order?</p> | 47,159 | [
-0.04657712206244469,
-0.02012641541659832,
-0.008987381123006344,
-0.00038892970769666135,
0.07577278465032578,
0.01409815438091755,
0.00851388368755579,
0.0061180321499705315,
0.050024908035993576,
-0.034407153725624084,
0.02943948097527027,
-0.007683350704610348,
0.06739427149295807,
0.00526866689324379,
0.037948139011859894,
0.01934046298265457,
0.004625501111149788,
0.009398884139955044,
0.031878769397735596,
-0.004473733250051737,
-0.04185929521918297,
0.028950076550245285,
0.0013492924626916647,
-0.011127159930765629,
-0.04448600485920906,
0.06917119771242142,
0.03614117577672005,
-0.019432589411735535,
0.0035972464829683304,
0.01592700555920601,
-0.031420912593603134,
-0.02502244897186756,
-0.01907089725136757,
0.032838124781847,
0.013389520347118378,
-0.00723638292402029,
-0.022747298702597618,
-0.021711790934205055,
0.014848303981125355,
0.018655071035027504,
-0.013868145644664764,
-0.006701740436255932,
-0.02357800491154194,
0.036937206983566284,
0.027191368862986565,
0.007626598235219717,
-0.03232955187559128,
0.016301488503813744,
0.008480628952383995,
-0.03370867669582367,
0.03735758736729622,
0.007736292202025652,
0.035231053829193115,
0.07000111788511276,
-0.05393238365650177,
-0.012391239404678345,
0.030395716428756714,
0.043505001813173294,
-0.002359002362936735,
-0.046776656061410904,
-0.014536133967339993,
-0.02997138723731041,
0.01541224867105484,
-0.008709804154932499,
-0.03369099274277687,
-0.009643590077757835,
-0.005146571900695562,
-0.015398984774947166,
0.04725402593612671,
-0.02163655310869217,
0.028111452236771584,
-0.011881625279784203,
0.035285916179418564,
-0.03794189915060997,
0.029151706025004387,
-0.01723880134522915,
0.022312285378575325,
-0.002784966491162777,
0.05277447775006294,
0.025854315608739853,
0.008672061376273632,
0.01813451200723648,
0.0017766996752470732,
0.023402532562613487,
-0.007197321392595768,
-0.004957993980497122,
0.07166049629449844,
-0.0092782499268651,
0.023066341876983643,
0.012612785212695599,
-0.029215969145298004,
0.009935262612998486,
0.02244546078145504,
0.03922208026051521,
-0.04101158678531647,
0.008137918077409267,
-0.012175663374364376,
0.03214681148529053,
0.0068239569664001465,
0.0035675696562975645,
-0.005387882702052593,
-0.029708102345466614,
0.024394232779741287,
0.05760670825839043,
-0.020853262394666672,
-0.01772173121571541,
-0.03193611651659012,
0.04128265753388405,
-0.0280692670494318,
-0.03856748715043068,
-0.0149126797914505,
0.010967780835926533,
-0.02665557898581028,
-0.02269812673330307,
-0.0034701970871537924,
-0.041727203875780106,
0.013114586472511292,
-0.003389463061466813,
0.08475971221923828,
0.07095421105623245,
0.054137393832206726,
-0.04043904319405556,
0.001495705801062286,
0.003746703499928117,
-0.03944919630885124,
-0.01364685408771038,
0.009592304937541485,
-0.015543981455266476,
-0.04892085865139961,
0.05448469519615173,
0.007341492455452681,
-0.034350983798503876,
0.009916788898408413,
-0.019398638978600502,
0.003877324517816305,
0.008845316246151924,
-0.1312675029039383,
-0.08004210144281387,
0.03655610606074333,
-0.009687118232250214,
0.009371669963002205,
-0.03296877443790436,
-0.03024226613342762,
0.024656124413013458,
0.06939934194087982,
-0.014859533868730068,
0.03566119074821472,
0.017919249832630157,
0.00945289433002472,
0.00839056447148323,
-0.02440548501908779,
0.026821047067642212,
0.001524878665804863,
-0.035411857068538666,
-0.027777357026934624,
-0.11604475975036621,
0.0038654536474496126,
0.025387022644281387,
0.011921790428459644,
0.01170499250292778,
0.02938026934862137,
-0.013805827125906944,
0.0037786918692290783,
0.008008887059986591,
0.01035214215517044,
-0.012725149281322956,
0.04517829790711403,
-0.016919594258069992,
0.04847327992320061,
0.0250102411955595,
0.001708869356662035,
0.005689865909516811,
-0.006112069357186556,
0.0591009184718132,
0.03816859796643257,
0.019580679014325142,
-0.005416609346866608,
-0.018236180767416954,
0.015178466215729713,
0.040536992251873016,
-0.0422363206744194,
-0.026348209008574486,
-0.032361842691898346,
-0.025934215635061264,
0.00046942036715336144,
0.03172001987695694,
-0.015166101977229118,
-0.010254844091832638,
0.05850347504019737,
-0.0464758537709713,
-0.054378677159547806,
-0.07304833829402924,
0.008002487942576408,
0.005625492427498102,
-0.016646800562739372,
0.028209682554006577,
-0.029053090140223503,
0.025822345167398453,
0.0032626294996589422,
-0.0016954527236521244,
-0.010930623859167099,
-0.02535787783563137,
0.022130217403173447,
-0.003729512682184577,
0.010080277919769287,
0.048978790640830994,
0.03351496160030365,
-0.024425959214568138,
0.01311462465673685,
-0.017074132338166237,
-0.02944210171699524,
0.014876547269523144,
-0.044496819376945496,
-0.010147050954401493,
-0.02316446788609028,
-0.02248470112681389,
0.01570398546755314,
-0.009974025189876556,
-0.013627591542899609,
0.06559362262487411,
-0.07726150006055832,
0.06630245596170425,
0.05818420276045799,
0.01434732973575592,
0.01735689491033554,
0.05105980485677719,
0.0053556086495518684,
0.00848996639251709,
-0.028261631727218628,
-0.016683191061019897,
-0.04009757190942764,
-0.025156913325190544,
0.006869380362331867,
0.02272166684269905,
-0.02946666069328785,
0.059292297810316086,
0.0037948349490761757,
0.032796889543533325,
0.018232321366667747,
0.03574717044830322,
0.03541731834411621,
-0.00908433087170124,
-0.02893928810954094,
0.013158837333321571,
0.013534453697502613,
0.032029975205659866,
-0.011942097917199135,
-0.023539921268820763,
0.05864284187555313,
0.004638465587049723,
0.011273762211203575,
0.061079807579517365,
0.013029702939093113,
-0.004125574603676796,
-0.023487534373998642,
-0.038864217698574066,
0.03920118883252144,
-0.028954604640603065,
0.055194590240716934,
0.03262796252965927,
0.02474287711083889,
-0.04472094401717186,
0.006354284938424826,
0.004763060249388218,
0.009861540980637074,
0.022433511912822723,
-0.04443523660302162,
0.006629759445786476,
0.008612556383013725,
-0.007295485120266676,
-0.002086666878312826,
-0.07521682977676392,
-0.006260239519178867,
-0.04864263907074928,
-0.018867135047912598,
0.006619596853852272,
0.028422396630048752,
0.011084171012043953,
-0.0339057594537735,
-0.016673514619469643,
-0.022812578827142715,
-0.04907291382551193,
0.039348967373371124,
0.005306370556354523,
-0.04690384864807129,
-0.021413806825876236,
-0.03570886328816414,
0.03221713379025459,
0.031102633103728294,
-0.005983470939099789,
-0.03153594583272934,
0.0230153389275074,
-0.010331567376852036,
-0.04550366848707199,
-0.046415891498327255,
-0.020092392340302467,
0.0007565075065940619,
0.028992213308811188,
-0.0237481240183115,
0.027550434693694115,
-0.019320381805300713,
-0.0050996714271605015,
0.014681421220302582,
-0.0247515682131052,
-0.007812703028321266,
0.030222706496715546,
0.011852264404296875,
-0.01663409359753132,
0.021715639159083366,
0.01985759288072586,
0.041010838001966476,
-0.029827948659658432,
-0.04818841814994812,
-0.07578863203525543,
-0.08087918162345886,
0.041689418256282806,
-0.0025214403867721558,
0.037937335669994354,
-0.02357977256178856,
-0.015471117570996284,
0.0650392696261406,
0.060530997812747955,
-0.02327554300427437,
-0.046246908605098724,
-0.0207495279610157,
-0.018972912803292274,
-0.028464611619710922,
0.04235624149441719,
0.026549438014626503,
-0.0058289337903261185,
0.04648398235440254,
-0.030785730108618736,
0.040875423699617386,
0.04949535056948662,
0.013334930874407291,
0.012056182138621807,
-0.006804010830819607,
0.04044299200177193,
-0.015040135011076927,
0.011180869303643703,
0.00875769928097725,
0.018622249364852905,
0.00008442809485131875,
-0.009592095389962196,
0.028019629418849945,
0.025273224338889122,
-0.048173654824495316,
0.03925590589642525,
-0.050510503351688385,
-0.028771061450242996,
-0.04250628501176834,
-0.0007696411339566112,
0.039345208555459976,
-0.0018604000797495246,
-0.0026093902997672558,
0.0345829501748085,
0.02414243295788765,
-0.009197195991873741,
0.002161250216886401,
0.04299035295844078,
0.050627805292606354,
-0.0015675416216254234,
0.004936994519084692,
-0.014771386981010437,
-0.016885584220290184,
0.059964366257190704,
0.0008129209745675325,
0.010945707559585571,
0.01695060171186924,
0.04060288518667221,
-0.009727037511765957,
-0.010126466862857342,
-0.07517872005701065,
0.030103985220193863,
-0.03754877299070358,
0.032845936715602875,
-0.013209669850766659,
0.03246698155999184,
-0.008123422041535378,
0.04495667666196823,
-0.020942553877830505,
-0.010000519454479218,
-0.011770477518439293,
-0.02902187965810299,
-0.04390783607959747,
0.013723871670663357,
0.01903420314192772,
0.0028813371900469065,
0.02086355723440647,
-0.01749182865023613,
0.02002723142504692,
-0.019534163177013397,
0.013123609125614166,
-0.01098546665161848,
0.03231462091207504,
0.014542232267558575,
0.009771749377250671,
-0.0312817320227623,
-0.016231514513492584,
0.010643876157701015,
-0.0030762278474867344,
0.004880535416305065,
-0.01663120836019516,
0.044712889939546585,
0.004344568122178316,
-0.008290422149002552,
-0.010727472603321075,
-0.023581381887197495,
0.007972970604896545,
0.030695589259266853,
0.03982961177825928,
0.026159724220633507,
0.006004184018820524,
-0.04342440888285637,
0.013362472876906395,
0.009409967809915543,
0.02749374322593212,
0.01597105897963047,
-0.002095109550282359,
-0.007324480917304754,
-0.017712688073515892,
-0.059364888817071915,
-0.012098396196961403,
0.0028074230067431927,
0.01783037930727005,
-0.017172913998365402,
0.031509824097156525,
0.03340409696102142,
-0.06244552135467529,
0.02281877025961876,
0.027110349386930466,
0.006688252557069063,
-0.01043765526264906,
-0.016916612163186073,
0.019028030335903168,
-0.01099136471748352,
-0.01588534750044346,
0.04515104368329048,
-0.0017855638870969415,
-0.03055960312485695,
-0.02037518098950386,
0.027874546125531197,
-0.0018801286350935698,
0.01688331551849842,
0.021565694361925125,
0.022248608991503716,
0.030050287023186684,
0.02437773160636425,
-0.027952319011092186,
-0.019142087548971176,
0.037896476686000824,
0.01710471883416176,
0.04167066141963005,
-0.010515647940337658,
-0.06356462836265564,
-0.01851443573832512,
0.015228718519210815,
0.03201794996857643,
-0.04530417174100876,
0.03615734353661537,
-0.0006877811974845827,
-0.030783144757151604,
0.011390317231416702,
-0.004323235712945461,
0.040686432272195816,
-0.03085341677069664,
0.012304254807531834,
-0.016627170145511627,
-0.05910342559218407,
-0.060413677245378494,
0.028542686253786087,
0.01250790897756815,
0.00964811909943819,
0.014751303941011429,
-0.0003666517441160977,
-0.047606442123651505,
-0.02668331377208233,
0.019747991114854813,
0.017018208280205727,
-0.05667788162827492,
-0.011985237710177898,
0.020166488364338875,
0.021787861362099648,
-0.003386572701856494,
-0.05276937037706375,
0.03319554775953293,
0.007768940646201372,
-0.01805723085999489,
0.07142101973295212,
-0.0005982803995721042,
-0.032786037772893906,
0.01675247773528099,
0.025512775406241417,
-0.013642527163028717,
0.021305471658706665,
0.015185239724814892,
0.07526155561208725,
0.013828943483531475,
0.012682393193244934,
0.05316547676920891,
0.020734643563628197,
0.00044166063889861107,
-0.022372113540768623,
-0.04261640086770058,
0.026059232652187347,
-0.009779298678040504,
-0.023583274334669113,
-0.04663670435547829,
-0.026392903178930283,
0.009138548746705055,
0.050934772938489914,
0.03204546123743057,
0.019028566777706146,
-0.02245466038584709,
-0.01408110186457634,
0.03414873033761978,
0.02365574613213539,
0.003048317739740014,
-0.00480624008923769,
-0.0031469129025936127,
0.027007203549146652,
-0.021074587479233742,
-0.023104215040802956,
0.007324984762817621,
0.01087979320436716,
0.005109487567096949,
0.04250809922814369,
-0.04298176243901253,
0.01931202970445156,
-0.0038531729951500893,
-0.03857215866446495,
0.006128419656306505,
-0.030416339635849,
0.009682085365056992,
-0.01369175873696804,
0.02032407931983471,
-0.02704269252717495,
-0.06032513454556465,
-0.004433901980519295,
0.025965388864278793,
-0.01953159272670746,
0.006335041020065546,
-0.034759145230054855,
0.023729246109724045,
0.0033592761028558016,
0.0057748365215957165,
-0.040192410349845886,
-0.034446556121110916,
-0.015235946513712406,
0.02657996118068695,
-0.005697384476661682,
0.0023239157162606716,
-0.009749582037329674,
-0.053437136113643646,
-0.028084129095077515,
-0.015351143665611744,
0.043334223330020905,
-0.04445774480700493,
0.005332359112799168,
0.0267623420804739,
0.02138311043381691,
0.09824369102716446,
0.023831434547901154,
-0.00897397194057703,
-0.010071635246276855,
-0.04055260121822357,
0.00016149491420947015,
0.016530770808458328,
0.02110876888036728,
-0.009838446043431759,
0.01224694587290287,
0.0026897029019892216,
0.027195962145924568,
0.06518646329641342,
0.009915648028254509,
-0.011039890348911285,
0.013491196557879448,
-0.026767631992697716,
-0.006163957994431257,
-0.04843765124678612,
0.00665769400075078,
-0.014465173706412315,
0.023650197312235832,
-0.00023400707868859172,
-0.00025441913749091327,
-0.009992537088692188,
-0.005675903055816889,
0.013715783134102821,
-0.019765863195061684,
-0.0076871635392308235,
0.015254971571266651,
0.0776221752166748,
-0.031530167907476425,
0.035279855132102966,
-0.003437499748542905,
-0.04009158909320831,
0.060543399304151535,
0.028985558077692986,
0.01173208374530077,
-0.006717273499816656,
0.029887516051530838,
-0.006129814311861992,
-0.03235125169157982,
-0.025926312431693077,
0.035630352795124054,
0.07198132574558258,
-0.025251951068639755,
0.031671155244112015,
0.06754124164581299,
0.0006797108799219131,
-0.0018958617001771927,
-0.061129987239837646,
-0.024642065167427063,
-0.02491745911538601,
0.025158194825053215,
0.059507619589567184,
0.004480075091123581,
0.010598127730190754,
0.0411565825343132,
0.010144192725419998,
0.022337650880217552,
0.01802971214056015,
0.024826446548104286,
-0.013582659885287285,
-0.0005874115158803761,
0.0052958265878260136,
-0.06311755627393723,
0.024098312482237816,
-0.04843081161379814,
0.022239787504076958,
-0.0380057655274868,
-0.01091077271848917,
0.059770617634058,
0.034906625747680664,
0.004665527027100325,
-0.07234835624694824,
-0.03914804756641388,
-0.04032284766435623,
0.01582913100719452,
0.014232298359274864,
-0.0010152386967092752,
0.017619730904698372,
-0.027399355545639992,
0.03711247816681862,
-0.021797021850943565,
0.014125119894742966,
-0.025523532181978226,
-0.06265522539615631,
-0.045861393213272095,
0.011414372362196445,
-0.02034333348274231,
0.028844740241765976,
-0.024038121104240417,
-0.02072848193347454,
-0.009740089997649193,
-0.04737621545791626,
-0.0035896089393645525,
0.01920551247894764,
0.021144745871424675,
0.023133015260100365,
0.05837418511509895,
0.03207537159323692,
-0.008735369890928268,
0.019708899781107903,
0.022059433162212372,
0.11619643121957779,
0.08537766337394714,
0.039154741913080215,
-0.0646548792719841,
0.033962432295084,
-0.01342295203357935,
0.029570313170552254,
0.010853167623281479,
0.002320358296856284,
-0.010256164707243443,
-0.005246486980468035,
0.05876132473349571,
0.038847558200359344,
0.03989825397729874,
0.00891150999814272,
0.05269331857562065,
-0.08401895314455032,
-0.021597804501652718,
0.0017601035069674253,
0.016226064413785934,
0.004613216035068035,
-0.0034977244213223457,
-0.04570911452174187,
-0.019551483914256096,
0.03326283395290375,
0.005876230541616678,
-0.011847039684653282,
0.0005078306421637535,
-0.007619200274348259,
-0.03306887671351433,
-0.027349328622221947,
0.030804628506302834,
0.022678757086396217,
0.007743534166365862,
-0.04848693311214447,
0.009082836098968983,
0.04273337125778198,
-0.06187670677900314,
0.024429896846413612,
0.0008056856459006667,
-0.0005060851108282804,
-0.009595240466296673,
0.015697401016950607,
0.015848999843001366,
-0.07224752753973007,
-0.03214940056204796,
-0.005335470661520958,
0.02471574954688549,
-0.013699796982109547,
-0.002834872342646122,
-0.05305471271276474,
-0.027353961020708084,
-0.0021149632520973682,
-0.058818839490413666,
0.0017611004877835512,
0.035054463893175125,
0.053849801421165466,
-0.008807938545942307,
-0.04024778679013252,
-0.025852587074041367,
-0.007384284865111113,
-0.02106364443898201,
0.004808398429304361,
0.01760600320994854,
-0.018024403601884842,
-0.024652719497680664,
-0.06350100040435791,
0.05388829857110977,
-0.01828998699784279,
0.012178563512861729,
-0.010044049471616745,
-0.019452406093478203,
-0.008239122107625008,
0.01824398897588253,
0.01906537264585495,
-0.010266697965562344,
0.04809626191854477,
0.005178895778954029,
-0.02941630221903324,
-0.0008540738490410149,
-0.05494305118918419,
-0.014351876452565193,
-0.03321348503232002,
0.005444942973554134,
-0.026142098009586334,
-0.003355380380526185,
0.025020800530910492,
0.057972222566604614,
-0.006669464521110058,
-0.025702018290758133,
0.0008346310933120549,
0.047019150108098984,
-0.0010607371805235744,
-0.04729430004954338,
-0.003094986081123352,
0.032612450420856476,
-0.0026409742422401905,
-0.01577821932733059,
-0.026081789284944534,
0.06280782073736191,
0.025883134454488754,
0.047811359167099,
-0.02882516011595726,
0.0652468279004097,
0.020804084837436676,
0.0032171516213566065,
0.027333077043294907,
-0.051203351467847824,
0.022581638768315315,
0.03331347182393074,
0.020445331931114197,
-0.02607085183262825,
-0.049884360283613205,
-0.03274684399366379,
-0.03879471868276596,
0.002998460317030549,
-0.03421091288328171,
0.00480593042448163,
0.004916906822472811,
-0.009421378374099731,
0.029643043875694275,
-0.07025310397148132,
-0.005259924102574587,
-0.05869453772902489,
0.016646092757582664,
0.020013295114040375,
-0.05474526807665825,
-0.022336497902870178,
0.022110536694526672,
-0.014613132923841476,
-0.014650089666247368,
0.012830850668251514,
0.024731449782848358,
0.028547625988721848,
0.003928906749933958,
-0.013033714145421982,
-0.007754574064165354,
0.051335837692022324,
0.010737789794802666,
-0.016894908621907234,
-0.007600946351885796,
-0.03425208851695061,
-0.02038607932627201,
0.012044775299727917,
0.000814208819065243,
0.03095605969429016,
0.016448093578219414,
0.02774365432560444,
-0.025303173810243607,
0.05007152259349823,
-0.016258856281638145,
0.009186084382236004,
0.0055346121080219746,
-0.02544393762946129,
0.010143894702196121,
-0.02867632359266281,
-0.009221051819622517,
0.03047102876007557,
-0.02249336428940296,
0.04940798506140709,
0.038998838514089584,
0.007437555585056543,
-0.045940712094306946,
0.019764471799135208,
-0.003446851624175906,
0.0577012337744236,
-0.014059375040233135,
0.004878893494606018,
0.02454684115946293,
0.054080426692962646,
-0.03285934031009674,
0.061285339295864105,
-0.025318531319499016,
0.01852523721754551,
-0.09218654036521912,
-0.028526924550533295,
-0.0017872843891382217,
0.04228473827242851,
0.023287076503038406,
-0.022268852218985558,
-0.004941957071423531,
0.029308436438441277,
-0.0525222085416317,
-0.01569788157939911,
0.02443794719874859,
-0.005606769118458033,
-0.009417631663382053,
0.012000132352113724,
-0.03568712994456291,
0.020504962652921677,
-0.009550093673169613,
0.022440230473876,
0.028249386698007584,
0.02364410273730755,
0.01855541206896305,
-0.04090317338705063,
-0.01797914132475853,
0.02117077447474003,
-0.0004601610417012125,
-0.07715754210948944,
0.04005119949579239,
0.013944782316684723,
-0.03515278548002243,
0.01483465638011694,
-0.023985857143998146,
0.016531281173229218,
0.05006507784128189,
0.036209121346473694,
0.018123401328921318,
0.03038070537149906,
-0.015030452981591225,
-0.000885489396750927,
-0.0230695977807045,
0.012115216813981533,
0.025128455832600594,
0.01763669028878212,
-0.021532705053687096,
0.013655613176524639,
0.04920775815844536,
-0.0011801416985690594,
-0.008837330155074596,
-0.0263142678886652,
-0.025485681369900703,
-0.020294586196541786,
0.01478748768568039,
0.0007275342359207571,
-0.02001924440264702,
-0.0057860384695231915,
-0.007307726889848709,
-0.02297126315534115,
0.011415500193834305,
0.06952723860740662,
0.044306252151727676,
-0.04086010530591011,
-0.017129989340901375,
0.010634167119860649,
-0.03252119943499565,
0.02351653389632702,
-0.029123054817318916,
-0.023340674117207527,
-0.04274017736315727,
0.00981824193149805,
-0.029196210205554962,
-0.05021575838327408,
-0.01649663597345352,
-0.028469661250710487,
-0.030128521844744682,
0.015222493559122086,
-0.014994907192885876,
-0.0062825907953083515,
0.0029730945825576782,
-0.025003526359796524,
0.02729341946542263,
-0.10002899169921875,
0.06953661143779755,
0.004698214586824179,
-0.03767357021570206,
-0.0414293147623539,
0.01103455200791359,
-0.01566988229751587,
0.030709510669112206,
0.05629546195268631,
0.03107134811580181,
0.017171639949083328,
0.00923014897853136,
0.04476367309689522,
-0.019549669697880745,
-0.02929801307618618,
0.032914962619543076,
-0.01682800054550171,
-0.013014079071581364,
-0.024283016100525856,
0.009423124603927135,
-0.010851923376321793,
0.03156893327832222,
-0.008563321083784103,
-0.01840387098491192,
0.01673341542482376,
-0.023703651502728462,
0.03764162212610245,
0.005744417198002338,
-0.030166760087013245,
-0.0568012073636055,
0.04242091625928879,
0.008549991995096207,
-0.04004381597042084,
0.021580658853054047,
0.0011986198369413614,
-0.06931746006011963,
0.003067433601245284,
0.008190752938389778,
-0.0012660182546824217,
-0.019326208159327507,
0.008957514539361,
0.005709820427000523,
-0.02915356494486332,
-0.011369162239134312,
-0.007348077837377787,
-0.03784537315368652,
-0.027966031804680824,
0.04315952584147453,
0.03595691919326782,
0.026799598708748817,
0.0240451842546463,
-0.023348281159996986,
0.025271659716963768,
-0.035021767020225525,
0.005013948772102594,
0.03554667532444,
0.03046826831996441,
0.027795063331723213,
-0.01717175729572773,
0.0393105112016201,
-0.024466613307595253,
-0.009183505550026894,
0.003241406287997961,
0.056779831647872925,
-0.00783766433596611,
-0.005586763843894005,
-0.008842134848237038,
-0.014687009155750275,
0.017376651987433434,
-0.027522623538970947,
-0.00880513433367014,
0.04259001463651657,
-0.02107004076242447,
0.019179729744791985,
-0.02118012309074402,
0.016444392502307892,
-0.02370554208755493,
-0.0294526144862175,
-0.009401421993970871,
0.039767470210790634,
0.016451915726065636,
-0.005717065185308456,
-0.01623505726456642,
-0.016101518645882607,
0.015229505486786366,
-0.007364585530012846,
0.008687324821949005,
-0.012326960451900959,
-0.026201434433460236,
0.00978052243590355,
-0.051774218678474426,
-0.02896857261657715,
-0.050564032047986984,
0.04420478641986847,
0.04714525118470192,
0.027234625071287155,
-0.024250509217381477,
-0.019890883937478065,
-0.0011273700511083007,
0.03969179838895798,
-0.09129483997821808,
-0.020487679168581963,
-0.04160759970545769,
0.008305756375193596,
0.004862916190177202,
-0.019556891173124313
] |
<p>I have numerous road segments that belong to a city. Each road segment as a weight that is given to it due to its level of 'connectivity' (‘impact’from a small side street to a motorway). So, small neighbourhood road networks won’t have much weight at the regional level. These are calculated at different radii from each segment going from 400 meters at 400 meter intervals to 20,000 m. So each line segment will have a ‘measure’ at each radius (400, 800, 1200m) that indicate its level of impact on the total network. </p>
<p>Now here’s my question: </p>
<p>I want to be able to 'cluster' these so I can say that these segments 'cluster' around the R400 (400m) radius and therefore are local BUT also have activity around 800m and 1000m so could be local and a little peripheral activity. So below are 6 records just showing the activity at 400, 800 and 1200 meters - in reality it'll go up to 20,000m at 400m intevals.</p>
<pre><code> 400m 800m 1200m
</code></pre>
<p>1 1.2982806 1.3231481 1.3453017
2 1.2048655 1.2961186 1.3369008
3 1.2557751 1.3028713 1.341819
4 1.3692737 1.367762 1.3970656
5 1.3519189 1.3815914 1.3904856
6 1.3940601 1.3942301 1.4031725</p>
<p>So the higher the score the greater the 'connectivity' at that level of radius. So 400m radius of the 2nd record start at 1.20 then at 1200m is 1.33 - so it has a higher connectivity at 1200m.</p>
<p>Therefore, I think the 'shape' of the 'line' and how it clusters with similar lines is important. But I want the data to dictate this and not me starting to create 'categories' by forcing the data to do things that I want to see - this is my concern.</p>
<p>I was thinking using the K Mean measure (But this asks for number of categories...which I think dictates to the data what I want to see) or comparing areas under the curves Or shapes of the curves once of plotted them out – basically grouping the once that look similar, but I know that there are issues where because they could be same areas and shapes but inverted. </p>
<p>thanks for your patience, clearly, I am rather lost...
would be grateful for any advice!
with kindest regards,
Atakan</p> | 73,401 | [
-0.049646832048892975,
0.012004424817860126,
0.004354074597358704,
0.01455302257090807,
0.05762758478522301,
0.027308568358421326,
0.009573237039148808,
-0.05020640045404434,
0.046682775020599365,
-0.047902658581733704,
0.0342424139380455,
0.03599128499627113,
0.02320837415754795,
0.04576120898127556,
-0.018728556111454964,
0.03269248083233833,
-0.03056000918149948,
0.030887572094798088,
-0.01565040834248066,
-0.09105630964040756,
-0.029011279344558716,
-0.003509847680106759,
0.03968935087323189,
0.00391581654548645,
-0.04050205275416374,
0.06661020219326019,
0.010255410335958004,
-0.04071798175573349,
-0.022963127121329308,
0.006403443869203329,
-0.005015084985643625,
-0.03231620416045189,
0.013727383688092232,
0.009665515273809433,
-0.001508517423644662,
0.01952098123729229,
-0.05779307708144188,
-0.023654097691178322,
-0.02795601636171341,
0.007207375485450029,
-0.020887095481157303,
-0.009847487322986126,
0.02464548870921135,
0.0371769517660141,
-0.02048058807849884,
0.03497592359781265,
0.010733559727668762,
0.006289074197411537,
0.0108818169683218,
-0.036638397723436356,
0.0675995871424675,
0.0009747836156748235,
0.023419175297021866,
0.03348275274038315,
-0.027941210195422173,
-0.019992761313915253,
0.045496683567762375,
0.04038288816809654,
-0.002106353174895048,
-0.011213211342692375,
-0.011327303946018219,
-0.03119935467839241,
0.0014535004738718271,
-0.05428822338581085,
-0.03791584447026253,
0.008452672511339188,
-0.014808651059865952,
0.01294537354260683,
0.0766981691122055,
0.018793214112520218,
0.007977691479027271,
-0.010474376380443573,
0.015385527163743973,
-0.015659276396036148,
-0.020280295982956886,
0.0003365384181961417,
-0.006186299491673708,
-0.00296152220107615,
0.08735249191522598,
-0.0025114919990301132,
0.004056558012962341,
0.013927052728831768,
-0.014470374211668968,
0.011080502532422543,
0.03345639258623123,
-0.01369992084801197,
0.07399313151836395,
-0.037058115005493164,
-0.002980793360620737,
0.018176838755607605,
0.006949067581444979,
-0.04562786966562271,
0.0463397242128849,
0.010563195683062077,
0.004132939036935568,
0.030258281156420708,
-0.003244952531531453,
-0.015470768325030804,
0.011377669870853424,
0.05017219856381416,
-0.01771598868072033,
-0.06066541001200676,
-0.010106095112860203,
0.0027755447663366795,
-0.027260711416602135,
0.01675553061068058,
-0.032411497086286545,
-0.04278909042477608,
-0.00538416625931859,
0.0141694825142622,
-0.013436706736683846,
-0.05294764041900635,
0.02585129253566265,
-0.00006315697828540578,
0.00859382189810276,
-0.05928398296236992,
0.0006232979358173907,
0.017599521204829216,
0.015905408188700676,
0.059995222836732864,
0.0270650964230299,
-0.03158744052052498,
-0.0038909621071070433,
-0.04165997356176376,
-0.06428604573011398,
0.018460314720869064,
0.0019446213264018297,
0.011278445832431316,
0.02288879081606865,
0.029554447159171104,
-0.004697796888649464,
-0.002270854776725173,
0.04217924550175667,
-0.03202497214078903,
0.03453053906559944,
0.009638582356274128,
-0.08286026120185852,
-0.014333073049783707,
0.03940217196941376,
0.035555578768253326,
0.04528099298477173,
-0.000825081137008965,
0.007710803300142288,
0.02516544982790947,
0.06096275523304939,
0.028908535838127136,
0.038059741258621216,
0.06230640411376953,
-0.001069233170710504,
0.0241240244358778,
-0.03297222778201103,
-0.058207008987665176,
-0.054695844650268555,
0.0024373414926230907,
-0.010024448856711388,
-0.06540892273187637,
-0.0011138428235426545,
0.01906626857817173,
-0.021001942455768585,
-0.0023177489638328552,
0.022634556517004967,
0.02263893000781536,
-0.0012505677295848727,
0.010802427306771278,
-0.019750988110899925,
0.014479458332061768,
0.062289249151945114,
0.04619797691702843,
0.007902462966740131,
0.006532338447868824,
0.02439168468117714,
0.005718389991670847,
0.020117638632655144,
0.03217069059610367,
0.011878788471221924,
0.006718566175550222,
0.004312717355787754,
-0.018043644726276398,
0.010610603727400303,
0.020826024934649467,
-0.034065697342157364,
-0.07050938904285431,
-0.04782230406999588,
0.020013652741909027,
0.02493012323975563,
0.03870343416929245,
-0.013070983812212944,
-0.03003612719476223,
0.06512445956468582,
-0.03634558618068695,
-0.03338420018553734,
-0.018577713519334793,
0.017018428072333336,
-0.01420342456549406,
-0.012556564062833786,
-0.04245951771736145,
-0.028964662924408913,
-0.009493573568761349,
0.004538912326097488,
-0.00679968623444438,
-0.02179832197725773,
-0.009267838671803474,
0.05897355452179909,
-0.03841762989759445,
-0.010242591612040997,
0.05101272091269493,
0.002498642075806856,
0.005785386543720961,
0.03541775047779083,
-0.023210329934954643,
0.008670519106090069,
0.004362375475466251,
-0.017684604972600937,
0.0013374369591474533,
-0.01727285236120224,
-0.008357739076018333,
-0.013410121202468872,
0.019408149644732475,
-0.042593713849782944,
0.0061499932780861855,
-0.0685691237449646,
0.08483961224555969,
0.06608092039823532,
0.02028125710785389,
0.017940038815140724,
0.023252302780747414,
-0.03439891338348389,
0.026740312576293945,
-0.027615496888756752,
-0.00559330265969038,
-0.06900954991579056,
0.01061622891575098,
0.04306962713599205,
-0.0029884111136198044,
-0.0476616770029068,
-0.03522222489118576,
0.07496357709169388,
0.02849622629582882,
0.0020880610682070255,
-0.0072907619178295135,
0.006961206439882517,
-0.0008542317664250731,
0.0727187916636467,
0.034984078258275986,
0.037221189588308334,
-0.03802002593874931,
0.013380534015595913,
0.00838649645447731,
0.03059762716293335,
-0.04258628189563751,
-0.002599202562123537,
0.015265324153006077,
-0.019417433068156242,
0.00035913760075345635,
-0.03276680037379265,
-0.001767454668879509,
0.06783100217580795,
-0.01841173693537712,
0.0004029492265544832,
0.048083145171403885,
0.010746725834906101,
-0.018123876303434372,
-0.027356022968888283,
-0.022657308727502823,
0.019626501947641373,
0.03360283002257347,
-0.03057955764234066,
-0.029034461826086044,
-0.0003043088654521853,
-0.03789624571800232,
0.057537078857421875,
0.002732903230935335,
-0.022510087117552757,
-0.06630333513021469,
0.015962479636073112,
0.07810879498720169,
0.010486952029168606,
-0.02308274805545807,
-0.022817015647888184,
-0.010642850771546364,
-0.017929617315530777,
0.05108959972858429,
0.016982870176434517,
0.021610667929053307,
-0.06149852275848389,
-0.022930841892957687,
0.02247878909111023,
-0.007070903666317463,
0.03300727158784866,
0.0019161957316100597,
-0.07914727926254272,
0.024917980656027794,
0.022804593667387962,
-0.04098408296704292,
-0.015278764069080353,
-0.04272208362817764,
0.012683073058724403,
-0.021938644349575043,
-0.014659980311989784,
0.041788455098867416,
0.013057738542556763,
-0.07582585513591766,
0.021752869710326195,
-0.028311988338828087,
0.0007493032608181238,
-0.046227727085351944,
-0.022698920220136642,
-0.01556455995887518,
0.017154261469841003,
0.04132230579853058,
0.027875486761331558,
-0.022442324087023735,
0.015982724726200104,
-0.0568360798060894,
0.0004047269467264414,
0.03379657119512558,
-0.03296118602156639,
0.07893585413694382,
0.008098157122731209,
0.004723828751593828,
0.08442893624305725,
-0.002649837639182806,
-0.05042017623782158,
-0.08154652267694473,
0.000219504174310714,
-0.01130268257111311,
-0.010918236337602139,
0.011187853291630745,
0.029302217066287994,
0.017598412930965424,
-0.0378107987344265,
0.016446715220808983,
0.05568433180451393,
0.05122552439570427,
-0.016610650345683098,
0.005283998791128397,
0.03164646774530411,
-0.019624361768364906,
-0.009785005822777748,
0.034679144620895386,
0.09383571147918701,
-0.028971800580620766,
0.008952083997428417,
-0.01479068398475647,
-0.0034815981052815914,
0.013758460991084576,
-0.07154504209756851,
-0.00018351992184761912,
-0.0025307140313088894,
0.042353637516498566,
-0.0618421770632267,
0.010292844846844673,
0.03313300386071205,
-0.024968000128865242,
-0.014803091995418072,
0.017380617558956146,
0.048733171075582504,
-0.014813471585512161,
-0.016289154067635536,
0.07414177060127258,
0.0464116707444191,
0.00946080032736063,
0.007631861139088869,
0.0003920971357729286,
-0.003698596265166998,
0.014185326173901558,
-0.030347323045134544,
-0.029948638752102852,
-0.013022573664784431,
0.032489024102687836,
-0.006727317348122597,
0.013796312734484673,
-0.034293707460165024,
0.01896260492503643,
-0.031304631382226944,
0.01730070635676384,
-0.04790463671088219,
0.04379654675722122,
0.026608649641275406,
0.030349310487508774,
0.005408252589404583,
-0.058735668659210205,
-0.022326165810227394,
-0.003025810932740569,
-0.02684950642287731,
-0.014904559589922428,
-0.02831747569143772,
-0.037983838468790054,
0.046190109103918076,
-0.03983438387513161,
-0.013550731353461742,
-0.029166430234909058,
0.023274488747119904,
0.01687793806195259,
0.008884374983608723,
-0.035271573811769485,
-0.01855168305337429,
0.005737259052693844,
0.006170838605612516,
-0.02440195344388485,
0.01683966815471649,
0.07570678740739822,
0.027954868972301483,
0.0482269749045372,
0.0033057720866054296,
0.024863511323928833,
-0.014065167866647243,
-0.03199905529618263,
-0.012549382634460926,
0.009126896969974041,
0.012088875286281109,
-0.023372700437903404,
-0.0077742342837154865,
-0.0163206048309803,
-0.002460421761497855,
0.031075017526745796,
-0.0010241218842566013,
0.02625388465821743,
-0.012953503057360649,
0.008715116418898106,
-0.010755038820207119,
-0.006742903497070074,
0.0012589655816555023,
0.055654995143413544,
0.01994323544204235,
-0.006233572959899902,
0.0006192554719746113,
-0.01020248793065548,
-0.06445623934268951,
0.013344560749828815,
0.04054239019751549,
0.019574936479330063,
-0.02068185992538929,
-0.050502438098192215,
-0.03321579098701477,
0.017500847578048706,
-0.010417593643069267,
0.04712346941232681,
-0.00976147036999464,
0.005655099172145128,
0.016148434951901436,
0.036029525101184845,
-0.006157780531793833,
-0.04938442260026932,
0.01633661612868309,
0.008369415998458862,
0.007794459816068411,
-0.03881734609603882,
-0.04889075085520744,
0.037979017943143845,
-0.0032239037100225687,
0.032368507236242294,
0.03487879037857056,
-0.016284124925732613,
-0.14750656485557556,
-0.03687196224927902,
0.025993110612034798,
0.025691546499729156,
0.018339218571782112,
-0.04467855021357536,
-0.025023359805345535,
-0.0103341955691576,
0.047274649143218994,
-0.03968363255262375,
0.02761908248066902,
-0.02486049383878708,
0.02745099738240242,
0.004881764762103558,
-0.02595692314207554,
-0.029171722009778023,
0.0328291617333889,
0.0024510440416634083,
0.057588156312704086,
-0.015307419933378696,
-0.006120397709310055,
-0.035964325070381165,
0.018259186297655106,
0.014291479252278805,
0.037428632378578186,
-0.0283314511179924,
-0.03474204242229462,
0.005270345602184534,
0.00759136863052845,
-0.011856522411108017,
-0.04690352827310562,
0.036891914904117584,
0.0529383048415184,
0.036897990852594376,
0.07853882759809494,
0.015178018249571323,
0.005492659751325846,
0.025893865153193474,
-0.005035774782299995,
-0.011363446712493896,
0.01991899684071541,
-0.005062447395175695,
0.09856628626585007,
0.02770582027733326,
-0.022102106362581253,
0.0558570921421051,
0.0413699634373188,
-0.014306127093732357,
0.0447688065469265,
-0.02080686390399933,
0.019055411219596863,
-0.000340953265549615,
-0.03388543054461479,
-0.015989547595381737,
0.001604704768396914,
-0.0033896327950060368,
0.0022014989517629147,
-0.0046948534436523914,
0.005452627316117287,
-0.024837888777256012,
-0.00922136940062046,
0.00035592252970673144,
0.03584156557917595,
-0.024443533271551132,
-0.003835313720628619,
-0.0228341706097126,
0.033275056630373,
0.04293614625930786,
-0.018776429817080498,
0.015895985066890717,
-0.02489267662167549,
-0.009611289016902447,
-0.006494598463177681,
-0.01791776530444622,
-0.011216605082154274,
-0.014941847883164883,
0.0202544704079628,
0.02570921555161476,
-0.007705631200224161,
0.01970953308045864,
0.01852344162762165,
0.017203325405716896,
0.028476648032665253,
-0.02236616425216198,
-0.01727769523859024,
-0.0006394314696080983,
-0.0015078852884471416,
0.006672865245491266,
0.00032102930708788335,
0.04157974198460579,
0.0011607668129727244,
-0.010694875381886959,
-0.04985673725605011,
-0.0187746100127697,
0.0464499332010746,
-0.009124500676989555,
-0.00847049243748188,
-0.02912871167063713,
-0.027178777381777763,
0.013684113509953022,
-0.0058386363089084625,
-0.011165069416165352,
0.03433533385396004,
-0.02334064245223999,
0.00024996549473144114,
0.019070124253630638,
0.01595809869468212,
0.0756617933511734,
-0.022683225572109222,
0.01780123822391033,
0.026759125292301178,
0.004757608287036419,
-0.024059029296040535,
0.0028109035920351744,
-0.006082945037633181,
-0.04152088239789009,
-0.013014673255383968,
-0.052711065858602524,
0.004744863137602806,
0.03661434352397919,
-0.027052177116274834,
0.01037658005952835,
-0.040578678250312805,
0.013488748110830784,
-0.01863108016550541,
0.0011569951893761754,
-0.015223031863570213,
-0.03390121832489967,
-0.021718384698033333,
-0.012433372437953949,
0.0437610000371933,
-0.04788351058959961,
0.015205464325845242,
0.007027942221611738,
-0.01512905117124319,
-0.011097571812570095,
0.011065809987485409,
0.025578584522008896,
0.005597797688096762,
-0.004513119347393513,
-0.022751551121473312,
-0.017860546708106995,
0.04282156750559807,
-0.008918967097997665,
-0.03488156944513321,
0.006082095205783844,
-0.0037173994351178408,
-0.02794366516172886,
0.011268540285527706,
-0.008805348537862301,
-0.025187810882925987,
0.055509235709905624,
0.014761916361749172,
0.04755329340696335,
0.01813651993870735,
-0.02592391148209572,
0.026237796992063522,
-0.03899369016289711,
0.005387034732848406,
0.022490626201033592,
0.013902264647185802,
0.04605836793780327,
-0.00970474537461996,
-0.0236990787088871,
-0.011175756342709064,
-0.004605473019182682,
-0.006023874972015619,
-0.0045317308977246284,
0.012822729535400867,
0.04357149824500084,
-0.02602287195622921,
-0.03548416867852211,
-0.009258363395929337,
0.010059477761387825,
-0.01303165778517723,
-0.03087485022842884,
0.006941377650946379,
0.0007846661028452218,
0.0415143184363842,
0.03494821488857269,
-0.0034404925536364317,
-0.039383575320243835,
0.0018547255313023925,
-0.05102050304412842,
0.012584968470036983,
0.01049594022333622,
-0.059894219040870667,
0.0005698244785889983,
0.025694625452160835,
0.040049780160188675,
-0.005225176457315683,
0.008901174180209637,
-0.027679547667503357,
-0.02218976989388466,
-0.012087476439774036,
-0.0382629856467247,
-0.07906795293092728,
0.026605624705553055,
0.004172046203166246,
-0.04285508766770363,
0.08421014249324799,
-0.025617945939302444,
0.026112500578165054,
0.01919708028435707,
0.015057988464832306,
0.033732637763023376,
0.03861193731427193,
0.031208230182528496,
0.010516978800296783,
-0.006762802600860596,
-0.047704067081213,
0.1497146189212799,
0.06755166500806808,
0.019357522949576378,
-0.046211451292037964,
-0.0038528426084667444,
0.03298157453536987,
-0.001814745250158012,
-0.05328361317515373,
-0.005084960721433163,
0.03934323787689209,
-0.030066246166825294,
0.04450805112719536,
0.023920893669128418,
0.03129805624485016,
0.0009366626618430018,
0.06257732957601547,
-0.016893792897462845,
-0.02494705282151699,
0.018501687794923782,
0.010043363086879253,
-0.006954843178391457,
-0.0024108365178108215,
-0.05560745671391487,
0.04051893576979637,
0.030594289302825928,
-0.02170444466173649,
-0.04884198680520058,
0.015002665109932423,
0.02092771790921688,
0.00568276597186923,
-0.012212562374770641,
0.008544516749680042,
0.034741587936878204,
-0.03701818734407425,
-0.00040886865463107824,
-0.04283380135893822,
0.028059974312782288,
-0.02092212624847889,
-0.006160077638924122,
-0.01629497855901718,
-0.029744958505034447,
-0.017213501036167145,
-0.03450165316462517,
0.026029037311673164,
-0.07947678864002228,
-0.013761356472969055,
-0.05602920427918434,
0.05296734720468521,
0.004310998134315014,
0.013806784525513649,
0.029060998931527138,
0.048835638910532,
0.005924605298787355,
-0.047265514731407166,
-0.0017542019486427307,
-0.018825292587280273,
0.01920556277036667,
0.023919949308037758,
-0.02523311972618103,
-0.03443647548556328,
0.012741342186927795,
0.01625923626124859,
0.007926082238554955,
0.03620801493525505,
0.004965477157384157,
-0.024402529001235962,
-0.043000634759664536,
0.05119987577199936,
0.0031970429699867964,
0.018454154953360558,
0.010672162286937237,
-0.030201414600014687,
-0.01714889146387577,
-0.004227861296385527,
-0.017194688320159912,
-0.012852910906076431,
-0.027510447427630424,
0.00960942730307579,
0.0009870773646980524,
-0.0025891740806400776,
0.00034052389673888683,
-0.021327463909983635,
-0.04231560230255127,
-0.0367870032787323,
-0.020036447793245316,
0.007070673163980246,
0.03121940605342388,
0.043996378779411316,
0.01026199758052826,
0.015725478529930115,
-0.03046824038028717,
0.049007564783096313,
0.01074008084833622,
-0.01778406649827957,
-0.021494928747415543,
0.0004873148864135146,
-0.026515796780586243,
0.03964756801724434,
0.016520719975233078,
0.028691107407212257,
0.010942062363028526,
-0.030338624492287636,
0.0049006263725459576,
0.04837622866034508,
0.02160954475402832,
0.009430070407688618,
0.0014094647485762835,
-0.06499015539884567,
0.03339814767241478,
0.000945793988648802,
0.015132213942706585,
-0.05642352253198624,
-0.00646943598985672,
-0.017281359061598778,
-0.04157590493559837,
-0.0076113357208669186,
-0.01580526866018772,
-0.02822183258831501,
0.0022967131808400154,
-0.035317182540893555,
0.022923460230231285,
-0.02964797616004944,
-0.020437346771359444,
-0.050954341888427734,
-0.003470828291028738,
-0.08258551359176636,
-0.01703602820634842,
-0.000027481612050905824,
0.026895808055996895,
0.02158975787460804,
0.05125860869884491,
0.022162124514579773,
0.004784422926604748,
-0.012889554724097252,
0.017477987334132195,
0.002804428106173873,
-0.021906863898038864,
0.039017897099256516,
-0.00931136216968298,
-0.03558780625462532,
0.008988289162516594,
-0.0344262421131134,
-0.058457501232624054,
-0.00521973567083478,
-0.026670219376683235,
0.05605972558259964,
0.0028988602571189404,
0.014357286505401134,
0.0014505741419270635,
0.029220741242170334,
-0.001961073139682412,
-0.027744745835661888,
-0.013177668675780296,
0.016740459948778152,
0.04413328319787979,
-0.007038952317088842,
-0.019940534606575966,
-0.01896870881319046,
-0.022541586309671402,
-0.004454850219190121,
0.03624168783426285,
-0.011373871937394142,
-0.003296608105301857,
0.0050107636488974094,
-0.038769129663705826,
0.01090709213167429,
-0.009817481972277164,
0.011660846881568432,
0.0445953868329525,
0.017357153818011284,
-0.05134223401546478,
-0.0395645909011364,
-0.005943456199020147,
0.012803589925169945,
-0.030965641140937805,
-0.030383089557290077,
0.00016094278544187546,
-0.03422984480857849,
0.05771230533719063,
-0.05409913510084152,
0.0307740680873394,
-0.006284293718636036,
-0.05047285556793213,
0.01815340295433998,
0.022704748436808586,
0.04037993773818016,
-0.04501279443502426,
0.019705047830939293,
-0.026370765641331673,
0.0012612047139555216,
0.01378694549202919,
0.060320042073726654,
0.016176555305719376,
0.0476529598236084,
0.0050075361505150795,
-0.022201919928193092,
-0.016300974413752556,
-0.020349400117993355,
0.0034290996845811605,
-0.057431358844041824,
0.020062128081917763,
-0.036402393132448196,
0.02790316939353943,
0.01490685623139143,
-0.09545912593603134,
-0.010691317729651928,
0.01776152104139328,
0.022703073918819427,
0.005945540964603424,
0.03914462774991989,
0.00977420900017023,
-0.010557142086327076,
-0.0004308764182496816,
-0.021567251533269882,
-0.010651662014424801,
-0.016812948510050774,
0.0048015364445745945,
0.0033680780325084925,
0.04980309680104256,
-0.01248975470662117,
0.006231170147657394,
0.02378012053668499,
0.005911641754209995,
0.008312731049954891,
-0.021098272874951363,
0.030419666320085526,
0.009011910296976566,
-0.03504587337374687,
-0.015804383903741837,
0.0009400869021192193,
0.021520737558603287,
0.018943794071674347,
0.007619142532348633,
-0.012127324938774109,
0.00010705777094699442,
-0.014194285497069359,
-0.04469679668545723,
-0.00747612863779068,
0.0061327447183430195,
-0.02199462056159973,
-0.04553886130452156,
-0.0119640426710248,
0.005247992463409901,
0.00931771844625473,
0.0007703742012381554,
-0.005815400276333094,
0.006778015289455652,
0.01967320218682289,
0.014835283160209656,
0.019947823137044907,
0.03562145680189133,
0.012109518051147461,
0.041987136006355286,
-0.1096019521355629,
0.026321832090616226,
0.0281634870916605,
0.012281200848519802,
0.004535365384072065,
-0.019863467663526535,
-0.028606826439499855,
0.008830884471535683,
0.03798139840364456,
0.01939433068037033,
-0.0259943138808012,
-0.03628561645746231,
0.04923254996538162,
0.013851268216967583,
-0.0196843184530735,
0.025902194902300835,
-0.003853717353194952,
-0.007982592098414898,
-0.019918574020266533,
-0.012648630887269974,
0.0066053494811058044,
0.0198883768171072,
0.036647528409957886,
0.017794819548726082,
-0.021963929757475853,
-0.03046390600502491,
-0.015921758487820625,
-0.003340670373290777,
-0.03085957281291485,
-0.023305797949433327,
0.0298592709004879,
0.025787075981497765,
-0.013180547393858433,
0.05374835431575775,
-0.005938193295150995,
-0.01987018808722496,
0.04290817305445671,
-0.03259732946753502,
-0.009655763395130634,
0.04440316930413246,
0.013201985508203506,
0.045591533184051514,
-0.04884481057524681,
-0.013763552531599998,
0.0038452271837741137,
-0.023868853226304054,
0.013567822985351086,
0.045530155301094055,
0.029873179271817207,
0.04262001812458038,
-0.006465318147093058,
0.03206869214773178,
-0.02146264724433422,
-0.03068355843424797,
0.04364854842424393,
0.01425833348184824,
0.019419126212596893,
0.011308317072689533,
-0.005714457016438246,
0.04837946593761444,
-0.004698307253420353,
0.011148996651172638,
-0.056099966168403625,
0.04471215605735779,
0.015521544963121414,
-0.01626097969710827,
0.022394612431526184,
0.006492419168353081,
0.023569727316498756,
0.05379142984747887,
-0.004799708724021912,
0.04130705073475838,
-0.049044765532016754,
0.0005914201610721648,
-0.01995108462870121,
-0.04833590239286423,
-0.04538557678461075,
0.05987582355737686,
0.005095636937767267,
0.02223878726363182,
0.02777869813144207,
0.02421391010284424,
0.01811457797884941,
-0.030725006014108658,
-0.007712242659181356,
-0.002966566476970911,
0.04265501722693443,
-0.006963552441447973,
0.014262727461755276,
0.02475077286362648,
0.0057553984224796295,
-0.01503116823732853,
-0.007187228184193373,
-0.0019161326345056295,
0.037410616874694824,
0.015009574592113495,
-0.03204123303294182,
-0.005588526837527752,
-0.013338379561901093,
0.01843986287713051,
-0.05349486321210861,
-0.03681790083646774,
-0.04296605661511421,
-0.014737019315361977,
0.009570013731718063,
-0.01622152328491211
] |
<p>I have two bacterial markers, I'll just call them <em>X</em> and <em>Y</em>. <em>X</em> codes for virulence, whereas <em>Y</em> just indicates the bacteria is present. Consequently, <em>X</em> will not show up without <em>Y</em> although not all bacteria have <em>X</em>. Both also have a detection limit, although I only care about the detection limit for <em>X</em> because I want to know the probability distribution for the ratio of <em>X</em> / <em>Y</em> (pathogenic to normal bacteria if present).</p>
<p>Because the data are censored and a ratio, I was considering fitting a censored beta distribution. However I realized that the ratio itself is not censored - for example, <em>X</em> could be below detection limit but still some large % of <em>Y</em> if <em>Y</em> is also fairly low. </p>
<p>Does anyone have any suggestions for how to address this problem? I am assuming using a ratio distribution won't work because <em>X</em> and <em>Y</em> are obviously not independent. </p> | 73,402 | [
-0.018843555822968483,
0.009360023774206638,
0.023214317858219147,
0.028882745653390884,
0.017181722447276115,
0.0006917429273016751,
0.0011074249632656574,
-0.024866580963134766,
0.0299261212348938,
-0.009485604241490364,
0.03584756702184677,
0.06000755354762077,
0.045182034373283386,
0.048188041895627975,
0.02506326697766781,
-0.00872398167848587,
-0.01551048643887043,
-0.005943899974226952,
-0.011327826417982578,
-0.018551252782344818,
0.015173012390732765,
-0.013458087109029293,
0.02376713789999485,
-0.005852243397384882,
-0.03372211381793022,
0.039403870701789856,
0.04091178998351097,
-0.028960276395082474,
0.018668221309781075,
0.04251532256603241,
-0.030154012143611908,
-0.05784713849425316,
0.007397699169814587,
0.025893189013004303,
0.008288569748401642,
-0.03404272720217705,
-0.011811614036560059,
-0.0314309224486351,
-0.038676146417856216,
0.046266213059425354,
-0.04012281820178032,
0.016853859648108482,
0.006623308639973402,
0.02410537376999855,
-0.002785966731607914,
0.00983518362045288,
-0.011937395669519901,
-0.030839111655950546,
0.03218289837241173,
-0.06870648264884949,
0.07722681760787964,
0.006282938178628683,
0.07182275503873825,
0.02102448046207428,
-0.00025388060021214187,
0.004986480809748173,
0.03972427546977997,
0.08432776480913162,
-0.0005334337474778295,
-0.04363090917468071,
-0.009437104687094688,
-0.020814377814531326,
-0.03163837268948555,
-0.004197332542389631,
-0.015985984355211258,
0.0013967794366180897,
-0.02847178839147091,
-0.027705928310751915,
0.018727147951722145,
0.007468062452971935,
0.03421909362077713,
0.03311631456017494,
0.031570859253406525,
-0.025875944644212723,
0.017061498016119003,
0.0002604233450256288,
-0.00625641830265522,
0.021888958290219307,
0.02831442840397358,
-0.0029697201680392027,
-0.016444580629467964,
-0.0015811530174687505,
0.018679922446608543,
0.032338082790374756,
0.018573015928268433,
-0.03603844344615936,
0.04628952220082283,
-0.06989263743162155,
0.01953156292438507,
0.02850056067109108,
-0.024053944274783134,
0.01243348978459835,
0.061379674822092056,
0.01917596347630024,
-0.060007404536008835,
0.03488527238368988,
-0.02899773046374321,
0.030960319563746452,
-0.022671755403280258,
0.0007034345762804151,
-0.01905515044927597,
-0.059761032462120056,
0.004774187691509724,
0.062147267162799835,
-0.03103570267558098,
0.0027428639587014914,
-0.038043856620788574,
-0.003060919465497136,
0.008810590952634811,
-0.02276945486664772,
-0.02173610031604767,
0.020148517563939095,
0.012317720800638199,
0.026493260636925697,
0.01716754212975502,
-0.00560791464522481,
-0.008256599307060242,
-0.04023132100701332,
0.059150584042072296,
0.047928664833307266,
0.041803471744060516,
-0.013111390173435211,
0.014303626492619514,
0.011216778308153152,
-0.038650065660476685,
0.01202674861997366,
-0.003077747765928507,
-0.013088100589811802,
-0.036930762231349945,
0.056085653603076935,
-0.006445381790399551,
0.0120007349178195,
0.05858364328742027,
-0.0021673403680324554,
0.020728699862957,
-0.0023321262560784817,
-0.03329302370548248,
-0.049754928797483444,
0.037068501114845276,
0.008279209956526756,
0.000366642780136317,
-0.05685051158070564,
-0.01999252289533615,
0.08256566524505615,
0.06807927042245865,
0.02589685469865799,
0.02977251634001732,
-0.0385764017701149,
0.00697896396741271,
0.019471658393740654,
-0.016970785334706306,
-0.029038600623607635,
-0.00990276224911213,
-0.027469925582408905,
-0.0002808859571814537,
-0.0617053359746933,
-0.00453144172206521,
0.009103963151574135,
-0.02162868157029152,
-0.01233353279531002,
0.023122860118746758,
0.0023017365019768476,
0.00034929916728287935,
0.00032895043841563165,
0.03359087184071541,
-0.05668535828590393,
0.07817603647708893,
-0.022341378033161163,
0.04049777612090111,
0.03056144341826439,
-0.0014146094908937812,
0.01855994202196598,
0.03477189689874649,
0.022968841716647148,
0.04155586659908295,
-0.025975365191698074,
-0.004162671510130167,
0.00924281682819128,
0.03095899522304535,
0.058050643652677536,
0.002350129187107086,
-0.014705324545502663,
-0.04828760027885437,
0.01994621939957142,
0.019034668803215027,
0.017963744699954987,
-0.011526727117598057,
-0.05441596731543541,
0.0672837570309639,
-0.04693903774023056,
-0.07335660606622696,
-0.05419789254665375,
-0.046816837042570114,
-0.001318891067057848,
-0.031053518876433372,
0.030682949349284172,
-0.00020730579853989184,
-0.005004319362342358,
-0.036224279552698135,
-0.01505322102457285,
-0.034496959298849106,
-0.01467505656182766,
0.05159984156489372,
-0.05757314711809158,
-0.01339311059564352,
0.024567188695073128,
0.029609235003590584,
-0.028620578348636627,
0.0567907877266407,
-0.04271875321865082,
-0.041115012019872665,
-0.003201812971383333,
-0.04602452367544174,
0.013845168054103851,
0.005848773289471865,
-0.009656415320932865,
-0.024116002023220062,
-0.012018384411931038,
-0.029031604528427124,
-0.004675223026424646,
-0.06833744049072266,
0.0756477639079094,
0.05023513361811638,
0.03152789548039436,
-0.034920014441013336,
-0.0034009639639407396,
0.030697552487254143,
0.011319918558001518,
-0.05063464865088463,
-0.02924366667866707,
-0.05243596434593201,
0.017004968598484993,
0.015025340020656586,
0.004471848718822002,
-0.013943946920335293,
0.04205408692359924,
0.030944600701332092,
-0.02973935753107071,
-0.0316803976893425,
0.00646214047446847,
0.03799459710717201,
0.036646898835897446,
-0.0007897645118646324,
0.02527608349919319,
0.03218766674399376,
-0.012963834218680859,
0.016694605350494385,
0.01079542189836502,
0.05688692629337311,
-0.031621068716049194,
-0.0029042467940598726,
0.018602386116981506,
0.013686035759747028,
-0.009544736705720425,
0.006527920253574848,
0.012263459153473377,
0.041132137179374695,
-0.0023758693132549524,
0.001329799764789641,
0.04302143305540085,
-0.001220978214405477,
-0.0005171799566596746,
0.057348351925611496,
-0.004472058266401291,
0.015014498494565487,
0.05274643003940582,
-0.06982339918613434,
0.0046735187061131,
0.008382037281990051,
-0.0328984409570694,
0.010455463081598282,
-0.01651025004684925,
-0.036328427493572235,
-0.004772804211825132,
0.007250748109072447,
0.01541554369032383,
0.01725928485393524,
0.028225425630807877,
-0.038477689027786255,
-0.05351801961660385,
0.00022614850604441017,
-0.03222096711397171,
-0.0008119196281768382,
0.0007233969517983496,
-0.03949004039168358,
0.004554090090095997,
-0.00784975290298462,
0.0028485029470175505,
-0.009882184676826,
0.0025257994420826435,
-0.023636313155293465,
-0.0619313009083271,
-0.029712935909628868,
-0.03167833760380745,
-0.07290196418762207,
-0.016039596870541573,
0.007391118910163641,
0.0013249608455225825,
0.0004174846690148115,
0.03943445906043053,
0.02442200668156147,
-0.034928757697343826,
0.02571079693734646,
-0.019131239503622055,
-0.017510006204247475,
-0.04915245249867439,
0.01689114421606064,
0.03083481453359127,
0.01541629433631897,
-0.002744748955592513,
0.030575182288885117,
-0.012308585457503796,
-0.015933802351355553,
-0.039931442588567734,
-0.07399815320968628,
0.020679233595728874,
0.019196199253201485,
0.033545367419719696,
0.05887937173247337,
0.01354670338332653,
0.057063981890678406,
0.041341379284858704,
0.04743191972374916,
-0.007851891219615936,
0.004249923396855593,
-0.03718479350209236,
-0.011267689056694508,
-0.012907677330076694,
0.0311521515250206,
0.02542003244161606,
0.027880726382136345,
0.010340088047087193,
0.013589413836598396,
0.03810306638479233,
0.012458235956728458,
-0.021325556561350822,
0.024529455229640007,
0.05328715592622757,
-0.018825678154826164,
0.03161075338721275,
0.06049900874495506,
0.009765972383320332,
-0.00567268393933773,
0.004723753314465284,
0.04233406111598015,
0.016113698482513428,
-0.04662764072418213,
-0.04415498673915863,
-0.029042178764939308,
-0.004039732739329338,
-0.002485864795744419,
-0.005951009690761566,
0.06402359157800674,
-0.006010006181895733,
-0.0017278178129345179,
-0.006847920827567577,
0.05099852383136749,
0.0022004905622452497,
-0.005328769329935312,
0.07257676124572754,
0.04469999670982361,
0.005051151849329472,
-0.01379846129566431,
0.003070610109716654,
-0.02455075830221176,
0.01462930254638195,
-0.028357038274407387,
-0.023134535178542137,
0.012488454580307007,
0.01377772819250822,
-0.0013664498692378402,
-0.02633942849934101,
-0.028150172904133797,
-0.030462143942713737,
-0.06213689595460892,
0.007088193204253912,
-0.009309888817369938,
0.04782678559422493,
0.03228775039315224,
0.009716975502669811,
0.003789263078942895,
-0.03987840563058853,
0.011554894037544727,
0.010124493390321732,
-0.05978236719965935,
0.03341563418507576,
-0.016550134867429733,
0.004013602156192064,
0.0010703917359933257,
-0.01808270439505577,
0.04762018844485283,
-0.0364607535302639,
0.0018712672172114253,
0.011217562481760979,
0.04734669625759125,
-0.06347183138132095,
0.0066953422501683235,
-0.05014661327004433,
-0.03126915916800499,
-0.009556015022099018,
0.02015257067978382,
-0.03722120821475983,
0.008921095170080662,
0.01831471547484398,
0.03649192675948143,
-0.021276503801345825,
-0.018203526735305786,
-0.017450673505663872,
0.018568657338619232,
0.0259097833186388,
0.04431065544486046,
0.009464398957788944,
0.0595790259540081,
-0.07097020745277405,
-0.029875623062253,
0.01180448941886425,
0.041138313710689545,
0.02725442312657833,
-0.007293056696653366,
-0.023547694087028503,
-0.029627155512571335,
-0.040562111884355545,
0.00023125746520236135,
0.032583218067884445,
-0.0065994528122246265,
-0.005199735052883625,
0.041100483387708664,
-0.004620009567588568,
-0.06977919489145279,
0.0091328714042902,
0.04194945469498634,
0.0544327013194561,
0.006680157035589218,
0.013257662765681744,
-0.018202804028987885,
0.021502269431948662,
0.00342632457613945,
-0.024594616144895554,
0.02058102749288082,
0.003472641808912158,
-0.0222498569637537,
0.011035369709134102,
-0.018912237137556076,
0.0000855247417348437,
0.003783463966101408,
0.003732062177732587,
0.018683116883039474,
0.0043737078085541725,
-0.04319196194410324,
0.021457264199852943,
0.0073110805824398994,
0.020343909040093422,
0.039224691689014435,
-0.004197119269520044,
-0.06653942167758942,
-0.0008441769750788808,
0.06481000781059265,
0.03080180287361145,
-0.011823245324194431,
-0.05619826167821884,
-0.030301403254270554,
-0.01914294622838497,
0.06965598464012146,
-0.0534391775727272,
0.008580829948186874,
-0.021541912108659744,
-0.04621095955371857,
0.0040589855052530766,
-0.04477763921022415,
-0.03778788074851036,
0.023022999987006187,
-0.00980929471552372,
-0.01434717420488596,
-0.0019333056407049298,
-0.049862708896398544,
-0.04141942039132118,
-0.0019586074631661177,
0.005419518332928419,
0.058965954929590225,
-0.012009616009891033,
-0.04903664067387581,
0.03596443682909012,
0.021351847797632217,
-0.009895156137645245,
-0.067317433655262,
0.013048389926552773,
0.017280617728829384,
0.022763295099139214,
0.055969350039958954,
0.01089804619550705,
-0.025268342345952988,
0.05167517438530922,
0.017010418698191643,
-0.021103428676724434,
0.029493730515241623,
0.02281424216926098,
0.039131730794906616,
0.04305490106344223,
0.0410921610891819,
0.02712106704711914,
0.03441798314452171,
0.025797391310334206,
-0.019363725557923317,
-0.04617202654480934,
-0.0010064265225082636,
-0.06124240159988403,
-0.00010483535152161494,
-0.052604544907808304,
0.009324525482952595,
-0.03445661813020706,
0.013245795853435993,
0.027126286178827286,
0.022746508941054344,
-0.01641414687037468,
-0.03350592404603958,
0.023492487147450447,
-0.0013690468622371554,
-0.009268482215702534,
0.000011325213563395664,
0.00842295028269291,
0.02480657584965229,
-0.027425624430179596,
-0.0023967213928699493,
0.02259436994791031,
-0.05317588523030281,
-0.03344744071364403,
-0.001438454957678914,
-0.05644787847995758,
0.018161742016673088,
-0.007015099283307791,
-0.0012487603817135096,
0.011268985457718372,
-0.01508007850497961,
0.03506485000252724,
-0.002931273775175214,
0.012258489616215229,
0.005268617533147335,
-0.02009604126214981,
-0.014066139236092567,
0.02933785878121853,
0.027565045282244682,
0.05143512412905693,
-0.033381544053554535,
0.07559458166360855,
-0.02844042330980301,
0.016797948628664017,
-0.07228436321020126,
-0.03697923198342323,
0.0025392298121005297,
0.03380283713340759,
-0.023755090311169624,
-0.06626124680042267,
0.012634890154004097,
-0.0026089875027537346,
-0.030569711700081825,
-0.011070664040744305,
0.03961202874779701,
0.0035659230779856443,
-0.028991248458623886,
-0.023771950975060463,
0.04217974841594696,
0.07754118740558624,
-0.032039351761341095,
0.004055514466017485,
0.015530805103480816,
-0.0015233111334964633,
0.041052933782339096,
-0.003926943521946669,
0.022884834557771683,
-0.0502624548971653,
-0.009152211248874664,
-0.020990602672100067,
0.01390629168599844,
0.0500444732606411,
-0.025611277669668198,
-0.04266003146767616,
-0.011746472679078579,
0.04115903377532959,
-0.011112160049378872,
0.014494131319224834,
0.014504902064800262,
-0.01684211567044258,
-0.02151496894657612,
-0.005980554036796093,
0.005560676101595163,
-0.030738528817892075,
0.003314174944534898,
0.021947456523776054,
0.015184886753559113,
-0.018352238461375237,
-0.007983502000570297,
0.06567822396755219,
-0.029646720737218857,
-0.02651376463472843,
-0.016226544976234436,
-0.005465373396873474,
0.036168020218610764,
0.0027891499921679497,
-0.026352401822805405,
0.02392062172293663,
0.02937675639986992,
-0.050581999123096466,
-0.03396717831492424,
-0.0563458614051342,
-0.0209066029638052,
0.03368989750742912,
-0.02047884650528431,
0.0009399907430633903,
0.026801472529768944,
0.011359469965100288,
0.03238807991147041,
-0.018907636404037476,
-0.0360165573656559,
0.003006983082741499,
-0.012356873601675034,
0.049044977873563766,
-0.010984787717461586,
-0.01351717859506607,
0.03800711780786514,
0.010669137351214886,
0.019306907430291176,
0.015732917934656143,
0.018073825165629387,
0.037369851022958755,
0.020006034523248672,
-0.0022946686949580908,
-0.02804376929998398,
0.016744717955589294,
-0.06179019808769226,
0.01668902300298214,
-0.04841432720422745,
-0.027485068887472153,
0.07708501815795898,
0.03943176940083504,
-0.045874737203121185,
-0.051834236830472946,
-0.020616469904780388,
-0.05537489429116249,
0.012579629197716713,
0.03585229441523552,
0.01432191114872694,
0.05243249237537384,
-0.00152881711255759,
0.06474068015813828,
0.00007551201997557655,
0.010731331072747707,
-0.05069144442677498,
-0.08385299891233444,
-0.00999509822577238,
-0.01778903231024742,
-0.04421316459774971,
0.025823701173067093,
-0.0004743073077406734,
-0.012652043253183365,
0.025901302695274353,
-0.030952835455536842,
0.0315413661301136,
0.008083993569016457,
0.05719739571213722,
-0.018918458372354507,
0.03392914682626724,
0.03749064356088638,
0.020391123369336128,
0.012500724755227566,
0.009475105442106724,
0.12899945676326752,
0.08189210295677185,
0.031543225049972534,
-0.05936530977487564,
0.04000984877347946,
-0.007123067043721676,
0.020598310977220535,
-0.027829477563500404,
0.0020326944068074226,
0.02685404382646084,
-0.005828686524182558,
0.05165191739797592,
0.044938672333955765,
-0.006675243377685547,
-0.007236847188323736,
0.0844181701540947,
-0.024110862985253334,
-0.010708941146731377,
0.021198706701397896,
0.013203131966292858,
-0.02272900938987732,
0.0143878273665905,
-0.023840876296162605,
0.012954682111740112,
0.03133341670036316,
-0.01780620962381363,
-0.03261708840727806,
-0.022035444155335426,
-0.02443578653037548,
0.016187647357583046,
0.0025471337139606476,
-0.015345803461968899,
0.0293236393481493,
0.020049680024385452,
0.0189119353890419,
-0.008024445734918118,
-0.01804948039352894,
-0.012620268389582634,
0.003582531353458762,
0.028813960030674934,
0.0023354121949523687,
-0.01323440857231617,
0.007867272943258286,
0.028669193387031555,
-0.02999091148376465,
-0.009138385765254498,
-0.010912054218351841,
0.04217683523893356,
0.01340580265969038,
0.00508232694119215,
-0.025880180299282074,
-0.01981230080127716,
-0.013792116194963455,
-0.027313577011227608,
-0.02894991636276245,
0.009934705682098866,
0.019464341923594475,
-0.005363625939935446,
0.006469240412116051,
-0.002348258625715971,
0.057771436870098114,
-0.009922764264047146,
0.039069272577762604,
0.058031585067510605,
-0.03647922724485397,
-0.03234405815601349,
0.011327357031404972,
0.06448037177324295,
0.005975192412734032,
0.002214467618614435,
0.024687690660357475,
-0.02476072683930397,
-0.0010111035080626607,
-0.004239389207214117,
0.008594333194196224,
0.0007196386577561498,
0.005449871066957712,
-0.024332497268915176,
-0.03470759466290474,
-0.001087136915884912,
-0.04466843232512474,
0.016624167561531067,
-0.01585703343153,
-0.02614750899374485,
-0.04111144691705704,
-0.011363033205270767,
0.020401034504175186,
0.03911153972148895,
0.003381700487807393,
0.023946613073349,
-0.004425697959959507,
0.05081992223858833,
0.004590792581439018,
-0.02635122649371624,
-0.041172269731760025,
0.015325275249779224,
-0.02732936292886734,
-0.017832282930612564,
-0.011516832746565342,
0.03458699211478233,
0.022674966603517532,
0.05889752507209778,
0.03415262699127197,
-0.01946684718132019,
-0.030711639672517776,
-0.0009027985506691039,
-0.03692317008972168,
-0.08503049612045288,
-0.03415543958544731,
0.03703652322292328,
0.03422149270772934,
-0.017237495630979538,
-0.033359672874212265,
-0.04413536563515663,
-0.04226820170879364,
0.031004376709461212,
-0.006570921279489994,
-0.02096017822623253,
-0.042308174073696136,
-0.030158216133713722,
0.008905346505343914,
0.007514121010899544,
-0.0008085797308012843,
-0.006673772819340229,
-0.04760973900556564,
0.007615693844854832,
-0.03686075657606125,
-0.021081114187836647,
-0.00806792639195919,
-0.0013822269393131137,
0.006828213110566139,
0.015027903020381927,
0.03247932717204094,
0.009187053889036179,
0.029613550752401352,
0.014464939013123512,
0.022151317447423935,
0.0011977091198787093,
-0.029372328892350197,
-0.003440944477915764,
0.01849006488919258,
-0.03307587653398514,
-0.020422179251909256,
0.011148253455758095,
-0.004343741107732058,
0.031742651015520096,
0.015520988963544369,
0.007479073014110327,
0.003241226077079773,
0.022608188912272453,
-0.009699941612780094,
-0.011455502361059189,
-0.019109103828668594,
0.010259409435093403,
-0.025562334805727005,
0.01360282115638256,
0.00025314284721389413,
0.0024099438451230526,
-0.014145218767225742,
0.0281798355281353,
0.020354140549898148,
0.01805732399225235,
-0.001987182768061757,
0.01519761048257351,
0.011184842325747013,
0.04760204255580902,
-0.007737047038972378,
-0.011038349941372871,
0.029964955523610115,
0.04094899073243141,
-0.017486296594142914,
0.00289986003190279,
-0.016820736229419708,
-0.003510765265673399,
-0.09358903020620346,
0.008379291743040085,
0.019254149869084358,
-0.03117472119629383,
0.03796960785984993,
-0.019261980429291725,
0.003145296825096011,
0.024447569623589516,
-0.04934605956077576,
-0.023057235404849052,
-0.017479579895734787,
-0.00046065286733210087,
-0.025552276521921158,
0.014605006203055382,
-0.03797272965312004,
0.030603766441345215,
0.025243595242500305,
0.025360992178320885,
0.06152215972542763,
0.05711791291832924,
-0.026699451729655266,
-0.051456861197948456,
-0.01424291729927063,
0.014969433657824993,
0.0008789057028479874,
-0.07114951312541962,
0.0388539619743824,
-0.028819607570767403,
0.00043911783723160625,
0.025913933292031288,
0.003791658440604806,
0.02932550199329853,
0.03966081142425537,
0.023908961564302444,
-0.007581401150673628,
0.05029944330453873,
0.044310130178928375,
-0.033572178333997726,
0.012568001635372639,
0.009064487181603909,
0.004943655803799629,
0.0028663177508860826,
-0.05460173636674881,
-0.0001640635309740901,
0.04822676628828049,
-0.016720902174711227,
0.003134262515231967,
-0.02969597466289997,
-0.016160203143954277,
-0.01871662028133869,
0.006790570914745331,
-0.0016463366337120533,
0.028820985928177834,
-0.03625548258423805,
0.03488897159695625,
-0.03821799159049988,
0.019706550985574722,
0.060474101454019547,
0.04013144597411156,
-0.002260890556499362,
-0.0020556917879730463,
-0.02610466629266739,
-0.058699868619441986,
-0.02892914228141308,
-0.005648592486977577,
-0.007642386481165886,
-0.025127992033958435,
0.003408285556361079,
-0.048528820276260376,
0.018399136140942574,
-0.0033584542106837034,
0.0044503104873001575,
-0.047317810356616974,
0.04776033014059067,
-0.05366542190313339,
0.020242221653461456,
0.045262519270181656,
0.03333595022559166,
0.0029465609695762396,
-0.06280723214149475,
0.039861779659986496,
0.01785466820001602,
0.004794859793037176,
-0.03312435373663902,
-0.01642034389078617,
-0.01823117583990097,
-0.004485824145376682,
0.05632675066590309,
0.02949058823287487,
0.015891170129179955,
-0.009375507943332195,
0.058449991047382355,
-0.020559655502438545,
-0.0690995305776596,
0.033612221479415894,
-0.016260769218206406,
-0.024530066177248955,
-0.017988009378314018,
0.016381537541747093,
0.03423348814249039,
-0.026418672874569893,
0.020368894562125206,
-0.005907575599849224,
-0.05167202651500702,
-0.008525589480996132,
-0.005977089051157236,
0.0064194281585514545,
-0.024390699341893196,
-0.021229134872555733,
0.04640017822384834,
0.014675011858344078,
0.026840707287192345,
0.011081986129283905,
0.034264665096998215,
-0.06062901020050049,
0.028821570798754692,
-0.01859503798186779,
-0.03144463896751404,
0.03791354224085808,
0.01427362859249115,
-0.02505279891192913,
-0.05459020286798477,
-0.01921498216688633,
0.015060484409332275,
-0.052780330181121826,
-0.011083049699664116,
-0.001370557933114469,
-0.013932024128735065,
0.06518539041280746,
-0.029804935678839684,
0.031719423830509186,
-0.0029457274358719587,
0.030397679656744003,
0.007635647896677256,
-0.026234235614538193,
-0.014314558357000351,
-0.010269727557897568,
0.006416863761842251,
0.008179846219718456,
-0.020836936309933662,
0.04708733782172203,
-0.02552642673254013,
0.016674188897013664,
0.0017830126453191042,
0.008740575984120369,
0.0006917048594914377,
-0.04942219704389572,
-0.0009951696265488863,
-0.008307545445859432,
-0.005140322260558605,
0.05471368506550789,
0.004846222698688507,
0.014487016946077347,
-0.032565031200647354,
-0.04911557212471962,
-0.010804517194628716,
0.0076906136237084866,
0.011233607307076454,
0.026244185864925385,
0.0074897650629282,
0.02492722123861313,
-0.006357360631227493,
-0.012683798559010029,
0.01257015485316515,
-0.03644980490207672,
0.030001692473888397,
-0.005763117223978043,
0.012869968079030514,
0.00913076288998127,
-0.017590828239917755,
0.010962803848087788,
-0.005909076426178217,
0.02567078359425068,
0.01635153964161873,
0.012840664014220238,
-0.0059511903673410416,
-0.05568989738821983,
0.019145185127854347,
0.036037515848875046,
-0.06680819392204285,
-0.03191404044628143,
-0.038506343960762024,
-0.03712444379925728,
0.03176061809062958,
-0.060826435685157776
] |
<p>I perform prequential evaluation like this: start with a training set, classify a number of examples, then add the correctly classified examples in the training set and continue to classifying the next number of unseen examples. Is this supposed to increase performance as examples are added to the training set or this doesn't apply to every case? By increasing performance I mean if the average F1, not only accuracy, of the second piece of unseen examples must be higher than that of the first or is it possible for a latter piece to have worse average F1 than a former? And if it has worse, what does this could be possibly mean? Could it mean a problem with training data?</p>
<p>This paper <a href="http://www.cs.waikato.ac.nz/~eibe/pubs/Twitter-crc.pdf" rel="nofollow">Sentiment Knowledge Discovery in Twitter Streaming Data</a> describes prequential evaluation. It experiments with Naive Bayes and not SVMs, probably for the reasons mentioned in comments below.</p>
<p>Thanks a lot in advance! </p> | 73,403 | [
-0.025345172733068466,
-0.04576481133699417,
-0.038312505930662155,
0.011943858116865158,
0.03661970794200897,
0.024747174233198166,
-0.009998852387070656,
-0.008305716328322887,
0.037749629467725754,
-0.015538339503109455,
0.02057817205786705,
0.024125179275870323,
0.04085333272814751,
0.02915075048804283,
0.012972350232303143,
-0.00459433626383543,
-0.024274621158838272,
0.007906715385615826,
-0.0157169196754694,
0.04867061227560043,
-0.03585894778370857,
0.057472191751003265,
0.03907839208841324,
-0.03366351127624512,
0.010669795796275139,
0.036445681005716324,
-0.009322660975158215,
-0.011291217990219593,
0.05025220289826393,
0.01834854483604431,
-0.0027603290509432554,
-0.0024438377004116774,
0.013394174166023731,
0.03284826874732971,
0.011173485778272152,
0.009871965274214745,
-0.037126608192920685,
-0.01937507651746273,
-0.005432415287941694,
0.020669935271143913,
-0.012041188776493073,
-0.03504747524857521,
-0.017711538821458817,
0.07174207270145416,
-0.0371544286608696,
-0.016373150050640106,
-0.02797665260732174,
-0.03137321397662163,
0.034701280295848846,
-0.021860582754015923,
0.04369300231337547,
0.02591763623058796,
0.006468178238719702,
0.03356942534446716,
0.01823529787361622,
-0.014298157766461372,
0.05657627061009407,
0.09487096965312958,
0.010487181134521961,
-0.04238755255937576,
-0.013132242485880852,
-0.05481746047735214,
0.0016174506163224578,
0.000902514555491507,
-0.025736985728144646,
0.05149892717599869,
0.019737567752599716,
-0.04066672921180725,
0.047950588166713715,
0.005874102469533682,
0.020637759938836098,
-0.003808535635471344,
0.03007272630929947,
0.015546557493507862,
0.025636816397309303,
-0.014560135081410408,
0.0026947667356580496,
0.04548577964305878,
0.014721163548529148,
0.004469797946512699,
0.01862383261322975,
0.020023997873067856,
0.04044633358716965,
0.059881970286369324,
-0.010661295615136623,
-0.013164723291993141,
0.06381741166114807,
-0.04880741238594055,
0.02773985080420971,
0.026374151930212975,
-0.014211254194378853,
0.0008422292303293943,
0.01269271969795227,
-0.0038462914526462555,
-0.03303446248173714,
0.03274396434426308,
-0.030743878334760666,
0.015443643555045128,
0.027262991294264793,
-0.042133528739213943,
-0.025081312283873558,
-0.038781650364398956,
0.006967172957956791,
0.046752676367759705,
-0.03166902810335159,
-0.026347389444708824,
-0.03171567991375923,
-0.028080077841877937,
-0.02951483614742756,
-0.01795249432325363,
-0.030761059373617172,
-0.01152262557297945,
-0.0035200505517423153,
-0.007469413802027702,
-0.02018095925450325,
-0.028580646961927414,
-0.025693098083138466,
0.008852547034621239,
0.03668107092380524,
0.03508257120847702,
0.047250568866729736,
-0.016387078911066055,
0.05193944647908211,
-0.02246304228901863,
-0.040288910269737244,
-0.009352877736091614,
0.015710562467575073,
-0.03733232244849205,
-0.030166983604431152,
0.032799821346998215,
-0.000429005129262805,
-0.00460542319342494,
0.04659454897046089,
-0.006112461443990469,
0.020705219358205795,
0.00893200933933258,
-0.03743579983711243,
-0.030417462810873985,
0.03834240883588791,
-0.0002951027709059417,
0.021152731031179428,
-0.04777134954929352,
-0.006291856057941914,
0.05170781910419464,
0.01700296625494957,
0.03982391580939293,
0.046779926866292953,
0.01893041282892227,
0.02522245980799198,
0.0014640998560935259,
-0.0229431614279747,
-0.04566315561532974,
-0.017548833042383194,
0.005658113397657871,
-0.07170094549655914,
-0.07384304702281952,
0.036558061838150024,
-0.0202218946069479,
0.00777799729257822,
-0.00453751627355814,
0.03339316323399544,
0.02317693643271923,
0.028179215267300606,
-0.013496226631104946,
0.013423681259155273,
-0.0075693256221711636,
0.02769268862903118,
0.026067672297358513,
0.06299906969070435,
0.012630349956452847,
0.0201248936355114,
-0.021912099793553352,
0.015018283389508724,
0.019240187481045723,
0.05003100261092186,
0.00733936158940196,
-0.0044660139828920364,
-0.042348600924015045,
0.04718763381242752,
-0.00611841632053256,
-0.030061431229114532,
-0.0013468193355947733,
-0.08517065644264221,
0.02845221385359764,
-0.005087351892143488,
0.026823658496141434,
0.004103186074644327,
-0.011900273151695728,
0.0352761335670948,
-0.05666299909353256,
-0.0687965527176857,
-0.09107092022895813,
-0.011656740680336952,
-0.0233798548579216,
-0.025718485936522484,
0.04328840598464012,
0.005605712067335844,
0.02711513265967369,
-0.04359154775738716,
0.016210410743951797,
-0.04197155311703682,
-0.0016603830736130476,
0.034257013350725174,
-0.03620521351695061,
-0.002695848001167178,
0.0523105263710022,
0.0011131775099784136,
0.0027621332556009293,
0.03283284232020378,
-0.006710936315357685,
-0.08014373481273651,
-0.005974425468593836,
-0.003693981794640422,
0.02474994771182537,
-0.013680174015462399,
-0.028154704719781876,
0.032607000321149826,
-0.0009728012373670936,
-0.052869994193315506,
0.026227472350001335,
-0.09515854716300964,
0.06103772297501564,
0.09420715272426605,
0.016856567934155464,
0.0102406470105052,
0.017506130039691925,
-0.002033512108027935,
0.008898700587451458,
-0.02337232045829296,
0.0006475308327935636,
-0.06679800152778625,
-0.024437448009848595,
0.057975832372903824,
0.029817037284374237,
-0.021619684994220734,
0.0015901668230071664,
0.036832958459854126,
0.024490075185894966,
-0.028288090601563454,
0.024050166830420494,
0.0015579273458570242,
-0.02874329499900341,
0.03494691848754883,
0.03638390079140663,
0.03561089560389519,
0.012704774737358093,
0.0335586816072464,
-0.035253074020147324,
0.012193105183541775,
-0.00590567896142602,
0.024924343451857567,
0.03812171891331673,
-0.013874455355107784,
0.009318957105278969,
-0.028344381600618362,
0.012053089216351509,
0.021103978157043457,
-0.026839084923267365,
-0.026485750451683998,
0.009867466986179352,
-0.0002623136679176241,
-0.008156131953001022,
-0.00034541377681307495,
0.022575629875063896,
0.031317856162786484,
0.03166837990283966,
0.0003571378474589437,
-0.0033333904575556517,
0.05081348866224289,
-0.05647784471511841,
0.006833033636212349,
-0.005819758865982294,
-0.013668203726410866,
-0.04373285546898842,
0.04031252861022949,
0.029560942202806473,
-0.014068864285945892,
0.02093425765633583,
-0.05280976742506027,
-0.0027308918070048094,
-0.0008124851738102734,
0.015837732702493668,
0.03259074687957764,
0.01426029670983553,
-0.057021599262952805,
0.004305036272853613,
-0.015840495005249977,
-0.028449391946196556,
0.03911199793219566,
-0.02668287232518196,
-0.04450575262308121,
-0.005283990874886513,
-0.009866548702120781,
-0.020892340689897537,
-0.032740067690610886,
-0.05558004602789879,
-0.0034479619935154915,
-0.043569039553403854,
-0.007531624287366867,
0.03240788355469704,
0.014713183976709843,
-0.04412374272942543,
0.037123531103134155,
-0.04241836816072464,
-0.013475407846271992,
-0.00831656251102686,
-0.010549815371632576,
0.019716380164027214,
-0.015102067030966282,
0.021495860069990158,
0.03224008157849312,
0.021150309592485428,
-0.01764594577252865,
-0.09272988140583038,
-0.04548421502113342,
0.01488890778273344,
-0.020187553018331528,
0.043079495429992676,
0.014420801773667336,
-0.013824641704559326,
0.07913823425769806,
0.030808761715888977,
-0.05942799150943756,
-0.021734369918704033,
0.0016363451723009348,
-0.0037687448784708977,
-0.01555723324418068,
0.0024864794686436653,
0.01599101722240448,
-0.011984927579760551,
0.006700089666992426,
0.002055745106190443,
0.04796460270881653,
0.06322083622217178,
0.014750927686691284,
-0.02756679244339466,
0.024388983845710754,
0.008780152536928654,
0.0030994194094091654,
0.03239114582538605,
0.06404592096805573,
-0.01820221170783043,
0.005360252223908901,
0.015797479078173637,
0.032083660364151,
0.025070039555430412,
-0.011798035353422165,
0.04296315088868141,
0.003973388113081455,
0.016244450584053993,
-0.003563317470252514,
0.052518051117658615,
-0.01774238795042038,
-0.04370402172207832,
-0.02581646293401718,
-0.005379451904445887,
0.03029841184616089,
-0.047159213572740555,
0.032470978796482086,
0.04295240715146065,
0.019722364842891693,
0.0004898534389212728,
-0.03164026513695717,
-0.039412591606378555,
-0.015787608921527863,
0.009121520444750786,
-0.027293866500258446,
0.00875174067914486,
0.01918770931661129,
0.061766237020492554,
-0.020081384107470512,
0.04031791165471077,
-0.039457812905311584,
-0.013096638023853302,
-0.04080274701118469,
-0.01756918989121914,
-0.04460568353533745,
0.05497882142663002,
-0.002887582639232278,
0.004564484115689993,
0.0013348005013540387,
-0.006785182747989893,
0.02090277522802353,
0.017841992899775505,
-0.06231963634490967,
0.009943284094333649,
0.01681685261428356,
-0.01036887988448143,
-0.0213543102145195,
-0.052294179797172546,
0.02156541682779789,
-0.03689021244645119,
-0.00016300761490128934,
-0.020522238686680794,
0.02303876169025898,
-0.022852648049592972,
0.00739568704739213,
-0.004433659370988607,
0.0258718803524971,
-0.036821380257606506,
0.005976867862045765,
0.026767849922180176,
-0.014198582619428635,
0.044536568224430084,
0.010850956663489342,
-0.03839396312832832,
-0.010731318034231663,
-0.03953273221850395,
0.037362243980169296,
-0.004477569833397865,
0.0125405453145504,
0.019386209547519684,
0.032937247306108475,
-0.05335026979446411,
0.03489059954881668,
-0.011454875580966473,
0.06623152643442154,
0.04637949541211128,
-0.039551518857479095,
-0.011284119449555874,
-0.043452754616737366,
-0.04817841947078705,
0.04022751748561859,
0.04191850498318672,
0.00463513657450676,
0.0003490492235869169,
0.00532052805647254,
0.008066143840551376,
-0.03654975816607475,
-0.009219071827828884,
0.05512053519487381,
-0.004254329949617386,
-0.008103534579277039,
-0.04737469553947449,
0.0038978371303528547,
0.003934995271265507,
-0.006443392485380173,
0.0305434949696064,
0.023041637614369392,
-0.02279951423406601,
-0.018194440752267838,
0.0071546598337590694,
-0.04646443948149681,
-0.06828393042087555,
0.038188498467206955,
0.007137781474739313,
-0.020502952858805656,
0.017558332532644272,
-0.024528449401259422,
0.019492296501994133,
0.04776998609304428,
0.042602311819791794,
-0.00861668586730957,
-0.00012034364772262052,
-0.12024276703596115,
-0.023541351780295372,
0.0569692999124527,
0.0754946693778038,
-0.02473267912864685,
-0.015404781326651573,
-0.05032994598150253,
0.014041848480701447,
0.004704211838543415,
-0.023101143538951874,
0.02372964471578598,
-0.007964253425598145,
0.008985822089016438,
-0.02759678289294243,
-0.038279853761196136,
-0.02377990633249283,
0.010488448664546013,
-0.04313964396715164,
0.05279761925339699,
0.006229941733181477,
-0.0093036238104105,
-0.07510539889335632,
0.002700334880501032,
-0.02006402611732483,
0.04171670973300934,
-0.015919610857963562,
-0.003988376818597317,
-0.007490441668778658,
0.010641763918101788,
-0.03334519639611244,
-0.04521610215306282,
0.012721924111247063,
-0.02357523888349533,
-0.017764165997505188,
0.018394511193037033,
-0.04634184017777443,
-0.06255294382572174,
0.019317898899316788,
0.02813231199979782,
-0.026715949177742004,
0.0008192184614017606,
-0.050102755427360535,
0.05878628417849541,
0.027288351207971573,
0.00876695103943348,
0.05924887955188751,
0.0405791737139225,
-0.005189517978578806,
0.035321999341249466,
0.019164295867085457,
0.0002420030941721052,
-0.035124510526657104,
0.0034452835097908974,
-0.02531994879245758,
-0.019939642399549484,
0.015204815194010735,
0.021827708929777145,
0.026592576876282692,
0.04980575293302536,
-0.009267249144613743,
-0.014232439920306206,
0.013292795047163963,
-0.003337445668876171,
0.011431851424276829,
-0.051540058106184006,
-0.020677387714385986,
0.031072409823536873,
-0.006305157206952572,
0.03066209703683853,
0.0257379412651062,
-0.031437020748853683,
0.03977961838245392,
0.04420088976621628,
-0.04257247969508171,
0.025484489277005196,
-0.009217717684805393,
0.010212508961558342,
0.013811609707772732,
-0.0005263783386908472,
0.030871646478772163,
0.02156320959329605,
0.005713270045816898,
0.014706024900078773,
-0.009991464205086231,
-0.014903705567121506,
-0.0091860955581069,
0.0020390597637742758,
0.023620665073394775,
0.001213130890391767,
0.012766147032380104,
0.0057851774618029594,
-0.01570301130414009,
-0.054563771933317184,
0.0010837707668542862,
0.04789610952138901,
-0.02307347021996975,
-0.016046885401010513,
-0.013677212409675121,
0.012678263708949089,
0.03914330154657364,
-0.014604669995605946,
0.01951506733894348,
0.06753778457641602,
-0.037428293377161026,
-0.029253965243697166,
0.01639360748231411,
0.0025997720658779144,
0.08035910874605179,
-0.018177133053541183,
0.013866011053323746,
0.0121549591422081,
-0.02540370635688305,
-0.021752087399363518,
-0.006883184891194105,
0.01585025154054165,
-0.05079055577516556,
-0.011319576762616634,
-0.03597831726074219,
0.014816522598266602,
0.01594417169690132,
-0.0009646166581660509,
-0.0020325686782598495,
0.0038723298348486423,
-0.013007060624659061,
0.01831139624118805,
-0.028477074578404427,
0.00454398849979043,
0.016868136823177338,
-0.027023185044527054,
-0.03560079634189606,
0.020834458991885185,
0.02233821712434292,
-0.034791622310876846,
-0.002422206336632371,
-0.0006245634867809713,
-0.01669505424797535,
-0.006863606162369251,
0.046045877039432526,
-0.05135027691721916,
0.0327904112637043,
0.023613255470991135,
-0.03695262223482132,
0.021694365888834,
0.009654764086008072,
-0.012089104391634464,
-0.005441487301141024,
0.02520153298974037,
-0.03964480012655258,
0.04620976001024246,
-0.022960904985666275,
-0.007246108725667,
0.06990592926740646,
0.017998741939663887,
0.041143015027046204,
0.03224563226103783,
-0.01687457598745823,
-0.01669803448021412,
-0.029043642804026604,
-0.010767705738544464,
-0.01191986445337534,
-0.019459515810012817,
0.01376525778323412,
0.004145132377743721,
0.0066308192908763885,
0.03346972167491913,
-0.01130556408315897,
0.002485366305336356,
0.03612618148326874,
0.0085592120885849,
0.00843201857060194,
0.018319180235266685,
-0.04333942383527756,
-0.00023716915166005492,
0.01737220771610737,
-0.029024317860603333,
0.0077648041769862175,
-0.03277698904275894,
-0.02694079652428627,
0.02938256226480007,
0.03489724546670914,
0.02880117855966091,
-0.05823995918035507,
-0.010608410462737083,
-0.053812988102436066,
0.006514286622405052,
0.007348103914409876,
-0.04216194897890091,
0.02799050696194172,
-0.0007431121193803847,
0.04255017265677452,
0.04232419654726982,
0.03903120011091232,
0.007257586345076561,
-0.05502162128686905,
-0.04996268451213837,
-0.01167620625346899,
-0.016185032203793526,
-0.0014098695246502757,
0.0023803815711289644,
-0.04471021518111229,
0.020799588412046432,
-0.03314922749996185,
0.06042487546801567,
0.0009789782343432307,
0.03450788930058479,
-0.0016453092684969306,
0.033068522810935974,
-0.02516426518559456,
0.07346799969673157,
0.031851284205913544,
0.0004147982399445027,
0.12400195002555847,
0.07251036912202835,
0.04378432407975197,
-0.036643385887145996,
0.040027275681495667,
0.04694591462612152,
-0.0034267380833625793,
-0.014836189337074757,
0.012177271768450737,
0.02857965975999832,
-0.022913500666618347,
-0.0036795358173549175,
0.02115674503147602,
-0.015861621126532555,
-0.03045143000781536,
0.038426537066698074,
-0.030641324818134308,
-0.006059024948626757,
-0.0005114720552228391,
0.028581375256180763,
0.022502534091472626,
0.01314446423202753,
-0.06316310912370682,
-0.003185700625181198,
0.0008160372963175178,
0.00047464127419516444,
-0.0035792035050690174,
-0.0031983840744942427,
-0.014998877421021461,
-0.002348529174923897,
0.0025813160464167595,
0.03314487263560295,
0.004834064748138189,
-0.005866931285709143,
0.00020511574984993786,
0.02035275101661682,
0.010731987655162811,
-0.0136577058583498,
0.024579593911767006,
0.06063157320022583,
-0.0023513962514698505,
-0.013034573756158352,
0.007629154250025749,
0.014032487757503986,
-0.04398828372359276,
-0.04164012521505356,
-0.02668706327676773,
0.0749727189540863,
-0.007664013188332319,
-0.02923138439655304,
-0.018943624570965767,
-0.016166238114237785,
0.0003949952661059797,
-0.060736265033483505,
-0.006316160783171654,
0.04042792692780495,
0.02940819412469864,
0.004160608164966106,
-0.030296513810753822,
-0.011535979807376862,
0.024042563512921333,
-0.027398258447647095,
0.012899854220449924,
0.02074681967496872,
-0.04061862826347351,
-0.05937845632433891,
-0.015189423225820065,
0.008481992408633232,
0.017871851101517677,
0.008293493650853634,
-0.011034044437110424,
-0.02428685501217842,
-0.02722354047000408,
-0.026496319100260735,
-0.02728467807173729,
0.011606727726757526,
0.025218505412340164,
-0.02855224907398224,
-0.03675181046128273,
-0.04656987264752388,
-0.011651087552309036,
-0.008641754277050495,
-0.0365108922123909,
-0.012481920421123505,
-0.0229585412889719,
0.004202424082905054,
-0.020833976566791534,
0.008752093650400639,
0.008745686151087284,
0.035874247550964355,
0.026075327768921852,
0.06301983445882797,
0.01408173143863678,
-0.03762104734778404,
-0.01897677592933178,
-0.0142184067517519,
-0.06352080404758453,
0.013786641880869865,
0.015086700208485126,
0.048364024609327316,
0.011403725482523441,
-0.007325255777686834,
0.016472788527607918,
0.00972704030573368,
0.009839971549808979,
0.03859592229127884,
0.004719241987913847,
-0.0235204566270113,
-0.00013064972881693393,
0.00753839872777462,
0.0025333554949611425,
-0.0237390398979187,
-0.0257007647305727,
-0.005816358141601086,
-0.0032931589521467686,
0.025953108444809914,
-0.015840794891119003,
-0.028957301750779152,
0.012496483512222767,
0.002896412741392851,
0.0735308825969696,
-0.004351903218775988,
0.0007918470073491335,
-0.018860314041376114,
-0.002602790482342243,
-0.056396786123514175,
-0.00943914707750082,
-0.016629470512270927,
0.05179698392748833,
-0.012295728549361229,
-0.0000736811343813315,
0.0019864283967763186,
-0.011622809804975986,
-0.014740299433469772,
-0.07117850333452225,
0.0668870210647583,
-0.02507149800658226,
0.020461242645978928,
-0.013877826742827892,
-0.03073888272047043,
0.03745365887880325,
-0.05198797583580017,
-0.019956806674599648,
0.01432187668979168,
0.018760474398732185,
0.04515228047966957,
-0.02834445610642433,
-0.021815748885273933,
-0.03168785199522972,
0.055152568966150284,
-0.010830356739461422,
-0.02357172593474388,
0.01720934361219406,
0.015334072522819042,
0.011035204865038395,
0.018787728622555733,
0.01323897298425436,
0.004990140907466412,
0.029350221157073975,
-0.005976191721856594,
0.005725049413740635,
0.02171606756746769,
-0.0314391627907753,
-0.0033478010445833206,
-0.030227461829781532,
0.04058730602264404,
0.01304951123893261,
0.017695283517241478,
0.01893497258424759,
0.02083403430879116,
-0.044607020914554596,
0.044075723737478256,
-0.029974985867738724,
0.03049866482615471,
-0.06887056678533554,
-0.009514267556369305,
0.0238764937967062,
-0.004065036773681641,
0.03308601677417755,
-0.052476584911346436,
0.01739315129816532,
0.018898090347647667,
-0.024247681722044945,
0.04760435223579407,
0.02256086841225624,
0.04433218762278557,
-0.035779356956481934,
-0.02088797837495804,
-0.057645611464977264,
-0.010133501142263412,
0.0416145846247673,
0.05623935908079147,
0.04816894233226776,
0.027827883139252663,
-0.007959479466080666,
-0.009318098425865173,
-0.05846128612756729,
0.04888450726866722,
-0.005561771336942911,
-0.015772851184010506,
0.07334364950656891,
-0.0422327034175396,
-0.009656467474997044,
-0.008302059955894947,
0.027443690225481987,
-0.0013968739658594131,
0.040200572460889816,
0.04010414332151413,
0.03301037847995758,
0.026858966797590256,
0.019028523936867714,
-0.0020028750877827406,
0.029444213956594467,
0.04497600346803665,
0.014960100874304771,
-0.018006810918450356,
-0.002230365527793765,
0.02303691767156124,
0.012609141878783703,
-0.012990833260118961,
-0.017641587182879448,
-0.01628692075610161,
-0.024103207513689995,
-0.03038354218006134,
-0.009277205914258957,
-0.016422443091869354,
0.032544273883104324,
-0.0369751863181591,
0.005541257094591856,
-0.0334036611020565,
0.02253243885934353,
0.01743055135011673,
0.027104729786515236,
-0.011023085564374924,
0.012377509847283363,
-0.020229868590831757,
-0.01927938684821129,
0.01651776395738125,
-0.012003149837255478,
-0.004796565975993872,
-0.0688706785440445,
-0.00920009147375822,
0.006752440705895424,
-0.009312826208770275,
-0.051707152277231216,
-0.00880576204508543,
-0.03481093794107437,
0.05750409513711929,
-0.03275272995233536,
0.05101478844881058,
0.02823079377412796,
0.005581825505942106,
-0.03067808225750923,
-0.10938730090856552,
0.08077391237020493,
0.017080722376704216,
-0.029308360069990158,
-0.02153978869318962,
0.006216792389750481,
-0.03112618438899517,
0.018533483147621155,
0.03771192580461502,
0.009120171889662743,
-0.013123121112585068,
-0.019302595406770706,
-0.00016748762573115528,
-0.0005989982164464891,
-0.03944515809416771,
0.03499286249279976,
-0.027689790353178978,
-0.03596461936831474,
0.008291048929095268,
-0.03788338229060173,
0.007583240512758493,
0.016195036470890045,
0.022342396900057793,
-0.024941015988588333,
0.014261651784181595,
-0.0005098232650198042,
-0.012484285049140453,
0.0252495389431715,
0.0451979786157608,
0.032488930970430374,
0.0452517569065094,
0.014359396882355213,
0.010535451583564281,
0.006116598378866911,
-0.0011956270318478346,
-0.07361633330583572,
0.033120278269052505,
-0.021314281970262527,
0.006712198257446289,
-0.02885565720498562,
-0.010650331154465675,
-0.028206028044223785,
-0.03693896532058716,
-0.038834135979413986,
0.04832179471850395,
-0.039680927991867065,
0.03786308318376541,
0.036732375621795654,
-0.003821178339421749,
0.04091595858335495,
0.009524994529783726,
0.04600295051932335,
-0.030482102185487747,
-0.02143125608563423,
0.011470221914350986,
0.021508635953068733,
0.03205687925219536,
0.0006553403218276799,
0.0339713990688324,
0.04102928563952446,
-0.04433233290910721,
0.02173113077878952,
-0.0009349720785394311,
0.04670952260494232,
-0.011013206094503403,
0.0015899322461336851,
-0.011410855688154697,
-0.005077909678220749,
-0.03215578570961952,
0.0026618402916938066,
0.005666709970682859,
0.03977740928530693,
-0.039929334074258804,
0.01848626881837845,
-0.05020145699381828,
-0.02747221849858761,
-0.003861676901578903,
0.011835119687020779,
0.003403843380510807,
0.05399112030863762,
0.0013763101305812597,
-0.004523657727986574,
-0.007765498943626881,
-0.002752867992967367,
0.03587399050593376,
-0.009708021767437458,
0.011543532833456993,
-0.011860647238790989,
0.009932780638337135,
0.01917022094130516,
-0.0539984256029129,
0.020658958703279495,
-0.03323426842689514,
-0.006575185805559158,
0.011941191740334034,
0.0028016793075948954,
-0.03635569289326668,
-0.06224049627780914,
-0.035191264003515244,
0.020208584144711494,
-0.05345139652490616,
0.039853598922491074,
-0.071686752140522,
0.03304540738463402,
-0.02948400191962719,
-0.03945177420973778
] |
<p>I have a set of observations. When I do an OLS I get a $\beta$. After I remove some values I also get a $\beta$. Now I want to test if the properties of two betas are the same? Please give me a hint how to do that?</p> | 35,760 | [
-0.06047182157635689,
0.0602828674018383,
-0.016052784398198128,
0.038883570581674576,
0.011622927151620388,
0.0533028207719326,
-0.02004448138177395,
0.002775980159640312,
0.048695676028728485,
-0.02407248504459858,
0.04059587046504021,
0.023979760706424713,
0.061404984444379807,
0.007773682475090027,
0.012916428968310356,
-0.032585509121418,
-0.04426492750644684,
0.0148998461663723,
-0.03753821179270744,
0.019624443724751472,
0.016439609229564667,
-0.0037036859430372715,
0.03379475697875023,
-0.00009055739792529494,
-0.012336364947259426,
0.04902903363108635,
0.010627208277583122,
-0.03734670579433441,
0.014430907554924488,
0.05858867987990379,
-0.02274901047348976,
-0.04911143705248833,
0.00362714403308928,
0.014846812933683395,
0.0030242453794926405,
-0.012531505897641182,
-0.0374581404030323,
-0.03856872394680977,
-0.010256580077111721,
0.047383978962898254,
-0.023354528471827507,
-0.030048031359910965,
-0.02793411910533905,
0.0492297001183033,
0.0008499851683154702,
-0.026543136686086655,
0.017823070287704468,
-0.015396542847156525,
0.013083132915198803,
-0.03218333050608635,
0.0747249573469162,
-0.021075010299682617,
0.05626353248953819,
0.05909053236246109,
-0.01157789584249258,
-0.008676961995661259,
0.029549382627010345,
0.07036547362804413,
-0.0023891201708465815,
-0.029050346463918686,
-0.02751307003200054,
-0.025639614090323448,
0.03246724605560303,
-0.0033905697055161,
-0.05607140064239502,
0.02838263288140297,
0.0009057914139702916,
0.007161356043070555,
0.026729615405201912,
-0.013384382240474224,
0.01034630462527275,
0.02267865464091301,
0.027238426730036736,
0.012768407352268696,
-0.015535170212388039,
-0.04429898038506508,
0.02475225366652012,
0.030534744262695312,
0.06578277796506882,
0.02608390524983406,
0.007026544772088528,
0.025211112573742867,
0.02321513742208481,
0.02867150492966175,
0.0047543724067509174,
-0.03260430321097374,
0.046634335070848465,
-0.03423408418893814,
0.02002720721065998,
0.027142928913235664,
0.007308015134185553,
-0.0185028538107872,
0.05286863073706627,
-0.0007902535726316273,
-0.03267112374305725,
0.026976220309734344,
-0.017381461337208748,
0.03928174078464508,
-0.0158325657248497,
0.016338607296347618,
0.022011293098330498,
-0.058076679706573486,
0.006777873728424311,
0.03006752021610737,
-0.010277328081429005,
-0.04700297862291336,
-0.011998772621154785,
0.015274524688720703,
0.0054551647044718266,
-0.04103943333029747,
0.007462115492671728,
0.03713404759764671,
0.008662758395075798,
0.008626447059214115,
0.04471002146601677,
-0.009881542064249516,
-0.03009432554244995,
-0.02366618812084198,
0.05077036842703819,
0.04219963029026985,
0.030084112659096718,
-0.008386529982089996,
-0.009513764642179012,
-0.004701833240687847,
-0.013356243260204792,
0.023493334650993347,
0.03399232402443886,
-0.008409435860812664,
-0.04948090761899948,
0.03572362661361694,
0.0062787337228655815,
-0.054529327899217606,
0.03379755839705467,
-0.012981712818145752,
0.03513418138027191,
0.02173009142279625,
-0.07645613700151443,
-0.04761531949043274,
0.011749912984669209,
-0.022052841261029243,
0.0011454509804025292,
-0.03719821199774742,
-0.012650581076741219,
0.024261556565761566,
0.05208222195506096,
0.02472745068371296,
0.02574063092470169,
0.021278010681271553,
0.016954751685261726,
0.032999854534864426,
0.0011292612180113792,
-0.0489036962389946,
-0.02765222080051899,
-0.006511439569294453,
-0.021847762167453766,
-0.04114656150341034,
-0.010998141951858997,
0.00467834435403347,
-0.024242570623755455,
-0.029194870963692665,
0.0271165668964386,
0.005612506996840239,
-0.018823180347681046,
-0.002533384133130312,
0.0512135848402977,
-0.03972415253520012,
0.06473243236541748,
-0.030268065631389618,
-0.0032845409587025642,
0.027379322797060013,
-0.02840186469256878,
0.024408390745520592,
-0.005890661850571632,
0.06057734414935112,
0.05557854846119881,
0.000945859239436686,
-0.036323707550764084,
-0.03401967138051987,
0.029606541618704796,
0.023848427459597588,
-0.036121122539043427,
-0.022924326360225677,
-0.03974580392241478,
0.008549513295292854,
-0.009092443622648716,
0.03961494565010071,
0.0112240519374609,
-0.011559456586837769,
0.061665184795856476,
-0.07213997840881348,
-0.032352957874536514,
-0.08839303255081177,
0.014896261505782604,
0.001469388953410089,
-0.021890897303819656,
0.037795938551425934,
0.03307114914059639,
-0.0094712283462286,
-0.017690831795334816,
-0.015729624778032303,
-0.01474115252494812,
0.0015337328659370542,
0.051816675812006,
-0.05263320356607437,
0.02789973095059395,
0.04171208292245865,
0.07186269015073776,
-0.033703409135341644,
0.056108541786670685,
-0.03187715634703636,
-0.0010015368461608887,
0.03575703129172325,
-0.02415868081152439,
-0.021625785157084465,
-0.019390350207686424,
0.0047041974030435085,
0.010765837505459785,
-0.003326502861455083,
-0.01037990115582943,
0.02932361513376236,
-0.05638771504163742,
0.04782881215214729,
0.0910431519150734,
0.011585235595703125,
0.03557095676660538,
-0.015177782624959946,
0.017163235694169998,
0.039726048707962036,
-0.034340061247348785,
-0.013768710196018219,
-0.0337943509221077,
0.001409095828421414,
0.02227277122437954,
0.03190303593873978,
-0.03129034489393234,
0.028076838701963425,
0.039703547954559326,
0.011792981997132301,
0.004113401751965284,
0.023317325860261917,
0.00816145446151495,
-0.0014226214261725545,
-0.015268014743924141,
-0.014310562051832676,
0.0366835743188858,
0.022444577887654305,
0.0019172878237441182,
0.017107732594013214,
0.043154504150152206,
-0.04593780264258385,
0.03809095546603203,
0.03155701979994774,
0.006537468172609806,
-0.014281760901212692,
-0.02745921164751053,
-0.03575796261429787,
0.04139363393187523,
-0.0008902233676053584,
0.00005369905920815654,
0.03648841008543968,
0.0355168953537941,
-0.012354619801044464,
-0.0010762392776086926,
0.00475331349298358,
0.035452716052532196,
0.008799745701253414,
-0.04913894832134247,
-0.023875584825873375,
0.01961664669215679,
-0.04362809658050537,
0.030485451221466064,
0.021139800548553467,
-0.009956257417798042,
-0.023410828784108162,
0.03691679239273071,
0.030276281759142876,
-0.003096257569268346,
0.009220199659466743,
-0.02042585425078869,
-0.041585881263017654,
-0.0025827535428106785,
-0.040076278150081635,
0.01709289662539959,
0.008213086985051632,
-0.04853319376707077,
0.015103072859346867,
-0.04187401384115219,
0.0008721263729967177,
0.0011334903538227081,
0.008357113227248192,
-0.004105236381292343,
0.0341658741235733,
0.00398834515362978,
-0.05533166602253914,
-0.04349847882986069,
-0.04758516699075699,
0.013460930436849594,
-0.011085590347647667,
-0.02230948954820633,
0.04216432571411133,
0.013395563699305058,
-0.041100431233644485,
0.010524284094572067,
-0.017072614282369614,
-0.0075286864303052425,
-0.01436504814773798,
-0.03322407230734825,
0.019836459308862686,
-0.00732162082567811,
0.03041497990489006,
0.03782769665122032,
-0.032166361808776855,
-0.0027326801791787148,
-0.08691783994436264,
-0.07248217612504959,
-0.0037624784745275974,
0.024967877194285393,
0.023391766473650932,
0.0038611190393567085,
-0.04112131521105766,
0.07229090481996536,
0.04159240052103996,
-0.02379707805812359,
-0.0320744588971138,
0.036392465233802795,
-0.043338045477867126,
-0.0520985871553421,
0.0064939954318106174,
-0.02237866073846817,
0.018751313909888268,
0.037589870393276215,
0.03909020498394966,
0.026734190061688423,
0.0548713356256485,
0.017845815047621727,
0.007860515266656876,
0.00026287793298251927,
0.029078608378767967,
0.008032592013478279,
0.04032132029533386,
0.006984014995396137,
-0.014550636522471905,
0.043329495936632156,
0.033241771161556244,
0.03011154569685459,
0.01845168136060238,
-0.03550007566809654,
0.039387136697769165,
0.006601749919354916,
0.021136315539479256,
0.0008906680159270763,
0.04841102287173271,
0.03318021446466446,
-0.006243146024644375,
-0.0034417076967656612,
0.021449994295835495,
0.02416123077273369,
-0.03439587727189064,
0.0027340909000486135,
0.06694706529378891,
-0.0030399435199797153,
-0.007282968144863844,
-0.021492978557944298,
-0.0338469035923481,
-0.033898916095495224,
0.016353175044059753,
-0.0353618785738945,
-0.03563086315989494,
0.05321924760937691,
0.016575412824749947,
0.03552306815981865,
0.00216679647564888,
-0.06937260925769806,
-0.012735904194414616,
-0.06845694780349731,
-0.0014573067892342806,
0.00018209124391432852,
0.03009304404258728,
0.007882900536060333,
0.029172176495194435,
0.03461435064673424,
-0.0018674173625186086,
0.021192656829953194,
-0.00756643433123827,
-0.050481364130973816,
0.03640317544341087,
-0.00999890360981226,
-0.01818018965423107,
0.017904961481690407,
-0.006347386632114649,
0.038544800132513046,
-0.030808713287115097,
0.014995218254625797,
-0.007137687876820564,
0.0036031256895512342,
-0.06372688710689545,
0.0038166367448866367,
-0.054707109928131104,
-0.025743000209331512,
-0.00047617199015803635,
0.048062995076179504,
-0.02126946486532688,
-0.04384193941950798,
-0.01323440670967102,
0.03245628997683525,
-0.007251086179167032,
0.022208699956536293,
-0.050170451402664185,
0.021764598786830902,
0.0006129938992671669,
0.03309199586510658,
0.0218011774122715,
0.02240045927464962,
-0.018401088193058968,
0.03732747212052345,
0.00949864275753498,
0.04876847192645073,
0.06575509160757065,
0.01608867757022381,
-0.054795753210783005,
-0.021087946370244026,
0.006294943392276764,
-0.018746985122561455,
0.05375263839960098,
0.01948563940823078,
-0.018423590809106827,
0.03308076784014702,
0.048715703189373016,
-0.048964984714984894,
0.03192995488643646,
0.07770932465791702,
0.03476019203662872,
-0.010389966890215874,
-0.004342623054981232,
-0.007207099348306656,
-0.005967350676655769,
-0.04022699221968651,
-0.004364995751529932,
-0.0054633538238704205,
-0.02023938111960888,
-0.015309213660657406,
0.030305294319987297,
-0.024905027821660042,
-0.011987808160483837,
0.010190838947892189,
0.012864958494901657,
0.0419195219874382,
-0.0038932436145842075,
-0.06288903951644897,
0.012424972839653492,
0.04951609671115875,
0.03762497380375862,
0.03565550968050957,
0.013795408420264721,
-0.0601230226457119,
0.03835511952638626,
0.0319785512983799,
-0.001417657476849854,
-0.028406066820025444,
0.0007183162379078567,
-0.014033089391887188,
-0.024576732888817787,
0.04662448167800903,
-0.03426545485854149,
0.02972349151968956,
-0.00644695432856679,
0.009507638402283192,
-0.03888939321041107,
0.020747488364577293,
-0.026360832154750824,
0.02150353416800499,
0.013473124243319035,
0.046840935945510864,
-0.028582625091075897,
-0.013431316241621971,
-0.03461266681551933,
-0.02024998888373375,
0.015841152518987656,
0.07590402662754059,
-0.013407616876065731,
-0.015595617704093456,
0.017596160992980003,
0.02349545620381832,
-0.04976295679807663,
-0.04405839741230011,
0.03725374490022659,
0.011718842200934887,
-0.02411321923136711,
0.010089038871228695,
0.000004185238594800467,
-0.055455323308706284,
0.0046637714840471745,
-0.0111558111384511,
-0.012135183438658714,
0.01614224910736084,
-0.01976693421602249,
0.03298727422952652,
0.06224142387509346,
-0.0003398990083951503,
0.06942819803953171,
0.016152886673808098,
0.02127893641591072,
-0.006570758298039436,
-0.016837839037179947,
0.012550235725939274,
-0.06454355269670486,
-0.03885906562209129,
-0.05241090804338455,
0.013011861592531204,
-0.0382816307246685,
0.03255562111735344,
-0.03710660710930824,
0.018512725830078125,
-0.00569196417927742,
-0.019419481977820396,
0.008267889730632305,
0.025295646861195564,
-0.015324162319302559,
-0.013851199299097061,
-0.0011729913530871272,
0.021024370566010475,
-0.032779477536678314,
-0.013709801249206066,
0.02809028886258602,
-0.020934956148266792,
0.003211624687537551,
0.0012061550514772534,
-0.04354459047317505,
0.03808647021651268,
-0.04764694720506668,
-0.006172626279294491,
-0.037305738776922226,
-0.025089802220463753,
-0.011381545104086399,
-0.005213235039263964,
0.006626978516578674,
0.012385576963424683,
-0.025497041642665863,
-0.028426650911569595,
0.05085200443863869,
-0.007601918186992407,
-0.004820330999791622,
-0.08021698147058487,
0.05652567744255066,
0.004629143048077822,
-0.018267424777150154,
-0.08229614794254303,
-0.05407194420695305,
0.027155250310897827,
0.02596195600926876,
0.0005460000829771161,
-0.029264133423566818,
0.004763804841786623,
-0.0025154808536171913,
-0.012331359088420868,
-0.07015537470579147,
0.047010328620672226,
-0.009412422776222229,
0.0031314000952988863,
0.010392090305685997,
0.031976550817489624,
0.08950715512037277,
0.002661254722625017,
0.015472795814275742,
-0.012710463255643845,
-0.008963963948190212,
-0.024784905835986137,
-0.0014472914626821876,
0.012280451133847237,
-0.020643919706344604,
-0.01275727991014719,
-0.0468139573931694,
0.0035882932133972645,
0.02088714763522148,
-0.02582882158458233,
-0.027356332167983055,
0.004185939207673073,
0.000462407449958846,
-0.0005881391698494554,
-0.030185438692569733,
-0.01272911112755537,
-0.004928812384605408,
0.0024202666245400906,
0.014704380184412003,
0.011319711804389954,
0.007846281863749027,
-0.03095703013241291,
0.003810173599049449,
0.011848066933453083,
-0.020707931369543076,
0.020348481833934784,
0.08106627315282822,
-0.016933942213654518,
-0.00004544490730040707,
-0.006700572557747364,
-0.025020720437169075,
0.017409315332770348,
0.00037559171323664486,
-0.009925415739417076,
-0.014803722500801086,
0.029748812317848206,
-0.0798252522945404,
-0.01930978149175644,
-0.03521714359521866,
0.0040151504799723625,
0.0743233785033226,
-0.005960309412330389,
0.026515349745750427,
0.08421001583337784,
0.015541224740445614,
0.004352402873337269,
-0.03171957656741142,
0.0040535712614655495,
0.0002477889065630734,
-0.020061451941728592,
0.06260127574205399,
0.008623478934168816,
-0.004573645535856485,
0.026295945048332214,
0.04091789200901985,
0.018458746373653412,
0.022708240896463394,
-0.011364448815584183,
0.04197387769818306,
0.025956125929951668,
-0.03642110526561737,
-0.038559045642614365,
0.007632348220795393,
-0.02884085290133953,
0.0029812315478920937,
-0.03617135435342789,
-0.01744634099304676,
0.049382489174604416,
0.05315933749079704,
0.030120309442281723,
-0.07547395676374435,
-0.03944661468267441,
-0.0628858208656311,
0.023128783330321312,
0.014887605793774128,
0.013869773596525192,
0.038791678845882416,
0.04026731103658676,
0.056939829140901566,
0.010880333371460438,
0.025301367044448853,
-0.05164393410086632,
-0.048533856868743896,
0.0009792771888896823,
-0.025953955948352814,
-0.011700035072863102,
0.0259013082832098,
-0.01572646200656891,
-0.051959328353405,
0.006669633090496063,
-0.015395048074424267,
0.014427782967686653,
0.004377489909529686,
0.03136485815048218,
0.011235874146223068,
0.04420517757534981,
-0.0034526214003562927,
0.03588052839040756,
0.01678289845585823,
-0.007848580367863178,
0.09193046391010284,
0.09452655166387558,
0.037286560982465744,
-0.08261795341968536,
0.02822861261665821,
0.030786877498030663,
-0.01796821318566799,
-0.033374179154634476,
0.0131907993927598,
0.006603292189538479,
0.018418418243527412,
0.021687086671590805,
0.08041570335626602,
0.019652290269732475,
-0.022041605785489082,
0.05079912394285202,
-0.01705041155219078,
0.006107903551310301,
0.009269099682569504,
0.010103067383170128,
-0.02177145518362522,
-0.041548825800418854,
-0.04486938938498497,
0.015970010310411453,
0.013624226674437523,
-0.012497276067733765,
-0.005380490329116583,
0.0005704763461835682,
0.019741106778383255,
0.014354528859257698,
0.011774459853768349,
0.022375164553523064,
0.01933654397726059,
0.027683373540639877,
-0.027262074872851372,
0.013195051811635494,
0.016268018633127213,
-0.009865138679742813,
0.030094482004642487,
0.0380537174642086,
0.016680777072906494,
0.00449439836665988,
0.02774578519165516,
0.01218840666115284,
-0.04502217471599579,
-0.018409324809908867,
-0.03709586337208748,
0.04829688370227814,
-0.009234094060957432,
-0.032699041068553925,
-0.004155992530286312,
0.0012098829029127955,
-0.03210072964429855,
-0.07273178547620773,
-0.015175484120845795,
0.007484490517526865,
-0.013700621202588081,
-0.044381070882081985,
0.025475945323705673,
-0.042861223220825195,
0.023869475349783897,
-0.011699819937348366,
0.04079799726605415,
-0.007012984715402126,
-0.05088815465569496,
0.005921578500419855,
0.012747720815241337,
0.039069097489118576,
0.01641520857810974,
-0.015715043991804123,
0.007566521409898996,
-0.028588904067873955,
0.013771110214293003,
-0.008920934051275253,
-0.015482788905501366,
0.004037162754684687,
0.024905532598495483,
-0.023088671267032623,
-0.009569663554430008,
-0.01980212703347206,
-0.030104948207736015,
0.0011213155230507255,
-0.007247165311127901,
0.00600192416459322,
-0.06322019547224045,
-0.01683703064918518,
0.03971094265580177,
0.03886374458670616,
0.020072605460882187,
0.015320627018809319,
-0.02455829828977585,
0.03820890933275223,
0.0027754297479987144,
-0.09260157495737076,
0.00975758396089077,
0.022172801196575165,
-0.05370014160871506,
0.000574867648538202,
-0.06011926010251045,
0.07270980626344681,
0.03777315095067024,
0.02932649664580822,
-0.02162753976881504,
0.014994410797953606,
-0.03419123589992523,
0.015173816122114658,
-0.019498422741889954,
-0.039025645703077316,
0.00804299395531416,
0.03361716866493225,
0.008719979785382748,
-0.015938935801386833,
-0.011470859870314598,
-0.042912185192108154,
-0.019741803407669067,
0.038208670914173126,
-0.023182256147265434,
-0.025865068659186363,
-0.0009143843781203032,
-0.007076741196215153,
0.01602596789598465,
-0.05775243043899536,
-0.0061416965909302235,
-0.0327518954873085,
-0.006951431278139353,
0.04106670245528221,
0.00027631729608401656,
-0.005331107415258884,
0.011625039391219616,
0.015252440236508846,
-0.032179925590753555,
0.04693644493818283,
0.043430719524621964,
0.033144231885671616,
0.0072850435972213745,
0.0017086691223084927,
-0.012956886552274227,
0.06701456010341644,
-0.007327697705477476,
-0.015408415347337723,
0.03647742047905922,
-0.02185841090977192,
-0.008563518524169922,
0.02414461225271225,
-0.01029796339571476,
0.045107677578926086,
0.017592161893844604,
0.006564275361597538,
-0.02394268848001957,
0.035817500203847885,
-0.015556705184280872,
0.0025327603798359632,
-0.022924168035387993,
-0.0029173879884183407,
-0.017930710688233376,
0.011266401968896389,
0.015177376568317413,
0.0349746011197567,
-0.014956380240619183,
0.014283822849392891,
0.023910334333777428,
-0.009217328391969204,
-0.012342228554189205,
-0.006421681493520737,
0.024591734632849693,
-0.0072273146361112595,
0.011519287712872028,
0.0033963518217206,
-0.0014713454293087125,
0.0585133321583271,
-0.043440189212560654,
0.016850855201482773,
-0.008051699958741665,
-0.006152705289423466,
-0.08812560886144638,
-0.007228509988635778,
0.02154167741537094,
-0.006534363608807325,
0.04464299976825714,
-0.056982457637786865,
0.061974912881851196,
0.014581680297851562,
-0.028858978301286697,
-0.010081024840474129,
-0.028229979798197746,
0.029981939122080803,
-0.036019906401634216,
-0.003742869710549712,
-0.02341131493449211,
0.030179305002093315,
0.021844202652573586,
0.0320565365254879,
0.03255734592676163,
0.040292493999004364,
-0.018641823902726173,
-0.008702564053237438,
-0.003812653012573719,
-0.01045242603868246,
0.007635287940502167,
-0.10302150249481201,
0.011732133105397224,
-0.030793221667408943,
-0.03297608345746994,
0.04242584481835365,
-0.055739834904670715,
-0.009874287992715836,
0.008276894688606262,
0.020363500341773033,
0.01722600683569908,
0.027387090027332306,
0.023619484156370163,
-0.005288952961564064,
-0.038834862411022186,
-0.00931905210018158,
-0.003947777207940817,
0.024001294746994972,
-0.02125668153166771,
0.003397048218175769,
0.04687456414103508,
-0.0005894001224078238,
-0.025526588782668114,
-0.023354345932602882,
0.003731334814801812,
-0.01932530105113983,
-0.020249061286449432,
-0.011295544914901257,
0.005679829977452755,
-0.03161889687180519,
-0.004414652939885855,
-0.01784583367407322,
-0.007576034404337406,
0.057659223675727844,
-0.011408708989620209,
-0.010784221813082695,
-0.005788773763924837,
-0.03725658729672432,
-0.06850048154592514,
0.023890390992164612,
0.003772594965994358,
0.007928199134767056,
-0.07842960208654404,
-0.011861974373459816,
-0.0012086902279406786,
-0.041837580502033234,
-0.029043488204479218,
-0.051034364849328995,
-0.006948183290660381,
0.06697976589202881,
-0.013761147856712341,
-0.028788287192583084,
-0.007304680533707142,
-0.012666005641222,
0.0001764703047228977,
-0.070489801466465,
0.02522546797990799,
-0.010695206001400948,
-0.0187003705650568,
-0.01281778048723936,
0.04464026913046837,
-0.05648178234696388,
-0.006617238745093346,
0.03808207809925079,
0.006657406687736511,
0.0064242989756166935,
0.010001110844314098,
0.026650112122297287,
-0.0008299211622215807,
-0.053000058978796005,
0.05093904957175255,
-0.001840142416767776,
-0.007198747247457504,
0.006045992951840162,
-0.03114326298236847,
0.017244113609194756,
0.007970422506332397,
-0.007812428288161755,
-0.011312467977404594,
-0.007960202172398567,
0.04289533197879791,
-0.0034224092960357666,
0.01798054575920105,
-0.0067555964924395084,
0.01722002401947975,
0.025535056367516518,
-0.0017559017287567258,
0.025850987061858177,
0.022715965285897255,
-0.003036183537915349,
-0.03274127468466759,
0.04664414003491402,
-0.022701676934957504,
-0.043220072984695435,
-0.00528413662686944,
-0.007586443331092596,
-0.04041672497987747,
-0.025288481265306473,
-0.02405942976474762,
-0.012692200019955635,
-0.013422408141195774,
-0.010362016968429089,
-0.0012703113025054336,
-0.021905366331338882,
0.020732929930090904,
-0.009708927012979984,
0.0063958424143493176,
0.015022828243672848,
-0.022374752908945084,
0.02134130895137787,
0.021499788388609886,
0.01615915074944496,
0.005090771708637476,
-0.015007425099611282,
0.03264162689447403,
0.020076727494597435,
0.02485658787190914,
-0.007524013519287109,
0.04509129747748375,
-0.0008200810989364982,
-0.006175672635436058,
0.016329923644661903,
-0.006127137690782547,
0.015369073487818241,
-0.027202675119042397,
-0.000534393941052258,
0.054489973932504654,
-0.10083268582820892,
0.009937464259564877,
-0.025832287967205048,
-0.0026663304306566715,
-0.02975396253168583,
0.0025519700720906258,
0.017607470974326134,
-0.028291793540120125,
0.016470782458782196,
0.012846382334828377,
-0.01262163557112217,
-0.00607565650716424,
0.01668890379369259,
-0.023144764825701714,
0.00121124682482332,
-0.009133701212704182,
-0.03171345591545105,
-0.008416286669671535,
0.004809776321053505,
-0.03559610992670059,
-0.023176977410912514,
0.040703460574150085,
0.024375921115279198,
0.01887386664748192,
-0.004931299481540918,
-0.047680001705884933,
-0.023020150139927864,
0.030436674132943153,
-0.06395653635263443,
-0.03096664696931839,
-0.019317464902997017,
0.01651366800069809,
-0.0020619621500372887,
-0.018677257001399994
] |
<p>I am looking at the spatial patterns of turnover in aquatic assemblages using gradient forest and generalized dissimilarity models in R. I have species and environmental data for more than 400 sites sampled from streams across the country. However, I also have many missing values in my predictor (environmental) variables, up to 30% for some variables, so removing the cases with incomplete data sets or replacing them by the mean will result in bias and loss of information. About the missingness pattern, my data is really an assembly of data collected by different county administrations, and the decisions about which variables to sample are made at the county level. For example, some counties have monitored total and dissolved nutrients but others have only routinely monitored total nutrients. The missingness pattern is thus affected by those decisions. The next matrix is an example of how my data would look like:</p>
<pre><code> County V1 V2 V3 V4 V5 V6
[1,] 10 52 6 35 294 48 25
[2,] 10 22 7 41 53 42 NA
[3,] 10 118 NA 55 82 59 NA
[4,] 10 150 8 13 91 63 15
[5,] 10 500 NA NA NA 102 9
[6,] 9 58 7 NA 22 73 7
[7,] 9 9 6.5 NA 38 152 17
[8,] 9 9 7 NA 14 224 11
[9,] 9 142 5.5 NA 57 64 11
[10,] 9 90 6 NA 102 66 NA
[11,] 6 30 7 9 NA NA 11
[12,] 6 420 4.5 8 NA NA NA
[13,] 6 43 4.5 3.5 NA NA NA
[14,] 6 50 6.5 116 NA NA 14
[15,] 6 10 NA 13 NA NA 8
>
</code></pre>
<p>where "County" is the different county administrations that have provided data, and "V1 to V6" are the environmental variables.
In county 10 all variables are sampled but some are missing at random.
In county 9 variable V3 is not routinely monitored.
In county 6 variables V4, and V5 are not monitored, in addition there are missing values in the routinely measured variables due to, e.g. failure in the sampling device.</p>
<p>I cannot forget to mention that my data are also spatially autocorrelated at small spatial scales (<10 to 100km).
I would like to estimate those missing values but I don’t know which method is the most appropriate to do so, and which R packages are recommended. </p> | 35,761 | [
-0.03545152023434639,
0.0067220465280115604,
0.010349102318286896,
0.032403044402599335,
0.019276749342679977,
-0.012020811438560486,
-0.012630648910999298,
-0.03662713244557381,
0.01816791296005249,
-0.041894037276506424,
0.02932664006948471,
0.04352070763707161,
0.030588896945118904,
0.02474263682961464,
0.028452124446630478,
0.043683603405952454,
-0.00600729463621974,
0.028340568765997887,
0.004268518649041653,
-0.02501656301319599,
-0.002390740904957056,
0.008663341403007507,
0.02018381655216217,
-0.021343493834137917,
-0.020555349066853523,
0.04742101952433586,
0.020841537043452263,
-0.011055254377424717,
-0.0185039434581995,
0.023935232311487198,
-0.03623324632644653,
-0.03778091073036194,
0.014217753894627094,
-0.00419256929308176,
0.008546930737793446,
0.010979371145367622,
-0.008860375732183456,
-0.03623895347118378,
0.02710861526429653,
0.04800192639231682,
-0.04560593515634537,
-0.02639603056013584,
-0.006646164692938328,
0.03226501867175102,
0.010969175025820732,
0.021711835637688637,
0.010595530271530151,
0.02103981375694275,
0.032725267112255096,
0.030446425080299377,
0.07372733950614929,
0.009627235122025013,
0.04850301519036293,
0.001149816787801683,
-0.04677915945649147,
-0.023133475333452225,
0.03833460807800293,
0.059478968381881714,
-0.0008700905600562692,
-0.058395884931087494,
0.0010147542925551534,
-0.038764338940382004,
0.0026885783299803734,
-0.029974600300192833,
-0.03628618270158768,
0.003137708641588688,
-0.017859185114502907,
-0.030110016465187073,
0.03283297270536423,
-0.034110989421606064,
0.005179148633033037,
-0.010975103825330734,
0.003806681139394641,
-0.01681545376777649,
-0.009437698870897293,
-0.025291116908192635,
-0.009210345335304737,
0.018982069566845894,
0.04054452106356621,
-0.015560172498226166,
0.004203530494123697,
0.0032942257821559906,
0.02858750708401203,
0.01636539399623871,
0.03511926159262657,
-0.0025319012347608805,
0.05032157152891159,
-0.062097396701574326,
0.017370257526636124,
-0.004142333287745714,
0.006558561231940985,
0.026166176423430443,
0.08317183703184128,
0.02027154713869095,
-0.0427682027220726,
0.02941642887890339,
-0.0002391951420577243,
0.03528684377670288,
-0.014984111301600933,
0.007240470964461565,
-0.04893529415130615,
-0.04721647500991821,
0.00814051367342472,
0.02852582186460495,
-0.02928036078810692,
-0.04463407024741173,
-0.03219367191195488,
-0.01192267332226038,
-0.027090834453701973,
-0.005594225134700537,
-0.0051376838237047195,
0.017730548977851868,
0.0059267254546284676,
-0.0014400547370314598,
0.00836773682385683,
-0.031018786132335663,
0.014466347172856331,
0.016459880396723747,
0.03400741517543793,
0.07569752633571625,
0.07965218275785446,
-0.032342880964279175,
-0.00655147572979331,
-0.019060838967561722,
-0.07124828547239304,
0.02317299135029316,
-0.004396260250359774,
-0.023188713937997818,
-0.03793148323893547,
0.010444970801472664,
-0.03020823933184147,
-0.019640101119875908,
0.05204794183373451,
-0.03613678738474846,
0.0382162407040596,
0.005551641341298819,
-0.087669238448143,
-0.03481264412403107,
0.028389252722263336,
-0.04263458028435707,
0.015576745383441448,
-0.049407802522182465,
-0.0010507795959711075,
0.005306367762386799,
0.018196741119027138,
0.019978944212198257,
0.011706570163369179,
0.04841959848999977,
0.022771896794438362,
0.00025881873443722725,
-0.02145630121231079,
0.0011116357054561377,
-0.02087823487818241,
-0.03303283452987671,
-0.043291978538036346,
-0.056465987116098404,
0.020992416888475418,
0.029103605076670647,
0.0014790889108553529,
0.02018691413104534,
0.015526298433542252,
0.001652059145271778,
0.00869804248213768,
-0.019969353452324867,
0.010384555906057358,
0.006977584678679705,
0.045672208070755005,
-0.015607979148626328,
0.04270324110984802,
0.008212681859731674,
-0.03567579761147499,
0.0026354447472840548,
0.012150296010077,
0.07314947247505188,
0.056828562170267105,
0.01514371670782566,
0.030168022960424423,
-0.01297824177891016,
-0.011285088025033474,
0.01685403101146221,
-0.037657491862773895,
-0.03171972930431366,
-0.007627879269421101,
-0.012323006987571716,
0.03936866298317909,
0.025728615000844002,
0.0016623855335637927,
-0.023417901247739792,
0.052475444972515106,
-0.05661694332957268,
-0.034611571580171585,
-0.0440119244158268,
-0.001825591898523271,
-0.0031215380877256393,
-0.01484924741089344,
0.029717281460762024,
-0.017191030085086823,
0.009701569564640522,
0.03683406487107277,
-0.023833798244595528,
-0.03310507535934448,
-0.012827524915337563,
0.06348873674869537,
-0.038175322115421295,
-0.008105774410068989,
0.0020179245620965958,
0.05188030004501343,
0.0075386217795312405,
0.0634133368730545,
-0.01764504425227642,
-0.02777641825377941,
0.028608785942196846,
-0.02024015784263611,
-0.01142382062971592,
-0.010268083773553371,
-0.009142238646745682,
-0.010804325342178345,
0.0016458967002108693,
-0.06628628075122833,
0.0362393781542778,
-0.06589280068874359,
0.039432499557733536,
0.06008068099617958,
-0.0004244865267537534,
0.002126026898622513,
0.0027309409342706203,
-0.029335971921682358,
0.03302089497447014,
-0.07649010419845581,
-0.03776702284812927,
-0.08415044844150543,
0.007873334921896458,
0.016608726233243942,
0.028370434418320656,
0.005048452410846949,
0.03574682027101517,
0.0017803000519052148,
0.026251474395394325,
0.01127328909933567,
0.03492894768714905,
0.001408864976838231,
-0.009720037691295147,
0.052427783608436584,
0.014341486617922783,
0.016330638900399208,
0.02349778078496456,
0.0226244255900383,
-0.0024920420255512,
0.049532245844602585,
-0.015634121373295784,
0.007771547418087721,
0.023948250338435173,
0.004948146175593138,
-0.013854427263140678,
-0.026238182559609413,
0.00798271968960762,
0.0602683499455452,
-0.015720488503575325,
-0.018539035692811012,
0.058108460158109665,
0.014591740444302559,
0.004997205920517445,
-0.01220838725566864,
-0.0035351980477571487,
0.03307545185089111,
0.08827518671751022,
-0.04099855571985245,
0.011121438816189766,
0.0035261015873402357,
-0.023721061646938324,
0.024810420349240303,
-0.07567523419857025,
-0.02565135806798935,
-0.04407216235995293,
0.005469656549394131,
0.03304960951209068,
-0.000022187656213645823,
0.030110318213701248,
-0.029679013416171074,
0.018779339268803596,
-0.011765535920858383,
-0.0007188486633822322,
0.01960778422653675,
0.04959527403116226,
-0.01691405288875103,
-0.0024236373137682676,
-0.002027286449447274,
-0.0015788880409672856,
0.015957826748490334,
-0.026333367452025414,
-0.03763139247894287,
0.05136054754257202,
0.036568183451890945,
-0.04514376074075699,
-0.041253361850976944,
0.00385983195155859,
0.018913084641098976,
-0.021491505205631256,
-0.031873926520347595,
0.011154349893331528,
-0.006420114077627659,
-0.050706032663583755,
0.012174752540886402,
-0.05544580519199371,
-0.011249394156038761,
-0.03772243484854698,
-0.004772992338985205,
-0.005673629697412252,
0.002734628040343523,
-0.013839278370141983,
0.030101537704467773,
-0.020323680713772774,
0.005375497508794069,
-0.042666587978601456,
-0.0640709325671196,
0.004525789525359869,
0.009881074540317059,
0.025147126987576485,
-0.0047359406016767025,
-0.012444054707884789,
0.06634380668401718,
0.05512388050556183,
-0.03962497413158417,
-0.02962702512741089,
-0.001945819123648107,
-0.04927966371178627,
-0.04173702746629715,
0.009875116869807243,
0.014316597953438759,
0.04603508487343788,
0.01315324753522873,
-0.02823580615222454,
0.05596204102039337,
0.022057434543967247,
0.007692950777709484,
0.004170714411884546,
0.05012209713459015,
-0.007132420781999826,
-0.014791269786655903,
0.02266169711947441,
0.022204404696822166,
-0.023571455851197243,
-0.0011200805893167853,
-0.02612180821597576,
0.015225752256810665,
0.0076789334416389465,
-0.06227729842066765,
-0.010049312375485897,
-0.016366343945264816,
0.035203125327825546,
-0.030876491218805313,
0.00624946691095829,
0.03045816160738468,
-0.03314417600631714,
0.01760326325893402,
-0.02796163596212864,
0.0795462429523468,
-0.020627537742257118,
-0.026087546721100807,
0.0558822937309742,
0.03066175989806652,
-0.009201091714203358,
0.057175591588020325,
-0.020285656675696373,
0.04556094482541084,
0.019034821540117264,
-0.05046258121728897,
-0.023147176951169968,
0.044924717396497726,
0.052782315760850906,
0.010019725188612938,
-0.02476412244141102,
-0.03671468794345856,
0.047011952847242355,
-0.038870733231306076,
0.005992127116769552,
-0.01551914494484663,
0.022752629593014717,
0.004805953707545996,
-0.0019295262172818184,
0.0028763674199581146,
0.012648255564272404,
0.00837793666869402,
-0.007333350367844105,
-0.02969968691468239,
0.004762798082083464,
0.01437460258603096,
0.014915013685822487,
-0.011787138879299164,
-0.06663310527801514,
0.049353986978530884,
0.005800922401249409,
0.019487129524350166,
-0.0005540281999856234,
0.0313800647854805,
-0.041669346392154694,
0.03046369180083275,
0.013928658328950405,
0.0051702032797038555,
-0.014189439825713634,
-0.004009856842458248,
0.036093827337026596,
-0.032007262110710144,
0.05042906850576401,
0.032020095735788345,
0.0028025819920003414,
-0.022908087819814682,
-0.04195905104279518,
-0.0002852795587386936,
0.05371982231736183,
0.04143236204981804,
0.032011087983846664,
0.01563425362110138,
-0.01231521274894476,
-0.021167129278182983,
0.014841866679489613,
0.049591679126024246,
0.01939452812075615,
0.047446031123399734,
-0.017855539917945862,
-0.012434839271008968,
0.0026931380853056908,
0.01908607967197895,
0.018382254987955093,
0.015234679915010929,
0.009302422404289246,
0.04040641337633133,
0.05568424612283707,
-0.05490068346261978,
0.045207805931568146,
-0.022131837904453278,
0.025919562205672264,
0.008143976330757141,
-0.004191861022263765,
-0.013690917752683163,
0.018483076244592667,
-0.009572884067893028,
0.043137744069099426,
0.009906302206218243,
-0.002691936446353793,
-0.021355172619223595,
0.03426935523748398,
-0.022147508338093758,
-0.032447732985019684,
-0.018854806199669838,
0.00955156795680523,
0.02906862646341324,
-0.029824335128068924,
-0.041733842343091965,
0.010165437124669552,
0.015061436221003532,
0.0287475548684597,
0.019647903740406036,
0.036005664616823196,
-0.11905112862586975,
-0.025038592517375946,
0.0603158101439476,
0.020419953390955925,
-0.0014063991839066148,
-0.01316680759191513,
-0.06808135658502579,
-0.02064628154039383,
-0.0011389350984245539,
-0.0038967663422226906,
0.007745840586721897,
0.0025042325723916292,
0.025517797097563744,
-0.014062325470149517,
-0.07185191661119461,
-0.018049512058496475,
-0.008199012838304043,
-0.027388552203774452,
0.042714979499578476,
-0.032660167664289474,
-0.053464047610759735,
-0.014364983886480331,
0.015918022021651268,
0.006965263746678829,
0.05834800377488136,
-0.03541610762476921,
-0.03762677311897278,
0.037230562418699265,
0.016618186607956886,
0.0029092116747051477,
-0.04119164124131203,
0.04378707706928253,
-0.00021306776034180075,
0.021901315078139305,
0.05729348585009575,
0.008798982948064804,
-0.022683007642626762,
0.04054627940058708,
0.024308685213327408,
-0.009178324602544308,
-0.018154138699173927,
-0.005849627312272787,
0.053793203085660934,
0.002979136072099209,
-0.006005410570651293,
0.06046313792467117,
0.021220257505774498,
-0.023811738938093185,
-0.0028897682204842567,
-0.07989322394132614,
-0.004244895186275244,
-0.0350780263543129,
-0.04108573496341705,
-0.06109868362545967,
-0.05144702270627022,
0.008475324138998985,
0.026152195408940315,
-0.0015948567306622863,
0.0020202198065817356,
-0.02833392657339573,
-0.011500263586640358,
0.027975700795650482,
0.012895642779767513,
-0.031061673536896706,
0.013051810674369335,
-0.0060354797169566154,
0.004350149538367987,
-0.009671117179095745,
-0.007732521742582321,
0.021691206842660904,
-0.007927537895739079,
0.0055196769535541534,
-0.014997413381934166,
-0.04020775482058525,
-0.009370686486363411,
-0.04073287919163704,
0.02694648504257202,
0.018198112025856972,
-0.023310814052820206,
0.00021268794080242515,
0.032068997621536255,
0.07425811886787415,
0.01411730982363224,
-0.02747104875743389,
-0.022410333156585693,
0.02802594006061554,
-0.039582159370183945,
-0.0028073275461792946,
0.020560603588819504,
0.04386185109615326,
-0.01186260487884283,
0.027010351419448853,
-0.06264900416135788,
-0.03178352490067482,
0.01527867466211319,
0.00700397789478302,
-0.05451033636927605,
-0.025446387007832527,
-0.05883371829986572,
-0.010512133128941059,
0.009622445330023766,
-0.012303591705858707,
0.026312395930290222,
-0.03928465023636818,
-0.012529962696135044,
-0.012596264481544495,
0.01748887076973915,
0.07590142637491226,
-0.04199671000242233,
-0.007852494716644287,
0.01168700959533453,
-0.04837314784526825,
-0.008443938568234444,
0.0030664841178804636,
-0.025686483830213547,
-0.039535753428936005,
-0.003703775815665722,
-0.04606174677610397,
0.030503476038575172,
0.03968626260757446,
0.00016716944810468704,
-0.04159989207983017,
-0.005939793772995472,
0.0015125200152397156,
0.031526289880275726,
-0.0349629707634449,
0.011096450500190258,
-0.03796654939651489,
-0.005952427629381418,
-0.01464586891233921,
0.027502013370394707,
0.017525415867567062,
-0.03032727912068367,
0.012999972328543663,
-0.006536219734698534,
-0.01398081798106432,
0.04222158342599869,
0.028773827478289604,
-0.03511705622076988,
0.05372683331370354,
0.0062313624657690525,
0.004038634244352579,
0.06285001337528229,
0.010200537741184235,
0.01941405050456524,
0.000649338704533875,
0.04794737324118614,
-0.04246427118778229,
-0.05355944111943245,
-0.05312693491578102,
0.024223238229751587,
0.02143845334649086,
0.0031827648635953665,
0.023003635928034782,
0.05819958075881004,
-0.002223328221589327,
0.03677584230899811,
-0.059035707265138626,
-0.009868238121271133,
0.012817498296499252,
0.011445931158959866,
0.07387594878673553,
-0.004589735064655542,
-0.007620394229888916,
0.03686126694083214,
0.014364060945808887,
0.03559624403715134,
0.04699999466538429,
-0.0018284255638718605,
0.0010200736578553915,
0.0037435826379805803,
-0.05005350708961487,
-0.04593805968761444,
-0.0009702325914986432,
-0.022501369938254356,
0.004980191588401794,
-0.0113604087382555,
-0.034002356231212616,
0.05990034341812134,
0.03200587257742882,
0.013998947106301785,
-0.028174905106425285,
-0.03667803108692169,
-0.052206311374902725,
0.03407397121191025,
0.010349485091865063,
-0.0015599216567352414,
0.03723563998937607,
0.04484240710735321,
0.03086802549660206,
-0.01316130068153143,
0.03356723114848137,
-0.040608927607536316,
-0.06619544327259064,
-0.03737097606062889,
-0.045659422874450684,
-0.02010505646467209,
0.038634829223155975,
-0.01362746674567461,
-0.02624468319118023,
0.01352197490632534,
-0.02533709444105625,
0.009979584254324436,
0.016203459352254868,
0.00601918762549758,
-0.027879098430275917,
0.01804797723889351,
0.012502236291766167,
0.013275484554469585,
-0.017684217542409897,
-0.029123937711119652,
0.15514850616455078,
0.03423801809549332,
0.039294321089982986,
-0.008331065066158772,
0.000004618908860720694,
0.027613896876573563,
0.008740559220314026,
-0.012829342857003212,
-0.04463104531168938,
0.029900865629315376,
-0.01333365123718977,
0.03996073082089424,
0.001387295313179493,
0.02255980484187603,
0.007384658791124821,
0.04377738758921623,
-0.03867927938699722,
-0.0040664575062692165,
0.0016839917516335845,
0.01113603264093399,
0.011344397440552711,
-0.0054642618633806705,
-0.04646003246307373,
0.009448934346437454,
0.05959150195121765,
-0.02267656847834587,
-0.028442032635211945,
0.009463759139180183,
0.0101895397529006,
0.034196887165308,
-0.026380890980362892,
0.001451497315429151,
-0.008788473904132843,
0.026784375309944153,
-0.0012625728268176317,
0.014345546253025532,
0.009620841592550278,
-0.07063448429107666,
0.009437855333089828,
0.0072016227059066296,
-0.02583502233028412,
-0.0008593059028498828,
-0.01124743651598692,
-0.0023828342091292143,
-0.018729686737060547,
-0.012128284201025963,
-0.03996100649237633,
0.06986897438764572,
-0.0030856903176754713,
-0.02913096733391285,
0.0018835016526281834,
-0.0017753740539774299,
0.004830744117498398,
-0.04828142374753952,
-0.00949260126799345,
-0.006068298127502203,
0.01619770936667919,
-0.007777808234095573,
0.012280113063752651,
0.027794519439339638,
0.012005356140434742,
0.02749255672097206,
-0.01752043329179287,
0.03868002071976662,
-0.012203986756503582,
-0.04705683887004852,
-0.008610079064965248,
0.028379321098327637,
0.00041447216062806547,
0.04402617737650871,
0.024848513305187225,
0.022389715537428856,
-0.01176065020263195,
-0.025794364511966705,
0.007722342852503061,
0.007723634131252766,
0.04101007804274559,
-0.002280172659084201,
0.0012063932372257113,
0.03126463294029236,
-0.07888802886009216,
-0.02638847939670086,
-0.03538306802511215,
-0.027970613911747932,
-0.03450094163417816,
0.007896684110164642,
-0.016246933490037918,
0.054178718477487564,
0.052424702793359756,
0.015028241090476513,
0.013874305412173271,
0.07301110774278641,
-0.004235872067511082,
-0.019077176228165627,
-0.030111845582723618,
-0.05449545010924339,
-0.0436025895178318,
0.015301729552447796,
-0.0017697106814011931,
0.06368739902973175,
0.025834474712610245,
-0.007234761957079172,
0.005199591629207134,
0.03386031463742256,
0.0166719201952219,
-0.00004826787699130364,
0.000283428787952289,
-0.02749629132449627,
0.013145443052053452,
0.0036371194291859865,
-0.011510387994349003,
-0.06527353823184967,
0.021641135215759277,
-0.03360456973314285,
-0.01886136271059513,
0.02329414151608944,
-0.024218348786234856,
-0.034768249839544296,
0.00651351036503911,
-0.013871116563677788,
0.02686198055744171,
0.0030526467598974705,
-0.054617807269096375,
-0.058496277779340744,
-0.04297265782952309,
-0.03995301201939583,
-0.039987578988075256,
0.0010035159066319466,
-0.0005662563489750028,
-0.03513176739215851,
-0.011885713785886765,
0.03680841624736786,
-0.017762107774615288,
0.017752842977643013,
0.010433931834995747,
0.016628682613372803,
0.0239794310182333,
0.06092115864157677,
-0.0007516197510994971,
-0.029788047075271606,
0.013940492644906044,
-0.037521038204431534,
-0.022083090618252754,
-0.0019742916338145733,
-0.00044090274604968727,
0.04247692599892616,
-0.028087936341762543,
0.0015322859399020672,
-0.06294569373130798,
0.06590615212917328,
-0.04871044680476189,
0.045430317521095276,
-0.02018783986568451,
0.023311080411076546,
0.0018507911590859294,
-0.0297133456915617,
-0.008363733068108559,
0.04585869982838631,
-0.017568103969097137,
-0.011969818733632565,
0.045355554670095444,
0.007996141910552979,
-0.0026807833928614855,
0.008153296075761318,
-0.029578758403658867,
0.01381733175367117,
-0.011622725054621696,
0.0057319034822285175,
-0.03922026976943016,
0.0467413067817688,
-0.008821538649499416,
0.005212488584220409,
0.016992881894111633,
0.02567397430539131,
-0.08757466077804565,
-0.01244540885090828,
0.012252516113221645,
0.058834508061409,
-0.005218688398599625,
-0.018836595118045807,
0.02013111487030983,
0.015758691355586052,
-0.04524430260062218,
0.012317902408540249,
0.022258300334215164,
0.015294363722205162,
-0.03930514305830002,
0.03164968267083168,
-0.04429027438163757,
-0.014654923230409622,
0.056211840361356735,
0.0021518117282539606,
0.01027789618819952,
0.0232208464294672,
0.033656999468803406,
-0.05354698747396469,
-0.03938162699341774,
0.013023674488067627,
-0.001778814592398703,
-0.057481423020362854,
-0.016495436429977417,
-0.02191111072897911,
0.014925765804946423,
-0.010184545069932938,
-0.04223039373755455,
0.008748098276555538,
0.035523273050785065,
0.037897925823926926,
-0.007530178874731064,
0.05756048113107681,
0.0005307710380293429,
0.04281995818018913,
-0.030522659420967102,
-0.037910331040620804,
0.003591300221160054,
-0.014116613194346428,
-0.02880012057721615,
0.05166422203183174,
0.030125712975859642,
-0.018706049770116806,
-0.01480646338313818,
-0.02328881062567234,
-0.008926313370466232,
-0.015307314693927765,
0.017720144242048264,
0.008127900771796703,
-0.005048014223575592,
-0.00942560750991106,
-0.020441293716430664,
-0.012751433998346329,
0.01602434553205967,
0.06325702369213104,
0.03548070415854454,
-0.033927224576473236,
0.01243515033274889,
-0.013373314402997494,
-0.05323662981390953,
-0.00546120572835207,
-0.0055632092989981174,
-0.018110016360878944,
-0.058940738439559937,
-0.018550962209701538,
-0.015806714072823524,
-0.0039014816284179688,
-0.005645043216645718,
0.019789615646004677,
-0.04763716459274292,
0.05439610034227371,
0.01795101910829544,
-0.00989976990967989,
0.005154157988727093,
-0.01206195168197155,
0.03355615958571434,
-0.06411577016115189,
0.062007371336221695,
-0.0028556780889630318,
0.014362320303916931,
-0.0449238196015358,
-0.00907815434038639,
-0.02564479038119316,
0.058321088552474976,
0.03314831852912903,
-0.007038279436528683,
0.016562050208449364,
-0.0011738769244402647,
0.020095430314540863,
0.00339511432684958,
-0.005022916477173567,
0.05822443589568138,
0.0012201020726934075,
-0.012718248181045055,
0.03916332125663757,
-0.009136449545621872,
0.04165269061923027,
0.011913818307220936,
-0.018166227266192436,
0.0020388734992593527,
-0.0427529476583004,
0.021817391738295555,
0.02111656963825226,
0.027861667796969414,
-0.03599366545677185,
-0.016693836078047752,
0.030903229489922523,
-0.037661466747522354,
0.02135731466114521,
0.020268885418772697,
0.009310517460107803,
-0.04513407126069069,
0.02627493254840374,
-0.038058891892433167,
-0.012029979377985,
0.04963051900267601,
-0.008872047998011112,
0.03475584089756012,
-0.07264614850282669,
0.004642311483621597,
-0.01719551719725132,
-0.029328681528568268,
-0.0012972125550732017,
0.05288925766944885,
-0.00422893650829792,
0.0368601456284523,
-0.0037786844186484814,
0.0007960257353261113,
-0.0026991209015250206,
0.005164142698049545,
0.01714872196316719,
0.040436387062072754,
0.02367899939417839,
-0.00745102483779192,
-0.0037936472799628973,
0.023502610623836517,
-0.027591539546847343,
0.01024867594242096,
-0.017302505671977997,
0.03944532573223114,
0.013710333034396172,
0.004728126805275679,
0.03770674765110016,
0.030186839401721954,
0.005911600310355425,
0.017132161185145378,
0.008189964108169079,
0.03193465620279312,
-0.022108661010861397,
-0.029682094231247902,
-0.06463830173015594,
-0.05016498640179634,
0.02232983149588108,
0.022524643689393997,
-0.05416436120867729,
0.022469371557235718,
-0.0007770843803882599,
0.0646197721362114,
-0.003586773294955492,
0.0004727620689664036,
0.01227013859897852,
-0.0412663035094738,
0.02378961257636547,
-0.00779540091753006,
0.02362005040049553,
0.02265823818743229,
0.02798941358923912,
-0.004438639152795076,
-0.02837158925831318,
-0.015493970364332199,
0.02464458718895912,
0.020712589845061302,
-0.03009502962231636,
-0.011301534250378609,
0.004043646156787872,
0.025847328826785088,
-0.016339587047696114,
-0.04255089908838272,
-0.025706687942147255,
0.012433044612407684,
-0.009254307486116886,
-0.02917923964560032
] |
<p>I'm writing a proposal for a restrospective cohort study using registry data. Am I right to think of the registry data as the whole population?</p>
<p>If it is the population, then am I right in thinking there is no need to calculate required sample size (as is required for other cohort studies) or confidence intervals?</p>
<p>If it is a sample, what would be the study population, and how would I go about calculating sample size?</p>
<p>Additionally, with this in mind, how do I treat missing data? If there are 1000 heart transplant patients in a registry but only 500 of them have complete data (i.e. all the variables have values), do I treat these 500 patients as a sample? Furthermore, if it is a sample, it isn't random. Therefore is it worth calculating the confidence intervals from this actual sample size?</p> | 73,404 | [
-0.037867967039346695,
-0.015947984531521797,
-0.011033492162823677,
0.007130007725208998,
0.034908466041088104,
0.00914252083748579,
-0.011213278397917747,
-0.04316622018814087,
0.005680156406015158,
-0.0006304655107669532,
0.04115577042102814,
0.025696849450469017,
0.039785873144865036,
0.004006661009043455,
-0.02228289656341076,
0.026330197229981422,
-0.0455997996032238,
0.003855586750432849,
-0.014893434010446072,
-0.0007067471160553396,
0.015904635190963745,
-0.0202789269387722,
0.01190263032913208,
-0.02602451853454113,
-0.02097378857433796,
0.037477899342775345,
0.03961684927344322,
-0.04927663505077362,
0.030836379155516624,
0.039528343826532364,
-0.06510674953460693,
-0.028041137382388115,
0.031054450199007988,
0.04003334045410156,
0.008143124170601368,
0.02243710309267044,
-0.05379336327314377,
-0.017573758959770203,
0.04476131498813629,
0.033960822969675064,
-0.035929158329963684,
-0.013519203290343285,
0.008112422190606594,
0.003702957648783922,
0.015496651642024517,
0.019476579502224922,
-0.02178085967898369,
-0.029614385217428207,
-0.00850482564419508,
-0.031221121549606323,
0.036569155752658844,
-0.0012628426775336266,
0.0332871749997139,
0.002258202526718378,
0.014393781311810017,
-0.0032628532499074936,
0.027873028069734573,
0.0247833039611578,
-0.0048490832559764385,
-0.02588752657175064,
-0.03330770879983902,
-0.022055909037590027,
-0.003341940464451909,
-0.024867655709385872,
-0.005293507128953934,
0.00703600887209177,
-0.006147002335637808,
0.004380521364510059,
0.04148295149207115,
-0.004293100442737341,
0.001662379945628345,
0.013089318759739399,
0.0030751752201467752,
-0.014487067237496376,
0.04215163365006447,
-0.022904707118868828,
0.016657311469316483,
0.022197231650352478,
0.04531071335077286,
0.023218512535095215,
-0.01670152321457863,
0.006107634399086237,
0.032624565064907074,
0.038184039294719696,
0.017504749819636345,
-0.005868489388376474,
0.04492490366101265,
-0.029028166085481644,
0.06862707436084747,
-0.011770942248404026,
0.01054907962679863,
-0.0023177149705588818,
0.007964733056724072,
-0.011387882754206657,
-0.06395894289016724,
0.02542605809867382,
-0.02883746288716793,
0.060337334871292114,
-0.03831513598561287,
-0.00019812727987300605,
-0.02279144711792469,
-0.042168159037828445,
0.0388975590467453,
0.03204723447561264,
-0.046212971210479736,
0.0023659721482545137,
-0.008235695771872997,
-0.024311376735568047,
0.0016095523023977876,
-0.022569872438907623,
-0.02659430354833603,
0.022857408970594406,
0.039438117295503616,
0.01759880594909191,
0.04136337712407112,
0.020589271560311317,
0.002821867587044835,
-0.015760019421577454,
0.06362289935350418,
0.04916277155280113,
0.06462185829877853,
-0.009861735627055168,
0.029858900234103203,
-0.023734094575047493,
-0.048970796167850494,
0.03062378242611885,
-0.01589507795870304,
-0.015204879455268383,
-0.0613359771668911,
0.05376754328608513,
0.0031347095500677824,
-0.0006672819727100432,
0.049244266003370285,
0.02075657807290554,
0.045498576015233994,
-0.007626678328961134,
-0.08121675997972488,
-0.035454161465168,
0.011097494512796402,
0.00858059711754322,
-0.017548413947224617,
-0.06540007889270782,
0.02911456674337387,
-0.02445685863494873,
0.04381658509373665,
0.012023166753351688,
0.03719349950551987,
0.02759024128317833,
0.025423849001526833,
0.02168651856482029,
-0.02253779023885727,
-0.002806168282404542,
-0.02094193920493126,
-0.012441635131835938,
-0.02749834768474102,
-0.09914198517799377,
0.01895166002213955,
0.020956993103027344,
-0.010545887984335423,
-0.01988554187119007,
-0.004632565658539534,
-0.02463773638010025,
-0.04133697226643562,
-0.025866620242595673,
0.022912565618753433,
-0.01894989050924778,
0.06146971508860588,
-0.04026429355144501,
0.03374628722667694,
0.02972915954887867,
0.014040891081094742,
0.018974266946315765,
0.029168618842959404,
0.05098084732890129,
0.034277621656656265,
0.003343579126521945,
0.011673983186483383,
-0.005127458833158016,
0.012794421054422855,
0.010936195962131023,
-0.03323446959257126,
-0.040044646710157394,
0.02869982272386551,
0.01679369807243347,
0.03792677819728851,
0.038889821618795395,
0.027567626908421516,
-0.013714673928916454,
0.06684918701648712,
-0.03980030491948128,
-0.04473753646016121,
-0.07372388988733292,
-0.01199272833764553,
-0.0047905463725328445,
-0.048542194068431854,
-0.015750600025057793,
-0.0010238352697342634,
0.013947964645922184,
0.02426404133439064,
0.004877583589404821,
0.0018009990453720093,
-0.022529227659106255,
0.01848784275352955,
-0.03536704555153847,
0.014343883842229843,
0.052396226674318314,
0.04300330951809883,
-0.02500172145664692,
0.05786113440990448,
-0.021994367241859436,
-0.06571555137634277,
-0.03496631979942322,
-0.035783279687166214,
0.026257986202836037,
-0.014338585548102856,
-0.025817593559622765,
-0.01139041967689991,
-0.01302102766931057,
-0.017968179658055305,
0.054962772876024246,
-0.01877707801759243,
0.08367573469877243,
0.03675219044089317,
-0.03113924153149128,
0.004448626656085253,
0.01536211185157299,
0.025077590718865395,
0.00042021501576527953,
-0.0022384794428944588,
-0.014114033430814743,
-0.060591500252485275,
0.02666424959897995,
0.04747181758284569,
-0.048035912215709686,
-0.03172709420323372,
-0.03154502809047699,
0.06441070884466171,
0.006821761839091778,
0.025333957746624947,
-0.006573856342583895,
-0.02594427764415741,
-0.030555646866559982,
0.019931653514504433,
0.03588110953569412,
0.008585087954998016,
0.012813938781619072,
-0.012824094854295254,
-0.011549318209290504,
0.029030252248048782,
0.005238308571279049,
0.019441615790128708,
0.06316249072551727,
-0.004814582876861095,
0.012825031764805317,
-0.01952924206852913,
-0.041759077459573746,
0.03172799572348595,
-0.02384086325764656,
0.01311006210744381,
0.021349245682358742,
-0.01916147582232952,
0.011544546112418175,
0.02140575647354126,
-0.019602829590439796,
0.014956267550587654,
0.04540862888097763,
-0.029159754514694214,
-0.003628646256402135,
0.0009111713734455407,
-0.05417477339506149,
-0.0020710935350507498,
-0.02602967619895935,
-0.06478100270032883,
-0.04478054121136665,
-0.004858570173382759,
0.05046073719859123,
-0.01748383417725563,
0.06940633058547974,
-0.03330620750784874,
-0.043201297521591187,
0.013279820792376995,
-0.02257264219224453,
0.013674869202077389,
0.02554415352642536,
-0.06228842958807945,
0.007639789022505283,
0.002321066102012992,
-0.02459784969687462,
0.009175860323011875,
-0.0009720272500999272,
0.014201721176505089,
0.0192366112023592,
-0.007305143401026726,
-0.048997342586517334,
-0.04062063619494438,
0.01670951582491398,
0.030375303700566292,
-0.019192352890968323,
-0.0058827525936067104,
0.05846838280558586,
0.017091946676373482,
-0.010990532115101814,
-0.008656392805278301,
-0.024140682071447372,
-0.031693581491708755,
-0.03177889436483383,
-0.0011474430793896317,
0.029819190502166748,
-0.022106962278485298,
-0.0008611876983195543,
0.012181863188743591,
0.012956180609762669,
-0.011281845159828663,
-0.048448558896780014,
-0.06280963867902756,
0.05644398555159569,
-0.02111457847058773,
0.04149859398603439,
0.01792374812066555,
-0.01632346585392952,
0.07433880120515823,
0.022098137065768242,
0.014413065277040005,
-0.0019465143559500575,
-0.008968527428805828,
0.0221864040941,
0.009980494156479836,
0.015122991055250168,
0.021614814177155495,
-0.042140427976846695,
-0.016313940286636353,
-0.006442421115934849,
0.023783082142472267,
0.020461201667785645,
0.020933931693434715,
0.025459174066781998,
-0.010410400107502937,
0.0015664295060560107,
0.011301892809569836,
0.03314737603068352,
0.004999171011149883,
-0.036898449063301086,
0.004397497978061438,
-0.047910843044519424,
0.04819595813751221,
0.036019209772348404,
-0.10955661535263062,
-0.02133893594145775,
-0.0390377901494503,
-0.006358050275593996,
-0.012226518243551254,
0.0026428094133734703,
0.036688778549432755,
-0.04320969060063362,
0.009711593389511108,
0.033815689384937286,
0.032924722880125046,
-0.009374287910759449,
-0.03549269959330559,
0.04105726629495621,
0.028755659237504005,
-0.023492107167840004,
0.005162355024367571,
-0.024640310555696487,
-0.02687075361609459,
0.007452946621924639,
-0.010800843127071857,
0.0045493901707232,
0.035471443086862564,
0.08021865785121918,
0.043527062982320786,
-0.04866700619459152,
-0.03308138996362686,
0.009147240780293941,
-0.06818873435258865,
-0.0067789009772241116,
-0.001276781433261931,
0.04600534588098526,
-0.02851817011833191,
0.03798896446824074,
0.006395015399903059,
-0.03344704210758209,
0.013169640675187111,
0.029862351715564728,
-0.03950314596295357,
0.003845911007374525,
-0.03440321981906891,
-0.02430390939116478,
0.00886791106313467,
-0.015832822769880295,
0.05871151387691498,
0.042587317526340485,
-0.0036900017876178026,
-0.024392157793045044,
0.019577324390411377,
-0.03739583119750023,
0.013869560323655605,
-0.019055528566241264,
-0.012646839953958988,
0.02986556477844715,
-0.005038129165768623,
-0.005164699628949165,
-0.004262263420969248,
0.017495421692728996,
0.045649122446775436,
0.046912722289562225,
-0.019152561202645302,
-0.030736062675714493,
0.024286899715662003,
0.01654249057173729,
0.05796828493475914,
0.04790601134300232,
0.033426571637392044,
-0.05532286688685417,
0.0376867912709713,
-0.02008765935897827,
0.038497451692819595,
0.002336207078769803,
-0.001840329496189952,
-0.0025219267699867487,
-0.02588975988328457,
0.0108097018674016,
-0.009789961390197277,
0.01392007153481245,
0.022689657285809517,
-0.0357830673456192,
0.07927022129297256,
0.002897213911637664,
-0.0418417863547802,
0.0034083123318850994,
0.07594352960586548,
0.0006037261919118464,
0.01117126177996397,
-0.03806869685649872,
0.014796932227909565,
-0.020757688209414482,
-0.0036490806378424168,
0.049377162009477615,
0.025429507717490196,
0.0032805949449539185,
0.012450193986296654,
0.02482137270271778,
-0.02797151729464531,
-0.04955613240599632,
-0.01795964688062668,
0.038345497101545334,
0.04754757881164551,
0.015801038593053818,
-0.031073272228240967,
0.05179438367486,
0.017310122027993202,
0.03163731098175049,
0.04932548850774765,
0.017702840268611908,
-0.11261343955993652,
0.014909305609762669,
0.04653181880712509,
0.0455910749733448,
-0.04859885573387146,
-0.026350151747465134,
-0.046816349029541016,
0.003186665242537856,
0.03014329820871353,
-0.027448900043964386,
-0.02335716411471367,
-0.008106342516839504,
0.019499722868204117,
-0.012097391299903393,
-0.02449174039065838,
-0.000856131489854306,
-0.0006298942025750875,
-0.02631787769496441,
0.002888764487579465,
-0.006736460141837597,
0.004813844803720713,
-0.009275760501623154,
0.0005503891152329743,
0.022267259657382965,
0.06500402092933655,
-0.04254365339875221,
-0.01109043974429369,
0.025610096752643585,
0.0340142548084259,
-0.027477972209453583,
-0.06337721645832062,
0.0043456582352519035,
-0.0073199342004954815,
0.015794958919286728,
0.045091044157743454,
0.011506203562021255,
-0.03917169198393822,
0.002349578309804201,
0.045669060200452805,
-0.028086815029382706,
0.00110350688919425,
-0.02577780745923519,
0.027553709223866463,
0.000009079919436771888,
0.018820801749825478,
0.04982991889119148,
0.025896668434143066,
0.018353736028075218,
-0.0073508620262146,
-0.029780445620417595,
0.024022288620471954,
-0.04824701324105263,
-0.024194998666644096,
-0.06951645761728287,
-0.011412410996854305,
-0.011187766678631306,
0.0024757906794548035,
-0.004826246295124292,
0.02162362076342106,
-0.03253693878650665,
-0.029751760885119438,
0.019331414252519608,
0.017096469178795815,
-0.011858559213578701,
0.007407901808619499,
-0.022330068051815033,
0.011727657169103622,
-0.012309332378208637,
-0.01421989407390356,
-0.0005502908024936914,
-0.0039070299826562405,
0.009039807133376598,
0.018254509195685387,
-0.04733866825699806,
-0.006826343014836311,
-0.06195893883705139,
-0.05556907132267952,
0.02641911432147026,
-0.015055042691528797,
0.022653967142105103,
-0.002014457480981946,
0.044034454971551895,
-0.018245013430714607,
-0.04260553792119026,
0.009568393230438232,
0.007813085801899433,
0.009359823539853096,
0.024184711277484894,
-0.03718699887394905,
0.02286789007484913,
0.005947676487267017,
0.02251777984201908,
-0.08129038661718369,
-0.07548005878925323,
0.04400629922747612,
0.005347051192075014,
-0.03922165185213089,
-0.007367081008851528,
0.004884004592895508,
-0.019900701940059662,
-0.025959044694900513,
-0.01595999300479889,
0.04085179790854454,
0.00873585231602192,
-0.00883640255779028,
-0.011564196087419987,
-0.007960150018334389,
0.07546266168355942,
-0.012086882255971432,
-0.006640078034251928,
0.037375859916210175,
-0.036098379641771317,
0.00041645963210612535,
-0.003056106623262167,
0.025009553879499435,
-0.019952839240431786,
-0.003527552355080843,
-0.04857983440160751,
0.012969126924872398,
0.04564250633120537,
-0.007307287771254778,
0.009479058906435966,
0.01967635378241539,
-0.028288522735238075,
0.019189510494470596,
-0.052909888327121735,
-0.025865893810987473,
0.006572634447365999,
0.048560842871665955,
0.005407681223005056,
0.028288723900914192,
0.02447734773159027,
0.012032095342874527,
0.020427517592906952,
0.007848765701055527,
-0.010057348757982254,
0.0511709488928318,
0.03369501233100891,
-0.025013402104377747,
0.021012455224990845,
-0.017902206629514694,
-0.016051780432462692,
0.01647227443754673,
0.01863127201795578,
-0.026357034221291542,
0.01208270899951458,
-0.0032952381297945976,
-0.04512690007686615,
-0.03490312024950981,
-0.038579218089580536,
0.005272914655506611,
0.061490848660469055,
-0.02193494141101837,
0.025089513510465622,
0.023393508046865463,
-0.011401912197470665,
-0.00220188545063138,
0.00220078369602561,
-0.01687472127377987,
-0.0009778294479474425,
0.016789764165878296,
0.011323712766170502,
-0.015581809915602207,
-0.0361628420650959,
0.05197245255112648,
0.00276884064078331,
0.012266327627003193,
0.021289145573973656,
0.015635734423995018,
0.04439537972211838,
-0.017803309485316277,
-0.02486165054142475,
-0.021899832412600517,
0.017477335408329964,
-0.022183096036314964,
-0.004810204729437828,
-0.026407582685351372,
-0.016741279512643814,
0.06412924826145172,
0.013274522498250008,
0.04434569552540779,
-0.0024161669425666332,
-0.01027711946517229,
-0.040276773273944855,
0.004417875315994024,
0.04483551159501076,
0.02861233986914158,
0.040917541831731796,
-0.04331373795866966,
0.03620884194970131,
0.009189684875309467,
0.009576509706676006,
-0.044742561876773834,
-0.08106538653373718,
-0.03329279273748398,
-0.011005228385329247,
-0.04700065404176712,
0.04095970094203949,
0.04742954298853874,
-0.014433580450713634,
-0.009228333830833435,
-0.02102084271609783,
0.005434712395071983,
0.017897432669997215,
0.05691203474998474,
-0.02255024015903473,
0.07902351766824722,
0.04665374383330345,
0.014601284638047218,
0.0041407812386751175,
0.03045487403869629,
0.11615610122680664,
0.06728312373161316,
0.011637339368462563,
-0.05236060917377472,
0.005051476880908012,
0.009079878218472004,
0.005536626558750868,
0.017212724313139915,
0.036413129419088364,
0.004559837747365236,
-0.04342886433005333,
0.08093234151601791,
0.025824135169386864,
-0.02033807709813118,
-0.007255273405462503,
0.055558010935783386,
0.012921013869345188,
-0.0410640574991703,
-0.010336085222661495,
-0.019426871091127396,
-0.001455041579902172,
-0.022158462554216385,
-0.036673516035079956,
0.023455815389752388,
0.026699481531977654,
-0.03142701834440231,
-0.016561046242713928,
-0.0034176826011389494,
-0.021434301510453224,
0.041987475007772446,
-0.00632411427795887,
0.031992457807064056,
0.01664840057492256,
0.03513118252158165,
-0.04095529392361641,
-0.020058264955878258,
-0.014340040273964405,
-0.035819292068481445,
-0.008820717222988605,
0.03548145666718483,
-0.055684514343738556,
0.00004678684854297899,
-0.012384668923914433,
0.01864137127995491,
-0.06240610405802727,
-0.03538236394524574,
-0.008991784416139126,
0.018150432035326958,
0.007332239765673876,
0.04407556354999542,
-0.05426626279950142,
-0.012930751778185368,
-0.005600213073194027,
-0.03837587311863899,
-0.007576932664960623,
0.014000671915709972,
0.002728709252551198,
-0.010595368221402168,
-0.02495628409087658,
-0.028958631679415703,
0.02997244894504547,
-0.044150952249765396,
0.017260421067476273,
0.041976235806941986,
-0.028957026079297066,
-0.017670759931206703,
-0.032578837126493454,
0.003208692418411374,
0.004787779413163662,
0.019809866324067116,
0.002440432319417596,
0.032225705683231354,
-0.0318773090839386,
-0.0024624646175652742,
0.0260726660490036,
0.018580950796604156,
0.03698727488517761,
-0.018139511346817017,
0.005864008795469999,
-0.0042685880325734615,
-0.051021695137023926,
0.029469000175595284,
-0.0008082929416559637,
-0.0326475091278553,
-0.02313089556992054,
-0.012905560433864594,
-0.0011038758093491197,
0.03984900563955307,
-0.03151300176978111,
0.005088722333312035,
0.014400594867765903,
0.036364100873470306,
-0.02321866899728775,
-0.020542675629258156,
-0.0303654745221138,
0.013389809988439083,
-0.02009022794663906,
0.0020949835889041424,
-0.01788952201604843,
0.030286403372883797,
0.006224282085895538,
0.03379124775528908,
0.016056355088949203,
0.02794668637216091,
0.027723902836441994,
0.03530152142047882,
-0.0002927681489381939,
-0.0682656466960907,
0.00999944657087326,
-0.019609881564974785,
0.015054558403789997,
-0.05314356088638306,
-0.023456841707229614,
-0.012748531065881252,
-0.0357612743973732,
0.018723631277680397,
-0.005371791310608387,
-0.018417298793792725,
0.02030734159052372,
-0.027969935908913612,
-0.008253215812146664,
-0.012016314081847668,
-0.005792143288999796,
-0.038761816918849945,
-0.023423533886671066,
0.017673630267381668,
-0.006653668358922005,
-0.011733220890164375,
-0.009347536601126194,
-0.005252115428447723,
0.03167014941573143,
0.004853223916143179,
-0.018517090007662773,
-0.033425480127334595,
0.039045095443725586,
-0.01319457683712244,
-0.007547431159764528,
0.02960660494863987,
-0.04461429640650749,
0.011908089742064476,
0.051490847021341324,
-0.055360257625579834,
-0.02528638392686844,
0.002863231347873807,
-0.00847786758095026,
0.0430767759680748,
0.0339510515332222,
-0.022417303174734116,
-0.0022317329421639442,
0.02821432612836361,
-0.04952560365200043,
-0.01964108645915985,
-0.038645051419734955,
0.02384508214890957,
0.00924383383244276,
0.005589123349636793,
0.006102248560637236,
0.013809103518724442,
0.015201372094452381,
0.04679317772388458,
0.03496403992176056,
-0.00874291080981493,
0.006814248859882355,
0.02276485040783882,
0.06525086611509323,
0.008716044947504997,
0.0014082167763262987,
0.02941424772143364,
0.03164231777191162,
0.06249074265360832,
0.0026928193401545286,
0.05028607323765755,
-0.006800017785280943,
0.022825395688414574,
-0.08133482933044434,
-0.045295290648937225,
-0.03008056804537773,
0.026252003386616707,
0.01510065421462059,
-0.007615214213728905,
-0.03829533979296684,
0.012456397525966167,
-0.04719432443380356,
0.022792311385273933,
-0.028089402243494987,
-0.00010961643420159817,
-0.03759782388806343,
0.020566748455166817,
-0.004094378557056189,
0.02045634016394615,
0.03195653483271599,
0.030399063602089882,
0.019960522651672363,
0.0197293758392334,
0.047660425305366516,
0.005772687029093504,
-0.013232049532234669,
0.0398726761341095,
-0.00937629770487547,
-0.0840347558259964,
-0.012191465124487877,
-0.02537224255502224,
-0.05281220003962517,
0.0185877475887537,
-0.004310326185077429,
0.06274436414241791,
0.03912907466292381,
0.03471671789884567,
-0.01659982092678547,
0.04818115755915642,
0.04840192198753357,
-0.00891103781759739,
-0.01190570555627346,
0.014041107147932053,
0.015819810330867767,
0.04878474399447441,
-0.009976672008633614,
0.03163093328475952,
0.06022720783948898,
-0.033900078386068344,
0.015598403289914131,
0.016318591311573982,
-0.024534273892641068,
-0.029567386955022812,
0.009876222349703312,
-0.0003911800740752369,
-0.029817966744303703,
0.003282018704339862,
0.03126341104507446,
-0.04863911494612694,
0.024557117372751236,
0.050557225942611694,
-0.0112874461337924,
0.011196442879736423,
-0.0016240786062553525,
-0.04806416109204292,
-0.029507385566830635,
0.009547133930027485,
0.017290165647864342,
-0.008667411282658577,
-0.04838791862130165,
-0.003913399297744036,
-0.014802316203713417,
-0.025822987779974937,
-0.0006991266272962093,
0.017750270664691925,
-0.014692231081426144,
0.0547616071999073,
-0.013254773803055286,
-0.010087613947689533,
-0.0015133528504520655,
-0.017455123364925385,
0.012022454291582108,
-0.05272190645337105,
0.045874014496803284,
0.01812918670475483,
-0.034825582057237625,
-0.06169396638870239,
-0.003633607644587755,
-0.01532450970262289,
0.009868997149169445,
0.04305041953921318,
0.03199153020977974,
0.018248964101076126,
-0.04636922851204872,
0.014388377778232098,
0.023702464997768402,
-0.055347688496112823,
0.04242129996418953,
-0.036211464554071426,
-0.013322612270712852,
0.0004034833691548556,
-0.011192569509148598,
-0.023049216717481613,
-0.016793273389339447,
0.020831113681197166,
-0.017155170440673828,
0.057654909789562225,
0.00960972998291254,
0.01405089907348156,
0.03726267069578171,
0.05703511834144592,
-0.022378424182534218,
0.05231228098273277,
-0.04321376234292984,
0.01183538231998682,
0.0393456295132637,
0.0015329754678532481,
-0.05128193274140358,
0.0038060001097619534,
-0.06840436905622482,
-0.004389377310872078,
0.0086313895881176,
0.0010644065914675593,
0.002516659442335367,
-0.050039876252412796,
0.027176782488822937,
0.053116947412490845,
-0.06706716120243073,
0.026670897379517555,
0.05347755551338196,
0.027200959622859955,
0.02475596033036709,
-0.05309835821390152,
-0.014924122020602226,
0.028703106567263603,
-0.04755445197224617,
-0.022422362118959427,
-0.016781972721219063,
-0.018577666953206062,
0.00354585750028491,
0.010825716890394688,
0.0380115807056427,
-0.008909802883863449,
0.012574449181556702,
0.01686924137175083,
0.03170878440141678,
-0.03678948059678078,
-0.048879995942115784,
-0.023792104795575142,
-0.006749579217284918,
0.016217714175581932,
0.013186035677790642,
-0.000223528069909662,
0.06497617810964584,
0.00938112847507,
0.008055482991039753,
-0.05664428323507309,
-0.027495790272951126,
-0.012497739866375923,
0.008745674043893814,
0.003974803723394871,
-0.010092837736010551,
-0.011142808012664318,
0.005363665986806154,
-0.05474505573511124,
0.017461644485592842,
0.04525101184844971,
-0.04061047360301018,
0.04960452392697334,
-0.01956702023744583,
-0.00585420336574316,
-0.04089006781578064,
-0.022685052827000618,
-0.02057350054383278,
-0.02284996770322323,
-0.0015716520138084888,
0.020371565595269203,
0.04404586926102638,
-0.02070648781955242,
-0.006593381054699421,
-0.018400896340608597,
0.005212361458688974,
-0.0560377836227417,
-0.030771205201745033,
-0.041050318628549576,
-0.00048361060908064246,
0.008870519697666168,
0.019754163920879364
] |
<p>What is meant by subscripting the expectation with some distribution, e.g. $\mathrm{E_{f}}[h(X)]$? </p>
<p>If it's any help, here's the context:</p>
<p>In M.C. Simulation, we wanted </p>
<blockquote>
<p>$\mathrm{E[h(X)] = \int{h(x)f(x)dx}}$ </p>
</blockquote>
<p>so we used the law of large numbers and central limit theorem based on samples:</p>
<blockquote>
<p>$\frac{1}{n} \sum_{i=1}^{n}h(X_i) \longrightarrow E_{f}[h(X)]$, with $X_{1}, \ldots, X_{n} \sim f$</p>
</blockquote> | 73,405 | [
-0.007040239404886961,
-0.02342190220952034,
0.003743459703400731,
-0.050221092998981476,
0.03729576617479324,
0.00345651526004076,
-0.019842566922307014,
0.019278157502412796,
0.027037963271141052,
-0.03965448588132858,
0.030063314363360405,
0.0360807441174984,
0.06545553356409073,
-0.009288930334150791,
0.03918222337961197,
0.02962551638484001,
-0.005422563292086124,
0.0020887102000415325,
-0.01552800927311182,
-0.04100686311721802,
0.015315218828618526,
0.04438282921910286,
0.028593523427844048,
-0.025217760354280472,
-0.02778656780719757,
0.05995851382613182,
0.022502558305859566,
-0.027105802670121193,
0.05223584547638893,
0.08080678433179855,
-0.049744222313165665,
-0.020815828815102577,
0.01554450299590826,
0.00838727317750454,
-0.018435277044773102,
0.005818827543407679,
-0.02561360038816929,
-0.052759863436222076,
0.017051490023732185,
0.01932680793106556,
-0.06515143811702728,
0.0097579974681139,
0.03438640385866165,
0.029315665364265442,
-0.023127565160393715,
0.008706573396921158,
-0.032278817147016525,
-0.043265193700790405,
0.008100460283458233,
-0.03559349104762077,
0.04827488586306572,
0.011730016209185123,
0.05946148931980133,
0.02352426014840603,
-0.009395042434334755,
0.014435632154345512,
0.021778417751193047,
0.06277961283922195,
0.01995190978050232,
-0.042824629694223404,
-0.013446596451103687,
-0.03806266933679581,
0.027301762253046036,
-0.05321413651108742,
-0.021023983135819435,
0.01806391030550003,
0.012960702180862427,
-0.03857925906777382,
0.013906454667448997,
0.006618252489715815,
0.0035466980189085007,
0.03068995289504528,
0.024806587025523186,
-0.024385791271924973,
0.04206351935863495,
-0.019963977858424187,
0.027854233980178833,
-0.00019141504890285432,
0.05510079488158226,
0.021358275786042213,
0.023051472380757332,
0.0023469384759664536,
0.041789762675762177,
0.01577446050941944,
0.007138228975236416,
0.015199090354144573,
0.06578316539525986,
-0.004464509431272745,
0.05384796857833862,
0.004925267770886421,
-0.03055107221007347,
0.0739436000585556,
0.04227430000901222,
-0.04887674003839493,
-0.02642548643052578,
0.02410738170146942,
-0.006025249138474464,
0.038056936115026474,
-0.006045661401003599,
-0.026710854843258858,
-0.05417189747095108,
-0.05278133600950241,
0.022384731099009514,
0.0291808620095253,
0.0060806586407125,
-0.019704345613718033,
-0.02826947346329689,
-0.01395132765173912,
-0.008578159846365452,
-0.01422128640115261,
0.013285099528729916,
0.04326672479510307,
0.0029903443064540625,
0.019416358321905136,
0.0031652022153139114,
0.027342695742845535,
0.03079800307750702,
0.008795702829957008,
0.03266902267932892,
0.035404231399297714,
0.05183850973844528,
-0.024129007011651993,
0.04398230463266373,
-0.012960489839315414,
-0.10545582324266434,
0.023547396063804626,
-0.006178766023367643,
0.010972855612635612,
-0.06420591473579407,
0.017662914469838142,
0.04946594312787056,
-0.03301072493195534,
0.01351980771869421,
0.03510729596018791,
-0.002159460913389921,
-0.028149669989943504,
-0.07122766226530075,
-0.06201055273413658,
0.03738408908247948,
-0.030708633363246918,
-0.008732353337109089,
-0.04189946502447128,
0.011628469452261925,
0.025566089898347855,
0.019863901659846306,
0.028919288888573647,
0.04210062325000763,
-0.006064539775252342,
-0.0030991514213383198,
0.014680439606308937,
0.013111802749335766,
-0.03943569213151932,
-0.010126080363988876,
0.003037447575479746,
-0.001504932763054967,
-0.06591328233480453,
0.014619742520153522,
0.03702135011553764,
-0.05953322723507881,
-0.010604164563119411,
0.06631608307361603,
-0.00958456564694643,
-0.0027775492053478956,
-0.017779329791665077,
-0.022802457213401794,
-0.058538954704999924,
0.059930913150310516,
0.022732961922883987,
0.037031009793281555,
0.027309151366353035,
0.0010588964214548469,
0.020281057804822922,
-0.021878372877836227,
0.04697566479444504,
0.0825096145272255,
-0.013183916918933392,
0.0033366794232279062,
-0.012326872907578945,
0.03016621619462967,
0.004767212085425854,
-0.02428985945880413,
-0.028268123045563698,
0.043690137565135956,
0.00988629087805748,
0.02154383808374405,
-0.0005937914829701185,
0.02149813622236252,
-0.018031680956482887,
0.018355103209614754,
-0.04191947728395462,
-0.06006575748324394,
-0.05726206302642822,
-0.0016455487348139286,
0.00034810046781785786,
-0.024307403713464737,
0.004160222131758928,
-0.032484520226716995,
0.008405333384871483,
-0.01409721840173006,
-0.013536309823393822,
-0.015125221572816372,
-0.013551142998039722,
0.032859187573194504,
-0.04749105125665665,
0.00712738698348403,
0.030461261048913002,
0.040249716490507126,
0.002969310851767659,
0.04616061970591545,
-0.047247882932424545,
-0.03576517477631569,
0.008222909644246101,
-0.02195655182003975,
0.02866564504802227,
-0.008120684884488583,
-0.03574645146727562,
0.0009432132355868816,
-0.03185690939426422,
0.016896221786737442,
0.04679189994931221,
-0.06745059043169022,
0.021540826186537743,
0.07204456627368927,
0.029660478234291077,
0.013023734092712402,
0.03761754184961319,
0.03805939480662346,
0.024953745305538177,
-0.009728686884045601,
-0.05268867686390877,
-0.04305532947182655,
-0.014504688791930676,
0.06491782516241074,
0.022105418145656586,
-0.029941190034151077,
-0.004907445982098579,
0.08283889293670654,
-0.005105385556817055,
0.023009954020380974,
0.03515370190143585,
0.0037703390698879957,
-0.011325355619192123,
0.014407742768526077,
0.028094952926039696,
0.040477488189935684,
-0.019145986065268517,
0.000990293687209487,
0.014508835040032864,
0.061519041657447815,
0.008419318124651909,
-0.0014283520868048072,
0.027972744777798653,
-0.01990567520260811,
0.045659370720386505,
-0.007726305164396763,
0.003308422164991498,
-0.005283302627503872,
-0.05243123322725296,
0.00890873558819294,
-0.020447714254260063,
-0.003436424070969224,
0.023077983409166336,
0.010776027105748653,
-0.037102408707141876,
-0.016497096046805382,
0.03549262881278992,
-0.04483042284846306,
-0.007203489542007446,
0.030747082084417343,
-0.04409858211874962,
0.007500666659325361,
-0.020698560401797295,
-0.04981064796447754,
-0.019693193957209587,
-0.002015625825151801,
0.03521741181612015,
-0.008623682893812656,
0.0026708717923611403,
-0.016741067171096802,
-0.022143173962831497,
-0.01930149458348751,
-0.02197585627436638,
0.0495329275727272,
0.004007216077297926,
-0.016932370141148567,
0.017587775364518166,
-0.024416595697402954,
-0.05396980047225952,
0.020833507180213928,
-0.014992869459092617,
-0.029153212904930115,
0.01054388377815485,
0.007221714593470097,
-0.03779192641377449,
-0.026985788717865944,
0.021795345470309258,
-0.009449685923755169,
0.016578257083892822,
-0.03532165288925171,
0.08396420627832413,
0.006635194644331932,
-0.0078496765345335,
0.030311139300465584,
-0.04149331524968147,
-0.026129448786377907,
-0.059067945927381516,
-0.02083088643848896,
0.00018007347534876317,
0.005333652254194021,
0.07855591922998428,
0.03793109208345413,
-0.019010202959179878,
-0.018166882917284966,
-0.040373630821704865,
-0.04617588222026825,
-0.0070062242448329926,
-0.016771115362644196,
0.015812240540981293,
-0.002089159330353141,
-0.008090732619166374,
0.06793692708015442,
0.012253676541149616,
0.002991343615576625,
0.0033594255801290274,
-0.024017363786697388,
0.017415005713701248,
-0.05177515000104904,
0.029277026653289795,
0.01644628681242466,
-0.0028644441626966,
0.031146196648478508,
0.015684008598327637,
0.01945275440812111,
0.016370054334402084,
-0.016962135210633278,
0.022108377888798714,
0.014006270095705986,
-0.03257784619927406,
0.00856475904583931,
0.052455659955739975,
0.02190832421183586,
0.006316399667412043,
0.012044853530824184,
-0.0015239398926496506,
0.02984151430428028,
0.013685275800526142,
-0.01685500703752041,
0.053016871213912964,
-0.023666685447096825,
0.014496199786663055,
-0.04403813183307648,
0.02827552519738674,
0.016093716025352478,
-0.059180453419685364,
-0.005347835831344128,
0.012038169428706169,
-0.014372077770531178,
-0.046145010739564896,
0.010550892911851406,
0.028064830228686333,
0.039934489876031876,
-0.045404065400362015,
-0.02375669963657856,
-0.015133543871343136,
-0.008091870695352554,
0.009448363445699215,
-0.013671820051968098,
-0.04490140452980995,
0.035651542246341705,
0.08284617215394974,
-0.009466277435421944,
-0.002466305159032345,
-0.05058653652667999,
-0.014984803274273872,
-0.05814633145928383,
-0.011673490516841412,
0.0006987895467318594,
0.05266867205500603,
0.017216606065630913,
0.04548133537173271,
0.007769847754389048,
0.004243082366883755,
0.005773452110588551,
0.0049904026091098785,
-0.06718822568655014,
0.024969469755887985,
0.02149907685816288,
-0.02112705446779728,
-0.05377154052257538,
-0.007273483090102673,
0.06092139333486557,
0.008259761147201061,
0.01544447336345911,
-0.02698991633951664,
-0.003385217161849141,
-0.03898502513766289,
0.014296178705990314,
-0.022933021187782288,
-0.020746316760778427,
-0.05139471963047981,
-0.012181215919554234,
0.0348292775452137,
-0.0029953753110021353,
0.03336789831519127,
0.009830256924033165,
-0.022386202588677406,
-0.03890121355652809,
-0.015664784237742424,
0.02565518394112587,
0.02423049323260784,
0.02485719881951809,
0.010782020166516304,
0.00019530807912815362,
-0.023229554295539856,
0.055208321660757065,
0.057256221771240234,
0.11253343522548676,
0.04035324603319168,
-0.03916962444782257,
0.01576780527830124,
-0.02277025394141674,
-0.018927035853266716,
0.025296177715063095,
-0.012050650082528591,
0.006160006858408451,
-0.006290155928581953,
0.06866656243801117,
0.01611986942589283,
-0.015109622851014137,
0.02973853424191475,
0.05243826285004616,
0.020030811429023743,
0.02441389113664627,
-0.03517992049455643,
0.03476278856396675,
0.00020577922987286001,
0.011333871632814407,
0.020462071523070335,
-0.0031165960244834423,
-0.014014046639204025,
0.009889498353004456,
0.05496861785650253,
-0.0037748178001493216,
-0.01711764931678772,
-0.0041319564916193485,
-0.012455824762582779,
0.031205439940094948,
0.008489007130265236,
-0.03730129078030586,
0.015349531546235085,
0.01841152273118496,
0.020103158429265022,
0.0604388453066349,
-0.017541006207466125,
-0.06528165191411972,
0.01712154783308506,
0.018891591578722,
0.034472256898880005,
-0.02569618634879589,
0.020155632868409157,
-0.049598805606365204,
0.03876825422048569,
0.023700309917330742,
-0.026986027136445045,
-0.015332694165408611,
-0.06298128515481949,
0.03358316421508789,
-0.001169076538644731,
-0.018034327775239944,
-0.043493401259183884,
0.013991033658385277,
-0.005544403567910194,
0.021168788895010948,
-0.0398503802716732,
-0.007474573794752359,
-0.033547770231962204,
-0.019784042611718178,
0.021542714908719063,
0.07902607321739197,
-0.024798337370157242,
-0.04232000559568405,
-0.007912867702543736,
0.04939698800444603,
-0.007303576450794935,
-0.07311545312404633,
0.004617512691766024,
-0.01584506779909134,
0.021823376417160034,
0.023033004254102707,
-0.04903390258550644,
-0.06580712646245956,
0.04034149646759033,
-0.00017615150136407465,
0.012962311506271362,
0.01301527675241232,
-0.010919167660176754,
0.05177832022309303,
0.03494283929467201,
0.007291827350854874,
0.07519825547933578,
0.03367834538221359,
0.019520603120326996,
0.03770589828491211,
-0.01921849325299263,
0.012513612397015095,
-0.046639129519462585,
-0.006508140824735165,
-0.04559927433729172,
-0.007077811751514673,
-0.02504761517047882,
-0.010172554291784763,
0.01347346417605877,
0.0571289099752903,
-0.0061583137139678,
-0.06014260649681091,
-0.00560030248016119,
0.015044867992401123,
0.0006031238008290529,
-0.02469082921743393,
0.00770663982257247,
0.029576361179351807,
0.027919214218854904,
-0.010059881955385208,
0.01179913617670536,
-0.009056237526237965,
0.017601028084754944,
0.011214063502848148,
-0.01347652543336153,
-0.015394136309623718,
-0.04336494952440262,
-0.049964386969804764,
0.042066484689712524,
-0.030616171658039093,
0.02693532221019268,
-0.01702236570417881,
0.029034288600087166,
-0.025807835161685944,
-0.027000166475772858,
-0.028017491102218628,
-0.019606418907642365,
0.00027239008340984583,
0.010496709495782852,
-0.06510782986879349,
0.039458222687244415,
0.010824942030012608,
0.009176627732813358,
-0.046744223684072495,
-0.03311212733387947,
-0.008826582692563534,
-0.0038548344746232033,
0.005151497200131416,
-0.0364108607172966,
-0.0370028018951416,
0.01151073258370161,
-0.029296275228261948,
-0.015095830895006657,
0.04013980180025101,
-0.00919351913034916,
-0.01935969851911068,
-0.010421794839203358,
-0.015047891065478325,
0.08437462896108627,
0.014751747250556946,
0.0035554610658437014,
0.037102364003658295,
-0.012079338543117046,
-0.03199537843465805,
0.011310710571706295,
0.019280316308140755,
-0.00646534189581871,
0.009620830416679382,
-0.01507736649364233,
0.010215999558568,
0.0028606420382857323,
-0.02388731762766838,
-0.002185631077736616,
0.030550114810466766,
0.04015762731432915,
0.015476305037736893,
-0.03825462982058525,
-0.022231709212064743,
0.003111626021564007,
0.02790432795882225,
0.003341468283906579,
0.018255185335874557,
0.005941665265709162,
-0.00831750500947237,
0.01348955649882555,
0.006964553613215685,
0.04565924033522606,
-0.011469991877675056,
0.07043324410915375,
-0.003195409895852208,
0.01974829100072384,
0.03252388909459114,
-0.0049597336910665035,
0.028264842927455902,
0.0011082419659942389,
0.004880813416093588,
0.02150828205049038,
0.04078071564435959,
0.0022954903542995453,
-0.029191115871071815,
-0.06456034630537033,
0.018000898882746696,
-0.004038920160382986,
0.008031453937292099,
0.07132375985383987,
-0.00242612580768764,
-0.057217102497816086,
0.011399675160646439,
-0.04912324622273445,
-0.02147524058818817,
-0.005402270704507828,
-0.016907382756471634,
0.036150023341178894,
-0.016145918518304825,
0.000505022588185966,
0.05039548873901367,
0.01014587190002203,
0.016613617539405823,
0.028225380927324295,
0.0023997523821890354,
0.020945994183421135,
-0.013983923010528088,
-0.018101980909705162,
-0.03760217875242233,
0.041916683316230774,
-0.054695915430784225,
0.00826821569353342,
-0.0611061155796051,
-0.019200317561626434,
0.0387529656291008,
0.021451406180858612,
0.004083428997546434,
-0.05588668957352638,
0.018944285809993744,
-0.018921392038464546,
-0.02054116502404213,
0.0319400280714035,
-0.035308800637722015,
0.02485327236354351,
-0.023225726559758186,
0.04374944046139717,
0.021345335990190506,
0.005275435280054808,
-0.0051847463473677635,
-0.08565954118967056,
-0.03558748960494995,
-0.03812229633331299,
-0.03636502847075462,
0.03166546672582626,
-0.020741386339068413,
-0.008743390440940857,
0.01146534364670515,
-0.002045979490503669,
0.017937367781996727,
-0.02049405872821808,
0.0025718403048813343,
-0.020388782024383545,
0.08824967592954636,
0.02591163106262684,
0.034117691218853,
-0.0012269282015040517,
-0.009377837181091309,
0.11146367341279984,
0.03646552562713623,
0.018219582736492157,
-0.032133039087057114,
0.008885153569281101,
-0.016421444714069366,
0.008326083421707153,
-0.0032010453287512064,
-0.007943836972117424,
0.0018546113278716803,
0.00684626679867506,
0.006321116350591183,
0.049125224351882935,
0.004954192787408829,
-0.00783193577080965,
0.026761839166283607,
-0.03169038146734238,
-0.0164171289652586,
-0.022793663665652275,
0.01459899079054594,
-0.02054676041007042,
0.004448631312698126,
-0.09639156609773636,
-0.00955360010266304,
-0.006141715217381716,
0.012050695717334747,
-0.015615328215062618,
-0.011608726345002651,
0.008014033548533916,
0.05793657898902893,
-0.00535500468686223,
-0.0441993810236454,
0.028229327872395515,
-0.03880153223872185,
-0.00828254222869873,
0.0005046637961640954,
0.031535979360342026,
-0.009784595109522343,
0.008667908608913422,
0.01057536993175745,
0.0064804875291883945,
-0.019009824842214584,
-0.04346679523587227,
-0.0033418808598071337,
-0.033717624843120575,
-0.02045774832367897,
-0.0023869886063039303,
0.02712109498679638,
-0.03529694676399231,
-0.008694601245224476,
-0.026623206213116646,
-0.029152914881706238,
0.0008281568298116326,
-0.04372433200478554,
0.025321872904896736,
-0.005026934202760458,
0.01909831166267395,
-0.04061037674546242,
-0.04587315768003464,
-0.04353225976228714,
0.03334732726216316,
-0.0158159788697958,
0.015389014035463333,
0.046694066375494,
-0.050101615488529205,
0.0004577714134939015,
-0.018543897196650505,
-0.000019834049453493208,
-0.02505515143275261,
-0.028283359482884407,
0.029546279460191727,
-0.007047588005661964,
-0.06391757726669312,
-0.03157782182097435,
-0.022126803174614906,
-0.04707327485084534,
0.05714348331093788,
0.005629074294120073,
0.02854863367974758,
-0.03825565427541733,
-0.030209021642804146,
0.01764856092631817,
-0.042410701513290405,
-0.012572775594890118,
-0.04800626263022423,
-0.026217760518193245,
0.010274901986122131,
0.04169677570462227,
0.021601932123303413,
-0.02141650952398777,
0.013293164782226086,
0.04427531734108925,
0.03142789006233215,
-0.025428222492337227,
-0.014863344840705395,
0.03764691203832626,
-0.000693733396474272,
-0.014654719270765781,
-0.025571303442120552,
0.05610110983252525,
0.013997641392052174,
-0.03716306388378143,
-0.010779944248497486,
0.008834506385028362,
0.004822510294616222,
0.019914381206035614,
-0.026035837829113007,
-0.011248773895204067,
0.04298008605837822,
-0.00548273092135787,
0.037693753838539124,
-0.026834974065423012,
0.003469608025625348,
-0.012806643731892109,
0.01432518009096384,
0.006675397511571646,
0.02085784636437893,
-0.029636017978191376,
0.0028487720992416143,
-0.02706681378185749,
0.03678562864661217,
-0.03542701154947281,
-0.005492248106747866,
-0.0025861519388854504,
-0.011298798024654388,
0.015493499115109444,
-0.022298255935311317,
-0.04124922677874565,
-0.0054288264364004135,
-0.026621293276548386,
-0.010217435657978058,
0.030128050595521927,
0.011960688978433609,
-0.023030171170830727,
-0.023874877020716667,
0.024185702204704285,
-0.04524112120270729,
-0.011215116828680038,
0.0005965607706457376,
-0.012014959007501602,
0.05445506051182747,
-0.04546215385198593,
-0.0269843190908432,
0.026623345911502838,
0.030428703874349594,
0.03813730180263519,
0.03922664001584053,
-0.017248030751943588,
-0.024270540103316307,
0.019236795604228973,
-0.056705836206674576,
-0.016648419201374054,
-0.0014632638776674867,
-0.0249175988137722,
0.005095404107123613,
-0.0146002983674407,
0.014467793516814709,
0.010936192236840725,
0.00948844663798809,
0.024411004036664963,
0.03224126622080803,
0.010477447882294655,
-0.024371352046728134,
0.03963581472635269,
0.022883020341396332,
0.01014514360576868,
0.00317001692019403,
-0.0030571925453841686,
0.012763969600200653,
0.03738831356167793,
-0.06244420260190964,
0.0339115709066391,
-0.02840781770646572,
-0.02495010755956173,
-0.06603744626045227,
-0.05893814191222191,
0.027643823996186256,
-0.03738950937986374,
0.055489495396614075,
-0.030182376503944397,
-0.030897583812475204,
0.01397385448217392,
-0.03392864018678665,
-0.0037680233363062143,
-0.011991580948233604,
-0.0025144917890429497,
-0.030843667685985565,
-0.021115023642778397,
0.006975763011723757,
0.04362933710217476,
0.0012701761443167925,
-0.01336301676928997,
0.02000461332499981,
0.006355131510645151,
0.009194137528538704,
-0.013593848794698715,
-0.024453410878777504,
0.016561731696128845,
-0.01650150492787361,
-0.03977798670530319,
0.06032935529947281,
-0.02338082157075405,
-0.020420240238308907,
0.026970678940415382,
0.03400888666510582,
-0.01771167665719986,
0.01674308069050312,
0.0009972038678824902,
0.02008260041475296,
0.05657867342233658,
0.03580055013298988,
-0.00452312920242548,
0.016556086018681526,
0.03513535112142563,
0.01887814886868,
0.0038245501928031445,
0.04169990122318268,
-0.029474135488271713,
0.01116630807518959,
-0.012931172735989094,
-0.021488577127456665,
0.04485306888818741,
0.007067802827805281,
-0.03404517099261284,
-0.03459572792053223,
-0.00016562410746701062,
0.014816142618656158,
-0.02907070890069008,
0.07550224661827087,
0.015265809372067451,
0.0024045524187386036,
0.02867230586707592,
-0.014941095374524593,
-0.023094359785318375,
-0.021199621260166168,
0.004077624063938856,
-0.05185932666063309,
0.04352748021483421,
0.019759543240070343,
-0.061340779066085815,
-0.046064335852861404,
-0.03777391463518143,
0.006230596452951431,
0.012011950835585594,
-0.008199787698686123,
-0.009570290334522724,
-0.045787837356328964,
0.02674267627298832,
0.0029528613667935133,
0.014175278134644032,
0.012175709940493107,
-0.058691494166851044,
0.014241247437894344,
-0.0770486518740654,
0.06907880306243896,
-0.0072539509274065495,
-0.016761386767029762,
-0.04426994547247887,
-0.02393644116818905,
-0.007148298900574446,
-0.03797603026032448,
0.06098903343081474,
0.06436570733785629,
-0.02275729551911354,
0.000255483144428581,
0.05487670749425888,
0.026452919468283653,
-0.051199622452259064,
0.02218180149793625,
0.0061800493858754635,
-0.008127667009830475,
-0.001914238091558218,
0.020751863718032837,
0.00008748296386329457,
0.013706924393773079,
0.0021888676565140486,
0.0017333494033664465,
0.015005332417786121,
0.0017182783922180533,
-0.004016796592622995,
0.037732433527708054,
0.022944236174225807,
0.0009664504323154688,
0.05944560468196869,
-0.02270590513944626,
0.004341613035649061,
-0.017767928540706635,
-0.005743090063333511,
-0.0671115592122078,
-0.01477112341672182,
-0.04938703775405884,
-0.013695856556296349,
0.005413440987467766,
0.012901706621050835,
0.02898387424647808,
-0.04201998561620712,
-0.009061594493687153,
0.020175723358988762,
-0.026543864980340004,
-0.0005260431207716465,
0.06547155976295471,
0.0554652065038681,
0.039525315165519714,
0.009246943518519402,
0.020940126851201057,
0.005216261371970177,
-0.021099738776683807,
-0.0011733814608305693,
0.014063087292015553,
0.015899822115898132,
-0.038973256945610046,
0.050913937389850616,
0.010627306066453457,
-0.037569742649793625,
0.010383187793195248,
0.02322281524538994,
0.03789900243282318,
-0.029620951041579247,
-0.02038046345114708,
-0.0030296198092401028,
-0.018932322040200233,
-0.008793383836746216,
0.00795965176075697,
-0.039176736027002335,
0.06661425530910492,
0.009325043298304081,
0.0006240463117137551,
-0.03435607627034187,
0.03322851285338402,
-0.029980085790157318,
-0.00881160143762827,
0.008471553213894367,
0.0377628356218338,
-0.00004355556666268967,
-0.02016010694205761,
-0.0046084485948085785,
0.006335774436593056,
0.022356564179062843,
-0.03312672674655914,
0.036494310945272446,
0.03881866857409477,
-0.014818103052675724,
-0.04569104686379433,
-0.010411716066300869,
0.007461038418114185,
-0.016645580530166626,
-0.025571122765541077,
0.01882701925933361,
0.02057570591568947,
0.026073096320033073,
-0.03670180216431618,
0.027996337041258812,
0.02333047054708004,
-0.047667987644672394,
0.015241830609738827,
-0.01706514321267605,
0.0075153689831495285,
0.03503593057394028,
-0.02396678552031517
] |
<p>I have a dataset that is clearly increasing as time goes on (exchange rate of a currency, monthly data over 20 years), my question is: Can I detrend the data and then difference it also to make it stationary, if the detrending in itself doesn't achieve this? And if so, would this be considered twice differenced, or just detrended and once differenced? </p> | 35,763 | [
-0.016342895105481148,
0.0010495848255231977,
-0.019498592242598534,
0.03065989725291729,
0.02168823406100273,
0.011227899231016636,
-0.04433733597397804,
-0.0194469653069973,
-0.0098809152841568,
-0.028336400166153908,
0.01888931915163994,
-0.014178406447172165,
0.02939891628921032,
-0.007997863925993443,
0.021963289007544518,
-0.0004216890374664217,
-0.009120533242821693,
0.02251354791224003,
-0.0030102243181318045,
-0.014665301889181137,
0.00036722185905091465,
0.03307677432894707,
0.018437782302498817,
-0.021567290648818016,
-0.04150610417127609,
0.040002819150686264,
0.013356371782720089,
-0.008561648428440094,
-0.014032429084181786,
0.057073093950748444,
-0.049403589218854904,
-0.03270212560892105,
0.014698510989546776,
0.04699213057756424,
0.056021615862846375,
0.03590570390224457,
-0.0524994395673275,
-0.028049247339367867,
-0.017987269908189774,
0.05015769973397255,
-0.0342206172645092,
-0.006823699921369553,
-0.01909974403679371,
0.06989733129739761,
0.0032146021258085966,
-0.014723081141710281,
0.0014566192403435707,
-0.010571046732366085,
0.03661167249083519,
0.006821425631642342,
0.07497682422399521,
-0.03706308826804161,
0.025289367884397507,
0.04549512639641762,
-0.021879656240344048,
0.007253021467477083,
0.061302922666072845,
0.031076988205313683,
-0.0029362314380705357,
-0.03491371497511864,
-0.037448760122060776,
-0.013654058799147606,
0.008701477199792862,
0.026477469131350517,
-0.028969891369342804,
-0.0009291292517445982,
-0.011929076164960861,
-0.006656402722001076,
0.049054838716983795,
-0.020746631547808647,
0.0319405235350132,
0.008896281942725182,
0.030362119898200035,
-0.05150337889790535,
-0.009040199220180511,
-0.020788028836250305,
0.029618363827466965,
0.0015652349684387445,
0.025198478251695633,
0.026611046865582466,
0.012847334146499634,
-0.003029353218153119,
0.05572797358036041,
0.06565158814191818,
0.06360968202352524,
-0.014139223843812943,
0.08424054831266403,
-0.06069866567850113,
0.044408753514289856,
0.04282723367214203,
0.018117032945156097,
-0.014448930509388447,
0.04754260927438736,
-0.030895758420228958,
-0.029622934758663177,
0.007497877348214388,
-0.02002285234630108,
0.053882911801338196,
-0.0021242129150778055,
-0.016960693523287773,
0.018475908786058426,
-0.028093086555600166,
0.028008121997117996,
0.03551384061574936,
0.0015151967527344823,
0.010143636725842953,
-0.0040526967495679855,
-0.007546810898929834,
-0.019233016297221184,
-0.014484003186225891,
-0.017642827704548836,
-0.0006120481411926448,
-0.02330184355378151,
-0.009686335921287537,
0.04381810501217842,
0.005489905830472708,
-0.0023758956231176853,
-0.0050272769294679165,
0.025584518909454346,
0.06054298207163811,
0.023006893694400787,
-0.01446097157895565,
0.009584938175976276,
0.008245737291872501,
-0.055422209203243256,
0.0000359541445504874,
0.005356932524591684,
0.004925640765577555,
-0.04564439877867699,
0.04963621124625206,
-0.013287906534969807,
-0.04108123853802681,
0.018365537747740746,
-0.025676164776086807,
0.03746400773525238,
0.012833231128752232,
-0.10297408699989319,
-0.013381928205490112,
0.03546552360057831,
-0.02146458998322487,
-0.006057377904653549,
-0.06277487426996231,
0.00946042686700821,
0.00458727590739727,
0.03725500404834747,
0.026428986340761185,
0.014814060181379318,
-0.00846018735319376,
0.030290033668279648,
-0.0017828482668846846,
-0.04574313387274742,
-0.03615164756774902,
0.01256475131958723,
-0.034400127828121185,
-0.000016448486348963343,
-0.03981463238596916,
0.020153116434812546,
0.03271392360329628,
-0.01337440125644207,
0.013977795839309692,
0.04787091165781021,
0.022173073142766953,
-0.032930485904216766,
0.03423546999692917,
0.022727228701114655,
-0.029726341366767883,
0.09768344461917877,
0.0017223419854417443,
0.002164371544495225,
-0.0069763921201229095,
0.04568910971283913,
0.03299279510974884,
-0.018111495301127434,
0.06606223434209824,
0.032480061054229736,
-0.020664159208536148,
-0.010076437145471573,
-0.04375745356082916,
0.01584448292851448,
0.022797733545303345,
-0.026245323941111565,
-0.014424250461161137,
-0.01867164485156536,
-0.05051911249756813,
0.026128150522708893,
0.02607339806854725,
0.003924323245882988,
-0.014339578337967396,
0.04195833578705788,
-0.07037711143493652,
0.010752021335065365,
-0.0687556266784668,
0.006417074706405401,
-0.01084558479487896,
-0.0034382599405944347,
0.011776170693337917,
0.020099634304642677,
0.012963715009391308,
-0.039008915424346924,
-0.020132796838879585,
-0.015445764176547527,
0.006793928798288107,
0.010129977017641068,
-0.05419330671429634,
-0.0022976973559707403,
0.02667931839823723,
0.037636253982782364,
0.02887118048965931,
0.05201287940144539,
-0.04796867072582245,
-0.024916863068938255,
0.008436285890638828,
-0.035196661949157715,
0.0066229067742824554,
-0.02014690265059471,
-0.015372080728411674,
0.01807236298918724,
-0.01435941457748413,
-0.022908207029104233,
0.028774047270417213,
-0.002513594226911664,
0.07319393754005432,
0.052566222846508026,
-0.027563640847802162,
-0.018681729212403297,
0.020034480839967728,
0.028127038851380348,
0.0017971359193325043,
-0.022287948057055473,
-0.05131839960813522,
-0.023770099505782127,
-0.010207214392721653,
0.044654663652181625,
0.06360607594251633,
-0.06310945004224777,
0.043627697974443436,
0.06136732175946236,
0.021906454116106033,
0.028195392340421677,
-0.009647917002439499,
-0.015291841700673103,
-0.02520383521914482,
0.03384412080049515,
-0.029733311384916306,
0.043504491448402405,
0.02574222721159458,
0.03942880406975746,
-0.00557102682068944,
-0.0010301892179995775,
0.014121521264314651,
0.021375400945544243,
0.039945852011442184,
0.025337379425764084,
-0.015877511352300644,
-0.009626357816159725,
-0.022725656628608704,
0.03081563487648964,
-0.029647093266248703,
0.012727511115372181,
-0.004523454234004021,
-0.006911956239491701,
-0.013259585946798325,
0.012792857363820076,
0.004241197369992733,
0.014611754566431046,
-0.007426454219967127,
-0.024309450760483742,
0.0007801314350217581,
0.03974086046218872,
-0.04374438151717186,
0.032384373247623444,
-0.02585691772401333,
-0.0047559430822730064,
-0.02080298773944378,
-0.027612190693616867,
0.0580560639500618,
0.0068168737925589085,
0.056923139840364456,
-0.023867297917604446,
-0.005538365803658962,
-0.021054217591881752,
-0.02944030798971653,
0.01927335560321808,
-0.009245564229786396,
-0.040757328271865845,
0.027792857959866524,
-0.005610975436866283,
-0.04839133471250534,
0.05532070994377136,
0.006937181577086449,
0.05548097938299179,
0.0517645925283432,
0.015654265880584717,
-0.05498664081096649,
-0.023017920553684235,
-0.045869454741477966,
0.0025134682655334473,
-0.02164507657289505,
-0.029767954722046852,
0.06543745845556259,
0.01728244498372078,
-0.017214864492416382,
-0.005477214232087135,
-0.036740172654390335,
-0.013152705505490303,
-0.05825646221637726,
-0.01110604777932167,
0.031045814976096153,
-0.006085000466555357,
0.016414573416113853,
0.017622359097003937,
-0.016298826783895493,
0.0043242741376161575,
-0.061931658536195755,
-0.05244889482855797,
0.013474020175635815,
-0.031109143048524857,
0.04182730242609978,
0.015640823170542717,
-0.026427676901221275,
0.07355238497257233,
0.0414731465280056,
-0.01985364779829979,
-0.030206497758626938,
-0.02772974781692028,
-0.009132353588938713,
-0.0372612364590168,
0.01229073479771614,
-0.016733042895793915,
0.0030560872983187437,
0.04193199798464775,
0.017305660992860794,
0.0464509055018425,
0.05956387147307396,
-0.009128582663834095,
-0.010903396643698215,
0.0460367277264595,
-0.0019068343099206686,
0.03152903541922569,
0.021077241748571396,
-0.020837651565670967,
-0.04698757827281952,
0.019948262721300125,
0.017974678426980972,
0.03679503872990608,
0.02321026660501957,
-0.009876200929284096,
0.05316087231040001,
0.008909541182219982,
-0.002841561334207654,
-0.018999652937054634,
0.046458568423986435,
0.0019362689927220345,
-0.02793269418179989,
-0.015951333567500114,
-0.0030351351015269756,
0.026746373623609543,
-0.007941639050841331,
-0.018950266763567924,
0.042044952511787415,
0.017995748668909073,
0.0008317821775563061,
0.0032575272489339113,
-0.004299933090806007,
-0.01556342002004385,
0.023282160982489586,
-0.031225405633449554,
-0.07164730131626129,
0.038569219410419464,
-0.008572550490498543,
0.009067706763744354,
0.00863952562212944,
-0.053864944726228714,
-0.011205076240003109,
-0.0642060711979866,
0.025287600234150887,
0.03228643909096718,
0.05827966332435608,
0.008959905244410038,
0.026890771463513374,
-0.00007857027230784297,
0.013131671585142612,
0.01000605896115303,
0.007233682554215193,
-0.04850015044212341,
0.037152137607336044,
-0.032332971692085266,
-0.02633482590317726,
0.002936417004093528,
-0.003183748573064804,
0.010829583741724491,
-0.05170126631855965,
0.03899655491113663,
-0.024438906461000443,
0.007789953146129847,
-0.05344392731785774,
-0.01633777655661106,
-0.035775892436504364,
-0.025369882583618164,
-0.01916453242301941,
0.009407924488186836,
0.08558002859354019,
-0.057443853467702866,
0.040386490523815155,
0.015813153237104416,
0.010311292484402657,
0.0008763091173022985,
-0.03752709925174713,
0.03985372930765152,
0.03955287113785744,
0.031186532229185104,
0.024433603510260582,
0.022004766389727592,
-0.009786901995539665,
0.025819355621933937,
0.040026865899562836,
0.024220533668994904,
0.013917814008891582,
-0.019250817596912384,
-0.06609264016151428,
-0.02436075173318386,
-0.022813377901911736,
0.009093963541090488,
0.07318669557571411,
0.02993089146912098,
0.03126183897256851,
-0.01680915243923664,
0.019757915288209915,
-0.015271814540028572,
0.0034210211597383022,
0.0824158564209938,
0.026637936010956764,
0.016768954694271088,
-0.018912015482783318,
-0.022546323016285896,
0.009918490424752235,
-0.03629409521818161,
0.0037093462888151407,
0.009266638197004795,
-0.013896114192903042,
0.01625734753906727,
-0.00012097768922103569,
0.008505035191774368,
0.0006174836307764053,
0.017328811809420586,
0.0431755967438221,
0.057805728167295456,
-0.006919824052602053,
0.006129210349172354,
0.05713658034801483,
0.039702024310827255,
0.051401395350694656,
0.0383918322622776,
0.028980406001210213,
-0.11282332986593246,
0.02587125636637211,
0.01796364039182663,
0.022886017337441444,
-0.03201926127076149,
-0.0013679368421435356,
-0.07417116314172745,
0.014312898740172386,
0.07997102290391922,
-0.05528601258993149,
0.05136267468333244,
0.0036108363419771194,
-0.0016197127988561988,
-0.009242672473192215,
0.012828782200813293,
-0.006548687815666199,
0.036153849214315414,
-0.006911005359143019,
0.04535088315606117,
0.022632943466305733,
-0.03031967580318451,
-0.03328258916735649,
-0.0008365397225134075,
-0.0036022886633872986,
0.0268193781375885,
-0.002455355366691947,
-0.0029724398627877235,
-0.011713836342096329,
0.0308015625923872,
0.0020649880170822144,
-0.05811920017004013,
0.0031094930600374937,
0.010981332510709763,
-0.008018708787858486,
0.04228096455335617,
0.014857287518680096,
-0.020634688436985016,
-0.016463803127408028,
0.01738516427576542,
-0.0016349240904673934,
-0.012162317521870136,
-0.03543645516037941,
0.08143187314271927,
0.025542065501213074,
0.008723677136003971,
0.051307741552591324,
0.04605701193213463,
0.02262735739350319,
0.03137857839465141,
-0.010189304128289223,
0.041667640209198,
-0.06063104420900345,
-0.015121659263968468,
-0.031485315412282944,
-0.015452808700501919,
-0.055549487471580505,
0.01616489700973034,
0.023168573155999184,
0.018883977085351944,
-0.006239581387490034,
0.01112777553498745,
0.029841432347893715,
0.04771716147661209,
-0.014161663129925728,
-0.008227396756410599,
-0.030681787058711052,
-0.0014672722900286317,
-0.05900289863348007,
-0.01616743952035904,
0.0023667148780077696,
0.0025274399667978287,
-0.004489532206207514,
-0.010779103264212608,
-0.022144755348563194,
0.020871562883257866,
-0.016321297734975815,
-0.010918449610471725,
-0.004649312701076269,
0.030372081324458122,
0.0362081304192543,
0.0045637101866304874,
0.05046626180410385,
0.03303104266524315,
-0.060289166867733,
0.029363563284277916,
0.0022172967437654734,
-0.005283763632178307,
0.0008657849975861609,
-0.08610363304615021,
0.06496095657348633,
-0.020650815218687057,
-0.009493592195212841,
-0.06768397986888885,
-0.046005718410015106,
0.03273971378803253,
0.006442721001803875,
-0.011516077443957329,
-0.021732272580266,
0.0005811111186631024,
-0.013121530413627625,
-0.034683436155319214,
-0.04374563694000244,
0.021009346470236778,
0.0034067481756210327,
-0.008838614448904991,
0.012950601987540722,
0.01337957102805376,
0.05911722034215927,
-0.024778591468930244,
0.025182407349348068,
-0.03673041611909866,
-0.03833373636007309,
-0.005714295897632837,
-0.00733000785112381,
0.048861078917980194,
-0.03358453884720802,
0.0298338383436203,
-0.0465695820748806,
-0.0023886295966804028,
0.020480571314692497,
-0.05015832558274269,
-0.04609088972210884,
0.030043628066778183,
-0.02392745204269886,
0.010846256278455257,
-0.0029019261710345745,
0.00865466333925724,
-0.033259909600019455,
-0.006302200723439455,
-0.0018615461885929108,
0.027883222326636314,
0.04673924669623375,
-0.0787973627448082,
0.011940700002014637,
0.03860709071159363,
-0.018572520464658737,
0.018896974623203278,
0.03193076699972153,
-0.035042282193899155,
0.005177423357963562,
0.015063410624861717,
-0.014509684406220913,
-0.012025690637528896,
-0.04235326498746872,
-0.01645568199455738,
-0.012608679011464119,
-0.030018353834748268,
-0.061791371554136276,
-0.017842745408415794,
0.0033131041564047337,
-0.0009153000428341329,
0.06506317853927612,
0.010377060621976852,
0.04462640732526779,
0.032820913940668106,
0.019536439329385757,
-0.03288666903972626,
-0.0288457740098238,
-0.001501315040513873,
-0.01874779723584652,
-0.02084856852889061,
0.04680788144469261,
-0.012586927972733974,
-0.029409628361463547,
0.011719223111867905,
0.046516913920640945,
0.024711666628718376,
0.057279303669929504,
-0.006566945929080248,
0.02133726328611374,
0.005223896820098162,
-0.009191244840621948,
-0.06587184965610504,
-0.002888788003474474,
-0.03668767213821411,
0.02934657223522663,
-0.008127651177346706,
-0.005698219407349825,
0.04187227413058281,
0.03713782876729965,
-0.0009624007507227361,
-0.06736160069704056,
-0.04847988486289978,
-0.06900084763765335,
-0.007326703984290361,
0.0064032962545752525,
0.030594736337661743,
0.038233932107686996,
0.007934391498565674,
0.018823621794581413,
0.003335517132654786,
0.0007741944282315671,
-0.03951193392276764,
-0.034395284950733185,
-0.006429183762520552,
-0.0761241465806961,
-0.026003627106547356,
0.04487032815814018,
-0.006777087692171335,
-0.050021324306726456,
-0.010620099492371082,
-0.016915975138545036,
-0.008601248264312744,
0.030900567770004272,
0.04369010403752327,
0.011949648149311543,
0.09317976981401443,
0.006559106521308422,
0.03398856520652771,
-0.013101281598210335,
-0.022601356729865074,
0.1200561374425888,
0.09187588095664978,
0.04596160352230072,
-0.03959816321730614,
0.026003031060099602,
-0.024692993611097336,
-0.012817381881177425,
-0.02281481958925724,
0.022122979164123535,
-0.020695233717560768,
-0.00931348092854023,
0.0364372655749321,
0.07523644715547562,
-0.004808924160897732,
-0.005587022285908461,
0.07775800675153732,
-0.0011713065905496478,
0.03619778901338577,
-0.0018329181475564837,
0.02175983041524887,
0.006963581778109074,
-0.012048156000673771,
-0.06531636416912079,
-0.012203529477119446,
-0.008900371380150318,
-0.0028118460904806852,
0.000938660406973213,
-0.037580378353595734,
0.017901204526424408,
-0.009284565225243568,
-0.030902154743671417,
-0.02056490071117878,
0.02996739000082016,
0.02082047611474991,
-0.05159293860197067,
0.009288999252021313,
-0.009367477148771286,
-0.01170375943183899,
0.009787487797439098,
0.0139341801404953,
0.016610639169812202,
-0.003879360156133771,
-0.0033340449444949627,
0.010619320906698704,
-0.030036509037017822,
-0.03624863922595978,
-0.03869853541254997,
0.0078051467426121235,
0.0048952908255159855,
-0.03676117956638336,
0.01559274923056364,
0.012566512450575829,
0.031401533633470535,
-0.0633104145526886,
-0.046056538820266724,
-0.005740056745707989,
-0.008930233307182789,
0.0049547296948730946,
-0.011682316660881042,
-0.057941969484090805,
0.041785649955272675,
0.013511864468455315,
0.003771986346691847,
0.003627556376159191,
-0.0528242252767086,
-0.030489500612020493,
-0.011255382560193539,
0.01979142799973488,
-0.008689912967383862,
-0.017042143270373344,
-0.01872360333800316,
0.006673825904726982,
-0.017814455553889275,
-0.014129690825939178,
-0.016892358660697937,
0.01752740703523159,
-0.010949727147817612,
-0.03569551557302475,
0.0062369233928620815,
-0.008824188262224197,
-0.04277820512652397,
0.05339236930012703,
0.00023903754481580108,
0.026830613613128662,
-0.01903240941464901,
0.007509822025895119,
0.02001761645078659,
0.05411519855260849,
-0.00917548593133688,
0.036172669380903244,
-0.02316683903336525,
0.053996238857507706,
0.008171729743480682,
-0.06921276450157166,
0.00035015156026929617,
-0.03003849647939205,
-0.03625975549221039,
0.0020891837775707245,
-0.042025335133075714,
0.06045185402035713,
0.00795494019985199,
0.0002577975974418223,
-0.02845536172389984,
0.03381861746311188,
-0.0026458497159183025,
0.04304955154657364,
-0.001628524623811245,
-0.023868534713983536,
-0.0066165621392428875,
0.041617389768362045,
0.0020774088334292173,
-0.013989830389618874,
-0.04123081639409065,
-0.0014642227906733751,
-0.008295833133161068,
-0.006901802495121956,
-0.008202705532312393,
-0.01805465668439865,
0.0044794087298214436,
-0.015962887555360794,
0.028563763946294785,
-0.026828451082110405,
0.001284291036427021,
-0.05710337683558464,
-0.004762088879942894,
0.004087390843778849,
-0.04252023249864578,
-0.012040632776916027,
-0.006292739883065224,
-0.021685849875211716,
-0.009057371877133846,
0.010195591486990452,
-0.002195746637880802,
0.007391251623630524,
-0.024275396019220352,
0.012041804380714893,
0.00827176496386528,
0.014325226657092571,
-0.029921049252152443,
-0.04515058174729347,
0.00448256591334939,
-0.027151145040988922,
-0.024783063679933548,
0.014295526780188084,
0.021211273968219757,
0.03652288392186165,
0.00924692489206791,
0.007300451397895813,
-0.014077228493988514,
0.06563208252191544,
-0.010746357962489128,
-0.023173103109002113,
-0.004873789381235838,
-0.01728864572942257,
0.004266559146344662,
0.019148457795381546,
0.018342798575758934,
0.015769202262163162,
-0.024289952591061592,
0.04523331671953201,
0.011893917806446552,
0.019181493669748306,
-0.024547453969717026,
-0.03055664338171482,
-0.0036678046453744173,
0.0012977464357391,
0.019593844190239906,
-0.0027980846352875233,
0.052158061414957047,
0.06569982320070267,
-0.028534090146422386,
-0.024341734126210213,
-0.004141375422477722,
0.0067034149542450905,
-0.054203104227781296,
0.019910555332899094,
0.015509920194745064,
-0.038667093962430954,
0.024167172610759735,
-0.048271115869283676,
0.022103307768702507,
-0.013276292942464352,
-0.0037371565122157335,
0.008176645264029503,
-0.06333478540182114,
0.009301375597715378,
-0.01499219611287117,
-0.003770015900954604,
-0.003728321986272931,
0.011115921661257744,
0.06221821531653404,
0.03921281918883324,
0.02837032824754715,
0.011995113454759121,
0.0274751428514719,
0.007417062763124704,
-0.022825617343187332,
-0.003987218253314495,
0.00915477704256773,
-0.029265878722071648,
0.02816152200102806,
-0.051455166190862656,
-0.035183362662792206,
0.03848185017704964,
-0.08639369159936905,
0.0009036505362018943,
-0.01258737500756979,
0.009289119392633438,
0.006444649770855904,
0.012824129313230515,
0.011647280305624008,
-0.02078029327094555,
0.008197539485991001,
0.020516376942396164,
0.007838909514248371,
0.02968747168779373,
-0.042778708040714264,
-0.015928201377391815,
0.006719596218317747,
-0.058312103152275085,
-0.0005445528659038246,
-0.016219792887568474,
0.0018076517153531313,
-0.002342688851058483,
-0.022995945066213608,
0.05574488639831543,
0.030553501099348068,
0.028947077691555023,
-0.00615721708163619,
-0.0030794264748692513,
-0.027009859681129456,
0.003910875413566828,
-0.006298190448433161,
-0.045093368738889694,
0.01481446623802185,
0.00047223965520970523,
-0.037318285554647446,
-0.01091074850410223,
0.001126736868172884,
-0.014609025791287422,
-0.08638546615839005,
-0.05609406903386116,
0.009832069277763367,
-0.05796045809984207,
-0.018174363300204277,
-0.005187666974961758,
-0.021748783066868782,
0.03652726113796234,
-0.01396930031478405,
0.02709205634891987,
0.021283356472849846,
-0.02048759162425995,
-0.01876765675842762,
-0.08599450439214706,
0.050703346729278564,
0.025085024535655975,
-0.005461005959659815,
-0.03972301632165909,
-0.02625557966530323,
-0.040682967752218246,
0.002266340423375368,
0.06497931480407715,
-0.0019975092727690935,
-0.005032157059758902,
0.0036325801629573107,
-0.029046816751360893,
-0.018438957631587982,
-0.028614139184355736,
0.013971906155347824,
-0.016849204897880554,
-0.012508029118180275,
0.03591211885213852,
-0.02777314931154251,
-0.007204405497759581,
-0.0059110745787620544,
0.012342139147222042,
0.011138896457850933,
0.0009903713362291455,
0.033898115158081055,
-0.0016444562934339046,
0.042707573622465134,
0.016385331749916077,
-0.026806002482771873,
0.01782093197107315,
0.007982844486832619,
-0.00471618864685297,
0.0077916462905704975,
-0.005147401709109545,
-0.04837062582373619,
0.02054375782608986,
-0.018674680963158607,
0.0023840172216296196,
-0.02262926660478115,
-0.017611324787139893,
-0.028115136548876762,
-0.020762965083122253,
-0.01325384434312582,
0.05135507509112358,
0.01299038901925087,
0.02848137728869915,
0.019282741472125053,
-0.006852342281490564,
-0.006597702857106924,
0.00669760350137949,
-0.00546762440353632,
-0.014617618173360825,
0.026774194091558456,
0.04249702766537666,
-0.0011944214347749949,
-0.016615288332104683,
-0.0016318184789270163,
0.0050150081515312195,
-0.006324603222310543,
-0.005192102398723364,
0.0004406381049193442,
0.0009415401145815849,
0.032075364142656326,
-0.00020696940191555768,
-0.043006736785173416,
-0.010555186308920383,
0.02077873796224594,
-0.008410051465034485,
0.03685951977968216,
0.005017463583499193,
0.0017584176966920495,
0.01638801395893097,
-0.022119279950857162,
0.008553333580493927,
-0.00032097651273943484,
-0.030592968687415123,
-0.005241729784756899,
0.05227284878492355,
0.0414716973900795,
-0.00932865310460329,
0.0018540223827585578,
-0.013301062397658825,
0.022804047912359238,
0.008053462021052837,
-0.019464289769530296,
0.01710681803524494,
-0.0008809891878627241,
0.0041007897816598415,
-0.007333031855523586,
0.010044940747320652,
-0.05609620735049248,
-0.03173576295375824,
0.035046327859163284,
0.03960798308253288,
0.055971477180719376,
0.00325915589928627,
-0.013788443058729172,
-0.0038441549986600876,
0.03580057621002197,
-0.06338474899530411,
-0.047346536070108414,
-0.03160827234387398,
0.017628995701670647,
-0.00688925851136446,
-0.03109687939286232
] |
<p>This is similar to question <a href="http://stats.stackexchange.com/questions/17602/caret-re-sampling-methods">Caret re-sampling methods</a>, although that really never answered this part of the question in an agreed upon way.</p>
<p>caret's train function offers <code>cv</code> and <code>repeatedcv</code>. What is the difference in say doing:</p>
<pre><code>MyTrainControl=trainControl(
method = "cv",
number=5,
repeats=5
)
</code></pre>
<p>vs</p>
<pre><code>MyTrainControl=trainControl(
method = "repeatedcv",
number=5,
repeats=5
)
</code></pre>
<p>I understand <code>cv</code> breaks the set into k-folds (parameter <code>number</code>), and then starts over and runs it parameters <code>repeats</code> number of times. </p>
<p>The only thing I could think of is that maybe regular <code>cv</code> with <code>repeats</code> uses the same exact indexes for the folds each time? essentially running the <code>cv</code> on the same exact folds each time, vs perhaps <code>repeatedcv</code> selects new folds each times?</p>
<p>Can someone clarify?</p> | 73,406 | [
-0.022297097370028496,
0.015341203659772873,
0.0008510822663083673,
-0.027667086571455002,
0.026377057656645775,
0.0031074921134859324,
0.0022615257184952497,
-0.04692422226071358,
0.045429158955812454,
-0.007745630573481321,
0.000161399831995368,
0.03252975642681122,
0.04466864839196205,
0.007999942637979984,
0.021387245506048203,
-0.0037905981298536062,
-0.03459200635552406,
-0.018575381487607956,
-0.012959819287061691,
-0.012255586683750153,
-0.015046482905745506,
0.033811815083026886,
0.014063364826142788,
-0.020599866285920143,
-0.013770290650427341,
0.04199456050992012,
0.023044807836413383,
-0.00880194641649723,
0.027550706639885902,
0.03953736275434494,
-0.0713200643658638,
-0.00944018829613924,
-0.0017611117800697684,
0.043683651834726334,
0.006429268978536129,
0.0040724310092628,
-0.025307388976216316,
-0.02407681569457054,
0.019583476707339287,
0.029810385778546333,
-0.0036220478359609842,
-0.010840550996363163,
-0.03377999737858772,
0.004280739463865757,
0.005699322558939457,
0.006790210027247667,
-0.03390347957611084,
-0.0012190876295790076,
0.02875061146914959,
-0.018415937200188637,
0.07865897566080093,
0.011086474172770977,
0.01867927983403206,
0.03455188497900963,
0.00414690375328064,
0.00508922478184104,
0.05629223212599754,
0.030213095247745514,
-0.020824313163757324,
-0.038636401295661926,
-0.01824112981557846,
-0.0036171949468553066,
0.0032107180450111628,
-0.002065746346488595,
-0.04698961600661278,
0.03821713849902153,
0.02784930355846882,
-0.017970046028494835,
0.03276606649160385,
-0.048581574112176895,
0.014674327336251736,
0.018795708194375038,
0.023523075506091118,
-0.042387235909700394,
0.026117481291294098,
-0.01864759624004364,
0.011581189930438995,
0.035032302141189575,
0.012051480822265148,
0.04986519739031792,
-0.0012088436633348465,
0.023740800097584724,
-0.0025210657622665167,
0.028370551764965057,
0.021000094711780548,
-0.004998873453587294,
0.0667024478316307,
-0.021650461480021477,
0.024137133732438087,
0.030825175344944,
0.020712658762931824,
-0.00713324174284935,
0.04861428216099739,
0.006003121845424175,
-0.055411506444215775,
0.023915667086839676,
-0.010562811978161335,
0.04036305472254753,
-0.0064189983531832695,
0.014272689819335938,
-0.03508396074175835,
-0.0526108592748642,
0.0029452659655362368,
0.050999656319618225,
-0.01204591616988182,
-0.013331683352589607,
-0.018889885395765305,
-0.024062346667051315,
-0.013726518489420414,
-0.013041697442531586,
0.00010525812103878707,
-0.012371118180453777,
-0.014816871844232082,
-0.02585367113351822,
0.047793760895729065,
0.03485056385397911,
-0.01144443079829216,
0.020830625668168068,
0.050669632852077484,
0.06165212392807007,
0.03135973960161209,
-0.031729020178318024,
0.05868097022175789,
-0.05263957753777504,
-0.04507802426815033,
0.0012672737939283252,
0.011711234226822853,
-0.03204119950532913,
0.009426925331354141,
0.03954328969120979,
-0.02390488237142563,
-0.014266273006796837,
0.019739463925361633,
-0.0050421771593391895,
0.016721554100513458,
-0.006662657484412193,
-0.09076139330863953,
-0.05453384295105934,
0.044729508459568024,
-0.002883543726056814,
0.004989155102521181,
-0.049114860594272614,
0.056649379432201385,
-0.015874622389674187,
0.031710732728242874,
0.011548037640750408,
0.04092342033982277,
0.04820121079683304,
0.013045874424278736,
0.02054409869015217,
-0.005802756175398827,
0.0008534446242265403,
-0.03227243945002556,
-0.0005474010249599814,
-0.06563497334718704,
-0.08678098022937775,
0.024871567264199257,
0.0004122070095036179,
0.006248712074011564,
-0.02607671543955803,
0.04277320206165314,
-0.02018812857568264,
-0.011406195349991322,
-0.006054136902093887,
0.00746430829167366,
-0.05276273936033249,
0.03775925934314728,
0.01877765730023384,
0.0737062394618988,
0.026594577357172966,
-0.015034451149404049,
-0.0266276802867651,
0.0068090674467384815,
0.0015687920385971665,
0.062267933040857315,
0.012299507856369019,
0.01681406795978546,
-0.03537273779511452,
0.019026903435587883,
0.0443754568696022,
-0.005372618790715933,
-0.020830698311328888,
0.016060803085565567,
0.00100598088465631,
0.041277170181274414,
0.019592810422182083,
0.008381960913538933,
-0.008777158334851265,
0.016748594120144844,
-0.061793968081474304,
-0.021564383059740067,
-0.052780572324991226,
0.007719335146248341,
-0.024922167882323265,
0.010518926195800304,
-0.0002474031352903694,
-0.006037907674908638,
0.014803691767156124,
0.020242758095264435,
-0.02438679337501526,
-0.009602390229701996,
0.005046997219324112,
0.023946508765220642,
-0.0345611646771431,
-0.006457281298935413,
0.02829360030591488,
0.013442184776067734,
0.002811383455991745,
0.08979267627000809,
-0.024629583582282066,
-0.03735708072781563,
0.0064847031608223915,
-0.005562609061598778,
0.026851091533899307,
-0.007806142792105675,
-0.014914307743310928,
0.03038221038877964,
0.010699642822146416,
-0.03843585029244423,
0.05921348184347153,
-0.0710027664899826,
0.04518763720989227,
0.07580368965864182,
-0.0027633276768028736,
0.017867814749479294,
0.004250356927514076,
-0.016379464417696,
0.055066101253032684,
-0.001548510161228478,
-0.026394924148917198,
-0.04540560394525528,
-0.03006410226225853,
0.04433470591902733,
-0.0006395052187144756,
-0.011753570288419724,
0.038678351789712906,
0.08277963101863861,
0.023765847086906433,
0.00921613723039627,
0.008128759451210499,
0.0281436275690794,
-0.023988166823983192,
0.0033392966724932194,
0.02662440575659275,
0.045401934534311295,
-0.005761805456131697,
-0.016265414655208588,
-0.03216889128088951,
0.04361870139837265,
0.03165309503674507,
-0.007422228809446096,
0.050944652408361435,
0.002166417893022299,
-0.017545655369758606,
-0.003207564353942871,
-0.01748529076576233,
0.03816739469766617,
-0.0010756815318018198,
-0.03495229408144951,
0.03509833291172981,
0.03949405625462532,
0.001313445740379393,
-0.016040684655308723,
-0.004179425537586212,
0.002105436520650983,
0.05504370480775833,
-0.03256816789507866,
-0.034968260675668716,
0.008019237779080868,
-0.030305594205856323,
0.006376476492732763,
-0.036656446754932404,
-0.013019664213061333,
-0.043894361704587936,
0.0392504557967186,
0.02379702404141426,
-0.020525364205241203,
0.04732672870159149,
-0.04423969238996506,
-0.020249338820576668,
-0.008410056121647358,
-0.04066308215260506,
0.027191724628210068,
-0.022604994475841522,
-0.05208756774663925,
0.019159875810146332,
-0.011584174819290638,
-0.007117219269275665,
0.028253844007849693,
-0.0029563314747065306,
-0.04789242148399353,
0.02509036473929882,
-0.006283025722950697,
-0.06331150978803635,
-0.018593618646264076,
-0.051535580307245255,
0.0441041924059391,
0.013111247681081295,
-0.018126284703612328,
0.08686823397874832,
0.027097187936306,
-0.07971100509166718,
0.033111389726400375,
-0.021575141698122025,
-0.018489161506295204,
-0.03649446368217468,
-0.023347195237874985,
-0.003304925747215748,
-0.02516981214284897,
-0.014995938166975975,
0.06513741612434387,
-0.041954465210437775,
0.009898222982883453,
-0.04963367059826851,
-0.05179689824581146,
0.010339113883674145,
-0.01304316520690918,
-0.010801971890032291,
-0.0025391741655766964,
0.020055735483765602,
0.09535929560661316,
0.0011632603127509356,
-0.028898168355226517,
-0.05529415234923363,
0.000797320797573775,
-0.007669983431696892,
-0.0182485468685627,
-0.013697485439479351,
0.008016400039196014,
-0.007407079450786114,
-0.002828160999342799,
0.030026443302631378,
0.027424635365605354,
0.08688925951719284,
-0.02515658736228943,
0.014471321366727352,
-0.006028927396982908,
0.029859112575650215,
-0.027728253975510597,
-0.008513099513947964,
0.020077040418982506,
0.004079278092831373,
0.014032847248017788,
0.018082965165376663,
-0.008123029954731464,
-0.001371675287373364,
-0.011346942745149136,
0.027523385360836983,
-0.021003397181630135,
-0.011093594133853912,
-0.004477439448237419,
0.030091335996985435,
-0.006549372803419828,
-0.051859091967344284,
-0.03658388927578926,
0.03328815475106239,
0.03588757663965225,
-0.05846568942070007,
-0.0138164684176445,
0.0027319276705384254,
0.051953673362731934,
-0.006261473521590233,
0.012126236222684383,
-0.031301453709602356,
-0.015775786712765694,
-0.012759159319102764,
-0.0004960286896675825,
-0.006573790684342384,
0.05161217227578163,
0.042779453098773956,
0.022591739892959595,
0.011714177206158638,
-0.047216929495334625,
-0.0005510746268555522,
-0.07042430341243744,
-0.000348578963894397,
-0.049736808985471725,
0.04378780350089073,
-0.00035911850864067674,
0.047326743602752686,
0.030387815088033676,
0.002620323095470667,
-0.008445437066257,
0.041304536163806915,
-0.059457965195178986,
0.014274941757321358,
0.010608627460896969,
-0.0366690531373024,
-0.01939212717115879,
-0.030623257160186768,
0.0375191904604435,
0.01639198511838913,
-0.023146983236074448,
0.0062978072091937065,
-0.0016954559832811356,
-0.04992210119962692,
0.011244567111134529,
-0.01693185605108738,
0.005909649655222893,
-0.00959591194987297,
0.0063193924725055695,
0.059345394372940063,
-0.013486082665622234,
0.029637424275279045,
0.0023253897670656443,
-0.00238905125297606,
-0.008828314021229744,
0.002855891129001975,
0.011731124483048916,
0.0030176013242453337,
0.002588125644251704,
0.013244058936834335,
0.04427915811538696,
-0.05020704120397568,
0.01958361826837063,
0.0034012566320598125,
0.04190816357731819,
0.07602375000715256,
-0.006164255551993847,
-0.03437375649809837,
-0.02934599481523037,
0.0002524317824281752,
0.02314281277358532,
0.0025508722756057978,
0.008624741807579994,
-0.011339948512613773,
0.0412425734102726,
0.037413474172353745,
-0.05574997141957283,
0.008958393707871437,
0.06235942617058754,
-0.020379673689603806,
-0.03787781670689583,
-0.051738083362579346,
0.010934200137853622,
0.019100790843367577,
-0.01033006701618433,
0.050824668258428574,
0.012164700776338577,
-0.014779403805732727,
0.021050667390227318,
0.013977117836475372,
-0.0653110072016716,
-0.04962560161948204,
0.005597713403403759,
0.03287702426314354,
0.03348090127110481,
-0.02701825648546219,
-0.020924037322402,
-0.027949213981628418,
0.050500452518463135,
0.04323280602693558,
0.023633519187569618,
-0.010413425043225288,
-0.06637111306190491,
-0.04625324159860611,
0.04716859385371208,
0.0008465123828500509,
-0.11332304775714874,
0.010763021185994148,
-0.018701467663049698,
-0.02088920585811138,
0.002188460435718298,
-0.0484752394258976,
0.024721290916204453,
-0.053775638341903687,
0.009272951632738113,
-0.05304408818483353,
-0.005721125286072493,
-0.022798284888267517,
0.015210540033876896,
-0.03387531638145447,
0.04044895991683006,
0.00004515377804636955,
0.009922516532242298,
-0.05901375412940979,
0.016233591362833977,
-0.013984725810587406,
0.053859006613492966,
-0.05422428622841835,
-0.04090815410017967,
0.005876879207789898,
-0.0026632912922650576,
-0.017728596925735474,
-0.06078166514635086,
-0.012869875878095627,
0.0110247153788805,
0.024540895596146584,
0.031032046303153038,
0.014184250496327877,
-0.025901606306433678,
0.027818994596600533,
0.01554980967193842,
0.0027041290886700153,
-0.005039977841079235,
-0.03329522907733917,
0.057546358555555344,
0.043438833206892014,
0.01305857952684164,
0.060849204659461975,
0.025663848966360092,
0.0232780110090971,
0.03628417104482651,
-0.005974841769784689,
0.015807298943400383,
-0.0387987419962883,
-0.02655814401805401,
-0.03370364010334015,
-0.007301271427422762,
-0.06319575756788254,
0.031140025705099106,
0.0022706310264766216,
0.030491754412651062,
-0.031547535210847855,
-0.018459832295775414,
0.005107276141643524,
0.02830648422241211,
0.037597790360450745,
-0.03518085554242134,
0.04379218444228172,
0.041752804070711136,
0.004758634138852358,
-0.002824337687343359,
-0.02780805714428425,
-0.02873496152460575,
-0.008768416941165924,
0.02402537129819393,
-0.010023348964750767,
-0.028487302362918854,
-0.01799425669014454,
-0.022808155044913292,
0.02258104830980301,
-0.0181248988956213,
0.014743656851351261,
-0.0018607770325616002,
0.025356188416481018,
0.0057207257486879826,
-0.03900106996297836,
0.0008853930630721152,
0.014824916608631611,
-0.030719870701432228,
-0.009429462254047394,
-0.0373145192861557,
0.07091353088617325,
-0.004903056193143129,
-0.02091267518699169,
-0.08260087668895721,
-0.03239528834819794,
0.05059889703989029,
-0.007011708337813616,
-0.07035412639379501,
-0.01784350909292698,
-0.004990799818187952,
0.005707259755581617,
-0.004244801588356495,
-0.030097421258687973,
0.07271917164325714,
-0.05320591852068901,
0.010233280248939991,
0.0033836362417787313,
0.014923356473445892,
0.07369904220104218,
0.011312139220535755,
0.03646443411707878,
-0.0010787935461848974,
-0.03674649819731712,
-0.02038305439054966,
0.034916095435619354,
0.009825048968195915,
-0.01828036457300186,
-0.010866777040064335,
-0.02294175513088703,
0.016792919486761093,
0.05137483775615692,
0.009820712730288506,
-0.00898541510105133,
0.021760324016213417,
-0.025285672396421432,
0.01684705540537834,
-0.03803199902176857,
-0.015941942110657692,
-0.006257582921534777,
0.03356657922267914,
-0.019328605383634567,
-0.016515066847205162,
-0.0008021538378670812,
-0.02736862562596798,
0.002135235583409667,
0.008464127779006958,
-0.02231353335082531,
0.026526471599936485,
0.07608533650636673,
-0.028193656355142593,
0.04579067602753639,
-0.034423597157001495,
-0.02215690352022648,
0.04171791300177574,
0.01139680203050375,
0.0037551764398813248,
0.012975875288248062,
-0.00011018571240128949,
-0.0011877452488988638,
0.021068772301077843,
-0.048906199634075165,
0.020138539373874664,
0.047690995037555695,
0.027273226529359818,
0.04661918804049492,
0.05635720118880272,
0.007342406082898378,
0.05360494926571846,
-0.03175165131688118,
0.013681056909263134,
-0.03395317494869232,
0.03266213834285736,
0.05874888598918915,
0.024607330560684204,
-0.019033458083868027,
0.03611031174659729,
0.01124848797917366,
0.053006988018751144,
0.015356926247477531,
0.0111814821138978,
0.028416231274604797,
0.002536613726988435,
-0.022020552307367325,
-0.022526372224092484,
0.033253785222768784,
-0.02438637986779213,
0.0049544814974069595,
0.008821288123726845,
-0.04712563753128052,
0.02280053123831749,
0.04281962290406227,
0.018607942387461662,
-0.04313475266098976,
-0.024495171383023262,
-0.05810728296637535,
0.019763924181461334,
-0.014454330317676067,
-0.02680083177983761,
0.03423615172505379,
-0.006677589844912291,
0.011343235149979591,
-0.001881021773442626,
-0.0022011755499988794,
-0.016073184087872505,
-0.09443944692611694,
-0.025916865095496178,
-0.015615927055478096,
-0.017297636717557907,
0.038443777710199356,
0.029733365401625633,
-0.020511094480752945,
0.0025363080203533173,
-0.04988966882228851,
0.04202420637011528,
0.03523610159754753,
0.048007942736148834,
-0.007841958664357662,
0.03669817000627518,
-0.0033987173810601234,
0.013081577606499195,
-0.036127492785453796,
-0.030005158856511116,
0.1019909530878067,
0.08567088097333908,
0.023070022463798523,
-0.05823304504156113,
0.02594751864671707,
0.03115888126194477,
-0.025041839107871056,
-0.0000711711254552938,
-0.00040249116136692464,
0.04336000978946686,
-0.009446593932807446,
0.008753463625907898,
0.03664329648017883,
0.011723494157195091,
0.010113063268363476,
0.01853034272789955,
-0.031169068068265915,
0.00036494771484285593,
0.03993604704737663,
-0.005220858845859766,
0.023016713559627533,
-0.009259836748242378,
-0.061572980135679245,
-0.008384005166590214,
0.004311254248023033,
-0.005317664239555597,
-0.007275430019944906,
-0.08112823218107224,
-0.0040914746932685375,
-0.0024120535235852003,
0.005127730313688517,
-0.023502498865127563,
-0.01727960631251335,
-0.03171030431985855,
-0.01238277181982994,
-0.0057314480654895306,
-0.005242874380201101,
-0.013346316292881966,
0.025687966495752335,
0.06609004735946655,
0.008280373178422451,
-0.02448319084942341,
-0.009204586036503315,
0.0169166661798954,
-0.014652615413069725,
-0.03435356169939041,
-0.05578693747520447,
0.021696539595723152,
-0.04441140964627266,
-0.007941942662000656,
0.007640915457159281,
-0.04247951880097389,
0.028700871393084526,
-0.05596030876040459,
0.01941031403839588,
0.0018764149863272905,
0.020745204761624336,
-0.05365758389234543,
-0.023457622155547142,
-0.04181594401597977,
-0.006073291879147291,
-0.013818551786243916,
0.03577588498592377,
0.023281525820493698,
-0.018771931529045105,
-0.05539587140083313,
-0.040879666805267334,
0.02369808219373226,
-0.007755917031317949,
0.04106338694691658,
0.04040824621915817,
-0.017367437481880188,
-0.04773705080151558,
-0.023666560649871826,
0.016356874257326126,
0.013611476868391037,
0.02027164213359356,
-0.04665502905845642,
-0.027375394478440285,
-0.02202182076871395,
-0.007470700889825821,
-0.011275837197899818,
0.0029167027678340673,
0.02648286707699299,
-0.03697701543569565,
0.025798939168453217,
0.036765776574611664,
0.0401320680975914,
0.007815937511622906,
0.02511102892458439,
0.0026031993329524994,
0.017023421823978424,
0.023522548377513885,
-0.03425595909357071,
-0.03293289244174957,
0.023486558347940445,
-0.02624300681054592,
-0.000604336557444185,
-0.03611242398619652,
0.05587281659245491,
-0.000059173835325054824,
0.008270292542874813,
-0.04438130185008049,
0.03998873010277748,
0.016258087009191513,
0.014768359251320362,
0.00011900713434442878,
-0.0508737713098526,
0.0205136276781559,
0.009735440835356712,
0.015671122819185257,
-0.04243714362382889,
-0.025617452338337898,
-0.04959012195467949,
-0.030863016843795776,
0.019113609567284584,
-0.02813561074435711,
-0.07072214782238007,
0.02564873732626438,
-0.006072497460991144,
0.029144223779439926,
-0.03414011374115944,
-0.022418849170207977,
-0.059123653918504715,
0.01888134516775608,
-0.03747987747192383,
0.0055855815298855305,
-0.025752687826752663,
0.01612822338938713,
-0.020964205265045166,
-0.04007289558649063,
-0.004927666392177343,
0.010501101613044739,
0.01981460489332676,
-0.03143324330449104,
0.006131387315690517,
0.006801672745496035,
0.030028413981199265,
-0.02043091133236885,
-0.03306715562939644,
0.04044374078512192,
-0.04368288069963455,
-0.014547457918524742,
0.005315636284649372,
-0.019549774006009102,
0.029571840539574623,
0.048418980091810226,
-0.02839420922100544,
0.04577204957604408,
0.04984428361058235,
0.009524459950625896,
0.015844762325286865,
-0.013399220071732998,
0.0011740191839635372,
0.013693760149180889,
0.005209215916693211,
0.0024343905970454216,
0.017244739457964897,
0.007630827836692333,
0.01905570551753044,
0.05471425503492355,
-0.016032801941037178,
-0.02188587561249733,
0.008301198482513428,
-0.012715429067611694,
0.011347292922437191,
-0.015132647007703781,
0.011000638827681541,
0.018476134166121483,
0.022541657090187073,
-0.06938185542821884,
0.026555052027106285,
-0.02068278379738331,
0.020076008513569832,
-0.08000440895557404,
0.011119999922811985,
-0.01657935231924057,
-0.010242669843137264,
0.013154562562704086,
-0.025507092475891113,
0.006404299288988113,
-0.005904027726501226,
-0.03170418366789818,
0.029168585315346718,
-0.026048095896840096,
0.02975626476109028,
-0.045209307223558426,
0.025814900174736977,
-0.024350516498088837,
-0.0017071053152903914,
0.04824869707226753,
-0.02996927499771118,
0.0431022010743618,
-0.008715425617992878,
0.023250332102179527,
-0.0014732138952240348,
0.001268649473786354,
0.023540301248431206,
-0.008792538195848465,
-0.03335730358958244,
0.025866543874144554,
-0.016287270933389664,
-0.035911329090595245,
0.021637331694364548,
-0.021222887560725212,
0.011417655274271965,
0.055316388607025146,
0.010812235064804554,
0.02628379687666893,
0.03650030866265297,
0.039062462747097015,
0.007006742060184479,
-0.009386928752064705,
0.013440540991723537,
0.006445905193686485,
-0.0034702522680163383,
0.03025558963418007,
0.03306029364466667,
0.01013787742704153,
0.015675963833928108,
-0.008284017443656921,
0.040196437388658524,
-0.014838169328868389,
-0.026351701468229294,
0.005022771190851927,
-0.03869311884045601,
0.02864082343876362,
0.015084989368915558,
0.009728183969855309,
-0.03566484898328781,
0.023323195055127144,
-0.0007962404633872211,
-0.001226453110575676,
0.0021725771948695183,
0.03534281998872757,
-0.02008887380361557,
-0.034581735730171204,
0.008048971183598042,
0.01707804948091507,
-0.017325691878795624,
-0.06289760023355484,
0.020691167563199997,
0.06928093731403351,
0.0011218211147934198,
-0.004530823323875666,
-0.015223555266857147,
-0.003118430729955435,
0.05330152064561844,
-0.008251169696450233,
0.03178955987095833,
0.01429187785834074,
0.005658789072185755,
-0.014383263885974884,
-0.08430087566375732,
0.07484503090381622,
0.015411661006510258,
-0.03555247187614441,
-0.019402988255023956,
0.0006190990097820759,
-0.006741837132722139,
0.04018191248178482,
0.05507376044988632,
0.02323383465409279,
-0.005103546194732189,
-0.02741927281022072,
0.04819008335471153,
0.0031919924076646566,
-0.06756803393363953,
0.01581835187971592,
0.004823154769837856,
-0.02227797918021679,
-0.017564918845891953,
0.003725233720615506,
-0.02436831407248974,
0.021298576146364212,
0.03190665692090988,
0.0034043926279991865,
0.018267536535859108,
-0.00739574059844017,
-0.01192689873278141,
0.01852862909436226,
0.044591329991817474,
-0.0013981142546981573,
0.02783162146806717,
-0.0018256059847772121,
-0.012303249910473824,
0.02668677642941475,
0.03065410815179348,
-0.028329208493232727,
0.024509023874998093,
-0.0714900940656662,
-0.01662176102399826,
-0.021861694753170013,
-0.008666499517858028,
0.019793465733528137,
-0.05502179637551308,
-0.02236746810376644,
0.0062316120602190495,
-0.05204921215772629,
-0.0193439032882452,
0.03918272256851196,
0.04535793885588646,
0.014147566631436348,
0.008644205518066883,
0.032196205109357834,
0.005057834554463625,
0.0006572514539584517,
-0.027437856420874596,
0.020229142159223557,
0.006869204808026552,
-0.014624906703829765,
0.015447148121893406,
0.005714531522244215,
-0.015304258093237877,
0.045686956495046616,
-0.027543578296899796,
0.07401060312986374,
-0.03249179571866989,
-0.026625091210007668,
0.0021986833307892084,
-0.03957417979836464,
-0.022123895585536957,
0.0013410181272774935,
-0.02831179089844227,
0.06879497319459915,
-0.024992728605866432,
0.02498820424079895,
0.0032771422993391752,
-0.03921724855899811,
-0.01575266569852829,
0.0021381478291004896,
0.027339674532413483,
0.03002704493701458,
0.03447199612855911,
-0.004185335710644722,
-0.0009350574691779912,
0.00010561047383816913,
0.03550701215863228,
-0.03693804144859314,
0.027654195204377174,
-0.022111639380455017,
-0.019940927624702454,
-0.007330823689699173,
-0.017169060185551643,
-0.038412291556596756,
-0.01107445452362299,
0.0025349073112010956,
0.025645805522799492,
0.02787339687347412,
-0.009863545186817646,
-0.052706167101860046,
-0.00076439039548859,
0.021385561674833298,
-0.035122111439704895,
0.0037953960709273815,
-0.01655595749616623,
0.018186314031481743,
0.007640639320015907,
-0.010467639192938805
] |
<p>The biological data is listed as following: </p>
<pre><code> V1 V2 V3 V4 V5 V6
0.064 0.014 0.016 0.012 0.013 0.023
0.056 0.000 0.000 0.008 0.010 0.000
0.042 0.014 0.024 0.008 0.017 0.023
0.031 0.014 0.016 0.008 0.013 0.023
0.068 0.000 0.008 0.004 0.020 0.000
0.081 0.000 0.000 0.004 0.010 0.000
0.060 0.014 0.016 0.006 0.010 0.023
</code></pre>
<p>or you can download the data from <a href="http://www.mediafire.com/?6yp9l9m47jv433a" rel="nofollow">http://www.mediafire.com/?6yp9l9m47jv433a</a>.</p>
<pre><code>A<- dat[,1]
B<- dat[,2:6]
</code></pre>
<p>I want to compare the difference between the first column to other columns of the data.Because only dat[,2] and dat[,6] not subject to normal distribute,I used wilcox.test instead of t.test function to caculate in R. But the warning messages rised up,such as "In wilcox.test.default(A, B[, 1]) : cannot compute exact p-value with ties". Could you give me some suggestions? Thank you.</p>
<pre><code>wilcox.test(A,B[,1])
Wilcoxon rank sum test with continuity correction
data: A and B[, 1] W = 49, p-value = 0.00184 alternative hypothesis: true location shift is not equal to 0
Warning message: In wilcox.test.default(A, B[, 1]) : cannot compute exact p-value with ties
</code></pre> | 73,407 | [
-0.046871721744537354,
0.004416132811456919,
0.018274551257491112,
0.01224821899086237,
-0.015583033673465252,
0.03586681932210922,
-0.028671590611338615,
0.011223516426980495,
0.02195475623011589,
-0.034470293670892715,
0.061647623777389526,
0.04376371204853058,
0.024202698841691017,
0.0661180317401886,
0.044055286794900894,
-0.00015396678645629436,
0.0028196326456964016,
-0.008830772712826729,
-0.018346397206187248,
0.0009697509813122451,
0.007031070999801159,
0.007463918998837471,
0.003929488826543093,
-0.008470705710351467,
0.0014822401572018862,
0.05143078416585922,
0.017929963767528534,
0.00961335189640522,
-0.05125990882515907,
0.0344330370426178,
-0.05964888259768486,
-0.06381124258041382,
0.032456133514642715,
-0.013337614014744759,
0.015054011717438698,
0.028994258493185043,
0.012611865065991879,
-0.017308784648776054,
-0.01146605797111988,
0.035317640751600266,
0.006827355362474918,
-0.022791625931859016,
-0.0014949673786759377,
0.06467702984809875,
0.013106110505759716,
0.012720473110675812,
0.015150320716202259,
0.03891691192984581,
0.033780232071876526,
0.005481034517288208,
0.06283052265644073,
-0.022440316155552864,
0.04124534875154495,
-0.013076036237180233,
-0.01591813750565052,
0.008842701092362404,
0.019445179030299187,
0.04700438678264618,
-0.0005503306165337563,
-0.0952611118555069,
-0.010350634343922138,
-0.04378576949238777,
-0.023736242204904556,
0.013379902578890324,
-0.029489047825336456,
-0.01135102566331625,
-0.040322788059711456,
-0.0494091622531414,
0.02807721123099327,
-0.042977724224328995,
-0.0008566596079617739,
0.005777854938060045,
-0.005126962438225746,
-0.023181360214948654,
0.027119450271129608,
-0.009976726956665516,
-0.01887318305671215,
0.003484138287603855,
0.04453403875231743,
0.02310372330248356,
-0.00002141223376384005,
0.035005100071430206,
0.0020205331966280937,
0.07038483768701553,
0.036926817148923874,
-0.00475908862426877,
0.02375883422791958,
-0.07516203820705414,
0.02074078470468521,
0.06465545296669006,
-0.03473548963665962,
0.032897766679525375,
0.028629068285226822,
0.024625888094305992,
-0.027080325409770012,
0.04175206273794174,
0.012041926383972168,
0.007338761352002621,
-0.034483492374420166,
-0.009001068770885468,
-0.031129751354455948,
-0.07164269685745239,
0.023032577708363533,
0.0390716977417469,
-0.0486164391040802,
-0.03880620747804642,
-0.02892354130744934,
0.025772327557206154,
-0.016181685030460358,
-0.025631703436374664,
0.016661720350384712,
0.013010910712182522,
0.010673954151570797,
-0.008706548251211643,
0.017763836309313774,
-0.03931743651628494,
-0.009702736511826515,
0.005914469249546528,
0.07508479803800583,
0.056396082043647766,
0.0901130735874176,
0.015296077355742455,
0.038037389516830444,
0.0010216805385425687,
-0.021444061771035194,
-0.022094273939728737,
0.02195729687809944,
0.0019092932343482971,
0.0026344694197177887,
0.032965369522571564,
0.00014847029524389654,
-0.014553152024745941,
0.0472380705177784,
-0.02036125585436821,
0.062157973647117615,
0.02619577944278717,
-0.06751459836959839,
-0.03209158405661583,
0.05032356455922127,
0.014059252105653286,
-0.016099995002150536,
-0.030311379581689835,
0.0001253320515388623,
0.03289647400379181,
0.029670435935258865,
0.007499305531382561,
0.029320012778043747,
0.002023940673097968,
0.011365838348865509,
0.0009919480653479695,
-0.024844812229275703,
-0.028042102232575417,
-0.026827659457921982,
-0.03215596824884415,
-0.043284282088279724,
-0.04835392162203789,
-0.012732896953821182,
0.014516367577016354,
-0.006383680738508701,
0.03461494669318199,
0.02974756434559822,
0.006987782660871744,
-0.017981817945837975,
-0.050596050918102264,
-0.029036061838269234,
-0.03395814076066017,
0.031391702592372894,
-0.025758275762200356,
-0.007325247395783663,
0.02234043926000595,
-0.04641171544790268,
0.006135942880064249,
-0.027306897565722466,
0.034333646297454834,
0.03992042690515518,
-0.03050113096833229,
0.037734679877758026,
-0.022032182663679123,
0.03829089179635048,
0.032811131328344345,
-0.04733055457472801,
0.014226341620087624,
-0.03660109266638756,
-0.024723222479224205,
0.050291936844587326,
0.03824722021818161,
-0.0006641580839641392,
-0.017503933981060982,
0.05801821127533913,
-0.045560989528894424,
-0.06061352789402008,
-0.03024027869105339,
-0.02771327644586563,
0.01726660691201687,
-0.053343985229730606,
0.004643643274903297,
0.023017525672912598,
-0.005018893629312515,
-0.005314180627465248,
-0.0022807540372014046,
-0.015905767679214478,
0.0038116544019430876,
0.040540583431720734,
-0.04896219074726105,
0.034425538033246994,
0.04472462460398674,
0.07771860808134079,
-0.003044022247195244,
0.023154927417635918,
-0.046952024102211,
-0.016198329627513885,
0.0185814518481493,
-0.04636387899518013,
0.02965409681200981,
0.01673058047890663,
-0.005501829087734222,
0.014380010776221752,
0.0013737297849729657,
-0.011234891600906849,
0.04927230253815651,
-0.06478114426136017,
0.022853704169392586,
0.04372778907418251,
0.02456098422408104,
0.028091954067349434,
-0.0477522648870945,
-0.00802603829652071,
-0.0053585064597427845,
-0.02253733202815056,
0.005374997854232788,
-0.032622747123241425,
0.016344541683793068,
0.03604118153452873,
0.01761382818222046,
-0.03699135780334473,
-0.007025276310741901,
0.024455353617668152,
-0.00633065402507782,
0.01795423962175846,
0.055159203708171844,
0.01628079265356064,
-0.06118528172373772,
0.016226856037974358,
0.011655389331281185,
-0.007583968341350555,
0.027121394872665405,
0.029646798968315125,
-0.006687890272587538,
0.08054941892623901,
-0.026075422763824463,
0.017458174377679825,
0.01300025824457407,
-0.003046949626877904,
-0.029600519686937332,
-0.01139760296791792,
-0.008105134591460228,
0.06443057954311371,
-0.006107947323471308,
0.034265294671058655,
0.05271494761109352,
-0.02716144546866417,
-0.01198465097695589,
0.014281799085438251,
-0.033181142061948776,
0.02568376436829567,
0.051062602549791336,
-0.014031263999640942,
0.03386138752102852,
0.006061953492462635,
-0.059027235954999924,
-0.0017705709906294942,
-0.038367919623851776,
-0.007626263424754143,
-0.04608537256717682,
-0.011815864592790604,
0.027350522577762604,
0.03548921272158623,
0.01993994414806366,
-0.032157495617866516,
0.02730661816895008,
-0.011047905310988426,
-0.018865255638957024,
0.005865131970494986,
0.0037806930486112833,
-0.044439274817705154,
0.022409578785300255,
0.008709520101547241,
-0.014066207222640514,
0.03642601519823074,
0.012771646492183208,
-0.039810337126255035,
0.030311910435557365,
0.011522436514496803,
-0.047321829944849014,
-0.016078677028417587,
-0.024852432310581207,
0.015374814160168171,
-0.004301715176552534,
-0.03429488465189934,
0.023050613701343536,
-0.0017898350488394499,
-0.06879943609237671,
0.019601918756961823,
-0.053231075406074524,
-0.012109990231692791,
0.0030917017720639706,
-0.008642054162919521,
-0.03318005055189133,
0.010206440463662148,
0.018129507079720497,
0.004559410735964775,
-0.016717934980988503,
-0.002988432999700308,
-0.06188170611858368,
-0.040269847959280014,
0.028186611831188202,
0.0065310331992805,
0.034279756247997284,
0.01951955072581768,
-0.04442290589213371,
0.053757425397634506,
0.06355724483728409,
-0.0005497295060195029,
-0.07670924812555313,
-0.008599904365837574,
-0.05412255972623825,
0.01471812091767788,
-0.006295301951467991,
0.03255981579422951,
0.05949768051505089,
0.012513990513980389,
0.0023491522297263145,
0.05667014420032501,
0.03367650508880615,
0.0036150761879980564,
-0.008660709485411644,
0.004733104724436998,
0.019087612628936768,
-0.047888778150081635,
0.03980962187051773,
0.01740182749927044,
-0.0008292710990644991,
0.020772481337189674,
0.011220083571970463,
-0.010879389010369778,
0.0011739631881937385,
-0.009987764991819859,
0.008446180261671543,
0.015764867886900902,
0.048947639763355255,
-0.028813110664486885,
0.014722884632647038,
0.012102076783776283,
-0.0147659070789814,
-0.003625766607001424,
0.012552259489893913,
0.015285030007362366,
-0.008898213505744934,
-0.018438709899783134,
0.0817226767539978,
0.04867804795503616,
-0.027003269642591476,
0.03117135353386402,
-0.000024716749976505525,
-0.003054853295907378,
0.0035388809628784657,
-0.0688619464635849,
-0.031299006193876266,
0.06084541976451874,
0.04952497407793999,
0.011311044916510582,
0.035374950617551804,
-0.03207714110612869,
0.0075169941410422325,
0.0035853951703757048,
0.02084752917289734,
-0.035667043179273605,
0.046275489032268524,
-0.008921943604946136,
0.03299282118678093,
0.03147834911942482,
0.0014471107861027122,
-0.006726833060383797,
0.007221321575343609,
-0.050894517451524734,
0.01972482167184353,
0.021930783987045288,
-0.037981923669576645,
0.013128126040101051,
-0.03936682268977165,
-0.006277576554566622,
0.01710902713239193,
-0.01357530988752842,
0.026811594143509865,
0.0006269838777370751,
-0.06747783720493317,
0.006887509487569332,
0.004787036683410406,
0.0037117504980415106,
-0.035803988575935364,
-0.012212136760354042,
0.05188405513763428,
-0.0040313308127224445,
0.03749139606952667,
0.02991892211139202,
-0.007191391196101904,
0.032521117478609085,
-0.03155799210071564,
0.0031133806332945824,
0.04996347054839134,
0.03927192836999893,
0.07379090040922165,
0.022066157311201096,
-0.06412658095359802,
-0.03469158336520195,
-0.016743253916502,
-0.00117907440289855,
0.07004810124635696,
-0.019800590351223946,
-0.0015061750309541821,
0.008564043790102005,
-0.029668550938367844,
-0.01645941659808159,
0.0062975105829536915,
-0.008509251289069653,
-0.0031558757182210684,
0.012274540029466152,
0.030957728624343872,
-0.006820196285843849,
0.017416993156075478,
0.06310898065567017,
0.009818540886044502,
0.008851077407598495,
-0.02432892471551895,
-0.035273972898721695,
-0.021546313539147377,
-0.02625076100230217,
0.04946405813097954,
0.011653749272227287,
0.0036815409548580647,
-0.024497831240296364,
0.027161862701177597,
-0.003614772344008088,
-0.034218207001686096,
-0.01430221926420927,
0.02680976502597332,
0.01338544487953186,
-0.013056989759206772,
-0.009941711090505123,
-0.006748822517693043,
0.040381599217653275,
0.04089335352182388,
0.006106250919401646,
0.030473822727799416,
-0.10056059062480927,
-0.015786191448569298,
0.02752796560525894,
0.0730382427573204,
-0.015344216488301754,
-0.017766103148460388,
-0.04359200969338417,
-0.011315541341900826,
0.03190523758530617,
-0.024647053331136703,
0.00476273987442255,
0.0010992579627782106,
0.028299422934651375,
-0.023175962269306183,
-0.024727635085582733,
-0.06555207818746567,
-0.006820859387516975,
-0.058300603181123734,
0.03764619305729866,
-0.025630859658122063,
-0.047180015593767166,
-0.008234563283622265,
0.01605779118835926,
-0.016252964735031128,
0.03655083104968071,
-0.0350237675011158,
-0.02268529310822487,
0.04120727255940437,
0.0032042013481259346,
-0.019527127966284752,
-0.04228629171848297,
0.051604896783828735,
0.007123182062059641,
0.007565482519567013,
0.044990383088588715,
-0.004387134686112404,
0.017637696117162704,
0.010066760703921318,
0.019546736031770706,
-0.009663847275078297,
0.0016967908013612032,
0.0058312625624239445,
0.061636511236429214,
0.007095308043062687,
-0.02053801156580448,
0.060084618628025055,
-0.0047874185256659985,
0.013609620742499828,
-0.029695704579353333,
-0.07271253317594528,
-0.04033037647604942,
-0.007282013539224863,
0.013604159466922283,
-0.04787870869040489,
-0.028284171596169472,
-0.0040748389437794685,
0.01416074763983488,
-0.042386580258607864,
0.005164622329175472,
-0.010390780866146088,
0.03391014412045479,
0.04562656581401825,
0.017574582248926163,
-0.01042054034769535,
-0.015273286029696465,
-0.012471078895032406,
-0.010708792135119438,
0.0027010643389075994,
0.008557947352528572,
0.0329693965613842,
-0.045547742396593094,
-0.02682509273290634,
0.0018678558990359306,
-0.011685763485729694,
-0.0010316591942682862,
0.001530362293124199,
-0.0301470048725605,
-0.0033478732220828533,
-0.04006693512201309,
0.006414874456822872,
0.0028007342480123043,
0.04514197260141373,
0.01972382143139839,
-0.022837745025753975,
-0.007229431997984648,
0.03206246718764305,
-0.004146839492022991,
0.004832214675843716,
-0.03187853470444679,
0.035282861441373825,
-0.016876934096217155,
-0.006112948525696993,
-0.04624436795711517,
-0.0054710628464818,
-0.0020598226692527533,
0.020256083458662033,
-0.03524922579526901,
-0.07103721052408218,
-0.03593356907367706,
-0.01371676940470934,
0.000821762892883271,
-0.00006888020288897678,
0.03387223184108734,
-0.012634973041713238,
0.00043902869219891727,
0.020549938082695007,
0.002091667614877224,
0.047928884625434875,
-0.023815376684069633,
0.020969323813915253,
0.0014139842242002487,
0.0008489322499372065,
0.010950294323265553,
0.01677212119102478,
-0.04600980132818222,
-0.030564257875084877,
-0.02771274745464325,
-0.020890912041068077,
0.009518641047179699,
0.04785275459289551,
0.007414264138787985,
-0.023930644616484642,
-0.019093871116638184,
-0.002077478915452957,
0.022133756428956985,
-0.02453492395579815,
-0.01374118123203516,
-0.025452254340052605,
0.007587804924696684,
-0.026894673705101013,
0.02322644554078579,
-0.010872798040509224,
-0.01777550019323826,
-0.01609824411571026,
-0.005332434084266424,
-0.06914328038692474,
0.03411417827010155,
0.0665258914232254,
-0.021383317187428474,
0.03183669596910477,
0.006730512250214815,
-0.028418362140655518,
0.03164537623524666,
0.03692501783370972,
-0.023373564705252647,
-0.039635248482227325,
0.012190373614430428,
-0.057612448930740356,
0.017804550006985664,
-0.03596431761980057,
0.004604046232998371,
0.03479447960853577,
0.02124224603176117,
0.03495047613978386,
0.04919042810797691,
0.024727292358875275,
-0.020170288160443306,
-0.01609007641673088,
-0.006928547285497189,
-0.0034181317314505577,
0.01800972782075405,
0.040137890726327896,
-0.0302969291806221,
-0.009227655827999115,
0.054678622633218765,
0.06900622695684433,
0.014186827465891838,
0.07206746935844421,
-0.015643611550331116,
-0.04393628612160683,
0.027900248765945435,
-0.015320884063839912,
-0.03308816999197006,
0.05058526620268822,
-0.025426071137189865,
0.017455121502280235,
-0.019919557496905327,
-0.037219155579805374,
0.009857636876404285,
0.027362177148461342,
-0.021802473813295364,
-0.017342280596494675,
-0.05801185593008995,
-0.08465422689914703,
0.024030787870287895,
0.009266217239201069,
-0.04344458132982254,
0.04480819031596184,
0.0004867075476795435,
-0.003833064576610923,
-0.03520801290869713,
0.06455360352993011,
-0.04401097074151039,
-0.04716502130031586,
-0.042958542704582214,
-0.018803423270583153,
-0.029470084235072136,
0.051895346492528915,
-0.005002095829695463,
-0.002594688208773732,
0.02580413594841957,
-0.0486493781208992,
0.02847110480070114,
0.018616624176502228,
0.017091922461986542,
0.02503504417836666,
0.04416611045598984,
-0.03690449893474579,
0.013912005349993706,
-0.00750216469168663,
0.00007929524144856259,
0.15665237605571747,
0.060843683779239655,
0.028760414570569992,
-0.053614236414432526,
0.028356418013572693,
0.04624943807721138,
0.012415535748004913,
-0.02005799673497677,
-0.015262500382959843,
0.019955506548285484,
-0.02048991620540619,
0.05549660697579384,
0.04870685189962387,
0.03942585736513138,
-0.018751008436083794,
0.02043568715453148,
-0.031255125999450684,
-0.0333612859249115,
-0.01152799278497696,
0.03712920472025871,
0.022564725950360298,
-0.04345935583114624,
-0.013305369764566422,
-0.00406852550804615,
0.04524178057909012,
-0.01372660230845213,
-0.031523529440164566,
0.0022526318207383156,
-0.0029692952521145344,
0.017726868391036987,
-0.023172808811068535,
0.029173510149121284,
0.03968663513660431,
0.02047346904873848,
-0.010401347652077675,
-0.009814837947487831,
0.01587543450295925,
-0.0472068190574646,
0.019878875464200974,
0.007263150531798601,
0.016375435516238213,
0.01305010449141264,
0.023041043430566788,
0.045729998499155045,
-0.023693310096859932,
-0.00492078298702836,
-0.02804197184741497,
0.019685378298163414,
0.01074189879000187,
-0.017702359706163406,
0.007468267809599638,
-0.012526081874966621,
0.00044856526073999703,
-0.03692817687988281,
-0.039658475667238235,
0.0020728919189423323,
0.00004357401485322043,
0.00913996621966362,
0.011033369228243828,
-0.0092230886220932,
0.023713577538728714,
-0.011963068507611752,
0.034827593713998795,
0.06291395425796509,
-0.004222815856337547,
-0.009303240105509758,
-0.0359041690826416,
0.06621243059635162,
-0.03964819014072418,
0.05891840159893036,
-0.004995747469365597,
0.0029129586182534695,
0.005929849576205015,
-0.032471563667058945,
0.009685100056231022,
0.012336383573710918,
0.035022005438804626,
0.011062187142670155,
-0.01754196360707283,
0.02632891573011875,
-0.04085400700569153,
0.006198196206241846,
-0.03541062772274017,
-0.003961416892707348,
-0.028594933450222015,
0.014912126585841179,
0.039896730333566666,
0.005550452508032322,
0.030061103403568268,
0.007848136126995087,
0.011434836313128471,
0.06666327267885208,
0.00913681648671627,
-0.02924182079732418,
-0.02664649672806263,
0.006883020978420973,
0.0032874459866434336,
-0.012524808757007122,
-0.00595809007063508,
0.04998141527175903,
0.04926597699522972,
0.0008099665283225477,
-0.01752784475684166,
0.005438633728772402,
-0.002241414273157716,
-0.031702920794487,
-0.001861811731941998,
-0.027113180607557297,
-0.022814184427261353,
0.05451684817671776,
-0.03115081787109375,
-0.011452315375208855,
-0.024777071550488472,
-0.04619961231946945,
-0.04750354215502739,
-0.002059726510196924,
-0.03367868810892105,
-0.012126198969781399,
-0.01898871548473835,
0.0016627771547064185,
-0.0338076613843441,
-0.005618198774755001,
-0.012092373333871365,
-0.03100699745118618,
-0.017401689663529396,
-0.0413360558450222,
-0.0008265986107289791,
-0.03312867879867554,
-0.009747001342475414,
-0.0421137660741806,
0.03691389039158821,
0.02833934873342514,
0.009307232685387135,
0.024715421721339226,
0.004190760664641857,
-0.021096261218190193,
0.02199636399745941,
0.0468062125146389,
0.016564562916755676,
0.0038134537171572447,
0.02282566763460636,
-0.06893257051706314,
-0.019396694377064705,
0.015042869374155998,
0.00615322170779109,
0.004063461907207966,
0.00052434898680076,
0.016649765893816948,
0.0077337417751550674,
0.07580335438251495,
-0.030516546219587326,
0.0002932559291366488,
-0.00955545250326395,
-0.012550126761198044,
-0.020189007744193077,
0.002974430564790964,
-0.011417829431593418,
0.027331329882144928,
0.00738650793209672,
-0.006575396750122309,
0.035493239760398865,
-0.014334877021610737,
-0.026917601004242897,
-0.028102392330765724,
-0.050571270287036896,
-0.019053811207413673,
0.010180988349020481,
-0.02694389969110489,
-0.000027319250875734724,
0.05415424332022667,
-0.017732098698616028,
0.011618747375905514,
-0.0191744826734066,
0.02591530792415142,
-0.07667314261198044,
-0.0157865509390831,
0.02379188872873783,
0.019646301865577698,
0.014150403439998627,
-0.040181830525398254,
0.02492976374924183,
-0.0002058801765087992,
-0.04906304553151131,
0.026860661804676056,
0.027733955532312393,
0.023715782910585403,
-0.005178575869649649,
0.01802409626543522,
-0.0004755611880682409,
0.031395912170410156,
0.02180909737944603,
0.0188180822879076,
0.050292108207941055,
0.005602406337857246,
0.003643400501459837,
-0.049976419657468796,
-0.027755210176110268,
0.019649596884846687,
0.02052275463938713,
-0.08316908776760101,
-0.006726222578436136,
-0.004451415501534939,
-0.03821799159049988,
-0.016915950924158096,
-0.05014600604772568,
0.016362639144062996,
0.02501952089369297,
0.04579223692417145,
0.044156789779663086,
0.026154592633247375,
0.03096209093928337,
0.0044876583851873875,
-0.023454030975699425,
-0.010867667384445667,
0.010981498286128044,
-0.011771217919886112,
-0.06859324872493744,
0.04131963104009628,
0.014882930554449558,
0.008378828875720501,
-0.04071982577443123,
-0.0161574799567461,
-0.042426977306604385,
-0.013128950260579586,
-0.022570626810193062,
0.03227407485246658,
0.01879911683499813,
-0.02508872002363205,
-0.054633092135190964,
-0.043413907289505005,
0.00573806231841445,
0.0157766230404377,
0.0601961649954319,
0.004521745257079601,
0.031580518931150436,
-0.02467930130660534,
-0.012506873346865177,
-0.02171619050204754,
0.01775357685983181,
0.009837671183049679,
-0.021258756518363953,
-0.009053275920450687,
-0.008987524546682835,
-0.010286279954016209,
-0.038971949368715286,
0.012757307849824429,
-0.02579239010810852,
0.02525479346513748,
-0.006902194116264582,
0.007906398735940456,
0.03188146650791168,
0.00929163210093975,
0.02817183919250965,
-0.0691663846373558,
0.04176298528909683,
0.027891097590327263,
-0.01611032523214817,
0.013940573669970036,
0.015248121693730354,
-0.07038319110870361,
0.09385062754154205,
0.025502488017082214,
0.026604581624269485,
-0.00455846032127738,
0.013821516185998917,
0.0063139572739601135,
-0.019558127969503403,
-0.09179963916540146,
0.022300876677036285,
-0.008685723878443241,
-0.04469883069396019,
0.010139300487935543,
0.017176654189825058,
0.0084905456751585,
0.023944314569234848,
-0.049993231892585754,
-0.015565957874059677,
0.011033703573048115,
0.025801338255405426,
0.0045343791134655476,
0.01987568847835064,
-0.0010672083590179682,
-0.019765248522162437,
0.03963867947459221,
-0.03214089572429657,
0.02725699543952942,
0.04211961477994919,
0.009388407692313194,
-0.0025559060741215944,
0.05528614670038223,
-0.027454804629087448,
0.0026055630296468735,
0.032049618661403656,
-0.00005759734631283209,
-0.004205376375466585,
-0.057598333805799484,
0.013532162643969059,
-0.0006527649238705635,
0.00216230028308928,
0.008794907480478287,
-0.007895379327237606,
-0.020561352372169495,
0.06379643082618713,
-0.02035566046833992,
0.035810686647892,
-0.021393990144133568,
-0.05410342663526535,
0.05515671893954277,
-0.012851483188569546,
-0.010965568944811821,
0.0015144969802349806,
-0.0010528737911954522,
0.040745124220848083,
-0.047564711421728134,
0.018643589690327644,
-0.052845921367406845,
0.02560930885374546,
-0.015374240465462208,
-0.018300531432032585,
-0.007080378010869026,
-0.022505398839712143,
-0.00850103609263897,
-0.027753105387091637,
0.030376175418496132,
0.038342684507369995,
-0.03858460485935211,
0.011791553348302841,
0.0004350020026322454,
0.0022180271334946156,
0.0029987997841089964,
0.005888679530471563,
-0.03567589074373245,
-0.032427042722702026,
-0.02897343412041664,
0.016984404996037483,
0.0044481889344751835,
-0.047740720212459564,
0.00925503857433796,
0.01677444949746132,
-0.021759798750281334,
-0.016465265303850174,
0.01241993810981512,
-0.004381534177809954,
0.025050509721040726,
-0.03470170497894287,
-0.012898474931716919,
0.03178033232688904,
0.020012976601719856,
-0.013035044074058533,
-0.057523977011442184,
-0.0010360411833971739,
0.008946740999817848,
0.02861517295241356,
-0.020185915753245354,
-0.016987226903438568,
-0.016257036477327347,
-0.0028998421039432287,
-0.006513794418424368,
-0.03559749200940132
] |
<p>Dear all,
I was encouraged to ask this question here as well as on stackoverflow and would be very appreciative of any answers...</p>
<p>Due to hetereoscedasticity I'm doing bootstrapped linear regression (appeals more to me than robust regression). I'd like to create a plot along the lines of what I've done in the script here. However the <code>fill=int</code> is not right since <code>int</code> should (I believe) be calculated using a bivariate normal distribution. </p>
<ul>
<li>Any idea how I could do that in this setting? </li>
<li>Also is there a way for <code>bootcov</code> to return bias-corrected percentiles?</li>
</ul>
<p>sample script:</p>
<pre><code>library(ggplot2)
library(Hmisc)
library(Design) # for ols()
o<-data.frame(value=rnorm(10,20,5),
bc=rnorm(1000,60,50),
age=rnorm(1000,50,20),
ai=as.factor(round(runif(1000,0,4),0)),
Gs=as.factor(round(runif(1000,0,6),0)))
reg.s<-function(x){
ols(value~as.numeric(bc)+as.numeric(age),data=x,x=T,y=T)->temp
bootcov(temp,B=1000,coef.reps=T)->t2
return(t2)
}
dlply(o,.(ai,Gs),function(x) reg.s(x))->b.list
llply(b.list,function(x) x[["boot.Coef"]])->b2
ks<-llply(names(b2),function(x){
s<-data.frame(b2[[x]])
s$ai<-x
return(s)
})
ks3<-do.call(rbind,ks)
ks3$ai2<-with(ks3,substring(ai,1,1))
ks3$gc2<-sapply(strsplit(as.character(ks3$ai), "\\."), "[[", 2)
k<-ks3
j<-dlply(k,.(ai2,gc2),function(x){
i1<-quantile(x$Intercept,probs=c(0.025,0.975))[1]
i2<-quantile(x$Intercept,probs=c(0.025,0.975))[2]
j1<-quantile(x$bc,probs=c(0.025,0.975))[1]
j2<-quantile(x$bc,probs=c(0.025,0.975))[2]
o<-x$Intercept>i1 & x$Intercept<i2
p<-x$bc>j1 & x$bc<j2
h<-o & p
return(h)
})
m<-melt(j)
ks3$int<-m[,1]
ggplot(ks3,aes(x=bc,y=Intercept,fill=int)) +
geom_point(,alpha=0.3,size=1,shape=21) +
facet_grid(gc2~ai2,scales = "free_y")+theme_bw()->plott
plott<-plott+opts(panel.grid.minor=theme_blank(),panel.grid.major=theme_blank())
plott<-plott+geom_vline(x=0,color="red")
plott+xlab("BC coefficient")+ylab("Intercept")
</code></pre> | 47,164 | [
-0.006678787991404533,
0.028897570446133614,
0.0395367257297039,
0.028894983232021332,
0.035411152988672256,
-0.04184198006987572,
-0.050155751407146454,
-0.04163217172026634,
0.04719042032957077,
-0.034071311354637146,
0.04831049218773842,
0.05181599035859108,
0.052160438150167465,
0.04222865030169487,
0.0191195085644722,
-0.012928810901939869,
-0.013844605535268784,
-0.024427538737654686,
0.0037341348361223936,
0.005150682758539915,
0.015913162380456924,
0.004232506733387709,
-0.014063703827559948,
-0.021982572972774506,
0.002570600714534521,
0.01950684003531933,
0.01847957633435726,
-0.041443344205617905,
-0.01013377495110035,
0.042201053351163864,
-0.06919137388467789,
-0.04688240587711334,
0.05748268589377403,
0.0043783714063465595,
0.04761539027094841,
0.011524645611643791,
0.02745085023343563,
-0.020030668005347252,
-0.01104792021214962,
0.0376986600458622,
-0.019025219604372978,
0.03752027824521065,
0.029933622106909752,
0.029286041855812073,
0.029910476878285408,
0.0025017804000526667,
-0.028426654636859894,
0.01742372289299965,
0.07591468840837479,
-0.031006257981061935,
0.03344820812344551,
-0.048015184700489044,
0.021567372605204582,
0.04074547067284584,
-0.04721895605325699,
-0.03704940900206566,
0.0813792273402214,
0.05269007384777069,
0.026696529239416122,
-0.03678038716316223,
0.038078341633081436,
-0.06544122099876404,
-0.021636614575982094,
0.013735921122133732,
0.0008280515321530402,
-0.01694645918905735,
0.0012305369600653648,
-0.028086595237255096,
0.005795885808765888,
-0.04721076041460037,
0.014595389366149902,
0.009571422822773457,
-0.02083420380949974,
-0.05917339771986008,
0.025248166173696518,
-0.04139084741473198,
0.01856830343604088,
-0.007246076595038176,
0.053819216787815094,
-0.001732821692712605,
-0.0077918898314237595,
0.00799589417874813,
-0.0002064464642899111,
0.031973157078027725,
0.008655304089188576,
0.011813882738351822,
0.05278349667787552,
-0.04747321084141731,
0.0548715740442276,
0.04352409020066261,
-0.005906130652874708,
0.026568664237856865,
0.07696456462144852,
0.023041725158691406,
-0.03180038556456566,
0.04328649863600731,
-0.0035785746295005083,
0.04561380296945572,
0.0005487895105034113,
0.03556043654680252,
-0.036758143454790115,
-0.02121286652982235,
0.026704316958785057,
0.061977237462997437,
0.013648039661347866,
-0.011999944224953651,
-0.018975550308823586,
-0.0477132648229599,
0.0009639685740694404,
-0.02660955861210823,
-0.033482715487480164,
0.019325854256749153,
-0.02032453566789627,
-0.024017220363020897,
0.026483891531825066,
-0.030024653300642967,
-0.02891433984041214,
-0.005196422338485718,
0.04139029607176781,
0.025150123983621597,
0.009360842406749725,
0.012226900085806847,
0.01269459817558527,
-0.012655056081712246,
-0.021054454147815704,
0.026283107697963715,
0.013424349017441273,
-0.007665483746677637,
-0.05524414777755737,
0.021052788943052292,
-0.037125688046216965,
-0.044157642871141434,
0.04843640327453613,
0.030317841097712517,
0.00910536851733923,
-0.06782694160938263,
-0.07243309915065765,
-0.037965528666973114,
-0.0030235250014811754,
-0.01731547899544239,
0.019184943288564682,
-0.05863838270306587,
0.0015803524293005466,
0.024188563227653503,
0.03235694020986557,
0.011133384890854359,
0.024722155183553696,
0.009612416848540306,
0.0362582765519619,
0.015467694960534573,
-0.0319753922522068,
0.007622689940035343,
-0.03236622363328934,
-0.021556496620178223,
-0.014332101680338383,
-0.0967208594083786,
0.010283020325005054,
0.005012658424675465,
0.0034695593640208244,
0.014870284125208855,
0.048644308000802994,
-0.05370978266000748,
-0.034034404903650284,
-0.02643570676445961,
-0.019153408706188202,
-0.04191555455327034,
0.03675255924463272,
0.006219487637281418,
0.04138798639178276,
0.013877536170184612,
-0.06994333118200302,
-0.011125000193715096,
-0.013383428566157818,
0.01656780205667019,
0.028446810320019722,
-0.020722145214676857,
0.041468411684036255,
-0.029823213815689087,
0.043524373322725296,
0.04068949073553085,
-0.04905187711119652,
-0.022510724142193794,
-0.03763643652200699,
-0.03859575837850571,
0.022041598334908485,
-0.02284877561032772,
0.001989416778087616,
0.00621537072584033,
0.06467340886592865,
-0.06267362833023071,
-0.05647283047437668,
-0.04552710801362991,
-0.01268776599317789,
0.02025700733065605,
-0.010829565115272999,
0.010400510393083096,
-0.0022828388027846813,
0.04505133628845215,
-0.007185065653175116,
-0.018396442756056786,
0.018614917993545532,
0.029976313933730125,
0.06484568119049072,
-0.05578002333641052,
0.024280549958348274,
-0.0030640335753560066,
0.03173820301890373,
-0.0015252047451213002,
0.056257300078868866,
-0.03964151442050934,
-0.031592149287462234,
0.007783264387398958,
-0.042194120585918427,
0.013413790613412857,
-0.0429515615105629,
0.0024520501028746367,
0.01497234683483839,
0.008405972272157669,
-0.005014547612518072,
0.04209698736667633,
-0.08609401434659958,
0.033705372363328934,
0.06509307771921158,
-0.003294521477073431,
-0.008815799839794636,
0.02738732099533081,
-0.015692224726080894,
0.021126316860318184,
-0.02801688015460968,
-0.002948509529232979,
-0.024896256625652313,
0.008514396846294403,
0.04416342452168465,
0.004522973671555519,
0.0021093301475048065,
0.011775706894695759,
0.029775986447930336,
-0.021183831617236137,
0.019455352798104286,
0.0529743954539299,
0.017509352415800095,
-0.012775330804288387,
0.04158249869942665,
-0.01881840080022812,
0.032896995544433594,
0.0014363047666847706,
0.020913375541567802,
-0.02092495746910572,
0.04128025844693184,
0.002528056502342224,
0.004748185630887747,
0.036054033786058426,
0.013712574727833271,
-0.010770518332719803,
-0.06077812984585762,
-0.012513409368693829,
0.06177176907658577,
-0.00199492066167295,
-0.019566694274544716,
0.03240124136209488,
-0.001344312448054552,
-0.05179363116621971,
0.0009949326049536467,
0.011803746223449707,
-0.01279317494481802,
0.0725817084312439,
-0.029108813032507896,
-0.025888532400131226,
0.016051601618528366,
0.014324887655675411,
0.01978924684226513,
-0.022818000987172127,
-0.00023160013370215893,
-0.05058416724205017,
0.02434360422194004,
0.0033069478813558817,
0.019808446988463402,
0.00039051997009664774,
0.005825595464557409,
-0.03652755171060562,
-0.005634215194731951,
0.03446445241570473,
0.043233465403318405,
-0.002659113612025976,
-0.03734079375863075,
-0.007793944329023361,
-0.03867810592055321,
-0.022757170721888542,
-0.01596148870885372,
0.007075803354382515,
-0.04337511956691742,
0.013468526303768158,
0.002807025099173188,
-0.03145651891827583,
-0.020726311951875687,
-0.027382852509617805,
-0.026745745912194252,
-0.0423213467001915,
-0.00942483451217413,
0.06073671579360962,
0.02960946410894394,
-0.037611499428749084,
0.010468840599060059,
-0.019177371636033058,
0.0026928409934043884,
-0.008424792438745499,
-0.015929924324154854,
0.01557127758860588,
0.03512256592512131,
0.0372018963098526,
0.025647137314081192,
0.018451470881700516,
-0.023452797904610634,
-0.06509552896022797,
-0.02468126267194748,
0.041006751358509064,
0.018975529819726944,
0.022227484732866287,
-0.005395364481955767,
0.013005223125219345,
0.059771936386823654,
0.042906828224658966,
0.015130994841456413,
-0.054839279502630234,
-0.028613723814487457,
-0.01157610584050417,
-0.036827195435762405,
0.02025856077671051,
0.0018081937450915575,
0.017363158985972404,
-0.007465408183634281,
-0.047609079629182816,
0.025483621284365654,
0.06340020895004272,
0.010635631158947945,
0.021382970735430717,
0.015748580917716026,
-0.01796596311032772,
-0.02564026415348053,
0.034621644765138626,
0.03400527685880661,
-0.02654770389199257,
0.01253760140389204,
-0.015418009832501411,
-0.009812713600695133,
-0.0064674555324018,
-0.08545476198196411,
0.014794334769248962,
-0.01589873991906643,
0.03354956954717636,
-0.04570065438747406,
0.0003595134476199746,
0.019074825569987297,
-0.056889139115810394,
-0.017367135733366013,
0.007607476785778999,
0.04615196958184242,
-0.030388733372092247,
0.001490425900556147,
0.013840005733072758,
0.024765554815530777,
0.022088903933763504,
0.00931202620267868,
0.0034113312140107155,
-0.030598893761634827,
-0.004575573373585939,
-0.0689844936132431,
-0.013387645594775677,
0.006718225311487913,
0.06664831191301346,
-0.005398859735578299,
0.013831106945872307,
-0.047823838889598846,
0.03597123548388481,
-0.07116598635911942,
-0.0097618717700243,
-0.04881369695067406,
0.054957084357738495,
0.008231383748352528,
0.012749017216265202,
0.003363342024385929,
0.0018312083557248116,
-0.009000731632113457,
-0.00750663923099637,
-0.07057137787342072,
0.02379048615694046,
0.019116384908556938,
-0.00040852295933291316,
0.019867898896336555,
-0.032338254153728485,
0.033833906054496765,
-0.015725236386060715,
0.0025005158968269825,
-0.000009507517461315729,
0.01832488551735878,
-0.000990885542705655,
0.00885287206619978,
0.009339964017271996,
-0.013534845784306526,
-0.008316497318446636,
-0.04573187232017517,
-0.005002983380109072,
-0.0197740588337183,
0.025286870077252388,
0.047039441764354706,
0.004334627650678158,
-0.008282270282506943,
-0.038338568061590195,
0.004032530821859837,
-0.00040344003355130553,
0.03946792334318161,
0.06149031221866608,
-0.003620362840592861,
-0.08089074492454529,
-0.006857420317828655,
0.003833798225969076,
0.063359834253788,
0.07506218552589417,
0.010258177295327187,
-0.012262151576578617,
-0.01343353372067213,
-0.029823023825883865,
0.022903161123394966,
0.009263474494218826,
-0.04712003096938133,
-0.015037115663290024,
0.06877630949020386,
0.04128822684288025,
0.007783571258187294,
-0.009541871026158333,
0.042321156710386276,
0.020825715735554695,
0.008633840829133987,
-0.050401605665683746,
-0.0027413086500018835,
-0.028221653774380684,
0.01239168643951416,
0.021145906299352646,
0.0019193616462871432,
-0.0019364452455192804,
0.009141604416072369,
0.061789605766534805,
-0.00981197226792574,
-0.03808462992310524,
0.01709541492164135,
0.03703461214900017,
0.053847793489694595,
0.016971338540315628,
-0.009017296135425568,
-0.03297872096300125,
0.03233639523386955,
0.0067815049551427364,
0.005344080273061991,
0.00029554637148976326,
-0.08560939878225327,
-0.0029062973335385323,
0.052910853177309036,
0.024665558710694313,
-0.026932300999760628,
-0.05234505236148834,
-0.011036333627998829,
-0.033510662615299225,
0.02765793725848198,
-0.022287337109446526,
-0.0010762447491288185,
-0.006907473783940077,
0.041820067912340164,
-0.0209187138825655,
-0.025051867589354515,
-0.0458441860973835,
0.02074195258319378,
-0.04088618606328964,
-0.004074589814990759,
0.0024706015828996897,
-0.05588085576891899,
0.0043075717985630035,
0.039057813584804535,
-0.0037792641669511795,
0.059283480048179626,
-0.03931393474340439,
-0.05354003608226776,
-0.012773537077009678,
0.028400614857673645,
-0.021241214126348495,
-0.011699195951223373,
0.0310752522200346,
-0.03412676975131035,
-0.0024030746426433325,
0.027772746980190277,
0.026827611029148102,
-0.021347101777791977,
0.029823653399944305,
0.057787008583545685,
-0.0042208400554955006,
-0.017090899869799614,
-0.005212806630879641,
0.03624996915459633,
0.022111792117357254,
-0.010949301533401012,
0.024348804727196693,
0.027893824502825737,
-0.011047812178730965,
0.00804013293236494,
-0.08642578125,
-0.009389976970851421,
-0.023048177361488342,
-0.031806010752916336,
-0.0694396123290062,
-0.014382749795913696,
-0.021224040538072586,
-0.015748191624879837,
0.045084331184625626,
0.017543720081448555,
-0.037358786910772324,
-0.013517888262867928,
0.04166729748249054,
0.037034422159194946,
-0.046127498149871826,
-0.021218476817011833,
-0.01924820803105831,
-0.01467599906027317,
0.007559662684798241,
-0.018164774402976036,
0.0074595012702047825,
0.005463038105517626,
0.020199257880449295,
0.01806509867310524,
-0.07746440172195435,
0.02253747545182705,
-0.02879144996404648,
0.033068686723709106,
-0.015044656582176685,
0.002432644832879305,
0.009400829672813416,
0.022008534520864487,
0.041242990642786026,
-0.0008188196807168424,
-0.012408948503434658,
0.024519462138414383,
0.0365682952105999,
-0.017775539308786392,
-0.011670416221022606,
-0.014409909956157207,
0.05227476358413696,
0.01165083795785904,
-0.0013207320589572191,
-0.046865809708833694,
-0.02732826955616474,
-0.017145773395895958,
-0.017331374809145927,
0.011334508657455444,
-0.0320948027074337,
-0.03830172121524811,
0.010145245119929314,
-0.024540051817893982,
0.06120781600475311,
0.03499025106430054,
-0.021381132304668427,
0.025655623525381088,
-0.037259411066770554,
-0.003555675968527794,
0.0417325459420681,
-0.004960326012223959,
-0.009144923649728298,
-0.015897860750555992,
-0.002135654678568244,
0.0003668938297778368,
0.012116646394133568,
-0.0018225499661639333,
-0.04868421331048012,
0.023372892290353775,
-0.015633972361683846,
-0.0066783856600522995,
0.0429467037320137,
0.01852659322321415,
-0.027802132070064545,
-0.020493099465966225,
-0.015131953172385693,
0.04682263359427452,
-0.07966062426567078,
-0.0326848179101944,
-0.019593078643083572,
0.00014377421757671982,
-0.028522521257400513,
-0.005364331416785717,
-0.014747422188520432,
0.0026870479341596365,
-0.0028908243402838707,
0.0037968510296195745,
-0.01816241256892681,
0.026001881808042526,
0.07085288316011429,
-0.014102238230407238,
0.016612745821475983,
-0.018264425918459892,
-0.028416944667696953,
0.055656999349594116,
0.06979173421859741,
-0.0245602335780859,
0.04879901558160782,
0.006797680631279945,
-0.02390655130147934,
-0.023368343710899353,
-0.041067998856306076,
-0.013651092536747456,
0.06226762384176254,
-0.018320688977837563,
0.030079197138547897,
0.02334390953183174,
0.009807474911212921,
0.00635007256641984,
-0.013860592618584633,
-0.020770369097590446,
0.019387591630220413,
0.01886657066643238,
0.040198732167482376,
-0.014268795028328896,
-0.014181242324411869,
0.032249923795461655,
0.010394646786153316,
-0.005776418838649988,
0.056232307106256485,
0.007400816772133112,
0.0012103667249903083,
0.018480902537703514,
-0.012659119442105293,
-0.006051304284483194,
0.03829190135002136,
0.00352568575181067,
-0.003315194509923458,
-0.03301983326673508,
-0.029246626421809196,
0.04390142485499382,
0.028380440548062325,
-0.006849184632301331,
-0.0025510212872177362,
-0.036280520260334015,
-0.044399287551641464,
-0.0034785261377692223,
0.033510614186525345,
-0.06474041938781738,
0.03067060559988022,
0.015027357265353203,
0.023982543498277664,
-0.01737591065466404,
-0.005320049822330475,
-0.055267319083213806,
-0.07606444507837296,
0.0018121777102351189,
0.0063747623935341835,
-0.03558247536420822,
0.021240606904029846,
0.025906434282660484,
-0.021474841982126236,
0.027684856206178665,
-0.03045145608484745,
0.006693735718727112,
-0.013468929566442966,
0.03502928465604782,
0.023335356265306473,
0.04880700260400772,
-0.02957332506775856,
0.0015371559420600533,
0.0071843997575342655,
-0.03950023651123047,
0.13331614434719086,
0.04309993237257004,
0.036172643303871155,
-0.06335808336734772,
-0.016103697940707207,
0.026121405884623528,
-0.027508368715643883,
-0.006638639140874147,
-0.020935749635100365,
0.039866574108600616,
-0.02212466113269329,
0.06544950604438782,
0.03784296661615372,
0.0022913734428584576,
0.012780300341546535,
0.040892962366342545,
-0.017193742096424103,
-0.004153171554207802,
-0.01269618608057499,
0.026875685900449753,
-0.013167559169232845,
-0.001125385519117117,
-0.05012981966137886,
0.012619930319488049,
-0.013652564026415348,
-0.007069643121212721,
-0.06001044064760208,
-0.018763283267617226,
-0.03646009415388107,
0.01609220914542675,
-0.003684333758428693,
0.022033363580703735,
-0.004664536565542221,
-0.006730369757860899,
0.05848065763711929,
0.007141017355024815,
-0.002092855516821146,
-0.013888990506529808,
0.02554476261138916,
0.012662447988986969,
0.014193885028362274,
0.007414604537189007,
-0.0059417118318378925,
-0.016652539372444153,
-0.007993718609213829,
-0.02747129462659359,
-0.0758574903011322,
0.0489068329334259,
-0.017765730619430542,
-0.023896226659417152,
-0.014335796236991882,
-0.004357366822659969,
0.01253590825945139,
-0.013613466173410416,
0.012800569646060467,
0.047857094556093216,
0.029553813859820366,
-0.004474373068660498,
-0.0115119107067585,
-0.013599091209471226,
0.023591218516230583,
0.017718806862831116,
0.053186435252428055,
0.01851014234125614,
-0.02105587348341942,
-0.02570192702114582,
-0.027225375175476074,
0.06081179901957512,
-0.017133984714746475,
0.004530461970716715,
0.02724379487335682,
0.009664411656558514,
-0.0039054234512150288,
-0.03226836770772934,
-0.0014429641887545586,
0.009584346786141396,
0.010759980417788029,
0.008980135433375835,
-0.04445134103298187,
-0.023805247619748116,
-0.006451066117733717,
0.01927422545850277,
-0.0527007132768631,
-0.04188550263643265,
-0.007364428136497736,
-0.004939728882163763,
0.005840715486556292,
0.02597043663263321,
0.018041575327515602,
0.006022583227604628,
0.0036733406595885754,
0.06857666373252869,
0.00781918317079544,
-0.05866953358054161,
-0.03733842074871063,
0.022676914930343628,
-0.037826038897037506,
-0.029910357668995857,
-0.015384647995233536,
0.06729374825954437,
0.018827354535460472,
0.024310024455189705,
-0.009073586203157902,
0.01751573383808136,
0.02430788055062294,
0.015697075054049492,
0.04259735718369484,
-0.03812875226140022,
0.029864942654967308,
0.024794232100248337,
0.007724599447101355,
-0.031576015055179596,
-0.017860742285847664,
-0.034164637327194214,
-0.06581132113933563,
0.00783725269138813,
-0.032127223908901215,
-0.025037016719579697,
0.02394106611609459,
-0.02692270837724209,
0.002560675609856844,
-0.038164474070072174,
-0.009293563663959503,
-0.01336502656340599,
-0.033383406698703766,
0.023370565846562386,
-0.020875627174973488,
0.05228952690958977,
0.031119447201490402,
0.021983014419674873,
0.030598469078540802,
0.038921575993299484,
0.018378257751464844,
0.03131801262497902,
0.009457825683057308,
-0.0045135365799069405,
0.00989121850579977,
-0.004512896295636892,
-0.009037969633936882,
0.01028248481452465,
0.006773266941308975,
-0.02711249142885208,
-0.034889329224824905,
-0.0007917084731161594,
0.0034319793339818716,
0.016968300566077232,
0.009243462234735489,
-0.022979499772191048,
-0.044704269617795944,
0.050337716937065125,
-0.007451849523931742,
-0.005496077239513397,
-0.021113086491823196,
0.02073846012353897,
0.029628774151206017,
0.006129813846200705,
-0.01962505467236042,
0.01213765051215887,
0.03701735660433769,
0.0008512917556799948,
0.04585118964314461,
0.0005227465298958123,
-0.0006235938635654747,
-0.020144199952483177,
-0.0062586101703345776,
-0.02301854081451893,
-0.023917900398373604,
-0.0015042037703096867,
0.011229394003748894,
0.04888772964477539,
0.00916203297674656,
0.041397787630558014,
-0.02669757418334484,
0.008040038868784904,
-0.0860794261097908,
-0.037000689655542374,
0.021567722782492638,
-0.0019937751349061728,
0.04247269034385681,
-0.007950703613460064,
0.005696162581443787,
0.015098143368959427,
-0.048967115581035614,
0.01899542659521103,
0.01339260209351778,
-0.00753473537042737,
-0.027753954753279686,
-0.017856599763035774,
-0.04254072532057762,
-0.011532009579241276,
0.04233808442950249,
0.005460387095808983,
0.021621445193886757,
0.032858576625585556,
0.039303045719861984,
-0.027153193950653076,
0.004881719592958689,
-0.006963246967643499,
0.03331464156508446,
-0.05417008697986603,
0.009469246491789818,
-0.02401406317949295,
-0.005880736745893955,
0.013490420766174793,
0.0328817181289196,
0.011883803643286228,
-0.02391134947538376,
0.035292334854602814,
0.019144224002957344,
0.05591877922415733,
-0.00721616018563509,
-0.005927777849137783,
0.026641936972737312,
-0.01096896082162857,
0.037083376199007034,
0.02905728667974472,
-0.0322786420583725,
0.04427425190806389,
0.048091158270835876,
0.01107069943100214,
-0.019363319501280785,
0.03475586324930191,
0.009017943404614925,
-0.013301076367497444,
-0.033137042075395584,
0.008522494696080685,
0.009669698774814606,
-0.038787826895713806,
0.00849951896816492,
-0.06892698258161545,
0.0036660777404904366,
0.06012071296572685,
0.019728265702724457,
0.003476626006886363,
0.004900731611996889,
-0.020088955760002136,
-0.032999902963638306,
0.001404280192218721,
-0.0006544067291542888,
-0.03443801403045654,
-0.04480396583676338,
-0.042883653193712234,
0.004478395916521549,
-0.009234859608113766,
-0.01568550616502762,
0.028683673590421677,
-0.03432389721274376,
0.04606366157531738,
-0.028426632285118103,
0.021800462156534195,
0.012335262261331081,
0.017288200557231903,
0.008809446357190609,
-0.06612542271614075,
0.0683806762099266,
-0.01904316619038582,
0.003188885748386383,
-0.050071340054273605,
0.009876123629510403,
-0.020166520029306412,
0.02762760780751705,
0.016170231625437737,
0.04427045211195946,
0.00874249916523695,
-0.010008750483393669,
0.015946494415402412,
0.001030598534271121,
-0.033192433416843414,
0.053740669041872025,
0.012036007829010487,
-0.006855751387774944,
-0.0068623218685388565,
0.02407139167189598,
-0.012926800176501274,
0.022256851196289062,
0.028305981308221817,
-0.013863162137567997,
0.030393870547413826,
0.01503440085798502,
-0.014010402373969555,
0.01590016297996044,
-0.016058260574936867,
-0.006576842628419399,
0.04865310713648796,
0.008183227851986885,
-0.03629806637763977,
0.053445298224687576,
-0.005299239885061979,
-0.04327530413866043,
0.027408404275774956,
-0.01746148243546486,
-0.04117366671562195,
-0.02348398044705391,
-0.007452330086380243,
-0.0060860831290483475,
-0.04417742043733597,
-0.007940827868878841,
0.016573641449213028,
-0.03015880100429058,
0.012881027534604073,
0.025956394150853157,
-0.014258820563554764,
0.03657136857509613,
-0.03558500111103058,
0.01155879721045494,
-0.008131565526127815,
-0.05521692708134651,
0.026507187634706497,
-0.01601215824484825,
0.023174909874796867,
-0.018650533631443977,
-0.01797228306531906,
0.012699777260422707,
-0.019823044538497925,
0.03681951388716698,
0.012753576040267944,
0.06618823856115341,
0.00966077670454979,
-0.016450610011816025,
0.0368952676653862,
-0.007964052259922028,
0.07086827605962753,
-0.02055717632174492,
-0.0009131700498983264,
0.03802762180566788,
-0.04606178402900696,
-0.006729063577950001,
-0.02366853691637516,
-0.02236815355718136,
-0.053539976477622986,
-0.0012520765885710716,
0.004867379553616047,
0.039383891969919205,
0.014741016551852226,
0.05341463163495064,
0.031755365431308746,
0.004167445469647646,
0.05122099816799164,
-0.004029777832329273,
0.04327370226383209,
0.012881556525826454,
-0.024068893864750862,
0.01357657928019762,
0.007831208407878876,
-0.0057441131211817265,
-0.059036049991846085,
0.012122198939323425,
0.011211810633540154,
0.01437885221093893,
-0.04666821286082268,
-0.008835487067699432,
0.0034161291550844908,
0.04451150447130203,
-0.06348022073507309,
-0.016054708510637283,
0.001990195829421282,
0.006962677463889122,
0.024552587419748306,
-0.061562974005937576
] |
<p>I conducted a multilevel analysis using repeated measures across four time points. The model contains intercept, linear slope and quadratic slope. I am interested in examining the extent to which variable A interacts with other identified variables in my model, so I added the interaction terms to intercept, linear slope and quadratic slope to estimate the fixed effects of these interactions. I then eliminated the non-significant interactions and retan the model until the interaction terms in the model were all significant. </p>
<p>My questions are:</p>
<ol>
<li><p>When delete non-significant interactions from the model, if the interaction was significant on linear slope but not quadratic slope, should I still keep the non-significant one on quadratic slope? Or should I only keep the significant one on linear slope?</p></li>
<li><p>How should I interpret an interaction on linear slope but not quadratic slope (or vice versa)?</p></li>
</ol>
<p>Thank you for your response in advance! Any advice is appreciated.</p> | 73,408 | [
-0.02612903155386448,
0.023801013827323914,
0.007562926039099693,
0.02770490199327469,
0.046580616384744644,
0.034241605550050735,
-0.005379886366426945,
-0.05290558189153671,
0.032589979469776154,
-0.02864593081176281,
0.03778136521577835,
0.0009681216324679554,
0.06932078301906586,
-0.0371839813888073,
0.02114046923816204,
-0.016961578279733658,
0.006456902250647545,
-0.00713007478043437,
0.019338760524988174,
0.015002229250967503,
-0.07209820300340652,
0.0048441500402987,
0.004045202862471342,
0.003128305310383439,
-0.039055246859788895,
0.06792370975017548,
0.06507151573896408,
-0.028673291206359863,
0.0316317044198513,
0.03558358922600746,
0.001742956810630858,
-0.022478945553302765,
0.008134959265589714,
0.0047739287838339806,
0.013504627160727978,
0.007578246295452118,
-0.013585525564849377,
-0.01686953380703926,
0.03675754740834236,
0.026076598092913628,
-0.01881903037428856,
-0.0230192132294178,
-0.013439683243632317,
0.05189620703458786,
-0.020244479179382324,
-0.009842272847890854,
-0.016693158075213432,
0.025544114410877228,
0.0713578462600708,
-0.003178464015945792,
0.04915705695748329,
0.006347671616822481,
0.03752612695097923,
0.047312214970588684,
-0.017697161063551903,
-0.028492752462625504,
0.03368781879544258,
0.05720148980617523,
0.010914321057498455,
-0.05866223946213722,
-0.0337350070476532,
-0.012571551837027073,
-0.013741079717874527,
0.01133820228278637,
-0.03725796565413475,
0.013923785649240017,
0.009451095946133137,
-0.005014583934098482,
0.04259853437542915,
-0.01460274774581194,
0.0014339324552565813,
-0.006187999155372381,
0.044159092009067535,
-0.009361094795167446,
0.0025523430667817593,
-0.03462190553545952,
0.016754858195781708,
0.021142305806279182,
0.027405664324760437,
0.042393967509269714,
-0.016621995717287064,
0.007553418166935444,
0.0011534846853464842,
-0.0024462409783154726,
0.02227597124874592,
0.02134769968688488,
0.026734264567494392,
-0.017559731379151344,
0.02997746132314205,
0.00448942556977272,
-0.016702057793736458,
0.028490060940384865,
0.0539623461663723,
0.00887768529355526,
-0.04916181042790413,
0.004239507019519806,
-0.02476513758301735,
0.010751341469585896,
0.048286307603120804,
0.02590416744351387,
-0.041714251041412354,
-0.03245827928185463,
0.01314480323344469,
0.05819273740053177,
0.01018313504755497,
0.026231780648231506,
-0.040984585881233215,
0.022421594709157944,
0.021798226982355118,
-0.052797336131334305,
0.0011682957410812378,
0.00861415732651949,
-0.004662257619202137,
-0.0218674223870039,
0.039113160222768784,
-0.007715270854532719,
-0.015005982480943203,
0.0007593730697408319,
0.10097751766443253,
0.06710856407880783,
0.021657075732946396,
-0.036777563393116,
0.030683347955346107,
-0.005005070939660072,
-0.0021459285635501146,
-0.021802006289362907,
0.026432402431964874,
-0.012526128441095352,
-0.023521730676293373,
0.0711866170167923,
0.0385943166911602,
0.023977145552635193,
-0.0012680842773988843,
-0.01455648522824049,
0.0378027968108654,
0.016271628439426422,
-0.0709628015756607,
-0.050645630806684494,
0.02683209627866745,
-0.017808780074119568,
0.030255593359470367,
-0.03397506847977638,
-0.030793190002441406,
0.025081459432840347,
0.08217382431030273,
-0.008599556051194668,
-0.012487291358411312,
0.03363674879074097,
0.04149187356233597,
0.0017212959937751293,
-0.011606317013502121,
-0.014283433556556702,
-0.014472112990915775,
-0.01787608303129673,
-0.021607639268040657,
-0.1088934987783432,
0.024138327687978745,
0.05060376971960068,
0.0006350810290314257,
-0.0006358765531331301,
0.05820000171661377,
-0.00867247860878706,
-0.010654613375663757,
0.043789926916360855,
0.00912969745695591,
-0.021364184096455574,
0.04677629470825195,
-0.06583993881940842,
0.040069907903671265,
0.05076327547430992,
0.01693623699247837,
0.048515208065509796,
-0.008486528880894184,
0.05888354033231735,
0.030588550493121147,
-0.0076015121303498745,
0.014000100083649158,
-0.025153985247015953,
-0.007801717147231102,
-0.0014774890150874853,
-0.06263495236635208,
-0.046318333595991135,
-0.0317753441631794,
0.00961599312722683,
0.023424996063113213,
0.031110040843486786,
-0.03430261090397835,
-0.014965396374464035,
0.04563532769680023,
-0.013323047198355198,
-0.03813670203089714,
-0.06351576745510101,
0.037602636963129044,
-0.020852835848927498,
-0.046011388301849365,
0.0014143732842057943,
-0.015197907574474812,
0.0062148855067789555,
-0.023847954347729683,
0.008867261931300163,
-0.0107461828738451,
0.012632057070732117,
0.014752956107258797,
-0.04175863415002823,
0.04389077052474022,
0.04450009763240814,
0.053180087357759476,
-0.016480188816785812,
0.047368768602609634,
-0.05092356353998184,
-0.02635502628982067,
0.020304035395383835,
-0.032716963440179825,
0.0047745658084750175,
-0.037374354898929596,
-0.006438002455979586,
-0.011327793821692467,
-0.0050911749713122845,
-0.05530724674463272,
0.037124697118997574,
-0.06980311870574951,
0.06570782512426376,
0.037444934248924255,
-0.010883328504860401,
-0.015294631943106651,
0.03718055412173271,
0.019927524030208588,
0.016327396035194397,
-0.01992640644311905,
0.005820952821522951,
-0.0493321530520916,
-0.03224582597613335,
0.04890161380171776,
0.02040913887321949,
-0.031697630882263184,
0.04328310117125511,
0.06573323905467987,
0.010176999494433403,
-0.000020151106582488865,
0.02955719456076622,
-0.002151952590793371,
-0.03495420888066292,
0.020308956503868103,
0.015152791514992714,
0.0065465099178254604,
0.028337471187114716,
0.008160802535712719,
0.0009594307048246264,
0.01374751515686512,
-0.004055570345371962,
0.018201082944869995,
0.04603147879242897,
0.023022901266813278,
0.03814256191253662,
-0.008998819626867771,
0.0013220268301665783,
0.0388609915971756,
-0.008111878298223019,
0.020404532551765442,
0.02882133610546589,
-0.011885244399309158,
-0.03749585524201393,
0.010441956110298634,
-0.015977689996361732,
0.003866876009851694,
0.012464647181332111,
-0.047832805663347244,
-0.029321465641260147,
0.009637214243412018,
-0.013033184222877026,
-0.00006296973879216239,
-0.03516394644975662,
-0.010723898187279701,
-0.019617505371570587,
-0.0059913345612585545,
0.014501090161502361,
-0.010097150690853596,
0.0364048033952713,
-0.048618245869874954,
-0.001014149165712297,
0.016245190054178238,
-0.05102493241429329,
-0.004671201109886169,
0.008619824424386024,
-0.045129772275686264,
-0.01591004617512226,
-0.03030186891555786,
-0.021712398156523705,
0.020902277901768684,
0.007376379799097776,
0.0009837046964094043,
0.03691357746720314,
-0.011185301467776299,
-0.029932528734207153,
-0.04031790420413017,
-0.010557078756392002,
0.01904732920229435,
-0.02606535144150257,
-0.05787268280982971,
0.042553745210170746,
0.014039956964552402,
-0.023646486923098564,
0.011423829942941666,
-0.02095455676317215,
-0.0031897295266389847,
0.016588564962148666,
0.0038716758135706186,
0.04658179357647896,
0.042438942939043045,
0.01663951948285103,
-0.019959451630711555,
-0.04764572158455849,
0.026380881667137146,
-0.08753130584955215,
-0.05359965190291405,
0.022566240280866623,
0.01006738655269146,
0.027949858456850052,
-0.010980291292071342,
-0.003200270002707839,
0.06919921934604645,
0.03660076484084129,
-0.013192986138164997,
-0.05742798373103142,
-0.012290243990719318,
-0.030040688812732697,
-0.034461166709661484,
0.009271628223359585,
0.020583495497703552,
0.01298296358436346,
-0.004047914408147335,
-0.019294925034046173,
0.05079855024814606,
0.02986055426299572,
0.03803863376379013,
0.01173766516149044,
0.010722657665610313,
-0.0030124643817543983,
-0.004036392085254192,
0.0159903671592474,
-0.0030291264411062002,
0.005923790391534567,
0.005729615688323975,
0.017817547544836998,
0.008003403432667255,
0.023399177938699722,
-0.05300365760922432,
0.0041280826553702354,
-0.03460109233856201,
-0.014938742853701115,
-0.02330217882990837,
0.013246064074337482,
0.02943495474755764,
-0.0030819466337561607,
0.005847908556461334,
-0.007436990737915039,
0.04275304824113846,
-0.0033304248936474323,
0.0210268534719944,
0.05828472226858139,
0.04030148312449455,
-0.025286978110671043,
0.028934285044670105,
-0.0020584426820278168,
-0.00749298045411706,
0.008550562895834446,
-0.01243436150252819,
-0.008086210116744041,
0.03581208735704422,
0.023591553792357445,
-0.027411069720983505,
0.005274860188364983,
-0.0602722242474556,
-0.017407115548849106,
-0.08150000125169754,
0.0290524885058403,
-0.05029027536511421,
0.04224986210465431,
-0.014410312287509441,
0.0029922304674983025,
0.01114373654127121,
-0.03870979696512222,
-0.017574520781636238,
0.02374049834907055,
-0.06074545532464981,
0.03350730985403061,
-0.024951476603746414,
-0.01596970111131668,
0.019679488614201546,
-0.009532242082059383,
0.003946264274418354,
-0.027216386049985886,
-0.006002909503877163,
0.024801883846521378,
0.038437146693468094,
0.0084898816421628,
-0.01174420677125454,
-0.04128854349255562,
-0.03688559681177139,
-0.026482360437512398,
0.0015203084331005812,
0.03935046121478081,
-0.03376981243491173,
0.013241628184914589,
0.0378093495965004,
-0.022857584059238434,
-0.007048780098557472,
-0.04823724180459976,
-0.03586049750447273,
0.05238155275583267,
0.01730531081557274,
0.007083590608090162,
0.005147881340235472,
-0.04339165985584259,
0.018719717860221863,
0.006615384481847286,
0.037210267037153244,
0.0170002244412899,
0.018409794196486473,
-0.03882317990064621,
-0.03308830037713051,
-0.0015323833795264363,
0.015598740428686142,
0.03939425200223923,
-0.026669273152947426,
-0.01594833843410015,
0.04538203403353691,
0.026113666594028473,
-0.06313467025756836,
0.06285543739795685,
0.04716872051358223,
0.05359435826539993,
0.005214622709900141,
-0.05549003928899765,
-0.015187202021479607,
0.009196660481393337,
0.01678595319390297,
0.030806204304099083,
-0.003314172150567174,
0.021080853417515755,
-0.010014425031840801,
0.039382051676511765,
0.038479581475257874,
-0.03329361602663994,
0.018526434898376465,
-0.0002949122281279415,
0.04484770447015762,
-0.013289379887282848,
-0.03262808918952942,
0.01675686612725258,
0.04136165603995323,
0.019165202975273132,
-0.0006050458760000765,
0.02465413510799408,
-0.11076896637678146,
0.002021301072090864,
0.029667487367987633,
0.045716218650341034,
-0.038916755467653275,
-0.002283362438902259,
-0.01948671042919159,
-0.010390940122306347,
0.006625765934586525,
-0.015756674110889435,
0.04125611111521721,
-0.023464201018214226,
0.04213361442089081,
-0.03241422772407532,
-0.034719597548246384,
-0.03603638708591461,
0.016202185302972794,
0.005861520767211914,
0.027337851002812386,
-0.0007850556285120547,
-0.03160976618528366,
-0.04847064986824989,
0.036519911140203476,
0.025542136281728745,
0.023590166121721268,
-0.032894182950258255,
0.0038942047394812107,
-0.004892583005130291,
-0.0025334202218800783,
-0.02930118329823017,
-0.06987544894218445,
0.027777398005127907,
-0.0021144687198102474,
-0.026705699041485786,
0.05472785234451294,
0.00758326705545187,
-0.031609561294317245,
-0.020421961322426796,
0.016027944162487984,
0.012621477246284485,
-0.04361800476908684,
-0.01954234205186367,
0.06648349016904831,
0.021427053958177567,
-0.005891235079616308,
0.05304717645049095,
0.02323189005255699,
-0.022030234336853027,
-0.004151454661041498,
-0.025039030238986015,
0.01692674309015274,
-0.04025745019316673,
-0.008676431141793728,
-0.03879552707076073,
-0.008724977262318134,
-0.01723472774028778,
0.04490768909454346,
-0.024198947474360466,
0.01645810529589653,
-0.051056671887636185,
-0.03491135686635971,
-0.012530934065580368,
0.030449286103248596,
-0.01604469306766987,
0.0053298273123800755,
0.008795464411377907,
0.013158165849745274,
-0.02333971858024597,
-0.025921184569597244,
0.0017274979036301374,
-0.013628662563860416,
-0.010801069438457489,
0.00748958857730031,
-0.0038778362795710564,
0.0005842236569151282,
0.00004717921183328144,
-0.0557909831404686,
-0.02905805967748165,
-0.03629332408308983,
-0.01386262197047472,
-0.026209358125925064,
0.01644112728536129,
-0.032808028161525726,
-0.05374092236161232,
0.004879006650298834,
0.051647257059812546,
-0.0010310179786756635,
0.010884538292884827,
0.003879118710756302,
0.0680832713842392,
-0.0012441175058484077,
0.011130030266940594,
-0.043636057525873184,
-0.07436571270227432,
0.007046892773360014,
0.001403170172125101,
-0.014001166447997093,
-0.006670289672911167,
-0.003265144769102335,
-0.026750393211841583,
0.0030396818183362484,
0.0097934789955616,
0.05030013620853424,
-0.04558044299483299,
0.006529322825372219,
0.008998773992061615,
0.05624201148748398,
0.06253658980131149,
-0.025855259969830513,
-0.02342585287988186,
0.00508099514991045,
-0.021112212911248207,
-0.025953056290745735,
-0.03196455538272858,
0.005335538182407618,
-0.02969488687813282,
-0.0030127596110105515,
-0.028250206261873245,
0.013345331884920597,
0.05820139870047569,
0.0026012160815298557,
-0.030633172020316124,
-0.008522159419953823,
0.002311329124495387,
0.00493571488186717,
0.0052446285262703896,
-0.005698256194591522,
0.004421809688210487,
0.04307016730308533,
0.031282275915145874,
0.06279624253511429,
-0.018935155123472214,
-0.021646451205015182,
0.039957787841558456,
-0.030553225427865982,
-0.04961339011788368,
0.005721778143197298,
0.07031453400850296,
0.006950819864869118,
0.023570314049720764,
-0.013267012313008308,
-0.0197775736451149,
0.07494353502988815,
-0.017671046778559685,
-0.0054657431319355965,
0.005317016039043665,
0.010989916510879993,
-0.026744350790977478,
-0.047678299248218536,
-0.021726781502366066,
-0.022070785984396935,
0.0535648912191391,
-0.010381320491433144,
0.018568167462944984,
0.05197684466838837,
-0.021709958091378212,
0.014781367033720016,
-0.02671656385064125,
0.014064816758036613,
-0.013055325485765934,
0.03476443514227867,
0.06268443167209625,
-0.009059052914381027,
-0.009378599934279919,
0.03208883851766586,
0.011258686892688274,
0.008690642192959785,
0.005506619811058044,
0.041730765253305435,
0.029967673122882843,
0.0477483794093132,
-0.004279909655451775,
-0.054978787899017334,
0.03692859038710594,
-0.046635355800390244,
0.004598365630954504,
-0.04335342347621918,
-0.024772752076387405,
0.017738431692123413,
0.07609233260154724,
0.03214649856090546,
-0.05596277862787247,
0.0036117120180279016,
-0.04215530678629875,
-0.004751278553158045,
0.012683050706982613,
-0.00954458862543106,
0.005895550362765789,
0.021524548530578613,
0.05529564991593361,
-0.01424177922308445,
0.016735533252358437,
-0.033766746520996094,
-0.07272825390100479,
-0.016525745391845703,
-0.003325406927615404,
-0.020040610805153847,
0.005999621003866196,
-0.029193971306085587,
-0.04051995277404785,
0.002143456367775798,
-0.07133322209119797,
-0.016675429418683052,
-0.00016187186702154577,
0.0415397472679615,
-0.021714763715863228,
0.04481559619307518,
-0.02201397344470024,
0.02052329108119011,
0.030477995052933693,
-0.0049474043771624565,
0.09393706172704697,
0.09090805798768997,
-0.0034260747488588095,
-0.0776611939072609,
0.06218085065484047,
0.02024727128446102,
0.004334651865065098,
0.007334754802286625,
-0.020119745284318924,
-0.029790325090289116,
-0.03181518614292145,
0.03308667987585068,
0.049058374017477036,
-0.006322861649096012,
-0.009646328166127205,
0.042287614196538925,
-0.03778985142707825,
-0.03636808320879936,
0.015433968976140022,
-0.018560942262411118,
-0.017832649871706963,
0.01595042273402214,
-0.056122131645679474,
0.019107967615127563,
-0.0000333093739754986,
-0.028482919558882713,
-0.027368798851966858,
-0.00906442105770111,
-0.017357630655169487,
-0.0011878369841724634,
-0.027130380272865295,
0.02101648412644863,
0.0012509425869211555,
0.018646057695150375,
-0.015653271228075027,
-0.009111730381846428,
0.006839333102107048,
-0.023040443658828735,
0.0007257418474182487,
0.034893449395895004,
-0.006394621916115284,
-0.022526470944285393,
0.007187305949628353,
-0.005591107066720724,
-0.06275927275419235,
-0.01951601915061474,
-0.009478776715695858,
0.03797507286071777,
-0.0066750552505254745,
-0.026477815583348274,
-0.024221358820796013,
0.009991602040827274,
0.011901150457561016,
-0.031527020037174225,
-0.03565717488527298,
0.028424860909581184,
0.014824764803051949,
-0.036333587020635605,
-0.013083748519420624,
-0.03112715482711792,
-0.019718142226338387,
0.011840634047985077,
0.0049005732871592045,
0.038823872804641724,
0.00048392752069048584,
-0.00306311110034585,
-0.060843512415885925,
0.057966768741607666,
0.00042917835526168346,
0.013061974197626114,
0.014970557764172554,
-0.019562583416700363,
-0.024140900000929832,
-0.027020877227187157,
0.004787791520357132,
0.042810555547475815,
0.04138178378343582,
0.00888749398291111,
-0.01598936878144741,
-0.05660061538219452,
-0.026563795283436775,
0.03199198469519615,
-0.00041970214806497097,
-0.002578357234597206,
-0.02643289603292942,
-0.011023218743503094,
0.029129203408956528,
0.02012096345424652,
0.004903716035187244,
0.0307932011783123,
0.00020928421872667968,
0.01665271818637848,
0.013313796371221542,
-0.0753760114312172,
-0.022228248417377472,
0.011362982913851738,
-0.0075624422170221806,
-0.030711790546774864,
-0.012611567974090576,
0.06297618895769119,
0.02477743662893772,
0.01675204187631607,
-0.00943199172616005,
0.05740204453468323,
-0.018251148983836174,
0.0015860459534451365,
0.049076661467552185,
-0.07093488425016403,
0.011759262531995773,
0.027259333059191704,
0.0355786457657814,
0.0010986722772940993,
-0.011457269079983234,
-0.01687898486852646,
-0.024954117834568024,
0.02450789511203766,
-0.008785592392086983,
-0.03301861509680748,
-0.010347064584493637,
-0.03428443893790245,
0.04448198527097702,
-0.05057237669825554,
-0.03967970237135887,
-0.07223767042160034,
-0.019640713930130005,
0.02986128441989422,
0.011788075789809227,
0.011075525544583797,
0.015681089833378792,
-0.003087899647653103,
0.02894606441259384,
-0.0038758576847612858,
0.03091995231807232,
-0.007606296334415674,
-0.05707354098558426,
-0.01667138934135437,
-0.010485591366887093,
0.07063240557909012,
-0.004793412052094936,
-0.04858555644750595,
0.03169189393520355,
-0.020037762820720673,
-0.009198174811899662,
0.002530648373067379,
0.0023165084421634674,
0.02337438054382801,
0.06950743496417999,
0.0024768314324319363,
0.00263325497508049,
0.013754828833043575,
-0.014503132551908493,
-0.01136056799441576,
-0.04115751385688782,
-0.0013933550799265504,
-0.006899173837155104,
-0.006888398434966803,
-0.03995067626237869,
0.02386605739593506,
-0.016396285966038704,
0.03843708708882332,
0.05727313831448555,
0.009398614056408405,
-0.040610868483781815,
0.019575895741581917,
-0.007102465257048607,
0.031717605888843536,
-0.005618726834654808,
-0.026685314252972603,
0.02471292018890381,
0.05196167156100273,
-0.04532019793987274,
0.024675697088241577,
0.017020486295223236,
-0.0006425970350392163,
-0.0805618017911911,
-0.03078647516667843,
-0.016462350264191628,
0.04890761151909828,
0.034908343106508255,
-0.03721391037106514,
-0.0048936279490590096,
0.012150583788752556,
-0.032157834619283676,
0.023775706067681313,
-0.012619802728295326,
0.02853049710392952,
-0.025774002075195312,
0.0030897678807377815,
-0.02202543430030346,
0.017862869426608086,
0.014879260212182999,
0.012954385951161385,
0.017908988520503044,
0.007713886443525553,
0.017165159806609154,
-0.02175966277718544,
0.03149881213903427,
-0.028095567598938942,
0.020088352262973785,
-0.07921773195266724,
0.001991553232073784,
-0.04361236095428467,
-0.009668308310210705,
0.03208572790026665,
-0.05095002055168152,
0.033611275255680084,
0.0425693579018116,
0.0082305409014225,
0.02016027830541134,
0.06487371027469635,
0.010556647554039955,
0.0010454142466187477,
0.002562055131420493,
0.0050789653323590755,
-0.017769671976566315,
0.05232591554522514,
-0.00995217077434063,
-0.026146167889237404,
-0.008273868821561337,
0.013270550407469273,
0.0016021659830585122,
0.026584496721625328,
-0.042076658457517624,
-0.005040625110268593,
-0.014290266670286655,
-0.007160730194300413,
-0.023946497589349747,
-0.022849662229418755,
0.01912830024957657,
0.009487608447670937,
0.010291395708918571,
0.038837406784296036,
0.0178509633988142,
-0.0363713875412941,
0.009217795915901661,
0.004073755815625191,
-0.0017225475749000907,
0.002488960511982441,
-0.01329102087765932,
-0.011179576627910137,
-0.04674125835299492,
0.006524541415274143,
0.00015814842481631786,
-0.00665557524189353,
-0.03290919214487076,
-0.0043212417513132095,
-0.036035191267728806,
0.028952741995453835,
-0.05262692645192146,
-0.0077757453545928,
-0.027281375601887703,
-0.06334234029054642,
0.012918265536427498,
-0.09043502807617188,
0.057183172553777695,
0.009164230898022652,
-0.01688327267765999,
-0.04112720489501953,
0.007890257053077221,
-0.04391484707593918,
0.020698366686701775,
0.06993530690670013,
0.0038004752714186907,
0.01671484299004078,
0.004801400471478701,
0.044592831283807755,
0.01529591903090477,
-0.029363390058279037,
0.0539950430393219,
0.01550397090613842,
0.015001348219811916,
-0.010525601916015148,
-0.03553864359855652,
0.0077350204810500145,
0.032630082219839096,
0.025541216135025024,
-0.005062170326709747,
0.01655135676264763,
0.020659036934375763,
0.019358864054083824,
0.01856216788291931,
0.008967109955847263,
-0.04277016222476959,
0.01233983039855957,
0.02411266416311264,
0.023314479738473892,
0.06591885536909103,
-0.010412297211587429,
-0.021149542182683945,
0.0034350345376878977,
-0.030759980902075768,
-0.014416754245758057,
0.008030681870877743,
0.005588904954493046,
0.006191309075802565,
-0.04619161784648895,
0.031070029363036156,
-0.021566277369856834,
-0.021847335621714592,
-0.013472335413098335,
0.058270413428545,
0.03319878503680229,
0.04375859349966049,
0.03805380314588547,
0.01406815368682146,
0.023439373821020126,
-0.017990339547395706,
0.010328303091228008,
0.03609206900000572,
0.01603204384446144,
0.00587394880130887,
-0.02676793746650219,
0.021474136039614677,
0.009426947683095932,
0.01097460649907589,
-0.026836857199668884,
0.04202722758054733,
-0.025619789958000183,
-0.022487681359052658,
0.04799102991819382,
-0.000747935613617301,
0.014242934994399548,
-0.004984345752745867,
0.012183990329504013,
0.050009019672870636,
-0.06824355572462082,
0.0027187305968254805,
-0.0249350443482399,
-0.007565916515886784,
-0.02162308618426323,
0.017064254730939865,
0.020337408408522606,
0.007859189063310623,
0.028142591938376427,
-0.010472064837813377,
-0.024426832795143127,
-0.015833936631679535,
0.019874583929777145,
-0.024681176990270615,
0.03918617591261864,
-0.016142381355166435,
-0.0008745236555114388,
-0.030416738241910934,
-0.01767614297568798,
-0.06022278219461441,
-0.05961558222770691,
0.05512871593236923,
0.04054783284664154,
0.015108821913599968,
-0.026992207393050194,
-0.030564460903406143,
-0.015917407348752022,
0.03204626217484474,
-0.05740506947040558,
-0.033242810517549515,
-0.02033313363790512,
0.013801807537674904,
0.002600767882540822,
0.019121089950203896
] |
<p>I am trying to apply a GLM in R. I have a binary response (success vs failure), and 3 categorical explanatory variables : Sex (male or female), Food (present or absent) and Wind (none, low, high). I arranged my data to end up with a count of number of success for each possible combination of explanatory variables. (<em>*</em> Sorry for the pictures instead of codes, but I wasn't able to format it so it could be understandable...)</p>
<p><img src="http://i.stack.imgur.com/ZZd6m.png" alt="enter image description here"></p>
<p>I tried to run a GLM on this, taking the Success column as the response variable and treating it as count data : </p>
<p><code>model2<-glm(Success~Wind*Sex*Food, data=data, family=poisson)</code></p>
<p>But the summary of it gives something unexpected : The residual deviance shows 0 degrees of freedom.
<img src="http://i.stack.imgur.com/8H0ko.png" alt="enter image description here"></p>
<p>Why is it the case ? (i.e. is it unusual as I think or I'm just freaking out for nothing) Am I using an inapropriate model or distribution ? Is the trouble coming from the way I managed my dataset ? I don't know if I am using an appropriate technique... Basically, I want to know if any of my explanatory variables or their interaction has an effect on the success of the trial. I don't know how else I could get that info...</p>
<p>Thanks</p> | 73,409 | [
-0.03029535710811615,
-0.01334825623780489,
0.002554166130721569,
0.015145239420235157,
-0.007842411287128925,
-0.001823368133045733,
-0.0377853661775589,
0.0085885776206851,
0.03359115123748779,
0.005445662420243025,
0.05616345629096031,
0.04631062597036362,
0.0687379390001297,
0.022355012595653534,
0.0317084901034832,
0.01380626205354929,
0.0066949124448001385,
0.016666213050484657,
0.02601793222129345,
0.002586193848401308,
-0.025397468358278275,
0.013754678890109062,
0.0014607403427362442,
-0.011445418931543827,
-0.008428861387073994,
0.057320062071084976,
0.046233128756284714,
-0.013876814395189285,
0.031684380024671555,
0.005385283846408129,
-0.06440997123718262,
-0.02517831139266491,
-0.012328924611210823,
-0.004939158912748098,
0.045651692897081375,
0.03581693395972252,
-0.057452961802482605,
0.004555044695734978,
0.004397222772240639,
0.015869054943323135,
0.006427980959415436,
-0.02341165766119957,
-0.025742581114172935,
0.010479921475052834,
-0.04142329841852188,
-0.0003153942816425115,
0.019822753965854645,
-0.007260648068040609,
0.0748525857925415,
-0.048639118671417236,
0.06468414515256882,
-0.013719679787755013,
0.03985797241330147,
0.04576830565929413,
-0.008312772028148174,
-0.0028335426468402147,
0.05172104761004448,
0.041851941496133804,
-0.0024743189569562674,
-0.0374259278178215,
-0.017482759431004524,
-0.02912200428545475,
-0.019843585789203644,
-0.03178832679986954,
-0.03272812068462372,
0.012250100262463093,
0.03181861713528633,
-0.0404401496052742,
0.03421001136302948,
-0.005056587979197502,
0.03179486468434334,
0.00852181389927864,
0.024530833587050438,
0.00157697475515306,
0.021729273721575737,
4.1532155137247173e-7,
0.0044889929704368114,
-0.0012499947333708405,
0.05205830559134483,
0.023048067465424538,
-0.014918594621121883,
-0.007590343710035086,
-0.005530607420951128,
0.023536885157227516,
0.008518914692103863,
-0.03875163197517395,
0.0680171474814415,
-0.015406361781060696,
-0.008880982175469398,
0.04022257402539253,
-0.010861092247068882,
0.008118102326989174,
0.03819481283426285,
0.018503598868846893,
-0.05587080493569374,
0.023497097194194794,
0.027234330773353577,
0.028188318014144897,
-0.006732000503689051,
0.004671855829656124,
-0.031020523980259895,
-0.030300764366984367,
0.04757693037390709,
0.05630776286125183,
-0.05648820102214813,
-0.02885434962809086,
-0.02976960688829422,
0.014960595406591892,
-0.046942345798015594,
-0.05380507931113243,
-0.011678661219775677,
0.05034525319933891,
0.024825258180499077,
-0.033318739384412766,
-0.0004204902797937393,
-0.05204625427722931,
-0.026629019528627396,
0.005120827350765467,
0.058288127183914185,
0.09012892842292786,
0.019222358241677284,
-0.023427249863743782,
0.014996524900197983,
-0.030316168442368507,
-0.03919956833124161,
-0.007809309754520655,
0.030218031257390976,
-0.011557156220078468,
-0.02663843147456646,
0.04999406263232231,
0.013199174776673317,
-0.02359004132449627,
0.027953431010246277,
-0.017169807106256485,
-0.013805008493363857,
-0.027564948424696922,
-0.0917675718665123,
-0.0041309320367872715,
0.018340108916163445,
-0.0367729589343071,
0.03605598956346512,
-0.028942812234163284,
-0.018865138292312622,
0.036747515201568604,
0.06157488748431206,
-0.02607014961540699,
0.034328948706388474,
-0.015744198113679886,
0.02653699740767479,
0.0031542552169412374,
-0.018692759796977043,
0.008921909146010876,
-0.032037895172834396,
-0.016866279765963554,
-0.03495175763964653,
-0.0804799348115921,
0.06571584939956665,
0.0233292318880558,
0.019206125289201736,
-0.0046484158374369144,
0.03272823989391327,
0.03388211131095886,
-0.002324094995856285,
-0.017297936603426933,
0.015417260117828846,
0.005157028790563345,
0.06222677230834961,
-0.01340290904045105,
0.02451683022081852,
0.04499367997050285,
-0.029372530058026314,
0.021840626373887062,
0.019051915034651756,
0.05224768444895744,
0.045355550944805145,
0.010319070890545845,
0.010171305388212204,
-0.057797547429800034,
0.024808289483189583,
0.028771042823791504,
-0.03459667041897774,
-0.013977976515889168,
-0.012397084385156631,
-0.02307172119617462,
0.029051801189780235,
0.007392597384750843,
-0.02735559083521366,
-0.045098789036273956,
0.0503731444478035,
-0.014547538943588734,
-0.04423977807164192,
-0.07813406735658646,
-0.021991297602653503,
-0.024223679676651955,
-0.03709164261817932,
-0.005253206938505173,
-0.006032708566635847,
0.05399083346128464,
-0.004990847781300545,
0.009973252192139626,
-0.023685643449425697,
-0.02888290397822857,
0.01781739480793476,
-0.024103540927171707,
-0.023544833064079285,
0.04443361610174179,
0.02906976081430912,
-0.013044134713709354,
0.04788932204246521,
-0.0353533998131752,
-0.05081286281347275,
-0.015314611606299877,
0.003270580433309078,
-0.02309764176607132,
-0.017080338671803474,
-0.013275742530822754,
0.013016540557146072,
0.011966867372393608,
-0.01976284570991993,
0.014078798703849316,
-0.023406654596328735,
0.07069651037454605,
0.07559812813997269,
-0.004518765024840832,
0.02510414645075798,
0.0014907857403159142,
0.005170229822397232,
0.004354902543127537,
-0.03162091597914696,
0.01644103229045868,
-0.04002944752573967,
-0.04059290885925293,
0.03895425423979759,
-0.005772180389612913,
-0.00873938761651516,
0.010964115150272846,
0.040610190480947495,
-0.002240704372525215,
0.004459695890545845,
0.044226035475730896,
0.009427019394934177,
-0.006329802330583334,
0.010063175112009048,
0.005909475963562727,
0.025253061205148697,
0.004855164792388678,
0.04641097038984299,
-0.014108280651271343,
0.030557239428162575,
-0.031963326036930084,
-0.012777945958077908,
0.07497215270996094,
0.007964282296597958,
-0.000393224909203127,
-0.02764090523123741,
-0.006080016493797302,
0.06595832854509354,
-0.007517919410020113,
0.030064718797802925,
0.09002742171287537,
0.041207458823919296,
-0.004634391982108355,
-0.0027580182068049908,
-0.001956204418092966,
0.00930231437087059,
0.028238791972398758,
-0.02344694919884205,
-0.019050665199756622,
0.018018141388893127,
-0.014432718977332115,
0.038291431963443756,
-0.013355918228626251,
-0.06159944087266922,
-0.015749702230095863,
0.013453087769448757,
0.02428041212260723,
0.031958844512701035,
0.040609411895275116,
-0.01923396810889244,
-0.04972493648529053,
-0.009424244053661823,
-0.01849069446325302,
0.023394683375954628,
0.026913685724139214,
-0.06939064711332321,
-0.00933119747787714,
-0.022876471281051636,
0.007179770618677139,
0.016196653246879578,
0.004608669318258762,
-0.019954167306423187,
0.012638639658689499,
0.012441406026482582,
-0.0041621774435043335,
-0.03208868205547333,
-0.04141702502965927,
-0.0100003182888031,
-0.01061894092708826,
-0.012252451851963997,
0.044085774570703506,
0.01650184951722622,
-0.013067486695945263,
-0.011553873308002949,
-0.05642693489789963,
-0.0011835432378575206,
0.018010953441262245,
0.011254070326685905,
0.04136204719543457,
0.019225087016820908,
0.003334794659167528,
0.020120996981859207,
-0.029186543077230453,
-0.011025642044842243,
-0.08137284964323044,
-0.0602717399597168,
-0.026271793991327286,
0.028740016743540764,
0.03855388984084129,
-0.019272349774837494,
0.015128402970731258,
0.053261324763298035,
0.05773954093456268,
0.017832186073064804,
-0.0437653549015522,
-0.03916540369391441,
-0.017738616093993187,
-0.003316403366625309,
0.014250186271965504,
0.005091798957437277,
0.03421706706285477,
0.04687388613820076,
-0.03867696225643158,
0.05135383456945419,
0.014516324736177921,
-0.03689443692564964,
-0.025359857827425003,
0.018599146977066994,
0.023995686322450638,
-0.04304047301411629,
0.03651267662644386,
0.021471746265888214,
-0.013881156221032143,
0.01806490123271942,
-0.017820604145526886,
0.035661354660987854,
-0.010592566803097725,
-0.08047009259462357,
-0.01711769960820675,
0.01580246165394783,
0.006011240649968386,
-0.03886120766401291,
0.026216495782136917,
0.00907058734446764,
-0.04934656247496605,
0.01644907146692276,
0.0033294421155005693,
0.06310723721981049,
-0.019912226125597954,
0.0010148599976673722,
0.05125471204519272,
0.044020168483257294,
-0.013752344995737076,
-0.0000028912618290632963,
-0.0012712274910882115,
0.006072599440813065,
-0.0009801066480576992,
0.011787794530391693,
-0.010131019167602062,
0.01729723997414112,
0.03325851634144783,
0.03510679677128792,
-0.02217743918299675,
-0.039676543325185776,
-0.0009321863180957735,
-0.01272883266210556,
0.004070933908224106,
-0.03542793542146683,
0.03891145437955856,
-0.025450803339481354,
0.04418134316802025,
-0.004833589773625135,
0.011327533051371574,
0.009458417072892189,
-0.016091611236333847,
-0.041084516793489456,
0.03531906381249428,
0.015198883600533009,
-0.018130110576748848,
0.038094304502010345,
-0.03672054409980774,
0.053861331194639206,
-0.00737948389723897,
0.006825675722211599,
0.02965639904141426,
0.010121822357177734,
-0.004107372369617224,
-0.005362214520573616,
-0.038814134895801544,
-0.0208602137863636,
0.03530320152640343,
0.0007554266485385597,
0.009185086004436016,
0.007341556251049042,
0.001090495614334941,
0.06714724749326706,
0.0018571993568912148,
-0.03521125018596649,
-0.06630093604326248,
0.005715057719498873,
0.011964358389377594,
0.044420018792152405,
0.016717594116926193,
0.03750243037939072,
-0.03110240399837494,
0.022535264492034912,
0.02969634160399437,
0.022830549627542496,
0.042258117347955704,
0.01914677396416664,
0.0026191463693976402,
-0.03340017423033714,
-0.020718073472380638,
-0.008017536252737045,
-0.005134954117238522,
0.006036784034222364,
0.016925716772675514,
0.054549284279346466,
0.04708268493413925,
-0.030452994629740715,
0.024020006880164146,
0.004253667779266834,
-0.007784644141793251,
0.042553387582302094,
-0.02217019535601139,
0.00036070961505174637,
-0.02711644023656845,
-0.01673165149986744,
0.025521941483020782,
-0.0004365374625194818,
0.011360875330865383,
-0.03289152681827545,
0.058320302516222,
-0.04080023989081383,
-0.011180086992681026,
0.02284504845738411,
0.008673452772200108,
0.015919815748929977,
0.0174994058907032,
-0.05998891964554787,
-0.002088255016133189,
0.025273121893405914,
0.03784515708684921,
0.020998895168304443,
-0.017443012446165085,
-0.05592602863907814,
-0.009289833717048168,
0.03871976211667061,
0.013695226050913334,
-0.02537534013390541,
-0.02969503402709961,
-0.03466222807765007,
-0.03269356116652489,
-0.012375676073133945,
-0.03767104819417,
0.017542680725455284,
-0.003986271098256111,
0.025912420824170113,
0.01732800342142582,
-0.027373550459742546,
-0.07007215172052383,
-0.01475043036043644,
-0.04210876673460007,
-0.007450648583471775,
0.009747966192662716,
-0.048803478479385376,
-0.029334740713238716,
-0.030615879222750664,
-0.01945534348487854,
0.0006591682904399931,
-0.021203406155109406,
-0.020045379176735878,
0.02131849154829979,
-0.01229990553110838,
-0.043231647461652756,
-0.03821102902293205,
-0.0011938238749280572,
-0.02407495118677616,
0.00989034865051508,
0.058451130986213684,
-0.026838183403015137,
-0.04611421748995781,
0.003804572392255068,
0.03171853348612785,
-0.00222727726213634,
-0.019167346879839897,
-0.044568710029125214,
0.00989031232893467,
0.015507536008954048,
-0.016263658180832863,
0.06021016091108322,
0.0537882037460804,
0.0050531369633972645,
0.010976643301546574,
-0.01113863568753004,
0.004080599639564753,
-0.029970068484544754,
-0.04729003831744194,
-0.08376403152942657,
0.01587015576660633,
-0.006179345306009054,
0.010334452614188194,
0.023998824879527092,
0.03193800151348114,
-0.004717455245554447,
-0.02676071971654892,
0.017725778743624687,
0.01705176569521427,
0.008003071881830692,
-0.029512962326407433,
-0.012426022440195084,
0.0057497527450323105,
-0.03824814781546593,
-0.02019893005490303,
0.016650104895234108,
0.009073990397155285,
-0.02532435767352581,
0.013425527140498161,
-0.03002549521625042,
0.008620969951152802,
0.014401320368051529,
-0.012459601275622845,
0.0030471952632069588,
-0.014267224818468094,
-0.012263139709830284,
-0.001435296842828393,
0.03817867487668991,
-0.011403334327042103,
-0.05948007479310036,
-0.049254998564720154,
0.00021809342433698475,
0.03167906403541565,
0.005950752645730972,
-0.019339468330144882,
-0.0017493045888841152,
-0.011713230982422829,
0.007532909978181124,
-0.06760141253471375,
-0.04052503779530525,
0.01431723590940237,
-0.014764492399990559,
-0.000993220368400216,
-0.03915397822856903,
-0.0031284037977457047,
-0.002487405901774764,
-0.01462099514901638,
-0.012150198221206665,
0.05251617729663849,
-0.012094197794795036,
0.0040707699954509735,
0.006888753268867731,
0.024829933419823647,
0.05111875385046005,
0.010859319940209389,
-0.030742347240447998,
0.02453625574707985,
-0.03233965113759041,
-0.02633257582783699,
0.028762537986040115,
-0.013911227695643902,
-0.016926074400544167,
-0.025912897661328316,
-0.012656701728701591,
0.01184301357716322,
0.035120632499456406,
-0.023027412593364716,
-0.03845406323671341,
-0.01390875969082117,
0.0026565969455987215,
0.0424535758793354,
-0.041406821459531784,
0.00787628348916769,
0.009194280952215195,
0.012579456903040409,
-0.0503455214202404,
0.0009333932539448142,
-0.005610854364931583,
-0.019199809059500694,
0.05717761069536209,
-0.02048838511109352,
-0.009638076648116112,
0.03735905513167381,
0.06994231045246124,
0.0066291093826293945,
-0.012356949038803577,
-0.010854117572307587,
0.0013694000663235784,
0.02437174692749977,
0.028730573132634163,
-0.008341208100318909,
0.00543542206287384,
0.03844304010272026,
-0.04623215273022652,
-0.0010728781344369054,
-0.037493523210287094,
0.03980208933353424,
0.06311364471912384,
-0.04161116108298302,
0.004263416863977909,
0.03135446459054947,
-0.022463001310825348,
0.01712435483932495,
-0.021289560943841934,
0.012844492681324482,
0.0030275883618742228,
0.022764744237065315,
0.05277455598115921,
0.005318803712725639,
-0.03470320627093315,
0.07206182181835175,
0.04029035568237305,
0.04259710758924484,
0.028196049854159355,
0.03279722109436989,
0.0024843739811331034,
0.014736250974237919,
-0.004232403356581926,
-0.06262210756540298,
0.03500588983297348,
-0.03608778864145279,
0.025764433667063713,
-0.017013680189847946,
-0.01617405004799366,
0.06144515797495842,
0.06816418468952179,
-0.0020684797782450914,
-0.038468148559331894,
-0.05025336518883705,
-0.030100982636213303,
0.006217010784894228,
0.02801629528403282,
-0.016590803861618042,
0.01531911175698042,
-0.006721900310367346,
0.059403423219919205,
-0.003772856667637825,
0.05478784069418907,
-0.0016576065681874752,
-0.07776187360286713,
-0.0011190774384886026,
-0.032994065433740616,
-0.013346251100301743,
0.03419347479939461,
-0.04358867183327675,
-0.00038552514160983264,
-0.0008087599417194724,
-0.022462304681539536,
-0.008266166783869267,
-0.023065460845828056,
0.03192795068025589,
0.0011200433364138007,
0.06314630806446075,
0.006286434829235077,
-0.010964960791170597,
-0.003421291708946228,
0.013055034913122654,
0.12269844114780426,
0.027063149958848953,
0.06254804879426956,
-0.04929374158382416,
-0.016349567100405693,
0.009021392092108727,
-0.01013135351240635,
0.010138721205294132,
-0.03148673102259636,
0.006017101928591728,
-0.019566498696804047,
0.05326592177152634,
0.021867169067263603,
0.039750587195158005,
-0.004768501967191696,
0.046305228024721146,
-0.00293973577208817,
-0.03609984368085861,
-0.001568412990309298,
-0.011561114341020584,
-0.03226777911186218,
-0.0018446901813149452,
-0.03179801255464554,
0.028465665876865387,
0.03582054004073143,
-0.025735201314091682,
0.0019756087567657232,
0.011919490061700344,
-0.0194600410759449,
0.013868899084627628,
-0.03150969371199608,
-0.014713852666318417,
0.011356132104992867,
0.05043049156665802,
-0.010036684572696686,
-0.035575419664382935,
-0.00036793338949792087,
-0.0395936593413353,
0.00022571686713490635,
0.031239761039614677,
-0.0240015871822834,
0.006029007490724325,
0.023055728524923325,
-0.02977188304066658,
-0.04705856367945671,
-0.04958724603056908,
-0.012402131222188473,
0.043441228568553925,
0.020239870995283127,
-0.0011086659505963326,
-0.01899009570479393,
0.000050230431952513754,
0.005310209468007088,
-0.05337771773338318,
-0.017726676538586617,
0.017581505700945854,
0.03215496987104416,
-0.038693226873874664,
-0.06026552990078926,
-0.025887204334139824,
0.00870483834296465,
-0.0061865695752203465,
0.010967522859573364,
0.045141566544771194,
-0.020337510854005814,
-0.02759872004389763,
-0.036894332617521286,
0.06743350625038147,
0.018488295376300812,
-0.005479009822010994,
0.016857165843248367,
-0.03906850889325142,
-0.0027298876084387302,
0.027890460565686226,
0.00596572645008564,
0.004100584890693426,
0.026560772210359573,
-0.020410967990756035,
-0.007068361155688763,
-0.028061239048838615,
-0.03515220806002617,
-0.004350955132395029,
-0.032159410417079926,
0.030959665775299072,
-0.04357688128948212,
-0.035801712423563004,
-0.024334579706192017,
0.02440750040113926,
0.0094298105686903,
-0.009075773879885674,
-0.019453085958957672,
0.04188348725438118,
-0.01614932157099247,
-0.025252478197216988,
-0.05525980144739151,
0.019714515656232834,
-0.039823226630687714,
-0.014443574473261833,
-0.02086460404098034,
0.04421337693929672,
-0.01540218386799097,
0.0238738264888525,
0.011745470575988293,
-0.004254225175827742,
-0.004309240262955427,
-0.005440498702228069,
0.046939801424741745,
-0.030466396361589432,
0.03556251525878906,
0.00006824370211688802,
-0.03515201061964035,
-0.002529917750507593,
-0.03768317401409149,
-0.02687956392765045,
-0.0379502959549427,
-0.013131494633853436,
0.00014611828373745084,
-0.02552582323551178,
0.007307650521397591,
-0.04109868407249451,
0.03525426238775253,
-0.023130269721150398,
-0.008991057984530926,
-0.06388163566589355,
-0.016630088910460472,
0.021454891189932823,
-0.010924924165010452,
-0.008942659944295883,
0.02311527170240879,
-0.028298666700720787,
0.044470567256212234,
0.025925643742084503,
0.029137546196579933,
0.026162199676036835,
0.028357166796922684,
0.05088071897625923,
0.020502140745520592,
0.018786069005727768,
0.009941891767084599,
-0.0061901831068098545,
0.07418793439865112,
-0.040916986763477325,
-0.039633769541978836,
0.016418371349573135,
0.020685823634266853,
0.03991073742508888,
0.0021124854683876038,
0.015206770971417427,
-0.03680793568491936,
0.04857832193374634,
-0.04487414285540581,
-0.0013646528823301196,
0.005179929081350565,
0.02519790269434452,
0.0018213510047644377,
-0.021132007241249084,
-0.027258995920419693,
0.014583336189389229,
-0.019774185493588448,
0.030628543347120285,
0.06630214303731918,
0.03362276777625084,
0.018035929650068283,
0.023324303328990936,
-0.02869294211268425,
-0.005903119686990976,
-0.00584289850667119,
-0.0007700977148488164,
0.029427746310830116,
0.09505605697631836,
-0.038003262132406235,
0.04550577327609062,
-0.029326042160391808,
0.06072070077061653,
-0.0878734439611435,
-0.045398201793432236,
0.02187407948076725,
0.024802953004837036,
0.027304843068122864,
-0.03515351936221123,
0.0045531196519732475,
0.01535490620881319,
-0.004768872167915106,
-0.021003860980272293,
0.02933538518846035,
-0.0030972566455602646,
-0.0397518016397953,
0.035941895097494125,
-0.014692338183522224,
0.01985504850745201,
0.029907463118433952,
-0.001965858740732074,
0.03794661536812782,
0.06159753352403641,
0.001244700513780117,
-0.0017336765304207802,
-0.015982355922460556,
-0.0026278544683009386,
0.007098960690200329,
-0.0644448772072792,
-0.021519968286156654,
-0.008924095891416073,
-0.02396874688565731,
0.006048884242773056,
-0.0001021470088744536,
0.01739480160176754,
0.016162047162652016,
0.03427153080701828,
0.015658972784876823,
0.05842440202832222,
0.024087170138955116,
-0.017636708915233612,
-0.01986103504896164,
-0.002671473426744342,
0.006847419776022434,
0.03935603052377701,
-0.03745417669415474,
-0.009874876588582993,
0.013858931139111519,
-0.018928058445453644,
-0.03134766221046448,
0.012382758781313896,
-0.0012414194643497467,
-0.0003876039118040353,
-0.013183548115193844,
0.029866056516766548,
0.006424229592084885,
-0.05523112788796425,
0.03864461928606033,
-0.04783206060528755,
-0.003816698445007205,
0.0440799817442894,
0.013080866076052189,
-0.03030143305659294,
-0.009136943146586418,
-0.014223430305719376,
-0.043169308453798294,
-0.040110036730766296,
0.005096257198601961,
-0.0014404949033632874,
-0.01543582882732153,
0.017903322353959084,
-0.019654298201203346,
0.026072703301906586,
-0.000999062554910779,
-0.011711381375789642,
-0.04578999802470207,
0.04083637893199921,
-0.037732385098934174,
0.008544540032744408,
0.023747937753796577,
0.004855216946452856,
0.03293365240097046,
-0.1181357130408287,
0.07189659029245377,
0.007239955477416515,
-0.017472412437200546,
-0.049023404717445374,
0.026716137304902077,
-0.03389623016119003,
0.044896092265844345,
0.0422428660094738,
-0.010319039225578308,
-0.0067697009071707726,
0.018736958503723145,
0.047229964286088943,
-0.022412123158574104,
-0.0264317337423563,
0.05659913271665573,
-0.005560130346566439,
-0.043896518647670746,
-0.025264807045459747,
-0.0048055583611130714,
0.008843264542520046,
-0.005438670981675386,
-0.014153257943689823,
-0.017474861815571785,
0.025534337386488914,
0.0024393806234002113,
-0.017316214740276337,
0.033270593732595444,
0.013208605349063873,
-0.02601294405758381,
0.010887806303799152,
-0.02156217396259308,
0.012377195991575718,
0.036701545119285583,
0.0028094814624637365,
-0.04659681022167206,
0.07855682820081711,
-0.009095041081309319,
-0.029888778924942017,
0.014770467765629292,
-0.011719267815351486,
-0.0041350857354700565,
-0.06706927716732025,
0.025533683598041534,
-0.0030216106679290533,
-0.0472324974834919,
0.03167354315519333,
-0.009771245531737804,
0.019284695386886597,
0.05466647446155548,
-0.048653166741132736,
-0.008856709115207195,
-0.0010135543998330832,
-0.01752934232354164,
0.04754025861620903,
0.05841255187988281,
0.0132615827023983,
0.010692782700061798,
-0.011097647249698639,
0.040719445794820786,
-0.01000606082379818,
0.0250119399279356,
0.01322033442556858,
0.03151186183094978,
0.01065426878631115,
0.012916972860693932,
0.017583739012479782,
0.004191951360553503,
-0.010156925767660141,
0.008421411737799644,
-0.000865028181578964,
0.05030973628163338,
-0.015447563491761684,
-0.03461535647511482,
0.0038363130297511816,
-0.006147111300379038,
-0.01765725202858448,
-0.005978917703032494,
0.032145872712135315,
0.02625146321952343,
0.03433600068092346,
0.03665544092655182,
-0.03013632632791996,
-0.02718394435942173,
0.0233673807233572,
-0.012033536098897457,
0.010942461900413036,
-0.01462667714804411,
-0.026976080611348152,
-0.00825552735477686,
-0.048315759748220444,
-0.016410067677497864,
-0.05867500603199005,
0.05756520852446556,
0.01503461692482233,
-0.01512901484966278,
-0.08470797538757324,
0.00007713122613495216,
0.01972171664237976,
0.043989211320877075,
-0.06812804937362671,
-0.03946976363658905,
-0.05227323994040489,
0.04440241679549217,
-0.006475991103798151,
-0.02566484361886978
] |
<p>$\chi^n_k=\sum_{i=1}^kx_i^n$ where $x_i$ are Gaussian variables and $n>2$?</p> | 35,766 | [
-0.03728785738348961,
-0.02461876906454563,
0.004025210626423359,
-0.019825516268610954,
0.08109918236732483,
0.009817567653954029,
-0.03156895190477371,
-0.04565628245472908,
-0.019457753747701645,
-0.06379812955856323,
0.05504924803972244,
0.01986505277454853,
0.0295820664614439,
0.0421101376414299,
-0.005814376752823591,
0.025011500343680382,
-0.042011111974716187,
0.028486471623182297,
-0.00894975196570158,
0.009410975500941277,
0.029320022091269493,
0.05857260525226593,
0.024558385834097862,
-0.0006451284280046821,
-0.06208766996860504,
0.03451356664299965,
0.04294062778353691,
-0.044876579195261,
0.008003653027117252,
0.09329172968864441,
-0.04389301687479019,
0.01081868540495634,
0.045755088329315186,
0.06168419495224953,
0.00432458333671093,
-0.002696317620575428,
-0.008422321639955044,
-0.03592010214924812,
0.0209406316280365,
0.012056687846779823,
-0.03781135380268097,
-0.048226505517959595,
0.005954562220722437,
0.00036328998976387084,
-0.011691344901919365,
0.0034777901601046324,
0.002385907806456089,
-0.06086954101920128,
0.012055085971951485,
-0.053562626242637634,
0.08661505579948425,
0.024766964837908745,
0.04851269721984863,
-0.013694511726498604,
0.0035981235560029745,
-0.018719911575317383,
0.03897033631801605,
0.04046304523944855,
0.009559030644595623,
-0.06222296133637428,
0.023353252559900284,
-0.02531595341861248,
0.012320493347942829,
-0.02744222991168499,
-0.04799264669418335,
0.02547905035316944,
0.0024905779864639044,
-0.002650381764397025,
0.0023773324210196733,
-0.028266368433833122,
-0.002708492800593376,
0.051913000643253326,
0.012465513311326504,
-0.031227832660079002,
-0.004882393404841423,
-0.02184349112212658,
0.010333053767681122,
0.011631231755018234,
0.021037515252828598,
0.0017578385304659605,
0.028865834698081017,
0.029473811388015747,
0.011304170824587345,
-0.02367076650261879,
0.04459187388420105,
0.011084113270044327,
0.08671534806489944,
-0.024734124541282654,
0.019814401865005493,
0.040438827127218246,
0.0038995682261884212,
0.035092320293188095,
0.04231015592813492,
-0.04465574398636818,
-0.03594137728214264,
0.022856401279568672,
-0.04596790671348572,
0.026735536754131317,
-0.010525977239012718,
-0.020523466169834137,
-0.011759236454963684,
-0.018788347020745277,
0.025277050212025642,
0.06407493352890015,
-0.05436854064464569,
-0.0072267064824700356,
-0.012639814056456089,
0.027075618505477905,
-0.020359192043542862,
-0.008287076838314533,
-0.03639202564954758,
0.003566187107935548,
-0.006276978179812431,
0.017913123592734337,
0.027539582923054695,
-0.012734394520521164,
-0.03056843765079975,
-0.007932779379189014,
0.03729873150587082,
0.09720316529273987,
0.013318865559995174,
-0.05062519758939743,
0.022940577939152718,
-0.01955864578485489,
-0.03571444749832153,
0.03491657227277756,
0.00737221073359251,
-0.007596340961754322,
-0.06559690088033676,
0.02547784335911274,
0.003192220814526081,
-0.022197281941771507,
0.02515936829149723,
0.03616301342844963,
-0.01124093122780323,
-0.04250602051615715,
-0.10743748396635056,
-0.03398823365569115,
0.0401063971221447,
-0.062068670988082886,
0.0011317089665681124,
-0.09075234085321426,
0.03176033869385719,
0.06251025199890137,
0.0694073811173439,
0.0012678890489041805,
0.02835145778954029,
0.020894158631563187,
0.035610415041446686,
0.01912977732717991,
-0.021021103486418724,
-0.012999732978641987,
-0.00955397542566061,
-0.019033515825867653,
0.006693441886454821,
-0.050455886870622635,
0.030059320852160454,
0.039659954607486725,
-0.03855966031551361,
-0.024100126698613167,
0.02099587954580784,
-0.013159955851733685,
-0.0036773979663848877,
-0.008606808260083199,
0.015012306161224842,
-0.03825334459543228,
0.07665760070085526,
0.044209763407707214,
0.03767469525337219,
0.034986402839422226,
-0.009367179125547409,
-0.002120252698659897,
0.010498051531612873,
0.04758143797516823,
0.05121616646647453,
-0.01395005639642477,
0.00036518642446026206,
-0.024594543501734734,
0.01995447836816311,
0.025728458538651466,
-0.05405222997069359,
-0.02967781201004982,
-0.011595123447477818,
-0.0006956111756153405,
0.01994866505265236,
0.0524742491543293,
0.02580283209681511,
-0.030679622665047646,
0.0437854528427124,
-0.04627583920955658,
0.018054623156785965,
-0.05592522770166397,
0.01449030451476574,
0.02774365246295929,
-0.045709192752838135,
-0.00196937401778996,
0.04857378080487251,
0.021017128601670265,
0.01421745028346777,
-0.03297821804881096,
-0.019672753289341927,
0.005143898539245129,
0.01769096404314041,
-0.04701818525791168,
-0.007164133712649345,
0.056455474346876144,
0.044944342225790024,
-0.007350267376750708,
0.054104167968034744,
-0.015218453481793404,
-0.03182026371359825,
0.008556582033634186,
-0.016060907393693924,
0.034711334854364395,
-0.026488201692700386,
0.011449084617197514,
0.02045360393822193,
-0.011781837791204453,
-0.022883407771587372,
0.06267593801021576,
-0.056427985429763794,
0.06017117202281952,
0.05938506871461868,
0.018015339970588684,
0.011429663747549057,
-0.020208289846777916,
0.028676096349954605,
0.022908002138137817,
-0.03176280856132507,
-0.011507809162139893,
-0.05033952742815018,
-0.004936306271702051,
0.0023922810796648264,
0.06476050615310669,
-0.03890399634838104,
0.000508126278873533,
0.022876454517245293,
0.04207915812730789,
0.006366678513586521,
0.0018482864834368229,
-0.03945053741335869,
-0.019764557480812073,
-0.00464695505797863,
-0.0070505570620298386,
-0.024640386924147606,
0.010301579721271992,
0.022635413333773613,
-0.005869561340659857,
0.016664214432239532,
0.005013397894799709,
-0.027527840808033943,
0.05417889356613159,
-0.038242898881435394,
-0.011805231682956219,
-0.02129751816391945,
-0.03313697129487991,
0.014455308206379414,
-0.02140267752110958,
-0.004506107419729233,
0.016094062477350235,
-0.0056893243454396725,
0.008576877415180206,
-0.0073704528622329235,
-0.007244914770126343,
0.038996756076812744,
-0.04146607592701912,
-0.04743582382798195,
-0.0017677773721516132,
0.03193347156047821,
-0.04650907590985298,
0.011732948943972588,
-0.039070624858140945,
-0.010905466973781586,
-0.005919629242271185,
0.027308423072099686,
0.02621239610016346,
-0.025437548756599426,
0.014319650828838348,
0.024191461503505707,
-0.03981629014015198,
0.0026801221538335085,
-0.021091381087899208,
0.024777673184871674,
0.02854583039879799,
-0.03902880847454071,
0.00768762594088912,
-0.026287920773029327,
-0.004689591005444527,
0.02327335998415947,
-0.028813065961003304,
0.002401781501248479,
0.036429211497306824,
-0.004095046315342188,
-0.0318790078163147,
0.0066244895569980145,
-0.02620762027800083,
0.006839854177087545,
-0.03424357995390892,
-0.0037773465737700462,
0.02770066447556019,
-0.0006503477925434709,
-0.020606793463230133,
0.04427448287606239,
-0.018042229115962982,
-0.04222819209098816,
-0.04939085617661476,
-0.0189591683447361,
0.02221912331879139,
-0.034117721021175385,
0.04230067878961563,
0.003208957612514496,
-0.007433462422341108,
0.008028781972825527,
-0.07257480919361115,
-0.02667766623198986,
0.009592065587639809,
-0.007963864132761955,
0.03828951343894005,
0.010690280236303806,
-0.01893153041601181,
0.06580424308776855,
0.0488588847219944,
0.004224497824907303,
-0.020194869488477707,
0.006908081471920013,
-0.03706862032413483,
-0.05109153687953949,
0.03825194016098976,
0.00908512994647026,
-0.01481231115758419,
0.03867875412106514,
-0.0024469103664159775,
-0.019693298265337944,
0.0875047966837883,
0.00033225867082364857,
0.011382132768630981,
0.017729397863149643,
-0.043200552463531494,
-0.00517364451661706,
0.01817140355706215,
0.010761862620711327,
-0.031681306660175323,
-0.01110989972949028,
0.027755847200751305,
0.024192826822400093,
0.0073661962524056435,
-0.013453745283186436,
0.029543273150920868,
-0.028439350426197052,
0.054948508739471436,
-0.031892720609903336,
0.052162472158670425,
0.0453188382089138,
0.005862384103238583,
0.007285929750651121,
0.0184774212539196,
-0.0023375058081001043,
-0.029889479279518127,
0.02945069409906864,
0.014387324452400208,
0.02215403877198696,
0.0019001438049599528,
0.010502939112484455,
-0.015993354842066765,
-0.019191140308976173,
0.0337279811501503,
-0.029591552913188934,
-0.00814781803637743,
0.016306232661008835,
0.05546997860074043,
0.004979580175131559,
0.00020607095211744308,
-0.016670826822519302,
-0.004409828223288059,
-0.042819034308195114,
-0.027464639395475388,
-0.037471622228622437,
0.038346197456121445,
-0.0005810493021272123,
0.07840634882450104,
-0.003306875703856349,
-0.021746385842561722,
-0.005924609489738941,
-0.03436371311545372,
-0.07775954902172089,
0.009633360430598259,
-0.03193870186805725,
-0.007532037328928709,
0.018558518961071968,
-0.016440633684396744,
0.018285222351551056,
0.01293439045548439,
0.010369502939283848,
-0.01273738220334053,
0.020821454003453255,
-0.03079673834145069,
0.0322408564388752,
0.0011823149397969246,
-0.011415500193834305,
0.0036167388316243887,
0.05368475615978241,
0.04514719918370247,
0.0050032841973006725,
0.04604248329997063,
0.04087773710489273,
-0.0070732757449150085,
0.015933824703097343,
0.017069406807422638,
0.012863807380199432,
0.001827784813940525,
0.03381988778710365,
0.010329372249543667,
0.0029847724363207817,
-0.027486013248562813,
0.021127725020051003,
-0.02101902849972248,
0.023487472906708717,
0.04627464339137077,
0.0069649009965360165,
0.026326444000005722,
-0.0694657415151596,
-0.03634466603398323,
-0.004180244170129299,
0.032577380537986755,
0.019490938633680344,
0.0011640937300398946,
0.048937130719423294,
-0.0056278398260474205,
-0.0399433970451355,
0.015892021358013153,
0.015688426792621613,
0.03641832247376442,
-0.013307373970746994,
0.016415946185588837,
0.015066826716065407,
-0.04541366174817085,
-0.01242776308208704,
0.002722314093261957,
-0.013730313628911972,
-0.004107748158276081,
0.00420317193493247,
0.009720117785036564,
-0.010269179940223694,
-0.006891027558594942,
-0.04321157932281494,
0.04247318208217621,
0.032273028045892715,
-0.007192475721240044,
-0.042021289467811584,
0.0038152567576617002,
0.06925120949745178,
0.0066542429849505424,
0.028330117464065552,
-0.01697131060063839,
-0.04879376292228699,
-0.009751968085765839,
0.00921767856925726,
0.006084558553993702,
-0.01904240995645523,
0.004021411295980215,
-0.042566850781440735,
0.018972022458910942,
0.012483218684792519,
-0.02273106575012207,
0.054876092821359634,
-0.015802359208464622,
0.003645367221906781,
-0.030260637402534485,
-0.009982197545468807,
-0.023061828687787056,
0.04374544695019722,
-0.009653745219111443,
0.005755169317126274,
-0.0569668784737587,
0.002225574105978012,
-0.03626275062561035,
0.016902823001146317,
0.019045425578951836,
0.06402011960744858,
0.023208096623420715,
0.007191232871264219,
0.00038703755126334727,
0.04950391501188278,
-0.00012159197649452835,
-0.06068985536694527,
0.05269819125533104,
0.010323585011065006,
-0.0020420916844159365,
0.04834279045462608,
-0.045264195650815964,
-0.06339835375547409,
-0.005442862864583731,
0.023420395329594612,
-0.033306628465652466,
0.01722029410302639,
-0.0127025805413723,
0.022208966314792633,
0.034237004816532135,
0.013568955473601818,
0.07106074690818787,
0.02350875735282898,
-0.029670020565390587,
-0.011324310675263405,
-0.036638204008340836,
0.007688453886657953,
-0.02657226100564003,
-0.037870295345783234,
-0.013288800604641438,
-0.01466104481369257,
-0.0020042890682816505,
0.03994946554303169,
-0.011284627951681614,
0.05550149083137512,
0.006276067346334457,
0.01928757131099701,
-0.018318042159080505,
0.016347374767065048,
-0.007522846572101116,
0.004329640883952379,
0.028223250061273575,
0.041723016649484634,
0.04911145195364952,
-0.02822253480553627,
0.03914342448115349,
0.01267421804368496,
-0.017142072319984436,
0.03166539967060089,
-0.016957435756921768,
0.0047526233829557896,
-0.04722791537642479,
-0.02979436330497265,
-0.00354926404543221,
-0.020795252174139023,
0.05786774307489395,
-0.026618678122758865,
0.03859098255634308,
-0.00011424253898439929,
-0.06627310067415237,
-0.038126055151224136,
0.0163283608853817,
0.0039945440366864204,
0.03284645080566406,
-0.008823736570775509,
0.00695741968229413,
0.008368395268917084,
-0.011204244568943977,
-0.04640466347336769,
-0.02062438614666462,
-0.004066193010658026,
-0.0002870348107535392,
0.020460443571209908,
-0.0021530897356569767,
-0.0023298244923353195,
-0.02238764986395836,
-0.053065814077854156,
-0.014780956320464611,
0.026178652420639992,
-0.0028278781101107597,
0.008701772429049015,
0.007693216670304537,
0.000877158425282687,
0.061256520450115204,
-0.009205015376210213,
-0.046931616961956024,
0.01824808306992054,
-0.02150741033256054,
-0.014123549684882164,
0.0056690070778131485,
0.031057463958859444,
-0.026967165991663933,
-0.002900840947404504,
0.0028213991317898035,
-0.026549868285655975,
0.0008397842175327241,
0.0019150376319885254,
-0.04902716353535652,
-0.013581526465713978,
0.005987273994833231,
-0.018361857160925865,
-0.025210576131939888,
-0.019927600398659706,
0.011166510172188282,
0.023285115137696266,
-0.011899118311703205,
-0.03547762706875801,
-0.023718947544693947,
-0.00962027907371521,
0.019269883632659912,
0.01035598386079073,
-0.022525247186422348,
-0.00024236047465819865,
0.042305584996938705,
-0.01883981190621853,
-0.0128345787525177,
-0.03304658457636833,
0.022802088409662247,
0.0013413458364084363,
0.002633138559758663,
0.0037665932904928923,
0.006736406125128269,
0.03455263003706932,
-0.0069627403281629086,
-0.0072470298036932945,
-0.04690009355545044,
0.020669905468821526,
0.06505504250526428,
-0.011710920371115208,
0.05427584424614906,
0.018607808277010918,
0.009198146872222424,
0.0032219896093010902,
-0.026645060628652573,
-0.006120453588664532,
-0.015446254052221775,
-0.012708290480077267,
-0.0006424156599678099,
-0.006325690075755119,
-0.0068134889006614685,
0.04188179969787598,
0.01918105222284794,
-0.00278482586145401,
0.03165910765528679,
0.0004938927595503628,
0.0199368204921484,
-0.006797019857913256,
-0.020102642476558685,
-0.053312454372644424,
0.06196845322847366,
-0.044229425489902496,
0.028623705729842186,
-0.016154520213603973,
-0.00368178216740489,
0.04181860014796257,
0.012141755782067776,
0.011909322813153267,
-0.013740815222263336,
-0.00647200969979167,
-0.02975131943821907,
-0.00032815130543895066,
0.02475973591208458,
-0.016224877908825874,
0.022896865382790565,
0.0004091653390787542,
0.020098062232136726,
0.002353685675188899,
0.025252049788832664,
-0.0012872604420408607,
-0.07085536420345306,
-0.010549417696893215,
-0.011574991047382355,
-0.052429430186748505,
0.013784065842628479,
0.020098155364394188,
-0.062076326459646225,
-0.00027438788674771786,
-0.004338080063462257,
0.005646809004247189,
0.018183231353759766,
0.032119978219270706,
-0.0017006408888846636,
0.062297746539115906,
0.029504675418138504,
0.013157518580555916,
0.0038933022879064083,
-0.0023746867664158344,
0.11223739385604858,
0.054796651005744934,
0.02259344793856144,
-0.0808941051363945,
0.0341765396296978,
-0.042021822184324265,
-0.004084350541234016,
-0.03852543234825134,
0.02129831537604332,
-0.02384231798350811,
-0.006763691082596779,
0.00915465410798788,
0.04001777991652489,
-0.006495293695479631,
-0.014721102081239223,
0.051828689873218536,
-0.014698886312544346,
-0.060078151524066925,
-0.024458490312099457,
0.019581370055675507,
-0.03670906275510788,
0.023532457649707794,
-0.05500461533665657,
0.005842762067914009,
-0.03701705113053322,
-0.040322527289390564,
-0.02378467470407486,
-0.010313616134226322,
0.0020773452706635,
-0.02487860433757305,
-0.06590976566076279,
0.0002699966717045754,
0.02861284837126732,
0.00750032439827919,
-0.020380690693855286,
0.02148161269724369,
-0.004471041727811098,
-0.03601546958088875,
-0.0018451459472998977,
0.03830401599407196,
-0.0092017138376832,
0.01935547962784767,
0.02965385839343071,
-0.014792600646615028,
-0.05815644562244415,
-0.01991349272429943,
-0.05148933455348015,
0.06308847665786743,
-0.035462409257888794,
0.0012902498710900545,
-0.020316466689109802,
0.0031592785380780697,
-0.006531135179102421,
-0.05204757675528526,
-0.026233026757836342,
0.030514178797602654,
0.011203710921108723,
-0.04107952117919922,
-0.010341300629079342,
-0.03261460363864899,
0.013213356025516987,
-0.006283197086304426,
0.06925919651985168,
-0.0002997172705363482,
-0.04223906248807907,
0.021699773147702217,
-0.009729859419167042,
0.057740043848752975,
-0.025765947997570038,
0.007846868596971035,
-0.00036607353831641376,
-0.03026537597179413,
-0.024033546447753906,
-0.01325936894863844,
-0.006524101365357637,
-0.0024955568369477987,
0.027907300740480423,
-0.00033534722751937807,
-0.013402380980551243,
-0.008458913303911686,
-0.05653686821460724,
0.022705938667058945,
-0.007427850738167763,
0.014307825826108456,
-0.022367866709828377,
-0.03287411853671074,
0.042113810777664185,
0.040140364319086075,
-0.003019423456862569,
0.002975212410092354,
-0.029448235407471657,
0.06345678120851517,
0.01189887709915638,
-0.01108146458864212,
0.0003968882083427161,
-0.028725577518343925,
-0.007984252646565437,
0.0011433300096541643,
-0.019708719104528427,
0.04242760315537453,
0.07188636809587479,
0.02315285988152027,
-0.011448081582784653,
0.06692733615636826,
-0.012681085616350174,
-0.02659582532942295,
0.02118951827287674,
-0.02883465774357319,
0.03519394248723984,
0.03439532592892647,
0.03545662760734558,
-0.024404553696513176,
-0.03793802857398987,
-0.015557029284536839,
-0.02081052027642727,
0.022169869393110275,
-0.02210552804172039,
-0.044428303837776184,
-0.024351410567760468,
-0.02648445963859558,
0.03180274739861488,
-0.009164195507764816,
0.002661369042471051,
-0.024662842974066734,
0.04144997522234917,
-0.009804405272006989,
-0.04667440056800842,
0.017945919185876846,
-0.0054513500072062016,
-0.023873915895819664,
0.010796749964356422,
0.054617248475551605,
-0.0031070373952388763,
0.054188184440135956,
-0.00452729407697916,
-0.01141531951725483,
-0.010999912396073341,
0.046721551567316055,
0.001172492397017777,
-0.0007956947665661573,
0.04043945297598839,
-0.06741838157176971,
-0.03081325627863407,
0.00038227575714699924,
0.000740807328838855,
0.040989961475133896,
0.030510161072015762,
-0.009699348360300064,
-0.018333788961172104,
-0.03667539358139038,
-0.03255533427000046,
-0.0013300480786710978,
-0.014006347395479679,
-0.0033210443798452616,
0.011588002555072308,
-0.01584508642554283,
-0.00084728590445593,
-0.005601425655186176,
-0.018158243969082832,
-0.005584743805229664,
0.036605820059776306,
0.019118059426546097,
-0.023823276162147522,
0.035043735057115555,
-0.006061887368559837,
0.026878274977207184,
0.015604394488036633,
-0.016391176730394363,
0.03523075953125954,
0.04955090582370758,
-0.029659949243068695,
0.02313297614455223,
-0.017635464668273926,
0.03945570066571236,
-0.14388926327228546,
-0.0469246506690979,
-0.000044846903620054945,
0.017415976151823997,
0.026584630832076073,
-0.054467231035232544,
0.04316319525241852,
0.03371110185980797,
-0.07469697296619415,
0.05521976575255394,
-0.009439350105822086,
0.008510365150868893,
-0.012601946480572224,
0.03521823137998581,
0.009734446182847023,
0.047679509967565536,
0.03510025143623352,
0.005375046283006668,
0.03485351800918579,
0.03746740147471428,
-0.00847556907683611,
-0.005709755700081587,
-0.011613010428845882,
-0.016686858609318733,
-0.027832016348838806,
-0.05468021333217621,
0.02056949958205223,
-0.01837579905986786,
-0.0386236310005188,
-0.00881466269493103,
-0.0013668740866705775,
0.03206361085176468,
0.013789069838821888,
0.008221013471484184,
0.049708228558301926,
0.04648379608988762,
0.05016334354877472,
-0.01017073355615139,
0.00930293370038271,
0.003904498415067792,
0.02196715958416462,
0.022294901311397552,
-0.0356510728597641,
-0.018063977360725403,
0.05053192377090454,
-0.005280321463942528,
-0.04479110240936279,
0.03714325651526451,
0.0024537474382668734,
-0.029272815212607384,
-0.01363891176879406,
-0.03325386717915535,
-0.033351946622133255,
-0.013592264614999294,
0.03720376268029213,
-0.06182657554745674,
-0.01819584332406521,
-0.02935652807354927,
0.03784435614943504,
-0.046513669192790985,
-0.0015122321201488376,
0.02359604835510254,
-0.052627742290496826,
0.021310847252607346,
0.019669845700263977,
0.0035354080609977245,
-0.04152693599462509,
0.0005139525746926665,
0.021513519808650017,
-0.012117131613194942,
0.009206409566104412,
-0.01547821331769228,
-0.033541928976774216,
0.03290148079395294,
0.007435458712279797,
0.01571485958993435,
-0.011486954055726528,
-0.020284714177250862,
-0.01026207860559225,
-0.059673458337783813,
0.019665632396936417,
0.009053708054125309,
-0.019291386008262634,
-0.02543020062148571,
-0.011098186485469341,
-0.05910731106996536,
-0.03222117945551872,
0.09174007922410965,
0.01734934188425541,
-0.017476817592978477,
0.001971460646018386,
0.04396498203277588,
0.013035325333476067,
-0.040722209960222244,
0.014007210731506348,
-0.02920437976717949,
-0.010029556229710579,
-0.04317617043852806,
-0.0011934010544791818,
-0.0013818069128319621,
0.03299970179796219,
-0.019511228427290916,
-0.01447862759232521,
0.007641143165528774,
-0.0167237538844347,
-0.006412144750356674,
0.06101125106215477,
0.02016313746571541,
-0.035532303154468536,
0.05944686755537987,
-0.005915802903473377,
0.009272968396544456,
0.02748262882232666,
-0.01701926626265049,
-0.06172258034348488,
-0.0035564436111599207,
-0.04084554687142372,
-0.01926358789205551,
-0.01483092736452818,
0.021077463403344154,
-0.019102631136775017,
-0.04777289181947708,
0.00929503608494997,
0.04358641430735588,
-0.0365368127822876,
-0.01913243532180786,
0.05685228481888771,
0.023219432681798935,
0.01815415360033512,
0.018940672278404236,
0.006058602128177881,
0.026250654831528664,
-0.020173294469714165,
0.01419136393815279,
0.033691249787807465,
0.027113845571875572,
-0.016069307923316956,
0.0032523886766284704,
0.016123095527291298,
-0.0069643426686525345,
0.009486106224358082,
0.00917663425207138,
0.03662174567580223,
-0.010967928916215897,
-0.0005392431048676372,
-0.0025623266119509935,
-0.05193006992340088,
0.03226801007986069,
0.014290179125964642,
-0.04234814643859863,
0.07469084113836288,
-0.03557589277625084,
-0.008697401732206345,
-0.015243889763951302,
-0.013185671530663967,
-0.04283951222896576,
-0.031441688537597656,
0.013322614133358002,
0.05976204201579094,
-0.02496221289038658,
-0.02339768595993519,
-0.0015146519290283322,
0.002888998482376337,
0.016820549964904785,
-0.029989592730998993,
0.025066746398806572,
0.025574754923582077,
0.020500965416431427,
-0.01086372323334217,
-0.025970948860049248,
0.014710086397826672,
0.00008855917258188128,
0.018704665824770927,
0.04233869910240173,
-0.004497013986110687,
0.028456179425120354,
-0.010595296509563923,
0.006419657729566097,
0.06032813712954521,
-0.04953307658433914,
-0.0011448670411482453,
-0.05407861992716789,
0.0270382072776556,
0.011712123639881611,
-0.00812673568725586
] |
<p>I have a question regarding a small investigation that I have been conducting into the relationship between the length of observation sequence, T, on which two decoders (BCJR and classic Viterbi) decode in a fixed small (2 state, 3 symbol) HMM.</p>
<p>When I plot $T$ against the average decoding rate accuracy, I get unsurprising results, the BCJR algorithm moderately outperforms the Viterbi on symbol-by-symbol decoding and the data shows essentially no relationship between $T$ and accuracy rate.</p>
<p>However, for the same sequences, I have plotted T against $\log P(O,Q\vert\lambda)$, for both the sequence from the BCJR decoder and the sequence from the Viterbi decoder, where $O$ is the observation sequence. I have also plotted $T$ against $\log P(O\vert Q,\lambda)$. In both cases, for the same set of results, there is a 'perfect' negative linear relationship between $T$ and these log probabilities. This would accord to a 'perfect' relationship: as the length of observation sequence increases, the log probabilities exponentially decrease and the exponential decrease does not vary over $T$, which would be surprising to say the least. </p>
<p>Does anyone have any reasons as to how we know these results are wrong? What would be the expected relationship between $T$ and these log probabilities? Any help, no matter how small or trivial - even if just an idea or a thought, would be really appreciated as I just would like to understand this situation further.</p> | 73,410 | [
-0.006742472294718027,
-0.04592393338680267,
0.004360432270914316,
0.013383439742028713,
0.03684854507446289,
0.004884801339358091,
0.037926848977804184,
0.004996498581022024,
0.011135071516036987,
-0.017230324447155,
0.040130190551280975,
0.03915625065565109,
0.023464730009436607,
0.01979910023510456,
0.031739477068185806,
-0.037472788244485855,
-0.02867378108203411,
0.006573726423084736,
0.019622523337602615,
0.011912528425455093,
0.022734282538294792,
0.03954716771841049,
0.018051253631711006,
0.01129494421184063,
-0.044761255383491516,
0.04360363632440567,
0.029399165883660316,
-0.017093991860747337,
0.021064838394522667,
0.05709526687860489,
-0.032821062952280045,
-0.0000192159441212425,
0.003597599221393466,
0.059113431721925735,
0.0033263196237385273,
-0.02233622781932354,
-0.04939023032784462,
-0.06665732711553574,
-0.019831856712698936,
0.020955465734004974,
-0.06569218635559082,
-0.02160925604403019,
-0.016860991716384888,
0.021787084639072418,
-0.008775346912443638,
0.008753788657486439,
0.0007089322316460311,
-0.029608972370624542,
-0.0026156683452427387,
-0.04014790803194046,
0.03320096433162689,
0.006234491243958473,
0.05529654398560524,
-0.019295167177915573,
0.00858994945883751,
-0.0035188498441129923,
0.060092322528362274,
0.09474692493677139,
0.0189520251005888,
-0.03535658121109009,
0.005788660142570734,
-0.025433596223592758,
0.007019891869276762,
0.008829028345644474,
-0.04093683511018753,
0.010577014647424221,
0.004864348564296961,
-0.02824157103896141,
0.037977416068315506,
-0.02211575210094452,
0.011437276378273964,
0.025028323754668236,
0.041369374841451645,
0.010295209474861622,
0.015216569416224957,
-0.010382027365267277,
-0.009661602787673473,
0.038395997136831284,
0.011016884818673134,
0.045152343809604645,
0.015064955689013004,
-0.02516181394457817,
0.01447942666709423,
0.055963657796382904,
-0.009576528333127499,
0.0008115118253044784,
0.04737647622823715,
-0.03618288040161133,
-0.01538015529513359,
0.0286659374833107,
0.0028564094100147486,
0.012790502049028873,
0.05071479082107544,
-0.02119365893304348,
-0.05072741210460663,
0.016042673960328102,
-0.02129374071955681,
0.04534095525741577,
0.026742391288280487,
-0.0016320820432156324,
-0.00837330985814333,
-0.0311968345195055,
0.02908632718026638,
0.04981256648898125,
-0.0068277535028755665,
-0.009190340526401997,
-0.016851140186190605,
0.023869263008236885,
-0.038353532552719116,
-0.033855125308036804,
-0.013202819973230362,
0.01121477596461773,
0.008645416237413883,
0.02548619545996189,
-0.03957965597510338,
-0.06679979711771011,
0.006351622287184,
-0.05115774646401405,
0.0500967875123024,
0.04793785884976387,
0.004644005559384823,
-0.04184480383992195,
0.0177798829972744,
-0.062058910727500916,
-0.032465860247612,
-0.0030501934234052896,
0.03098633885383606,
-0.0387241505086422,
-0.06145029515028,
0.03194279596209526,
-0.00477190874516964,
-0.04150379076600075,
0.05645237863063812,
0.035733554512262344,
0.016385136172175407,
-0.0030252516735345125,
-0.08434095233678818,
-0.01815185882151127,
0.049083318561315536,
0.022319750860333443,
-0.004153705667704344,
-0.1009019985795021,
-0.004717051982879639,
0.07869753241539001,
0.03711222484707832,
-0.021669931709766388,
0.052548523992300034,
0.009125344455242157,
0.006258598994463682,
0.025883961468935013,
-0.04279186949133873,
0.003685690462589264,
-0.029865752905607224,
0.005448893178254366,
-0.002387239132076502,
-0.05409723520278931,
-0.011838477104902267,
0.045095521956682205,
0.01209240686148405,
-0.025338072329759598,
0.03689679875969887,
0.009355404414236546,
-0.04469575732946396,
-0.023801948875188828,
-0.0023628149647265673,
-0.04992986470460892,
0.06805889308452606,
0.009267141111195087,
0.009492374025285244,
-0.011389645747840405,
-0.006541564129292965,
-0.0038111438043415546,
0.017138008028268814,
0.018421147018671036,
0.04396286606788635,
-0.055655304342508316,
-0.008163372054696083,
-0.01755470223724842,
0.03591255471110344,
0.0025871589314192533,
-0.008160974830389023,
-0.03476477041840553,
-0.020369721576571465,
0.005646159406751394,
0.028376873582601547,
0.023877231404185295,
-0.023483959957957268,
0.03937890753149986,
0.04206259176135063,
-0.04627327248454094,
-0.039482083171606064,
-0.005218997597694397,
-0.004019356332719326,
-0.00361690204590559,
-0.022349365055561066,
0.053427115082740784,
-0.0006590990233235061,
0.02097739838063717,
-0.0035242573358118534,
-0.005545109510421753,
-0.0432351753115654,
-0.023877963423728943,
0.008614100515842438,
-0.015228170901536942,
0.00962133426219225,
0.03386872634291649,
0.01596607267856598,
-0.010155124589800835,
0.029683703556656837,
0.004099832382053137,
-0.06133287400007248,
0.030703220516443253,
0.0009585071820765734,
0.028950022533535957,
-0.016037592664361,
-0.00824100524187088,
-0.010525205172598362,
-0.009983699768781662,
-0.012151403352618217,
0.01931511051952839,
-0.07045383006334305,
0.047434002161026,
0.021941762417554855,
0.03601685166358948,
-0.05064105615019798,
0.030360177159309387,
0.016706818714737892,
0.013634043745696545,
-0.041698627173900604,
0.016246890649199486,
-0.05150033161044121,
-0.022888166829943657,
0.040541231632232666,
0.05267588421702385,
-0.032703135162591934,
-0.0015400886768475175,
0.020012512803077698,
0.003730905707925558,
-0.006105920299887657,
0.02075563557446003,
0.00031971861608326435,
-0.033569809049367905,
0.004929075948894024,
0.03061342053115368,
-0.016842195764183998,
-0.006183259189128876,
0.03801563009619713,
-0.021736111491918564,
0.006973717361688614,
-0.0130933141335845,
-0.030180491507053375,
-0.004303548485040665,
-0.020031340420246124,
0.03944922238588333,
-0.04232622683048248,
-0.0171431265771389,
0.040504585951566696,
-0.028855575248599052,
-0.01063445396721363,
0.014742199331521988,
-0.0008243995252996683,
0.04690585657954216,
-0.012594704516232014,
-0.009863742627203465,
-0.011743953451514244,
0.0014638998545706272,
-0.022028222680091858,
-0.010329486802220345,
0.01806187443435192,
-0.04176598787307739,
0.014977918937802315,
-0.043632615357637405,
-0.00870373286306858,
-0.01653444953262806,
0.03285748139023781,
0.013032441027462482,
-0.024806899949908257,
0.020709775388240814,
-0.057215169072151184,
-0.07312186807394028,
0.013061153702437878,
-0.025786306709051132,
0.03405720740556717,
0.0023688850924372673,
-0.04594499245285988,
-0.009792217053472996,
-0.020024564117193222,
-0.023644130676984787,
0.019515734165906906,
-0.018361195921897888,
0.031516872346401215,
-0.03227980434894562,
-0.05193491280078888,
-0.033582162111997604,
-0.04125766083598137,
-0.03293098136782646,
0.0017085763392969966,
-0.042517125606536865,
0.0042186095379292965,
0.05540498346090317,
0.015246550552546978,
-0.011390097439289093,
0.019286250695586205,
-0.05744538456201553,
-0.0392838679254055,
-0.026189005002379417,
-0.011350764892995358,
0.018538180738687515,
-0.04728688672184944,
0.042034439742565155,
0.019903456792235374,
0.0028447704389691353,
-0.03628360107541084,
-0.07860120385885239,
-0.07065638899803162,
0.04646939039230347,
0.02064446546137333,
0.04089215397834778,
-0.008079576306045055,
-0.03678109124302864,
0.07096308469772339,
0.023713408038020134,
-0.0133063904941082,
-0.0001771097449818626,
0.011249455623328686,
-0.021824082359671593,
-0.033341437578201294,
-0.010793402791023254,
0.03085044026374817,
0.00003908366852556355,
0.07110685110092163,
0.015801573172211647,
0.029944704845547676,
0.058222558349370956,
-0.010978044010698795,
-0.003946769051253796,
0.03387122228741646,
0.013967541977763176,
-0.03596175089478493,
0.03877277672290802,
0.0014969789190217853,
-0.014433885924518108,
-0.0013492521829903126,
0.020114511251449585,
0.0012057021958753467,
0.0016617672517895699,
-0.03314879909157753,
0.028089886531233788,
0.006071807816624641,
0.009697112254798412,
-0.01962687447667122,
0.019422244280576706,
-0.01125686801970005,
-0.009300376288592815,
-0.0033658472821116447,
0.045372653752565384,
0.016498923301696777,
-0.03310919925570488,
0.020793519914150238,
0.031649310141801834,
0.030348878353834152,
0.004885978065431118,
-0.02826060727238655,
0.015606398694217205,
-0.02676003985106945,
0.033192552626132965,
-0.011270640417933464,
-0.019965320825576782,
0.028713541105389595,
0.024313945323228836,
-0.004451266489923,
-0.024445105344057083,
-0.02292872592806816,
-0.012030400335788727,
-0.060942575335502625,
-0.0024663936346769333,
0.005833565257489681,
0.03237177059054375,
0.010104733519256115,
0.02568873204290867,
-0.01706906035542488,
0.008241581730544567,
0.02544304169714451,
-0.0051121157594025135,
-0.061473648995161057,
-0.012696153484284878,
-0.0193057619035244,
-0.04921227693557739,
0.02796388790011406,
-0.017366839572787285,
0.04879892244935036,
-0.02324923314154148,
0.00017006421694532037,
-0.02227369323372841,
0.024346470832824707,
-0.04299721494317055,
0.02444012463092804,
-0.011057640425860882,
-0.0039557600393891335,
-0.020773563534021378,
-0.000035578930692281574,
-0.009123091585934162,
0.004418999422341585,
0.029747648164629936,
0.033335570245981216,
-0.007049000356346369,
-0.011367653496563435,
-0.0075332485139369965,
0.02053460106253624,
0.017410479485988617,
0.010727743618190289,
0.06541766226291656,
0.03519283980131149,
-0.04261009767651558,
-0.0010373425902798772,
0.0006941464962437749,
0.026186475530266762,
0.019838398322463036,
0.004341484047472477,
0.04216468334197998,
-0.029640810564160347,
-0.021872002631425858,
0.019546717405319214,
0.029679512605071068,
0.013373035006225109,
0.007752082776278257,
0.06653814762830734,
0.028629163280129433,
-0.003411466022953391,
0.021182524040341377,
0.05473686754703522,
-0.008822787553071976,
0.010306444019079208,
-0.024319840595126152,
0.0012387895258143544,
-0.012398689985275269,
0.036973025649785995,
0.006573897786438465,
0.0010974076576530933,
-0.0029264185577630997,
-0.01465604454278946,
0.04628260061144829,
-0.018922852352261543,
-0.022490832954645157,
-0.01663629338145256,
0.011803113855421543,
0.019903691485524178,
0.019563112407922745,
-0.008276996202766895,
0.01351331640034914,
0.01694139465689659,
0.04250488057732582,
0.020415887236595154,
-0.010905852541327477,
-0.05657403916120529,
-0.011012575589120388,
0.025270842015743256,
0.01745755411684513,
-0.009634722955524921,
0.002229893347248435,
-0.058034032583236694,
-0.010181752033531666,
0.015899116173386574,
0.0016038367757573724,
0.06298660486936569,
0.003185140434652567,
-0.020502185449004173,
-0.04182492941617966,
-0.023363377898931503,
-0.04198933020234108,
0.004266261123120785,
0.019369862973690033,
0.02656610496342182,
-0.0256283488124609,
-0.0020950930193066597,
-0.02507823146879673,
-0.016449658200144768,
0.0334082692861557,
0.08268032968044281,
-0.05863460153341293,
0.026669174432754517,
0.009277727454900742,
0.00971005018800497,
-0.05605822056531906,
-0.04718106985092163,
0.03303825482726097,
-0.04143394157290459,
-0.020415829494595528,
-0.0029039911460131407,
-0.01723797619342804,
-0.07628403604030609,
0.005373482592403889,
0.03285878896713257,
-0.04332810267806053,
-0.026041800156235695,
0.011395416222512722,
0.022837216034531593,
-0.020180318504571915,
-0.008303707465529442,
0.06243453547358513,
-0.0003586860839277506,
0.01717204414308071,
0.02905060350894928,
-0.03911383077502251,
0.034880511462688446,
-0.02569987066090107,
0.024346839636564255,
-0.009528038091957569,
0.0005818193312734365,
-0.06413990259170532,
0.04959239065647125,
0.01515180617570877,
0.0302714966237545,
-0.024292293936014175,
0.003970492165535688,
0.0080894585698843,
0.0043235053308308125,
-0.00010373841359978542,
0.02931627444922924,
-0.0173653457313776,
0.051346566528081894,
-0.031674303114414215,
-0.008017614483833313,
0.04809901863336563,
-0.02879411354660988,
-0.011566950008273125,
0.014250989072024822,
-0.01627715304493904,
0.03268517926335335,
-0.028987208381295204,
0.014983871020376682,
0.027072111144661903,
0.00871441513299942,
0.027598807588219643,
0.009637836366891861,
-0.018202343955636024,
0.012454747222363949,
-0.023320654407143593,
-0.011296709068119526,
-0.014847207814455032,
-0.028646813705563545,
0.05835545063018799,
-0.040881071239709854,
0.02878759242594242,
0.0018186686793342233,
-0.002336399396881461,
-0.07103913277387619,
-0.06117957457900047,
0.044606443494558334,
0.006184356287121773,
-0.03631711006164551,
-0.014700028114020824,
0.009613942354917526,
0.011623378843069077,
-0.022715970873832703,
-0.017558643594384193,
0.055812958627939224,
-0.009755345061421394,
-0.0040669916197657585,
0.02401738055050373,
0.062045659869909286,
0.028473366051912308,
0.006684953346848488,
0.008790642023086548,
-0.001778889331035316,
0.004197410307824612,
-0.008972306735813618,
0.013252893462777138,
0.02688819169998169,
-0.03821384906768799,
-0.03595655411481857,
-0.016592543572187424,
-0.011520283296704292,
0.03918889909982681,
-0.029196342453360558,
-0.04202042147517204,
-0.006200606934726238,
0.0003637299523688853,
0.01814347133040428,
0.014500396326184273,
0.005137796979397535,
0.0005656357388943434,
0.0005043713608756661,
-0.03342370688915253,
-0.02953863888978958,
-0.00497942790389061,
-0.01882103830575943,
0.026099279522895813,
0.007279686164110899,
-0.03499661013484001,
-0.028213126584887505,
0.05777803063392639,
-0.018005860969424248,
-0.009214503690600395,
0.01778564043343067,
-0.010786592960357666,
0.03491073101758957,
-0.01296186912804842,
-0.01800665631890297,
0.041195258498191833,
0.0024667608086019754,
-0.006373841315507889,
-0.04532085731625557,
-0.02571866847574711,
0.034145280718803406,
0.07276318967342377,
0.017330022528767586,
0.05504540726542473,
-0.008429079316556454,
-0.008725455962121487,
0.025929221883416176,
-0.010822818614542484,
-0.04209984838962555,
0.025597941130399704,
0.011247680522501469,
-0.014350621961057186,
-0.031457364559173584,
-0.025884218513965607,
0.01073435228317976,
-0.006068417336791754,
0.01825418323278427,
0.012021423317492008,
0.021346673369407654,
-0.007602637633681297,
0.02255973406136036,
-0.03498637303709984,
-0.019212227314710617,
0.038070227950811386,
-0.04206278920173645,
0.02258750982582569,
-0.02261112444102764,
0.011172806844115257,
0.06103966385126114,
0.008871321566402912,
0.01951427571475506,
-0.03152085840702057,
0.0027866442687809467,
-0.04346129298210144,
-0.008478197269141674,
0.02979147993028164,
-0.008143345825374126,
0.04837624356150627,
-0.02782284840941429,
0.039352450519800186,
0.024993980303406715,
0.05036080628633499,
-0.035224489867687225,
-0.08393526077270508,
-0.030797401443123817,
0.016758739948272705,
-0.04689114913344383,
0.06651868671178818,
0.005762884858995676,
-0.04945874959230423,
-0.003907163627445698,
0.006702364422380924,
0.07102606445550919,
0.012294142507016659,
0.03211620822548866,
-0.019227083772420883,
0.05988448113203049,
0.02915993332862854,
0.04843484237790108,
0.009252122603356838,
-0.025469981133937836,
0.12608253955841064,
0.08857133239507675,
0.000305137422401458,
-0.06511972844600677,
0.04242480918765068,
0.0006127351080067456,
0.006428618915379047,
-0.02980218082666397,
0.02613244205713272,
0.04398532956838608,
-0.020719429478049278,
0.008301183581352234,
0.023953713476657867,
-0.015979943796992302,
-0.03821692615747452,
0.05101246014237404,
-0.045599523931741714,
-0.04047005996108055,
0.04178664833307266,
-0.00002101949394273106,
0.014109390787780285,
-0.04050027206540108,
-0.009373731911182404,
-0.012527752667665482,
-0.015199893154203892,
-0.018524138256907463,
-0.00402032770216465,
-0.027494100853800774,
-0.03043733723461628,
-0.040372222661972046,
-0.004993102513253689,
-0.008179017342627048,
0.0354587584733963,
0.00833754800260067,
-0.009452743455767632,
0.010937683284282684,
-0.033163540065288544,
0.01160982996225357,
0.015729814767837524,
0.060655348002910614,
0.0016008958918973804,
-0.005459955427795649,
0.03807276114821434,
0.02008613385260105,
-0.05691448226571083,
-0.03594626113772392,
-0.05023515596985817,
0.05388401448726654,
-0.038022998720407486,
0.04798025265336037,
-0.014453300274908543,
0.0008800504147075117,
-0.028159642592072487,
-0.02830647863447666,
0.002275796141475439,
0.032785575836896896,
0.003917214926332235,
-0.035109926015138626,
-0.032135386019945145,
-0.029748687520623207,
0.007694239728152752,
0.008768041618168354,
0.004097760654985905,
0.016209911555051804,
-0.011731250211596489,
0.006181907374411821,
0.004625203553587198,
0.043474581092596054,
-0.0022487358655780554,
0.004876010585576296,
-0.022129371762275696,
-0.0016502205980941653,
-0.04028395190834999,
-0.025606999173760414,
0.017581509426236153,
-0.0009338572272099555,
0.04996627941727638,
0.0024486880283802748,
-0.034671343863010406,
0.026066312566399574,
-0.05790957063436508,
0.035916924476623535,
-0.01483477745205164,
-0.02786320447921753,
-0.056566834449768066,
-0.010598941706120968,
0.010870610363781452,
-0.005722797475755215,
-0.014392051845788956,
0.07118663191795349,
0.02538483403623104,
0.054920684546232224,
-0.000011768092008423992,
-0.04771706834435463,
0.0020580484997481108,
0.010275942273437977,
-0.026050547137856483,
-0.017117450013756752,
0.006752662360668182,
0.0596855990588665,
0.01922631822526455,
0.04445762559771538,
0.002877897582948208,
0.023586921393871307,
0.00595895666629076,
-0.024569151923060417,
-0.031628865748643875,
-0.027504896745085716,
-0.00352669321000576,
0.024308469146490097,
0.03146672621369362,
-0.012242943048477173,
-0.028812896460294724,
-0.04434535652399063,
0.006956223864108324,
0.015187454409897327,
-0.05558518320322037,
-0.04376817122101784,
0.0011628424981608987,
-0.05036170780658722,
-0.021617626771330833,
-0.002115933457389474,
-0.016014136373996735,
0.011745558120310307,
0.01599177159368992,
-0.05086183920502663,
0.009146604686975479,
-0.009801743552088737,
-0.009438191540539265,
-0.0010403272463008761,
-0.03325021639466286,
0.048267707228660583,
0.01737302914261818,
0.0024160651955753565,
-0.053911034017801285,
0.018970493227243423,
-0.008899595588445663,
0.05556679517030716,
-0.02129099890589714,
-0.0383581779897213,
0.05144442617893219,
-0.016483239829540253,
-0.03624171018600464,
0.05426143854856491,
-0.017744921147823334,
-0.0012760331155732274,
0.006445885635912418,
0.011560139246284962,
-0.011235500685870647,
0.023198315873742104,
-0.007165038958191872,
0.014574702829122543,
0.012190028093755245,
-0.014649443328380585,
0.024892210960388184,
0.007406424265354872,
0.000861046020872891,
0.0008445836137980223,
-0.0020993619691580534,
-0.0022225540596991777,
0.054665759205818176,
-0.006130702327936888,
0.0525115504860878,
-0.002504711039364338,
0.02536056749522686,
0.0502680242061615,
-0.012487338855862617,
0.0022822727914899588,
0.022567033767700195,
0.052166648209095,
-0.020430849865078926,
0.025697005912661552,
0.011798356659710407,
0.021740080788731575,
-0.06985250860452652,
0.0073083010502159595,
-0.018088098615407944,
0.013471788726747036,
0.03744131699204445,
-0.06879572570323944,
-0.01238742284476757,
0.030364857986569405,
-0.039726704359054565,
0.02515517733991146,
-0.008580448105931282,
0.029311304911971092,
-0.0472557432949543,
-0.017924534156918526,
-0.049074333161115646,
0.04617776721715927,
0.03732486814260483,
0.015424112789332867,
0.03718775883316994,
0.02910703979432583,
-0.0441213920712471,
-0.0062442743219435215,
-0.05757059529423714,
0.03255553916096687,
0.017181625589728355,
-0.0410945750772953,
0.046786949038505554,
-0.03698117658495903,
-0.022679399698972702,
0.024172507226467133,
-0.009897977113723755,
0.03010271117091179,
0.01780318282544613,
0.01879354752600193,
0.013410734944045544,
0.02565140649676323,
0.06004364788532257,
-0.060632556676864624,
0.015559661202132702,
-0.009402696043252945,
0.01471144612878561,
0.023485593497753143,
-0.020762035623192787,
0.0010374835692346096,
0.009550968185067177,
-0.011117805726826191,
-0.06266876310110092,
0.020247720181941986,
-0.009938071481883526,
0.0008893163176253438,
-0.017678286880254745,
0.03210579231381416,
-0.0039259325712919235,
-0.032598819583654404,
0.04828038066625595,
-0.03878737613558769,
-0.0031400001607835293,
0.013857567682862282,
0.04751792922616005,
-0.004005763214081526,
-0.013166404329240322,
-0.019422410055994987,
-0.01856735348701477,
0.007286701817065477,
0.017026592046022415,
0.0010821439791470766,
-0.04715919494628906,
-0.006105342414230108,
-0.018454834818840027,
0.027088120579719543,
-0.011303386650979519,
-0.016963690519332886,
-0.03738074004650116,
0.06581462174654007,
-0.02249569445848465,
0.04790392145514488,
0.03826690465211868,
-0.007300977129489183,
-0.012674039229750633,
-0.06978827714920044,
0.08573351800441742,
-0.01642136089503765,
-0.006473436951637268,
-0.03836873918771744,
-0.04136979579925537,
-0.014399249106645584,
-0.010029086843132973,
0.09912298619747162,
0.0065510994754731655,
-0.01614243909716606,
0.015588070265948772,
0.055332884192466736,
-0.0029528469312936068,
-0.018521418794989586,
0.025651246309280396,
-0.052056871354579926,
0.010155320167541504,
-0.00045937745016999543,
-0.04056066274642944,
0.0020753222052007914,
0.0038371344562619925,
0.0038749861996620893,
-0.05765555426478386,
-0.015329289250075817,
-0.0027568202931433916,
0.0005521368584595621,
0.036830008029937744,
0.023121289908885956,
0.013450706377625465,
0.06045229360461235,
0.05446060001850128,
0.03039776347577572,
0.01966424658894539,
-0.02959410473704338,
-0.07120771706104279,
0.00028383941389620304,
0.02436966821551323,
-0.04269908741116524,
0.008915001526474953,
0.023331156000494957,
0.022279685363173485,
-0.01032798457890749,
-0.03137526661157608,
0.01948726549744606,
-0.029864873737096786,
0.028164947405457497,
0.04341742396354675,
0.01754690706729889,
0.04623531550168991,
-0.005729380529373884,
0.05188249424099922,
0.02978726290166378,
0.003859161399304867,
0.01713852770626545,
0.03340482711791992,
0.02235858514904976,
-0.03081771358847618,
0.023938704282045364,
-0.0036093336530029774,
-0.04056992754340172,
0.04077570140361786,
-0.01784229278564453,
0.05348154902458191,
-0.012056665495038033,
-0.019476329907774925,
0.032030683010816574,
0.02204768918454647,
-0.042881228029727936,
0.0039647966623306274,
-0.023711852729320526,
0.07789753377437592,
0.002293420024216175,
-0.009906343184411526,
-0.03486175090074539,
-0.03260450065135956,
-0.008000420406460762,
-0.02577744610607624,
-0.02137729339301586,
-0.012044567614793777,
0.003606988349929452,
0.01805838756263256,
-0.013779875822365284,
-0.0057598683051764965,
-0.002325876150280237,
-0.0700843408703804,
-0.022834189236164093,
0.00645812414586544,
0.003519470104947686,
-0.0045705679804086685,
-0.047041136771440506,
-0.00953725352883339,
-0.02082073502242565,
0.03195567801594734,
0.03586648777127266,
0.028035905212163925,
-0.024378133937716484,
-0.058310285210609436,
-0.010324625298380852,
0.049016065895557404,
-0.030855771154165268,
0.012352831661701202,
-0.06512454152107239,
0.030017616227269173,
0.04240689054131508,
-0.01833445020020008
] |
<p>Does anyone know of research which investigates the effectiveness (understandability?) of different visualization techniques? </p>
<p>For example, how quickly do people understand one form of visualization over another? Does interactivity with the visualization help people recall the data? Anything along those lines. An example of visualizations might be: scatter plots, graphs, timelines, maps, interactive interfaces (like Parallel Coordinates) etc.</p>
<p>I'm particularly interested in research within a lay-person population.</p> | 47,168 | [
-0.044113241136074066,
-0.03237931802868843,
-0.020358281210064888,
-0.023135391995310783,
0.05780938267707825,
-0.0010468346299603581,
0.015519506298005581,
-0.02881402149796486,
0.017907315865159035,
-0.033488743007183075,
0.01409820094704628,
0.03460858762264252,
0.03822176530957222,
-0.006736325565725565,
0.035699162632226944,
-0.008925175294280052,
-0.027409953996539116,
0.007629866246134043,
-0.0006311512552201748,
-0.008478446863591671,
-0.009726357646286488,
-0.03752187266945839,
0.005400875583291054,
0.014475046657025814,
-0.01345630269497633,
0.04576047137379646,
0.030659781768918037,
-0.03927246853709221,
-0.01584169641137123,
0.04419570788741112,
-0.020599117502570152,
0.030806375667452812,
0.01264969538897276,
0.06140805780887604,
0.008063454180955887,
-0.03242805600166321,
-0.021187569946050644,
-0.023014675825834274,
0.0071048191748559475,
0.004534391686320305,
-0.032328952103853226,
-0.02469821646809578,
-0.013514336198568344,
0.04741053655743599,
-0.03011680208146572,
0.03987982124090195,
-0.03026757389307022,
-0.04917081817984581,
0.009120084345340729,
-0.03962783142924309,
0.061913903802633286,
0.0042154197581112385,
0.021839063614606857,
0.04076603055000305,
-0.01522838231176138,
0.01533745788037777,
0.03071342594921589,
0.050066400319337845,
0.0053430465050041676,
-0.08512160181999207,
0.04102197289466858,
0.0019043534994125366,
0.0030894940719008446,
-0.024883460253477097,
-0.03215482831001282,
0.06134143844246864,
-0.002203374169766903,
-0.011352409608662128,
0.07263914495706558,
-0.017136700451374054,
-0.029895421117544174,
0.04475793242454529,
0.03952691704034805,
0.02854486182332039,
0.02942311018705368,
-0.03130612522363663,
0.01377723179757595,
-0.016203563660383224,
0.034425731748342514,
0.03822150453925133,
0.004426831845194101,
-0.001284164609387517,
0.0034392147790640593,
0.042570099234580994,
-0.006755951792001724,
0.015148906968533993,
0.0998629704117775,
-0.039749305695295334,
0.02059781365096569,
0.03998832404613495,
-0.014694414101541042,
-0.023470107465982437,
0.025930674746632576,
0.010120134800672531,
-0.03938515484333038,
0.023801643401384354,
-0.01635630615055561,
0.030551256611943245,
0.010767715983092785,
-0.04987160861492157,
-0.022909415885806084,
0.0009531400282867253,
-0.0026389285922050476,
0.03672957047820091,
0.011729972437024117,
-0.014649956487119198,
-0.04476791247725487,
0.006890447810292244,
0.0035922937095165253,
-0.03592948243021965,
-0.007870571687817574,
-0.00302267842926085,
-0.00299342954531312,
0.029604841023683548,
0.010842839255928993,
-0.05743439495563507,
0.027501180768013,
0.003092787694185972,
0.06500571966171265,
0.0729268416762352,
0.0018603563075885177,
-0.028223266825079918,
0.02569386176764965,
-0.024217568337917328,
-0.06253081560134888,
-0.021585579961538315,
0.005015016067773104,
-0.015603527426719666,
-0.01838473603129387,
0.047276124358177185,
-0.0064069852232933044,
0.003620404051616788,
0.03483046963810921,
-0.00561087392270565,
0.024639161303639412,
0.016791202127933502,
-0.0665406808257103,
-0.042110659182071686,
0.030539395287632942,
-0.0009070442174561322,
0.029906321316957474,
-0.0192111786454916,
0.01165277510881424,
0.04940180480480194,
-0.011946682818233967,
0.006995515897870064,
0.01054846215993166,
-0.01784718595445156,
0.04902514070272446,
-0.020547769963741302,
-0.027651967480778694,
0.015108403749763966,
0.012989711947739124,
-0.0191204771399498,
0.0024773250333964825,
-0.09448596090078354,
0.016048237681388855,
0.03625906631350517,
-0.019220001995563507,
-0.04045649617910385,
0.0567069835960865,
0.023750770837068558,
0.005465130787342787,
-0.016563300043344498,
0.016161562874913216,
-0.01139566209167242,
0.06127062067389488,
-0.034314438700675964,
0.06514191627502441,
0.031722623854875565,
0.004939463455229998,
0.023987164720892906,
0.05452455207705498,
0.021696016192436218,
0.028801310807466507,
-0.002952049719169736,
0.0033295108005404472,
0.037171002477407455,
-0.022408215329051018,
-0.021145986393094063,
-0.03952652961015701,
-0.03772351145744324,
-0.06337794661521912,
-0.012504467740654945,
0.03693749010562897,
0.057106681168079376,
-0.013314252719283104,
-0.02711092308163643,
0.041037119925022125,
-0.04301156476140022,
-0.021470267325639725,
-0.06069040670990944,
0.04481073096394539,
-0.022505776956677437,
0.01632283441722393,
0.04020977020263672,
-0.008413542993366718,
0.01282703597098589,
-0.004962703678756952,
-0.03608512878417969,
-0.01709921658039093,
0.0241555105894804,
0.03327522426843643,
-0.041581857949495316,
-0.03473782166838646,
0.017910167574882507,
0.004487507976591587,
-0.05247369781136513,
0.00042949020280502737,
-0.02594958432018757,
-0.0550374872982502,
-0.03312859684228897,
-0.023900240659713745,
0.038802098482847214,
-0.009973147884011269,
-0.016998933628201485,
-0.023239662870764732,
0.034888893365859985,
-0.04986751824617386,
0.028996601700782776,
-0.050768375396728516,
0.08776424825191498,
0.0211282130330801,
0.004268491640686989,
-0.0007534452015534043,
0.03503982722759247,
0.01648022048175335,
-0.015334583818912506,
0.03840821981430054,
-0.014957640320062637,
-0.06496215611696243,
-0.009668071754276752,
0.07585346698760986,
0.02185836434364319,
-0.031499166041612625,
0.037200938910245895,
0.029211154207587242,
0.033839259296655655,
0.004633408971130848,
0.04196567460894585,
-0.02771875634789467,
-0.027251720428466797,
-0.01881388947367668,
0.032506946474313736,
0.022143591195344925,
0.03129592910408974,
0.02965301088988781,
0.0037148171104490757,
0.006019178312271833,
0.01612464152276516,
-0.021157409995794296,
0.03743230551481247,
-0.025423383340239525,
-0.00001977957072085701,
0.006782163865864277,
0.018446262925863266,
0.04366004839539528,
-0.022317223250865936,
-0.029961327090859413,
-0.005362017545849085,
0.02721354365348816,
0.012730073183774948,
0.014794085174798965,
-0.005240955390036106,
0.03053472191095352,
0.039534714072942734,
0.01414054911583662,
0.02638687565922737,
0.017715249210596085,
-0.005498843267560005,
0.050806500017642975,
-0.06495780497789383,
0.004280822351574898,
-0.02161380648612976,
0.0009025489562191069,
0.029170185327529907,
0.0028387797065079212,
0.029968509450554848,
-0.038834698498249054,
-0.037454430013895035,
-0.02007794938981533,
-0.009154805913567543,
0.008391274139285088,
0.007983486168086529,
-0.030825987458229065,
0.0005880271201021969,
-0.02860064059495926,
-0.00289432262070477,
0.008360852487385273,
-0.06106632575392723,
-0.006792778614908457,
0.012040206231176853,
-0.011872653849422932,
-0.06835263222455978,
-0.031268298625946045,
-0.02039317600429058,
0.054717861115932465,
-0.012327946722507477,
-0.008418501354753971,
0.03226389363408089,
-0.0050434330478310585,
-0.04501727595925331,
0.03487797826528549,
0.006526185665279627,
-0.04527847841382027,
0.006717297714203596,
0.0055228606797754765,
0.00728581054136157,
-0.024086663499474525,
-0.018396880477666855,
0.015504238195717335,
-0.07347412407398224,
-0.01825304515659809,
-0.027273276820778847,
-0.055511754006147385,
0.05809500440955162,
-0.009748806245625019,
0.046765297651290894,
-0.013842000626027584,
-0.016884734854102135,
0.03796156495809555,
-0.01958855614066124,
-0.02074132300913334,
-0.06912804394960403,
-0.013753843493759632,
-0.00961876381188631,
-0.006439863238483667,
0.03916400298476219,
0.015106632374227047,
-0.023791639134287834,
0.011636216193437576,
-0.017459338530898094,
0.042437292635440826,
0.03068162128329277,
0.0015172039857134223,
-0.00044996707583777606,
0.011783973313868046,
0.006690511014312506,
0.001996072707697749,
-0.002933669136837125,
0.036221954971551895,
-0.06752727925777435,
0.01035520900040865,
-0.019020739942789078,
0.023202747106552124,
0.033170185983181,
-0.02886836789548397,
0.04585445672273636,
-0.027546662837266922,
0.013444559648633003,
-0.012797092087566853,
-0.01541850995272398,
-0.015433171764016151,
0.004360734950751066,
-0.023365449160337448,
0.0736675038933754,
0.023970581591129303,
-0.013353429734706879,
-0.014937980100512505,
0.04384671896696091,
0.049425702542066574,
-0.037200409919023514,
0.02393021620810032,
-0.0007304759928956628,
-0.0025257724337279797,
0.024654779583215714,
-0.0224283579736948,
0.014521218836307526,
0.03502662852406502,
0.039404451847076416,
-0.01469976082444191,
0.0037266805302351713,
-0.054499588906764984,
0.028027663007378578,
-0.05816730484366417,
0.022053323686122894,
-0.05325646698474884,
0.042189791798591614,
0.016470197588205338,
0.026300232857465744,
0.018333660438656807,
0.018085578456521034,
-0.008052892982959747,
-0.003661739407107234,
-0.05540688708424568,
0.025535352528095245,
-0.040927063673734665,
0.038441114127635956,
0.006633867509663105,
-0.009718567132949829,
0.021502740681171417,
0.006325698457658291,
-0.01832636073231697,
-0.01346044521778822,
0.0895916223526001,
-0.022756339982151985,
-0.008162846788764,
0.000803553790319711,
-0.02209441550076008,
-0.04179847985506058,
0.022956835106015205,
-0.025491494685411453,
-0.005583918187767267,
0.05271388962864876,
0.02891838178038597,
-0.03335651755332947,
-0.03334842249751091,
-0.010139708407223225,
-0.013868404552340508,
0.02628673054277897,
0.0011318597244098783,
-0.015886632725596428,
0.007536511402577162,
-0.01665404438972473,
0.02459539845585823,
-0.015733685344457626,
0.049259357154369354,
-0.035263847559690475,
-0.011267630383372307,
0.01647171378135681,
-0.048110853880643845,
-0.004875548183917999,
-0.0046544186770915985,
0.045240238308906555,
-0.01152513176202774,
0.022389639168977737,
0.01520572043955326,
0.014150978997349739,
-0.04115675762295723,
0.011633967980742455,
0.009747960604727268,
-0.005473615601658821,
-0.002455873414874077,
-0.031249186024069786,
-0.02897089347243309,
0.007700263522565365,
-0.015098238363862038,
0.02029976062476635,
0.028987590223550797,
-0.029386045411229134,
-0.022465353831648827,
0.023653747513890266,
-0.020088419318199158,
-0.07025371491909027,
-0.012194381095468998,
-0.005930892191827297,
-0.009236215613782406,
0.027228331193327904,
0.018665237352252007,
0.026685325428843498,
0.007068783510476351,
0.046235255897045135,
0.02263379469513893,
-0.033164963126182556,
-0.07509170472621918,
0.0038460837677121162,
0.06142887845635414,
0.051865819841623306,
-0.0016958550550043583,
0.02073543518781662,
-0.036270953714847565,
-0.004223149735480547,
0.054337866604328156,
-0.002544105751439929,
0.02546202577650547,
-0.04654914140701294,
0.025759952142834663,
-0.06989237666130066,
-0.020945066586136818,
-0.001692131394520402,
-0.0042395396158099174,
-0.014339120127260685,
0.043963633477687836,
0.0017857798375189304,
0.022969702258706093,
-0.038679223507642746,
-0.01415206864476204,
-0.0008434650371782482,
0.04027032107114792,
0.017620911821722984,
-0.0034335614182054996,
0.007795562501996756,
-0.0007296744734048843,
-0.08219071477651596,
-0.0430368073284626,
0.02879183553159237,
0.02990010939538479,
-0.032988227903842926,
0.04288675636053085,
0.014322198927402496,
-0.057951703667640686,
0.0019745181780308485,
-0.007991844788193703,
0.0036285347305238247,
-0.027867954224348068,
-0.003102537477388978,
0.05273027345538139,
0.01869681291282177,
0.008442990481853485,
0.01567069999873638,
0.024867702275514603,
-0.012147924862802029,
0.005653075408190489,
0.03340033069252968,
0.013940561562776566,
-0.015750033780932426,
-0.004951183684170246,
0.005397590342909098,
-0.026249293237924576,
-0.03468450531363487,
0.002180892275646329,
-0.00962025672197342,
0.031642597168684006,
-0.030449027195572853,
-0.030762644484639168,
-0.0068606603890657425,
0.03261658176779747,
0.037014398723840714,
-0.014787268824875355,
0.02720814198255539,
-0.0030097588896751404,
0.016717424616217613,
-0.01982218027114868,
0.023087747395038605,
0.0012264166725799441,
-0.02455226704478264,
0.047214217483997345,
-0.03794529661536217,
0.0019986173138022423,
-0.02287244237959385,
-0.0006573786959052086,
0.02066139131784439,
-0.02468021772801876,
0.07221464067697525,
-0.014459849335253239,
0.015630163252353668,
0.01901961863040924,
-0.07245266437530518,
-0.010940609499812126,
0.03227343410253525,
-0.0028887984808534384,
0.06102187559008598,
-0.01552985142916441,
0.02945086732506752,
-0.027232449501752853,
0.020043455064296722,
-0.03543190658092499,
-0.0692792534828186,
0.03348608314990997,
0.04224270209670067,
-0.022713549435138702,
-0.02105797454714775,
0.017478326335549355,
-0.012002792209386826,
-0.01716236025094986,
0.016821738332509995,
0.04064708203077316,
-0.013881707563996315,
-0.012071973644196987,
0.035941775888204575,
0.00033365661511197686,
0.0687851756811142,
0.00464588264003396,
-0.02131156623363495,
-0.0241339560598135,
0.0027624655049294233,
0.0010957218473777175,
-0.001448394381441176,
0.021350761875510216,
-0.02094089612364769,
-0.036140453070402145,
-0.033121198415756226,
0.040381815284490585,
0.019155949354171753,
-0.016455315053462982,
0.024184146896004677,
0.047416046261787415,
0.010058539919555187,
0.0034990301355719566,
-0.03389952331781387,
0.00004826900840271264,
-0.02267945371568203,
0.02639307640492916,
-0.059683963656425476,
0.0229488518089056,
-0.0006568182725459337,
0.0005097545799799263,
0.030300544574856758,
-0.013008205220103264,
-0.04966496676206589,
0.0013030415866523981,
0.033138472586870193,
0.0070627182722091675,
0.0255921371281147,
0.03728529065847397,
-0.027437327429652214,
0.01428279560059309,
-0.022645410150289536,
0.030704371631145477,
-0.0008338064071722329,
0.04469652473926544,
-0.026301177218556404,
-0.05279522016644478,
0.007280268240720034,
-0.014210262335836887,
0.056304361671209335,
-0.02728385291993618,
0.052570801228284836,
0.04802035167813301,
-0.021955186501145363,
-0.02875973843038082,
-0.015881938859820366,
0.005238238722085953,
-0.012326679192483425,
-0.0012746368302032351,
0.04410245642066002,
-0.0034756651148200035,
-0.024067960679531097,
0.00495537742972374,
0.0513765774667263,
-0.010745515115559101,
0.03404063358902931,
0.0038042915984988213,
-0.013637218624353409,
0.060635268688201904,
-0.0890328511595726,
-0.0661248043179512,
0.030278347432613373,
-0.035716403275728226,
0.02022898569703102,
-0.015506082214415073,
-0.03879837319254875,
0.04444221779704094,
0.02114269509911537,
0.0016326522454619408,
0.015305963344871998,
-0.0023338599130511284,
-0.050262581557035446,
-0.016236741095781326,
-0.0012200875207781792,
-0.02230953983962536,
-0.014062322676181793,
-0.028680866584181786,
0.033658575266599655,
-0.022363310679793358,
0.009664777666330338,
-0.004341116175055504,
-0.0925099104642868,
-0.0065796347334980965,
-0.0035668567288666964,
-0.026538072153925896,
0.04039044305682182,
0.034971337765455246,
-0.03803098946809769,
0.010266459546983242,
-0.04263416305184364,
0.0008387286798097193,
-0.008179421536624432,
0.013696642592549324,
-0.024770846590399742,
0.04044146090745926,
-0.027401689440011978,
0.02243388444185257,
-0.013496484607458115,
-0.012262837029993534,
0.10672052949666977,
0.06172595173120499,
0.038589589297771454,
-0.05742757022380829,
0.04874657839536667,
0.02089289203286171,
0.0194451455026865,
-0.019747497513890266,
0.04111039638519287,
0.007976185530424118,
0.013131740503013134,
0.02606830559670925,
0.07287337630987167,
-0.0008783480734564364,
-0.008083885535597801,
0.058226194232702255,
-0.02881964109838009,
-0.03927578032016754,
-0.003214059630408883,
0.0027515431866049767,
-0.027301987633109093,
0.009763049893081188,
-0.08585207164287567,
0.00956693198531866,
-0.040431246161460876,
-0.025159571319818497,
0.04588786140084267,
-0.009288220666348934,
0.015882883220911026,
0.0021987645886838436,
-0.027405869215726852,
0.0036834734492003918,
0.018418746069073677,
0.013119849376380444,
-0.023371906951069832,
-0.0022856376599520445,
-0.0008481981349177659,
-0.004896378144621849,
0.004124624188989401,
0.04316486790776253,
-0.014263019897043705,
-0.003876085625961423,
-0.023600025102496147,
0.029453027993440628,
-0.041866958141326904,
-0.01925305835902691,
-0.0299071054905653,
0.016695013269782066,
-0.03550047427415848,
0.010668930597603321,
-0.017188331112265587,
-0.021407030522823334,
-0.01904970407485962,
-0.03181393817067146,
-0.040031179785728455,
0.01830316334962845,
0.03426937758922577,
0.01701984740793705,
-0.020070763304829597,
-0.011683022603392601,
0.024061601608991623,
-0.03972109779715538,
0.022254381328821182,
0.015043329447507858,
-0.03490795940160751,
-0.012860935181379318,
-0.013834170997142792,
-0.01887795887887478,
-0.024138854816555977,
0.0018516929121688008,
-0.0019503254443407059,
0.018786044791340828,
-0.0378650464117527,
-0.024821721017360687,
-0.0035799010656774044,
0.02300771325826645,
0.027773132547736168,
0.04131731018424034,
-0.00989060290157795,
-0.01705216057598591,
-0.016297416761517525,
0.03042723797261715,
-0.020640410482883453,
-0.03309861943125725,
-0.022363396361470222,
0.009099130518734455,
0.11304154247045517,
0.015905369073152542,
-0.0009676521876826882,
0.004836069419980049,
-0.014625299721956253,
0.0013847524533048272,
0.04500966891646385,
-0.048327501863241196,
-0.02825845032930374,
-0.010306439362466335,
-0.03316342830657959,
-0.010129354894161224,
-0.03583685681223869,
0.04006082937121391,
0.021538812667131424,
0.007205452769994736,
0.042396411299705505,
0.03851499781012535,
0.029640881344676018,
0.019560232758522034,
-0.01647389866411686,
-0.05687882751226425,
-0.011483561247587204,
-0.02001604437828064,
-0.007983292452991009,
-0.01771474815905094,
0.0043751560151577,
-0.054955508559942245,
0.013863084837794304,
-0.03211842104792595,
-0.01026145275682211,
0.0008150768699124455,
0.03228256106376648,
0.0011988049373030663,
0.053874365985393524,
0.004755059722810984,
-0.01802314817905426,
-0.057008519768714905,
-0.04846188798546791,
-0.023630404844880104,
-0.02191058173775673,
0.014641515910625458,
0.006422276608645916,
0.009936422109603882,
0.023676415905356407,
0.007632225751876831,
0.008664470165967941,
-0.02442292869091034,
-0.0191090926527977,
0.0003875184920616448,
0.014606637880206108,
0.02561161480844021,
-0.028820212930440903,
-0.03915771469473839,
0.028349654749035835,
-0.02427791617810726,
-0.03691272810101509,
-0.009783333167433739,
-0.023344000801444054,
0.015805717557668686,
0.016484474763274193,
-0.025675058364868164,
-0.002890579868108034,
0.05560355260968208,
0.0035000303760170937,
-0.0035576126538217068,
0.004510362632572651,
0.014897352084517479,
0.00043329299660399556,
0.012097705155611038,
0.021399565041065216,
-0.04721218720078468,
-0.03548293933272362,
0.03220080956816673,
0.009584471583366394,
0.013183283619582653,
0.002398597775027156,
-0.015475589781999588,
-0.0025353648234158754,
0.02352694422006607,
0.007630085106939077,
-0.04986521974205971,
0.06547671556472778,
0.024829182773828506,
-0.018521996214985847,
0.03152972459793091,
0.017065424472093582,
0.00043326278682798147,
-0.08061239868402481,
0.013305885717272758,
0.007698000408709049,
0.04288273677229881,
0.05884603410959244,
-0.07643306255340576,
-0.007283595856279135,
0.01763470657169819,
-0.05040476843714714,
0.03648093715310097,
0.007901843637228012,
-0.038073085248470306,
-0.01025086734443903,
0.005211491137742996,
0.02880549244582653,
0.025957323610782623,
0.042016591876745224,
0.03986279293894768,
-0.022918760776519775,
0.027724944055080414,
-0.007332786917686462,
0.009685180149972439,
0.014120600186288357,
0.03952384367585182,
-0.011930152773857117,
-0.0493730790913105,
0.007500828243792057,
-0.05472157523036003,
-0.022039830684661865,
0.04530909284949303,
0.026226911693811417,
0.059158820658922195,
0.0159540306776762,
-0.010861297138035297,
-0.015026027336716652,
0.04146595299243927,
0.031886614859104156,
-0.047401007264852524,
-0.04098223149776459,
0.021904047578573227,
0.0075435698963701725,
0.027574973180890083,
0.008097315207123756,
0.04143628105521202,
0.008035820908844471,
0.010877219028770924,
-0.028404882177710533,
0.017524467781186104,
-0.0025301803834736347,
-0.047979071736335754,
-0.01366441324353218,
-0.017264463007450104,
0.05759191885590553,
-0.01223225798457861,
0.04540666937828064,
-0.054387886077165604,
-0.01396569237112999,
0.022514212876558304,
-0.0069052958860993385,
-0.019878830760717392,
0.021928204223513603,
0.008160079829394817,
-0.03396063297986984,
0.02396620810031891,
-0.028206126764416695,
0.03946218639612198,
-0.04912884905934334,
-0.00979461520910263,
-0.005844105035066605,
0.05031958594918251,
0.007161068730056286,
-0.0028206228744238615,
0.005249225068837404,
0.06492401659488678,
-0.012650324031710625,
0.0010758485877886415,
0.0273829847574234,
-0.03387970104813576,
0.002499233465641737,
-0.025531141087412834,
0.08135554939508438,
0.006499034818261862,
-0.017418352887034416,
-0.04173518344759941,
-0.013504191301763058,
-0.011653569526970387,
0.014906035736203194,
0.0731266662478447,
-0.03090229257941246,
-0.006586228031665087,
-0.026088668033480644,
0.01397500280290842,
0.018329426646232605,
-0.04402777925133705,
-0.0045670210383832455,
-0.02604861557483673,
-0.04037264734506607,
0.00551043264567852,
-0.020232275128364563,
0.02468821033835411,
-0.02476542629301548,
0.015314635820686817,
-0.009832887910306454,
-0.009164132177829742,
-0.02271532453596592,
0.003304068697616458,
0.028715917840600014,
0.04501965269446373,
-0.06535834819078445,
0.032443057745695114,
0.0164154265075922,
0.017246412113308907,
0.0138887083157897,
-0.04034263268113136,
-0.0025614574551582336,
0.023444732651114464,
-0.045097485184669495,
-0.00782878790050745,
-0.0009960585739463568,
-0.04750514030456543,
-0.012757853604853153,
-0.059795551002025604,
-0.007724239025264978,
-0.006405598483979702,
-0.04503459855914116,
-0.007381459232419729,
0.04481382295489311,
0.038669291883707047,
0.013962946832180023,
-0.027716267853975296,
0.03975054621696472,
0.022299369797110558,
-0.007027503103017807,
0.0146925775334239,
0.025687173008918762,
0.0268756952136755,
0.023198023438453674,
-0.008784069679677486,
0.04311985522508621,
0.013741380535066128,
0.0313454195857048,
0.00021848762116860598,
0.052573736757040024,
-0.017402419820427895,
-0.009917771443724632,
0.04788104072213173,
0.004010719712823629,
-0.00818372331559658,
0.024351783096790314,
0.004162435885518789,
0.07023497670888901,
-0.025133371353149414,
0.007890582084655762,
-0.037582095712423325,
-0.036971937865018845,
-0.05049009993672371,
-0.014995303004980087,
0.01032970193773508,
0.05636238306760788,
-0.01619451865553856,
0.0073453872464597225,
-0.009621099568903446,
-0.012938547879457474,
0.0413350947201252,
0.006857415195554495,
0.024417661130428314,
-0.05262940004467964,
-0.027559837326407433,
0.02991195023059845,
-0.02070736698806286,
-0.029128795489668846,
-0.017701664939522743,
0.029676465317606926,
0.03546233847737312,
0.02253769151866436,
0.0020194381941109896,
-0.021281875669956207,
-0.017332686111330986,
0.04134709760546684,
-0.10303353518247604,
-0.0018088531214743853,
-0.037452876567840576,
0.02573605626821518,
0.020860377699136734,
0.03409428149461746
] |
<p>This is a soft question: How can the order of a sample univariate data be reversed while preserving the variance?</p> | 35,767 | [
-0.05098644271492958,
-0.005745323374867439,
-0.008985406719148159,
-0.009555049240589142,
0.025713693350553513,
0.020431937649846077,
0.013774104416370392,
0.024041803553700447,
-0.0032311934046447277,
-0.018790490925312042,
0.02139410562813282,
0.01788962632417679,
0.05428650975227356,
0.02654816024005413,
0.047282129526138306,
-0.0018533255206421018,
-0.00807012990117073,
0.03399373218417168,
-0.0157867930829525,
-0.0014895672211423516,
0.004500567447394133,
0.0014194295508787036,
-0.0007295386167243123,
-0.0003646252735052258,
-0.0285645741969347,
0.029813913628458977,
0.049010418355464935,
0.006477145943790674,
0.012228468433022499,
0.07237371802330017,
-0.03790966421365738,
-0.03002193756401539,
0.0435563400387764,
0.048187654465436935,
0.029970306903123856,
-0.011589325033128262,
-0.01674431376159191,
-0.04891972988843918,
0.016040951013565063,
0.012494929134845734,
-0.05026182532310486,
-0.012470890767872334,
-0.02959306538105011,
0.030278990045189857,
0.010824494063854218,
0.022548316046595573,
-0.02124633826315403,
-0.026704397052526474,
0.04536297172307968,
-0.03381054475903511,
0.09767645597457886,
0.003135233884677291,
0.002040234161540866,
0.04977114871144295,
-0.03720088675618172,
0.04356882721185684,
0.06548020243644714,
0.0494244284927845,
-0.00025274851941503584,
-0.05549294501543045,
0.00390987005084753,
-0.014067670330405235,
-0.011176053434610367,
0.012105870991945267,
-0.01719246804714203,
-0.00117680081166327,
-0.011080743744969368,
0.007101609371602535,
0.025489242747426033,
-0.018387669697403908,
0.009481295943260193,
0.027501840144395828,
0.05115253105759621,
-0.025123313069343567,
0.003890702733770013,
-0.022232938557863235,
0.02589413709938526,
-0.009574312716722488,
0.04128007963299751,
0.013278338126838207,
0.0207317266613245,
0.022191932424902916,
0.043312352150678635,
0.02388031594455242,
-0.017001386731863022,
-0.014769084751605988,
0.05965285003185272,
-0.025023994967341423,
0.031147856265306473,
0.04411904513835907,
-0.02097489684820175,
-0.023502793163061142,
0.05054891109466553,
-0.01938820630311966,
-0.054329149425029755,
0.001108240569010377,
-0.00730513921007514,
0.05577576905488968,
-0.011320262216031551,
-0.017829107120633125,
0.019194362685084343,
-0.022879399359226227,
0.01709509640932083,
0.03561931103467941,
-0.031585365533828735,
-0.02364252507686615,
0.006126866210252047,
0.03678116202354431,
-0.0019105836981907487,
0.0035366700030863285,
0.00454598106443882,
-0.017023202031850815,
0.021250328049063683,
-0.03861568495631218,
0.0556921623647213,
0.005228347610682249,
-0.004600915592163801,
-0.02806728705763817,
0.043556541204452515,
0.07057605683803558,
0.03440291807055473,
-0.035748206079006195,
0.03873083367943764,
0.0037456508725881577,
-0.05057234689593315,
0.01138627715408802,
0.021945929154753685,
-0.010527411475777626,
-0.05683476850390434,
0.026134679093956947,
-0.010904680006206036,
-0.04035484790802002,
0.054127104580402374,
-0.036973737180233,
0.01918925903737545,
0.013963533565402031,
-0.12925751507282257,
-0.05627403408288956,
0.031248822808265686,
-0.039331793785095215,
0.01777268387377262,
-0.09713174402713776,
0.018579043447971344,
0.0017869212897494435,
0.043618861585855484,
-0.003601977601647377,
0.035560574382543564,
0.01246441900730133,
0.01918499357998371,
0.03221410512924194,
0.01154637522995472,
0.010184464044868946,
-0.004945673048496246,
-0.004098809324204922,
-0.012068177573382854,
-0.08081935346126556,
-0.0018024275777861476,
0.008849162608385086,
-0.014715020544826984,
-0.03934730961918831,
0.01864704303443432,
-0.033001698553562164,
0.0012733660405501723,
-0.03541801869869232,
-0.014667708426713943,
-0.019871897995471954,
0.07584712654352188,
-0.004119287710636854,
0.002455594250932336,
-0.002412866335362196,
-0.007600091863423586,
0.037557944655418396,
-0.01467313151806593,
0.06515979766845703,
0.04662279412150383,
-0.0265787485986948,
-0.0015488914214074612,
-0.007046872284263372,
0.00781937874853611,
0.017582546919584274,
-0.032676197588443756,
0.010510836727917194,
0.031909119337797165,
0.011271174065768719,
0.022574087604880333,
0.01472142618149519,
-0.033436793833971024,
0.0018061765003949404,
0.026568077504634857,
-0.05621977522969246,
-0.04800937697291374,
-0.09780041873455048,
0.010440289042890072,
0.004077901132404804,
-0.0031777131371200085,
0.01738765276968479,
0.01785765215754509,
0.03197478875517845,
-0.009019570425152779,
-0.036124736070632935,
0.014175423420965672,
-0.01941053755581379,
0.04102228581905365,
-0.03158167004585266,
-0.004598655272275209,
0.06264045834541321,
0.07497065514326096,
0.007515131961554289,
0.04759303480386734,
-0.004039584193378687,
-0.030701225623488426,
-0.00041906494880095124,
-0.025980476289987564,
0.019685912877321243,
-0.01942048966884613,
-0.04073186591267586,
0.025636805221438408,
0.0024435415398329496,
-0.009185407310724258,
0.028974955901503563,
-0.022234918549656868,
0.04154696315526962,
0.0795787125825882,
-0.022520555183291435,
-0.007014173083007336,
0.03241048753261566,
0.009556755423545837,
0.0328221395611763,
0.012367629446089268,
-0.05020594969391823,
-0.03731365129351616,
-0.01212700828909874,
-0.0014477651566267014,
0.032339949160814285,
-0.03405965492129326,
0.025823671370744705,
0.027822818607091904,
0.0379895456135273,
0.01979096047580242,
0.021436892449855804,
0.004126195330172777,
-0.02910449169576168,
0.0034119205083698034,
-0.006827257107943296,
0.028669461607933044,
0.024028873071074486,
-0.007915139198303223,
-0.013046195730566978,
0.04628763720393181,
-0.0031534978188574314,
-0.028408395126461983,
0.014378054067492485,
0.003309103660285473,
-0.013668091967701912,
0.010846276767551899,
-0.043784670531749725,
0.020794538781046867,
-0.027256807312369347,
0.04827842116355896,
0.020845655351877213,
0.014601772651076317,
0.018562374636530876,
0.021795660257339478,
0.020355839282274246,
0.020827315747737885,
0.02007416822016239,
-0.03474900871515274,
0.025918247178196907,
0.039645276963710785,
-0.027884338051080704,
0.01536994706839323,
-0.05180869996547699,
-0.028518682345747948,
-0.04591327905654907,
0.001757955877110362,
0.05593110993504524,
-0.012929313816130161,
0.006142818834632635,
0.002291529905050993,
-0.02843421883881092,
-0.026111822575330734,
-0.016774095594882965,
0.022580042481422424,
0.023173172026872635,
-0.04714188352227211,
0.009606755338609219,
0.02271256223320961,
-0.01348321232944727,
0.01909167692065239,
0.013495346531271935,
0.01099634449928999,
0.03627542033791542,
0.004354758188128471,
-0.053430378437042236,
-0.014506692066788673,
-0.014891491271555424,
0.020117877051234245,
0.0059808832593262196,
-0.02395986206829548,
0.04172427952289581,
0.004935258533805609,
-0.020828718319535255,
0.004124539438635111,
-0.042685557156801224,
-0.027018127962946892,
-0.038362812250852585,
0.004300999455153942,
0.03807587921619415,
0.0027356117498129606,
0.020853770896792412,
0.027522459626197815,
-0.032714277505874634,
-0.011073751375079155,
-0.031841885298490524,
-0.05527925491333008,
-0.006292019039392471,
-0.003447819733992219,
0.01465908344835043,
0.015029462054371834,
-0.017531270161271095,
0.06026219204068184,
0.02899756468832493,
-0.039507921785116196,
-0.015838226303458214,
-0.02926451526582241,
-0.009798243641853333,
-0.05202476307749748,
0.037941254675388336,
-0.004265797324478626,
-0.006753886118531227,
0.03680979087948799,
-0.01146500650793314,
0.042868565768003464,
0.04317726567387581,
-0.0019216574728488922,
-0.04999407380819321,
-0.021292472258210182,
-0.00443499069660902,
0.007061826530843973,
-0.02100309729576111,
-0.008146894164383411,
-0.006421153899282217,
0.030740495771169662,
0.02471216768026352,
0.04027915745973587,
0.007606907282024622,
-0.03772122785449028,
0.04575108364224434,
-0.006750454194843769,
0.018991680815815926,
-0.05637665465474129,
0.036688435822725296,
0.03924483433365822,
-0.007516553625464439,
-0.023663287982344627,
0.012551810592412949,
0.04366062954068184,
-0.02669862098991871,
-0.000695260998327285,
0.05061006546020508,
0.0731801986694336,
-0.028945283964276314,
-0.0018399945693090558,
-0.007989268749952316,
-0.0023173540830612183,
0.031224854290485382,
-0.02076544426381588,
-0.011010612361133099,
0.029319923371076584,
0.05518530681729317,
-0.005519753322005272,
0.002138558542355895,
-0.047511350363492966,
0.021326841786503792,
-0.025352921336889267,
0.02954407036304474,
-0.013866037130355835,
0.006626158021390438,
-0.005000897217541933,
0.07615555077791214,
0.033958207815885544,
0.03318927809596062,
-0.011617681011557579,
0.0049334242939949036,
-0.05279042199254036,
0.05951334163546562,
-0.021724296733736992,
0.024763617664575577,
-0.043833207339048386,
0.0031496193259954453,
0.022832468152046204,
-0.009312859736382961,
0.01860138773918152,
-0.012571732513606548,
-0.007266676984727383,
-0.045169197022914886,
-0.011315280571579933,
-0.02854420430958271,
-0.004867848474532366,
0.005219784565269947,
0.02186882309615612,
0.01783536933362484,
-0.06089569628238678,
0.026052871719002724,
0.026856351643800735,
0.0044057113118469715,
-0.019326776266098022,
-0.04167119041085243,
0.036305829882621765,
0.0161619633436203,
0.04585426300764084,
0.002542695961892605,
0.027693014591932297,
-0.04025058075785637,
0.019099822267889977,
-0.005407629068940878,
0.05279381200671196,
0.02295028232038021,
0.007588970474898815,
-0.027722667902708054,
-0.010030526667833328,
-0.013310329988598824,
-0.000026260557206114754,
0.015750110149383545,
-0.004673595540225506,
0.002666017273440957,
0.05058453977108002,
0.02483329176902771,
-0.05865183472633362,
0.004198563750833273,
0.04661642014980316,
0.037534765899181366,
0.023529862985014915,
-0.03534708917140961,
-0.0011107348836958408,
-0.004503649193793535,
-0.012932904995977879,
0.03589757904410362,
0.031466562300920486,
-0.033643465489149094,
-0.009700881317257881,
0.033081285655498505,
-0.0032455921173095703,
-0.023231253027915955,
-0.0005246925284154713,
-0.00017320549522992224,
0.05553487688302994,
0.023407958447933197,
-0.013779480941593647,
0.015473131090402603,
0.025830605998635292,
0.06477931141853333,
0.04123898968100548,
0.015322132967412472,
-0.09099313616752625,
0.003071120474487543,
0.0036648043897002935,
0.0073065138421952724,
-0.048802513629198074,
0.03673586994409561,
-0.06131806597113609,
-0.023490019142627716,
0.014651097357273102,
-0.03940209001302719,
0.02368880622088909,
-0.040919192135334015,
0.0012762713013216853,
-0.01012155506759882,
-0.012699184939265251,
-0.03369872272014618,
0.006387130357325077,
0.006999549455940723,
0.015794726088643074,
0.025951284915208817,
-0.0081023583188653,
-0.08163076639175415,
-0.006926599889993668,
0.01054066326469183,
0.050020840018987656,
-0.0074793491512537,
0.025346994400024414,
0.0034721053671091795,
0.02770943008363247,
-0.06403572857379913,
-0.06402688473463058,
0.034782662987709045,
0.029643964022397995,
-0.00263353087939322,
0.035117242485284805,
-0.031351927667856216,
-0.04093480110168457,
0.02266395278275013,
-0.0016095010796561837,
-0.0011780159547924995,
0.024365447461605072,
0.013027498498558998,
0.029277078807353973,
0.019750326871871948,
0.04126625508069992,
0.07593141496181488,
0.0035321544855833054,
0.007108897902071476,
-0.038355402648448944,
-0.01897324062883854,
0.03957574442028999,
-0.05976786091923714,
-0.012155703268945217,
-0.04047522321343422,
-0.010042557492852211,
-0.02300330623984337,
0.02143244631588459,
0.02522463910281658,
0.05482150614261627,
0.022974200546741486,
-0.02148372121155262,
0.002394766779616475,
0.028652744367718697,
0.02882268838584423,
-0.019868355244398117,
-0.0378614217042923,
0.05594445765018463,
-0.010616954416036606,
-0.04490712285041809,
0.04341894015669823,
-0.0013064215891063213,
-0.016090285032987595,
0.017070751637220383,
-0.030416904017329216,
0.023997871205210686,
-0.031353991478681564,
-0.03724623844027519,
-0.01561362948268652,
0.007447319105267525,
0.009215161204338074,
-0.027180248871445656,
0.01338882464915514,
0.017114825546741486,
-0.08568049222230911,
-0.00041820682235993445,
0.026590101420879364,
-0.03493541106581688,
-0.002065112581476569,
-0.06858622282743454,
0.04325033724308014,
0.022235071286559105,
0.027855917811393738,
-0.090795136988163,
-0.06545194238424301,
-0.0001610536128282547,
0.02624685876071453,
-0.01505177840590477,
-0.042422886937856674,
-0.0067914510145783424,
0.01720372959971428,
-0.04402641952037811,
-0.030277546495199203,
0.05289702117443085,
-0.01001950353384018,
-0.010503268800675869,
-0.005193592514842749,
-0.010000504553318024,
0.08995775133371353,
-0.043691486120224,
0.002276327693834901,
0.04113587737083435,
-0.0689077228307724,
-0.009180266410112381,
0.005820126738399267,
0.028339339420199394,
-0.01861567422747612,
0.03762831166386604,
-0.007869113236665726,
-0.00884691160172224,
0.024940920993685722,
0.00006190853309817612,
0.004239797126501799,
0.00313110975548625,
-0.002916737226769328,
-0.005329614505171776,
-0.03958376124501228,
-0.023258844390511513,
-0.025926226750016212,
0.020700516179203987,
-0.02224517986178398,
-0.011501096189022064,
0.001880304072983563,
-0.017499633133411407,
0.028796257451176643,
0.022137856110930443,
-0.00032343619386665523,
-0.0009413041407242417,
0.04766322672367096,
-0.056769959628582,
-0.040367498993873596,
0.0004887530230917037,
-0.03610696271061897,
0.014753032475709915,
0.042892273515462875,
0.011076664552092552,
0.0036151064559817314,
-0.0012664563255384564,
-0.04031665623188019,
-0.02497183345258236,
-0.005310545675456524,
0.009645365178585052,
0.08743773400783539,
-0.014964182861149311,
0.05598246306180954,
0.046606436371803284,
0.0031121415086090565,
0.0007507970440201461,
-0.022836415097117424,
-0.003753464203327894,
0.00824432447552681,
-0.005098788999021053,
0.04352924972772598,
0.010517256334424019,
0.018568987026810646,
0.009653558023273945,
0.02543131820857525,
0.02046230435371399,
0.02361353673040867,
0.0315883494913578,
0.00927159283310175,
-0.004352898802608252,
0.0016035456210374832,
-0.03973766416311264,
0.008796581998467445,
-0.06180368363857269,
0.013547618873417377,
-0.03106677532196045,
-0.03275620564818382,
0.03876388445496559,
0.01322645228356123,
0.004494739696383476,
-0.05948169156908989,
-0.042823661118745804,
-0.06627750396728516,
0.00423085642978549,
-0.017965596169233322,
0.010674468241631985,
0.012225017882883549,
-0.015509403310716152,
0.006074816454201937,
-0.006822322495281696,
0.008342061191797256,
-0.0315147265791893,
-0.06128598377108574,
-0.03347671404480934,
0.0020951922051608562,
-0.03795529529452324,
0.043221376836299896,
0.017144957557320595,
-0.010449283756315708,
0.00499722408130765,
-0.007489505223929882,
0.0010795177659019828,
-0.007139386609196663,
0.04118051007390022,
-0.019780540838837624,
0.06995629519224167,
0.06290361285209656,
0.04019865766167641,
0.004093081224709749,
-0.009759103879332542,
0.10198985040187836,
0.054772213101387024,
0.03444097936153412,
-0.09508546441793442,
0.037661075592041016,
-0.005048321560025215,
-0.019324883818626404,
0.011753681115806103,
0.02770397998392582,
0.004821303300559521,
0.03686552122235298,
0.03864406794309616,
0.04444621503353119,
0.025127170607447624,
-0.004305114038288593,
0.06882783025503159,
-0.05675715580582619,
-0.013325272127985954,
-0.0254245325922966,
0.007428286597132683,
-0.013038689270615578,
-0.028612174093723297,
-0.0766577422618866,
0.005939430557191372,
-0.02208106219768524,
-0.010794551111757755,
-0.013903919607400894,
-0.05322234332561493,
-0.006316082552075386,
0.0026650934014469385,
-0.01659584604203701,
0.03134290128946304,
0.050184838473796844,
0.0126827172935009,
-0.06448888033628464,
-0.003036205656826496,
0.04481184110045433,
-0.012740270234644413,
0.007456137798726559,
0.00545996380969882,
0.005688606761395931,
0.021515008062124252,
-0.015629107132554054,
-0.0033027678728103638,
-0.01724482700228691,
-0.029801296070218086,
-0.004131297115236521,
0.011206606402993202,
-0.006382022053003311,
-0.007875674404203892,
-0.036332450807094574,
-0.00877476204186678,
-0.007274983450770378,
-0.05250963941216469,
-0.027634847909212112,
0.033167239278554916,
0.011199777014553547,
-0.007073095068335533,
-0.04708505794405937,
-0.031213555485010147,
0.018879441544413567,
-0.012858756817877293,
0.03688767924904823,
0.013218458741903305,
-0.048791900277137756,
-0.018379351124167442,
-0.020011261105537415,
0.05225945636630058,
-0.0015284201363101602,
-0.03416329622268677,
-0.005587896332144737,
-0.014991537667810917,
-0.013692950829863548,
0.0006383688887581229,
0.030777670443058014,
0.018726062029600143,
0.005674732383340597,
-0.02610904723405838,
-0.005434719379991293,
-0.02377942018210888,
-0.03614361584186554,
0.02733389474451542,
-0.033527471125125885,
0.00963679887354374,
-0.032996270805597305,
-0.02468651346862316,
0.03257545828819275,
0.06223824992775917,
0.0023876673076301813,
0.021440917626023293,
-0.009798144921660423,
0.02749551832675934,
0.011898952536284924,
-0.038520198315382004,
-0.033388953655958176,
0.02826126292347908,
-0.03226624056696892,
-0.004859453067183495,
0.00643540546298027,
0.06100032106041908,
0.05105401203036308,
0.021212298423051834,
-0.020426107570528984,
0.03508903086185455,
-0.02330205775797367,
0.008026696741580963,
0.023264780640602112,
-0.057141441851854324,
0.019070008769631386,
0.02147005684673786,
-0.02699582464993,
-0.011831661686301231,
-0.065586619079113,
-0.008840649388730526,
-0.01750129647552967,
-0.0013880063779652119,
0.005045878700911999,
0.024519536644220352,
-0.004850654862821102,
0.007922538556158543,
0.0360388457775116,
-0.005490866024047136,
0.00018580352480057627,
-0.035082604736089706,
-0.004974286537617445,
-0.010519202798604965,
-0.02430587075650692,
-0.010837274603545666,
0.01431566197425127,
-0.001855483278632164,
0.007916677743196487,
0.04374423995614052,
0.010833649896085262,
0.06035666540265083,
-0.010529442690312862,
-0.004337225575000048,
0.02085282653570175,
0.030085450038313866,
-0.021704211831092834,
-0.050953593105077744,
0.019860826432704926,
-0.09021420776844025,
-0.036011435091495514,
0.02752823941409588,
-0.02417938970029354,
0.021139532327651978,
-0.0065372409299016,
0.0007130301091820002,
-0.033511485904455185,
0.03946763277053833,
-0.03064453974366188,
-0.0008862139657139778,
-0.005546045955270529,
0.0056081912480294704,
0.02022491954267025,
-0.022082431241869926,
0.003324223216623068,
-0.016442185267806053,
-0.019823793321847916,
0.04418779909610748,
0.029388245195150375,
0.01550507266074419,
-0.007390913553535938,
0.017180729657411575,
0.004559490829706192,
0.023921692743897438,
0.005494995042681694,
0.00813981331884861,
-0.0028017277363687754,
0.06675636768341064,
-0.04718198627233505,
0.04573824629187584,
-0.007362901698797941,
-0.0027623220812529325,
-0.09507844597101212,
-0.01748383231461048,
0.020485995337367058,
-0.048639409244060516,
0.031854718923568726,
-0.04419129341840744,
0.011854223906993866,
0.024778064340353012,
-0.05176817998290062,
0.039761096239089966,
-0.0033501992002129555,
-0.023334214463829994,
-0.010580932721495628,
0.023314343765378,
-0.03071296401321888,
0.02947613224387169,
0.01580139435827732,
0.001568497042171657,
0.03695110231637955,
0.014116817153990269,
0.005387832876294851,
0.006523804739117622,
-0.022091757506132126,
0.0062760175205767155,
0.006362952757626772,
-0.031698863953351974,
0.018490901216864586,
-0.03244312107563019,
-0.03466245159506798,
0.03758243843913078,
-0.008842166513204575,
0.016737215220928192,
0.010512941516935825,
0.032313860952854156,
0.0003017903654836118,
0.015874268487095833,
0.00515212444588542,
-0.006837313063442707,
-0.03272439166903496,
0.020272569730877876,
0.03771142289042473,
0.02198227308690548,
-0.011953515000641346,
0.03888333588838577,
0.029369639232754707,
-0.01633678562939167,
-0.003215264296159148,
-0.004861125722527504,
-0.019086485728621483,
-0.015419612638652325,
0.00680380966514349,
-0.0019429228268563747,
-0.0014616509433835745,
-0.027710260823369026,
0.03446924686431885,
-0.044039733707904816,
-0.025431454181671143,
0.053292080760002136,
0.017622629180550575,
-0.011339923366904259,
-0.00046719342935830355,
-0.024093108251690865,
-0.043129436671733856,
0.003224889747798443,
-0.0033839039970189333,
-0.03879019618034363,
-0.061261437833309174,
0.005764844361692667,
0.0231180377304554,
-0.019711628556251526,
-0.030026914551854134,
-0.02991907298564911,
-0.008563999086618423,
0.05008169636130333,
0.029620658606290817,
-0.00355905550532043,
0.013568231835961342,
-0.037782080471515656,
0.006984165403991938,
-0.057895317673683167,
0.041801806539297104,
-0.005274250637739897,
-0.01847153715789318,
-0.01809251680970192,
-0.011474302038550377,
-0.017331471666693687,
0.024948332458734512,
0.05825216695666313,
0.009550339542329311,
0.003106806194409728,
0.008922519162297249,
0.05701690912246704,
0.023065948858857155,
-0.043619304895401,
0.03624539449810982,
-0.008362647145986557,
-0.0025650840252637863,
0.006829490885138512,
-0.05004192888736725,
-0.008841483853757381,
0.03740920498967171,
-0.05427280813455582,
-0.017675338312983513,
0.013997277244925499,
0.01409511175006628,
0.00958292093127966,
0.013617596589028835,
-0.027327800169587135,
-0.022470319643616676,
0.042811423540115356,
-0.008181004785001278,
-0.023234598338603973,
0.0016827889485284686,
-0.006984023842960596,
-0.05665520951151848,
0.038861822336912155,
-0.049704402685165405,
-0.012208154425024986,
-0.03974303975701332,
0.04394660145044327,
0.02403871901333332,
-0.042491327971220016,
0.0026666787452995777,
0.01655125804245472,
-0.04026965796947479,
0.028046144172549248,
0.033308207988739014,
0.027552330866456032,
0.010148950852453709,
0.00253509939648211,
-0.02264442853629589,
0.007285015657544136,
-0.003008211264386773,
0.04190046712756157,
0.03695268929004669,
0.011578220874071121,
-0.002846342511475086,
-0.006771612912416458,
0.030141282826662064,
-0.020573008805513382,
0.0328805036842823,
-0.03115815669298172,
0.03260641172528267,
-0.017337795346975327,
-0.01893426477909088,
0.02975056692957878,
-0.031531646847724915,
0.02547178976237774,
-0.04183228313922882,
0.0005186545313335955,
0.05190085619688034,
-0.03994692862033844,
0.022703951224684715,
-0.03656145557761192,
0.005854691844433546,
-0.049439992755651474,
-0.03225960209965706,
0.0071035223081707954,
0.01369463000446558,
-0.012675940990447998,
0.0038867017719894648,
-0.027341647073626518,
0.006059262435883284,
0.049525368958711624,
-0.00359424133785069,
0.031316060572862625,
-0.006249342579394579,
-0.01472568977624178,
-0.013452315703034401,
-0.030966414138674736,
-0.05797918885946274,
-0.05118338018655777,
0.006096953991800547,
0.019798627123236656,
0.02430003508925438,
0.04308156296610832,
-0.036878153681755066,
-0.01237752940505743,
0.047279343008995056,
-0.06446092575788498,
-0.07107914239168167,
-0.04565128684043884,
0.013370903208851814,
-0.020597446709871292,
-0.0025531018618494272
] |
<p>Hello I'm running anova with R and I am wondering what the differce is between multiway anova and single anova. I know single anova gives a different answer than multiway anova but I dont know how to quantify multiway anova.
Could someone explain in words the difference between:</p>
<ul>
<li>base~col1</li>
<li>base~col1+col2</li>
<li>base~col1*col2</li>
</ul>
<p><a href="http://www.gardenersown.co.uk/Education/Lectures/R/anova.htm#anova_1" rel="nofollow">http://www.gardenersown.co.uk/Education/Lectures/R/anova.htm#anova_1</a></p>
<p>How do I interpret the results of col1+col2 and col1*col2
because col2 is giving a P(>F) of 0.473 on single anova but P(>F) 4.21e-07 in multiway anova. col2 does correlate well with base having only a 2% coloration for 711 individuals. According to <a href="http://vassarstats.net/rsig.html" rel="nofollow">http://vassarstats.net/rsig.html</a> 2% coloration isn't significant.
Thank you</p>
<p>edit:
i know my col1 and col2 have some interactions is that causing the low multiple anova p value?</p>
<p>i am using </p>
<pre><code>aov.ex2 <- aov(base~col1+col2,data=data1)
summary(aov.ex2)
aov.ex2 <- aov(base~col1,data=data1)
summary(aov.ex2)
aov.ex2 <- aov(base~col1,data=data1)
summary(aov.ex2)
</code></pre>
<p>and the results are not simular</p> | 73,411 | [
-0.01585223712027073,
-0.013064026832580566,
0.0010228506289422512,
0.019936595112085342,
0.009894109331071377,
-0.0020906252320855856,
0.0025147730484604836,
-0.04378192126750946,
0.0021547512151300907,
-0.02461419440805912,
0.04003988206386566,
0.022563859820365906,
0.043182745575904846,
0.037130989134311676,
0.01707492023706436,
0.013663755729794502,
0.018016161397099495,
0.004860749933868647,
0.04226149991154671,
0.007829873822629452,
-0.03488687798380852,
0.016235781833529472,
-0.003776037599891424,
-0.027839120477437973,
-0.0030179647728800774,
0.06121263653039932,
0.033431023359298706,
-0.03343877196311951,
0.015916429460048676,
0.052209001034498215,
-0.02368025854229927,
-0.014928719028830528,
-0.006540280766785145,
0.030957350507378578,
0.006542187184095383,
0.015113583765923977,
-0.0019245537696406245,
-0.02332897111773491,
0.012195153161883354,
0.042146649211645126,
0.0026718713343143463,
-0.01442735642194748,
0.0051147956401109695,
0.03449363261461258,
0.0022903045173734426,
0.021220693364739418,
-0.009764613583683968,
-0.012746251188218594,
0.06191902980208397,
-0.04391379654407501,
0.04811834916472435,
-0.014256726019084454,
0.03383592888712883,
0.048390742391347885,
-0.010538446716964245,
0.004880740772932768,
0.021433407440781593,
0.02585836686193943,
0.00660850340500474,
-0.060189682990312576,
-0.02250109799206257,
-0.015148475766181946,
-0.007587912026792765,
-0.02724534645676613,
-0.06367575377225876,
-0.011704472824931145,
0.024806814268231392,
-0.01389703992754221,
0.06368730962276459,
-0.014431457035243511,
0.0355493538081646,
-0.00767569849267602,
0.0294381994754076,
-0.013973584398627281,
0.02301391400396824,
0.001988086150959134,
0.020266106352210045,
-0.007843340747058392,
0.036676857620477676,
0.037994708865880966,
-0.003928209189325571,
0.020187649875879288,
0.012708725407719612,
0.044349487870931625,
0.03644806519150734,
-0.011962520889937878,
0.032546818256378174,
-0.03319751098752022,
-0.02826351299881935,
-0.004406197462230921,
-0.03130464628338814,
-0.019410140812397003,
0.06712374836206436,
0.043095555156469345,
-0.02154017984867096,
0.043002355843782425,
-0.015661491081118584,
0.03888751193881035,
-0.003671957878395915,
-0.02593001164495945,
-0.03218280151486397,
-0.01949670910835266,
0.03568914905190468,
0.052371200174093246,
-0.0432586595416069,
-0.010283275507390499,
-0.032598961144685745,
0.012000968679785728,
-0.012184436433017254,
-0.04033435881137848,
-0.0014396895421668887,
0.018112722784280777,
-0.015202785842120647,
0.0014971402706578374,
-0.008763852529227734,
-0.01995413936674595,
-0.0014503673883154988,
0.046028006821870804,
0.08278214186429977,
0.054147131741046906,
0.04301055893301964,
-0.00920560210943222,
-0.018111011013388634,
-0.016035299748182297,
-0.014373783953487873,
0.024273477494716644,
0.024305427446961403,
0.01624882034957409,
-0.03808004781603813,
0.0770239531993866,
-0.018696902319788933,
-0.006754026748239994,
0.0032574720680713654,
0.001703549176454544,
0.012471787631511688,
-0.013560820370912552,
-0.1295679658651352,
-0.0544520728290081,
0.036309417337179184,
-0.03626254200935364,
0.03353646770119667,
-0.06685182452201843,
-0.010481564328074455,
0.02426593191921711,
0.06447775661945343,
-0.0222771018743515,
0.021946405991911888,
-0.012921851128339767,
0.013929530046880245,
0.058819014579057693,
-0.029393214732408524,
0.0065740966238081455,
-0.02856956422328949,
-0.034113772213459015,
-0.008123690262436867,
-0.08337365090847015,
0.024120092391967773,
0.00286282179877162,
0.022835317999124527,
0.030388833954930305,
0.024530431255698204,
0.02778567001223564,
-0.02656547538936138,
0.010621970519423485,
0.015819743275642395,
-0.02265721559524536,
0.06521092355251312,
-0.01721513830125332,
0.03647805005311966,
0.018242668360471725,
-0.0336129292845726,
0.026217153295874596,
-0.029238855466246605,
0.049094200134277344,
0.031025966629385948,
0.019727235659956932,
-0.007651426829397678,
-0.02391105145215988,
0.0024372260086238384,
0.0016421437030658126,
-0.06367406249046326,
-0.012141736224293709,
-0.03411312773823738,
-0.009239878505468369,
0.020176637917757034,
0.053309179842472076,
0.0028607810381799936,
-0.013836266472935677,
0.03672027215361595,
-0.040773726999759674,
-0.05277727171778679,
-0.06190015375614166,
-0.0037907275836914778,
0.023049458861351013,
-0.05865366756916046,
-0.01210794784128666,
-0.0010564537951722741,
0.00047805838403292,
0.0185491181910038,
0.004877118393778801,
-0.028867360204458237,
0.019565524533391,
0.07539337873458862,
-0.0673094391822815,
0.014431647956371307,
0.013146153651177883,
0.04965154454112053,
-0.027375943958759308,
0.052855730056762695,
-0.05141327902674675,
-0.037950750440359116,
0.0047022439539432526,
-0.019080163910984993,
0.017890648916363716,
0.014976943843066692,
-0.026791399344801903,
0.01694062352180481,
0.03918822854757309,
-0.023069478571414948,
0.06223030388355255,
-0.07320921868085861,
0.08989883959293365,
0.04541214555501938,
0.0022972412407398224,
0.00392628600820899,
0.006335333455353975,
0.020191533491015434,
0.008192559704184532,
-0.034940820187330246,
0.02204638347029686,
0.0007169917807914317,
0.0031037249136716127,
0.04853316396474838,
-0.025458546355366707,
-0.011962099000811577,
0.0037046424113214016,
-0.024704113602638245,
0.007974701933562756,
0.0010604853741824627,
0.04947609826922417,
0.019067877903580666,
-0.030982259660959244,
0.028921615332365036,
0.03518904373049736,
0.02985270880162716,
-0.0020226757042109966,
0.009858752600848675,
-0.010960150510072708,
0.062296029180288315,
-0.0005120726418681443,
0.00003076349457842298,
0.045602377504110336,
0.012666163966059685,
-0.004765440244227648,
-0.042876746505498886,
0.02475028485059738,
0.015978608280420303,
-0.036496732383966446,
0.006510658655315638,
0.050771694630384445,
0.015570518560707569,
-0.015114462934434414,
-0.05341752991080284,
-0.038031164556741714,
0.0044078705832362175,
0.029024822637438774,
-0.025422679260373116,
0.005127593409270048,
-0.008557195775210857,
0.0023237981367856264,
0.011343449354171753,
-0.029170773923397064,
-0.030827539041638374,
-0.0068543292582035065,
0.02718318998813629,
0.041007593274116516,
0.011509731411933899,
0.023383257910609245,
-0.03446758911013603,
-0.024360191076993942,
-0.008299008943140507,
-0.03811245411634445,
0.0015707450220361352,
-0.010678783990442753,
-0.03296157345175743,
0.014205505140125751,
-0.028414767235517502,
0.015865983441472054,
0.020480412989854813,
-0.002782186958938837,
-0.039565056562423706,
0.04091835767030716,
0.020097512751817703,
-0.03179299831390381,
-0.043716978281736374,
-0.005815216340124607,
0.010078002698719501,
-0.007008938118815422,
-0.026937900111079216,
0.015353825874626637,
0.032445382326841354,
-0.02467716485261917,
0.03060343861579895,
-0.04408815875649452,
-0.014459764584898949,
0.012761559337377548,
0.0182317066937685,
0.03369108587503433,
0.014450330287218094,
0.02483351342380047,
0.02971615083515644,
-0.022599032148718834,
-0.03139052540063858,
-0.04155394807457924,
-0.05018085613846779,
-0.010289818048477173,
0.012627133168280125,
0.02181277424097061,
-0.043780725449323654,
-0.01657605729997158,
0.019170839339494705,
0.015761610120534897,
-0.04032689705491066,
-0.05128660053014755,
-0.006352581083774567,
-0.03267046809196472,
0.0013536012265831232,
0.017218779772520065,
0.02795575000345707,
0.01193456444889307,
0.01808536797761917,
-0.013290124014019966,
0.034681472927331924,
0.05499959737062454,
0.016885174438357353,
0.011725310236215591,
0.009062484838068485,
0.006279999855905771,
-0.022203272208571434,
0.024123260751366615,
0.0269011240452528,
-0.04758906736969948,
-0.011752903461456299,
0.009238427504897118,
0.02467701956629753,
0.0019173420732840896,
-0.015031843446195126,
0.024879219010472298,
-0.014637792482972145,
0.032587166875600815,
-0.04623985290527344,
0.024731989949941635,
0.015486335381865501,
-0.02890794910490513,
-0.012135053053498268,
-0.01767955720424652,
0.03732431307435036,
-0.020449258387088776,
0.012396715581417084,
0.0552731491625309,
0.047661300748586655,
-0.01498683262616396,
0.021210921928286552,
-0.04310561344027519,
-0.003754217177629471,
0.00930883176624775,
-0.017383836209774017,
0.011764231137931347,
0.04101216048002243,
0.030656689777970314,
0.006954962853342295,
-0.005346217658370733,
-0.02049116976559162,
0.008241436444222927,
-0.030478904023766518,
0.022577159106731415,
-0.06152645871043205,
0.030817581340670586,
-0.019722916185855865,
0.08137395977973938,
-0.017480850219726562,
-0.02061644196510315,
-0.021474316716194153,
-0.023084457963705063,
-0.039114657789468765,
0.006173443049192429,
0.030338674783706665,
-0.028266075998544693,
0.03051856718957424,
-0.06846585124731064,
0.012124860659241676,
-0.025801556184887886,
0.0003182055661454797,
-0.019533002749085426,
0.02457841858267784,
0.023877890780568123,
0.03240979090332985,
-0.027812691405415535,
0.009442419745028019,
-0.012625494971871376,
0.025264935567975044,
0.0012741766404360533,
0.01640060357749462,
0.029126273468136787,
0.01259876973927021,
-0.022129418328404427,
-0.012990894727408886,
-0.02631635218858719,
0.013589468784630299,
0.04561547562479973,
0.0401543565094471,
0.04715472459793091,
0.05654068663716316,
-0.04419360309839249,
0.023251626640558243,
0.00834242906421423,
0.03867684304714203,
0.011225464753806591,
0.02921096608042717,
0.005006533116102219,
-0.025045175105333328,
-0.01996230147778988,
0.001652686856687069,
0.02155664935708046,
-0.030044887214899063,
-0.01584288291633129,
0.012525261379778385,
0.017297111451625824,
-0.024310912936925888,
0.015176154673099518,
0.05553284287452698,
-0.014492731541395187,
-0.005078910384327173,
-0.02990550547838211,
0.010625319555401802,
-0.03437840938568115,
-0.013077698647975922,
0.04492883011698723,
0.0069841016083955765,
0.004150332883000374,
-0.0021624229848384857,
0.030929898843169212,
-0.012639855965971947,
-0.03195982053875923,
0.007588879205286503,
0.005682402290403843,
0.023964591324329376,
-0.02325344644486904,
-0.04516008496284485,
-0.010513235814869404,
0.004698867443948984,
0.018137220293283463,
0.02040732651948929,
0.010347457602620125,
-0.06701700389385223,
-0.0234181210398674,
0.05077539011836052,
0.05165483430027962,
-0.03795093670487404,
0.002078576246276498,
0.005159203894436359,
-0.017429232597351074,
0.019357291981577873,
-0.005732924211770296,
0.03817067667841911,
-0.01717470958828926,
0.016292158514261246,
-0.03999505937099457,
-0.0005130189820192754,
-0.06614422798156738,
0.01645398698747158,
-0.040823355317115784,
0.004484768491238356,
-0.011052344925701618,
-0.01934567652642727,
-0.06320372968912125,
0.004869529046118259,
-0.0020608657505363226,
0.013396435417234898,
-0.04981767013669014,
-0.00964683759957552,
0.03450543433427811,
0.028889568522572517,
0.013820149935781956,
-0.036368828266859055,
0.05942738801240921,
-0.030194805935025215,
0.0047743720933794975,
0.05367320403456688,
-0.0050947698764503,
0.005552868824452162,
0.0541081540286541,
0.00434596324339509,
-0.005423323251307011,
-0.01565694808959961,
-0.026730360463261604,
0.0250419769436121,
0.026814213022589684,
-0.018522005528211594,
0.05882410332560539,
0.018473194912075996,
-0.017787838354706764,
0.01570506952702999,
-0.062014371156692505,
0.01983761601150036,
-0.01826540194451809,
-0.045038823038339615,
-0.031890787184238434,
-0.014046363532543182,
-0.010087301954627037,
0.03345334529876709,
0.01731010153889656,
0.04817492142319679,
-0.05245502293109894,
-0.024671703577041626,
0.022566087543964386,
-0.025564715266227722,
0.0005746025708504021,
0.0030645604711025953,
-0.014026880264282227,
0.00572453998029232,
-0.024539252743124962,
0.008555212989449501,
0.005179353523999453,
-0.03015848621726036,
-0.054425936192274094,
-0.013346834108233452,
-0.03182016685605049,
0.007055672816932201,
-0.01829564943909645,
-0.03042423538863659,
0.0025411448441445827,
-0.009719034656882286,
-0.0021904988680034876,
-0.009018640033900738,
0.02585003525018692,
-0.022311504930257797,
-0.08154658228158951,
-0.04210126772522926,
0.05429156497120857,
-0.011864989064633846,
0.02188054658472538,
-0.03426692634820938,
0.05114174634218216,
-0.012596245855093002,
-0.029774904251098633,
-0.04673955962061882,
-0.023222429677844048,
-0.002286636270582676,
-0.007383204996585846,
-0.018778137862682343,
-0.021307632327079773,
-0.045809246599674225,
-0.030569156631827354,
-0.0063029807060956955,
-0.010652040131390095,
0.044400833547115326,
-0.019921215251088142,
0.019128039479255676,
-0.00990424957126379,
-0.0008318288601003587,
0.04343700408935547,
0.0021053135860711336,
-0.0007629435858689249,
-0.023113494738936424,
-0.011902987957000732,
-0.02927306853234768,
0.016877301037311554,
0.00922821369022131,
-0.016307733952999115,
0.004839695058763027,
0.00639521237462759,
0.003928749822080135,
0.022974852472543716,
-0.018430696800351143,
0.0006804882432334125,
0.005728344898670912,
-0.007555361371487379,
0.02279006876051426,
-0.06200338155031204,
0.013296692632138729,
-0.01104858610779047,
0.04957175627350807,
-0.035860564559698105,
-0.0012405704474076629,
-0.011812711134552956,
0.004721121396869421,
0.002246096497401595,
-0.016231289133429527,
-0.018513265997171402,
0.010658378712832928,
0.0672445222735405,
-0.025517821311950684,
0.0328199602663517,
-0.009369058534502983,
-0.053133122622966766,
-0.012569052167236805,
-0.004761266987770796,
-0.010704642161726952,
0.014286450110375881,
0.02905227057635784,
-0.04253532737493515,
0.007975650951266289,
-0.032725073397159576,
0.022502046078443527,
0.07015633583068848,
-0.02028042823076248,
0.044924281537532806,
0.024901213124394417,
0.026621093973517418,
-0.0059540774673223495,
-0.0060587553307414055,
-0.01623985543847084,
-0.0012722464744001627,
0.04353678971529007,
0.06922905147075653,
-0.023266226053237915,
-0.018020594492554665,
0.016233157366514206,
-0.0019014417193830013,
0.005491883493959904,
0.03967374563217163,
0.03715875744819641,
0.008260432630777359,
0.004471985157579184,
0.0015327924629673362,
-0.05218944698572159,
0.04018467664718628,
-0.026579907163977623,
0.0050833928398787975,
-0.04388770833611488,
0.0037783219013363123,
0.06408024579286575,
0.059683170169591904,
-0.009763467125594616,
-0.08588764071464539,
-0.03648202493786812,
-0.042144060134887695,
-0.020695053040981293,
-0.008034714497625828,
-0.030195463448762894,
-0.0016938615590333939,
-0.014407852664589882,
0.036333926022052765,
-0.0481499545276165,
0.016379758715629578,
-0.05526495724916458,
-0.07792214304208755,
-0.0023164015728980303,
-0.014153940603137016,
-0.03160267695784569,
0.0513618104159832,
-0.008594629354774952,
-0.041591059416532516,
0.02284606359899044,
-0.05842256918549538,
0.015155875124037266,
-0.017295770347118378,
0.05154726281762123,
-0.016829963773489,
0.04228980466723442,
0.007362117059528828,
0.025263052433729172,
0.023972131311893463,
0.014188694767653942,
0.12778490781784058,
0.05443239212036133,
0.01895899884402752,
-0.07042388617992401,
0.029393309727311134,
-0.0023881022352725267,
0.05185069516301155,
-0.03544078767299652,
-0.026705434545874596,
-0.002829517237842083,
0.011245572939515114,
0.05705669894814491,
0.0529438853263855,
0.018043935298919678,
-0.0037154979072511196,
-0.0017257591243833303,
-0.028051618486642838,
-0.04447002708911896,
-0.011899035423994064,
-0.011563051491975784,
-0.006829576566815376,
0.011045357212424278,
-0.026216764003038406,
-0.03344929963350296,
0.028024381026625633,
0.014311560429632664,
-0.02129601500928402,
-0.0008889932651072741,
0.003249335801228881,
-0.0016267525497823954,
0.003553727874532342,
0.027983009815216064,
-0.01723622903227806,
0.022007139399647713,
-0.03245307505130768,
0.01262078806757927,
0.06404618173837662,
-0.09543479979038239,
0.008519201539456844,
0.0361294150352478,
-0.0017991194035857916,
-0.02620488964021206,
0.007308133877813816,
0.0462074801325798,
-0.048797376453876495,
-0.023369286209344864,
-0.022340066730976105,
0.04858255758881569,
0.032148875296115875,
-0.0049865772016346455,
-0.021133149042725563,
-0.014477333053946495,
-0.02446088008582592,
-0.034430257976055145,
-0.026521798223257065,
0.0008365928079001606,
0.02800455316901207,
-0.026344431564211845,
-0.029050834476947784,
-0.03344788774847984,
-0.006408545654267073,
-0.014662453904747963,
0.023656509816646576,
0.05602380260825157,
-0.003219026606529951,
-0.05704469606280327,
-0.035246048122644424,
0.06397370994091034,
0.01916668377816677,
-0.006835164036601782,
0.03964804857969284,
0.004265924915671349,
0.0028488736134022474,
-0.004425979685038328,
-0.016687532886862755,
0.035745490342378616,
0.02244574949145317,
-0.028508631512522697,
-0.017193568870425224,
0.014140171930193901,
-0.033474523574113846,
-0.0019423073390498757,
-0.011482767760753632,
-0.010316526517271996,
-0.025134187191724777,
0.016991687938570976,
0.033102698624134064,
0.003826298750936985,
0.01511475071310997,
0.0028253733180463314,
-0.016319166868925095,
0.058921486139297485,
0.02488933503627777,
-0.020405350252985954,
-0.025795890018343925,
0.02591937966644764,
-0.04888126254081726,
-0.06401316821575165,
-0.053004682064056396,
0.04611959308385849,
-0.020055511966347694,
0.05303626134991646,
-0.024945031851530075,
-0.007015514187514782,
-0.006150499917566776,
-0.004155687056481838,
0.0262583140283823,
-0.053920067846775055,
0.021585967391729355,
-0.03798503056168556,
-0.017446989193558693,
-0.041785385459661484,
-0.02280140481889248,
-0.0198200773447752,
-0.052640076726675034,
0.014753150753676891,
-0.03524027392268181,
-0.03572992980480194,
-0.014433752745389938,
-0.0265020951628685,
-0.0013173023471608758,
-0.019047603011131287,
-0.026095492765307426,
-0.0346188098192215,
-0.004717117175459862,
-0.01500636525452137,
-0.00003843174999929033,
0.006232405547052622,
0.04243612661957741,
-0.01213867124170065,
0.012642066925764084,
0.06250675767660141,
0.00599074037745595,
0.036798566579818726,
0.014659020118415356,
0.015845809131860733,
0.023781711235642433,
0.055470120161771774,
0.023771198466420174,
-0.029005689546465874,
0.06921952962875366,
-0.03625814989209175,
-0.06676546484231949,
0.009835353121161461,
0.0029410398565232754,
0.04721057415008545,
0.0032714945264160633,
-0.03428082913160324,
-0.04334490746259689,
0.08700115233659744,
-0.0041931746527552605,
-0.010724283754825592,
-0.022322053089737892,
-0.019073354080319405,
0.03488771617412567,
-0.005996854044497013,
-0.033328745514154434,
0.01872076652944088,
-0.03644028306007385,
0.062416497617959976,
0.027273327112197876,
-0.030214350670576096,
-0.03416874632239342,
-0.02401876449584961,
-0.013571394607424736,
0.02071143127977848,
-0.00831236969679594,
-0.030955825001001358,
0.03901682421565056,
0.06022992730140686,
-0.024417374283075333,
0.046031203120946884,
-0.060053590685129166,
-0.010091166943311691,
-0.0746992975473404,
0.007408048026263714,
-0.003286034567281604,
0.04596786946058273,
0.019357575103640556,
-0.047013744711875916,
-0.005055262707173824,
0.03934510797262192,
-0.05468980222940445,
0.009952181950211525,
0.02240193635225296,
0.006366504356265068,
-0.045468565076589584,
-0.014574955217540264,
-0.023656275123357773,
0.021964887157082558,
0.013418072834610939,
0.023632057011127472,
0.04008596017956734,
0.01986294984817505,
-0.013126667588949203,
-0.005102789960801601,
-0.02063607983291149,
0.02145741507411003,
0.001471373368985951,
-0.06356722116470337,
0.02699935808777809,
0.0020010778680443764,
-0.04566817730665207,
0.0181705504655838,
-0.036876652389764786,
0.02066635712981224,
0.021763132885098457,
0.034974321722984314,
0.033431295305490494,
0.04586184769868851,
-0.013280839659273624,
0.03129689767956734,
-0.0219876728951931,
-0.000330729759298265,
0.01366809569299221,
-0.01666521653532982,
-0.01973596401512623,
0.008641290478408337,
0.030276287347078323,
0.010030821897089481,
-0.009832417592406273,
0.01609485037624836,
-0.015521524474024773,
-0.027293531224131584,
0.007193513680249453,
0.0008468470186926425,
0.020030997693538666,
0.0026903704274445772,
-0.0009739985689520836,
-0.026462335139513016,
-0.01080424152314663,
0.03198897838592529,
0.033338405191898346,
-0.012069678865373135,
0.022154442965984344,
-0.0011632511159405112,
-0.027415325865149498,
0.018946059048175812,
-0.008354234509170055,
0.023340044543147087,
-0.028779873624444008,
-0.005916018038988113,
0.003587460145354271,
-0.04032008349895477,
-0.01504913903772831,
0.0034183491952717304,
-0.06615450978279114,
-0.01644226722419262,
0.002466538455337286,
0.029705023393034935,
0.0014549994375556707,
0.046297699213027954,
0.018980003893375397,
-0.12642385065555573,
0.06770551949739456,
0.039438530802726746,
-0.006745585240423679,
-0.06764594465494156,
0.019325820729136467,
-0.019501330330967903,
0.0571911484003067,
0.06341910362243652,
0.026455959305167198,
-0.0005013986956328154,
-0.016222290694713593,
0.04616445302963257,
0.009638101793825626,
-0.039624616503715515,
0.05541914701461792,
0.022440152242779732,
0.006324314046651125,
0.007936365902423859,
-0.002289394848048687,
0.009479339234530926,
0.03777221962809563,
0.004550524055957794,
-0.046254321932792664,
-0.0033350035082548857,
0.004676140379160643,
-0.00528740556910634,
0.046444859355688095,
-0.0004078128549735993,
-0.03562086820602417,
0.04400316998362541,
-0.0230003260076046,
-0.014461686834692955,
0.02322261780500412,
0.017697736620903015,
-0.027505971491336823,
0.06077193841338158,
0.00045545329339802265,
0.007550036069005728,
0.044157955795526505,
-0.02439698949456215,
0.01627635397017002,
-0.04512352868914604,
0.02111429162323475,
0.014811993576586246,
-0.03709472343325615,
-0.007309694308787584,
0.051842473447322845,
0.04907555878162384,
0.012661581858992577,
0.0029016637708991766,
0.046073004603385925,
-0.018124090507626534,
-0.019629523158073425,
-0.005019553937017918,
0.02305562049150467,
0.0018555031856521964,
0.013273472897708416,
-0.0006946854409761727,
0.06009330600500107,
-0.028568757697939873,
0.0070593757554888725,
-0.018396416679024696,
0.038199592381715775,
-0.004734593443572521,
-0.011699399910867214,
0.002620020182803273,
-0.034366071224212646,
0.029775619506835938,
0.012810957618057728,
-0.01468318048864603,
0.07460304349660873,
-0.04846648499369621,
0.0015472897794097662,
0.020418215543031693,
0.0162662323564291,
-0.042184989899396896,
-0.0016761455917730927,
0.017484063282608986,
-0.0018637499306350946,
0.011706115677952766,
0.010648639872670174,
0.030659491196274757,
-0.04021503031253815,
0.027779506519436836,
-0.010329840704798698,
0.05379744991660118,
-0.01701791025698185,
-0.03827732801437378,
-0.0017459779046475887,
0.025874417275190353,
-0.03355145826935768,
-0.014138956554234028,
0.04332011938095093,
0.006532636471092701,
0.010446819476783276,
-0.008973997086286545,
-0.010201074182987213,
0.013514655642211437,
0.040354691445827484,
-0.0525459386408329,
-0.04329504817724228,
-0.03421175107359886,
0.007618401665240526,
-0.00023268522636499256,
-0.025405278429389
] |
<p>I am using random forests for a class.</p>
<p>I am predicting weight training.</p>
<p>In scikit learn I always used a rule of thumb of a depth of 5, the depth x features rounded.</p>
<p>I had 53 features, rounded to 50 x 5 and got 250 for number of trees.</p>
<p>I picked 250 trees and 5 node depth and got great results.</p>
<p>I got 98% accuracy for my test set (100% for training). </p>
<p>The data set is for coursera machine learning. The data set is at d396qusza40orc.cloudfront.net/predmachlearn/pml-training.csv I removed seven features that were unrelated. The predictor is classe. </p>
<p>Well, it works again, but I have no formal basis. I would appreciate any guidance,</p> | 27,350 | [
-0.010557192377746105,
-0.01364709623157978,
-0.002048800466582179,
-0.014816264621913433,
0.0475681871175766,
0.033420391380786896,
-0.002447918988764286,
-0.04757227376103401,
0.015256835147738457,
-0.018702657893300056,
0.05171177536249161,
0.028138035908341408,
0.03848559036850929,
0.019578728824853897,
-0.015033069998025894,
0.021801738068461418,
0.0018824257422238588,
-0.011702843010425568,
0.025446193292737007,
-0.029950939118862152,
-0.006226084195077419,
0.043188031762838364,
0.03519052639603615,
-0.002064084867015481,
-0.041698895394802094,
0.03510061651468277,
0.00966184027493,
-0.018640363588929176,
-0.02965915948152542,
0.027285350486636162,
-0.04172222316265106,
-0.039654895663261414,
0.005899291485548019,
0.01137247122824192,
0.04310396686196327,
-0.0090544568374753,
-0.012309842742979527,
-0.05092954263091087,
-0.013385608792304993,
-0.01293257437646389,
0.03320695832371712,
0.009245669469237328,
0.0007361633470281959,
0.025466004386544228,
-0.013243298046290874,
0.02956346608698368,
-0.010126275941729546,
-0.02007548324763775,
0.046836692839860916,
-0.020672064274549484,
0.06275194138288498,
-0.022341931238770485,
0.053619980812072754,
0.05093009024858475,
-0.0027860060799866915,
-0.043350476771593094,
0.029771771281957626,
0.07414637506008148,
-0.01829436793923378,
-0.03936711698770523,
-0.029784997925162315,
-0.040046095848083496,
0.02245279587805271,
0.03169338032603264,
-0.021380983293056488,
0.024153050035238266,
0.0034247736912220716,
0.011524340137839317,
0.03914027661085129,
0.016267387196421623,
0.04050378128886223,
-0.002538579050451517,
0.04171501100063324,
0.02902916818857193,
0.019585585221648216,
-0.0008843658724799752,
0.028238588944077492,
0.037434082478284836,
0.025126412510871887,
0.021686719730496407,
-0.03114170767366886,
0.01949843019247055,
-0.007280565798282623,
0.003747654380276799,
0.04231281578540802,
-0.012221834622323513,
0.054803553968667984,
0.012178802862763405,
-0.014258045703172684,
0.0396297313272953,
0.005724200513213873,
0.005758587270975113,
0.04790785536170006,
-0.03551415726542473,
-0.00031987729016691446,
0.037696074694395065,
-0.02998838946223259,
-0.018055323511362076,
-0.02316143363714218,
0.0219406858086586,
-0.0010508387349545956,
-0.014585677534341812,
0.012529928237199783,
0.06572558730840683,
-0.041668422520160675,
-0.0032031566370278597,
-0.06898865848779678,
-0.01732836849987507,
0.0002758159826043993,
-0.015904651954770088,
-0.020845096558332443,
0.0038238903507590294,
-0.016944820061326027,
-0.029761366546154022,
-0.018400369212031364,
-0.010350137017667294,
-0.039237964898347855,
0.02840668149292469,
0.04023529589176178,
0.03260742872953415,
0.041105493903160095,
-0.05502379313111305,
0.04854695871472359,
-0.06011594086885452,
-0.028031807392835617,
-0.008348461240530014,
0.026036495342850685,
-0.02525053732097149,
-0.008567039854824543,
0.01828162372112274,
-0.004262637346982956,
0.000029917078791186213,
0.038289837539196014,
-0.004091705195605755,
0.0372999869287014,
0.006598091218620539,
-0.09293274581432343,
-0.06542422622442245,
0.050718434154987335,
-0.012078176252543926,
0.006682483479380608,
-0.05688027665019035,
-0.013703396543860435,
0.027072781696915627,
0.07658763974905014,
0.017811495810747147,
0.05587076023221016,
0.011997479014098644,
-0.008451529778540134,
-0.014445383101701736,
-0.014043153263628483,
-0.006946701090782881,
-0.06203426420688629,
0.031906574964523315,
-0.02298712357878685,
-0.07976925373077393,
0.04237343370914459,
0.010270876809954643,
-0.02367071621119976,
-0.007952670566737652,
0.012905227951705456,
-0.03195711597800255,
-0.00023960258113220334,
0.01284968014806509,
-0.0077644758857786655,
-0.012796412222087383,
0.07670533657073975,
0.025931939482688904,
0.04624427482485771,
0.009340430609881878,
0.010283210314810276,
0.0030213110148906708,
0.04752970486879349,
0.023154959082603455,
0.04186069220304489,
0.026516934856772423,
0.011072482913732529,
-0.015347997657954693,
0.04514914005994797,
-0.01009018812328577,
-0.03614237532019615,
-0.03699631616473198,
-0.022594507783651352,
0.022384021431207657,
0.00293006026186049,
0.03617091476917267,
-0.013087505474686623,
-0.02716114930808544,
0.03964109718799591,
-0.033841025084257126,
-0.012799345888197422,
-0.03481605648994446,
0.03825870901346207,
-0.03371971473097801,
0.0017066036816686392,
-0.017577845603227615,
-0.015292307361960411,
0.05004223808646202,
-0.01197720505297184,
0.004024230409413576,
-0.03225110098719597,
-0.00928427092730999,
0.03263522684574127,
-0.020078180357813835,
-0.018686575815081596,
0.03479210287332535,
-0.018931293860077858,
0.010166787542402744,
0.02279767021536827,
-0.03431634604930878,
-0.06615950912237167,
0.018705107271671295,
-0.013961739838123322,
-0.0037850586231797934,
-0.02849467098712921,
0.00611522700637579,
0.015057430602610111,
0.007852371782064438,
0.01089861337095499,
0.039189185947179794,
-0.030941985547542572,
0.048587143421173096,
0.05904299020767212,
0.03151505067944527,
0.03277036175131798,
-0.02382027544081211,
-0.03160937502980232,
0.021118490025401115,
-0.00901506096124649,
-0.019882798194885254,
-0.03638659417629242,
-0.045514918863773346,
0.017646195366978645,
-0.01055771391838789,
-0.03380025923252106,
0.025483250617980957,
0.07205984741449356,
0.02350357174873352,
0.035115815699100494,
0.04877335950732231,
-0.010927896946668625,
-0.017988745123147964,
0.06513667106628418,
0.03241680562496185,
0.017559124156832695,
-0.01820998080074787,
-0.016591601073741913,
0.0035812854766845703,
0.024436403065919876,
-0.0038974755443632603,
-0.030874017626047134,
0.00904406514018774,
0.022366974502801895,
0.002444862388074398,
-0.0049322545528411865,
-0.053395628929138184,
0.0006104805506765842,
0.008563741110265255,
-0.0036363769322633743,
0.06611090153455734,
0.009877677075564861,
-0.009401097893714905,
-0.045367684215307236,
-0.03383433446288109,
0.026779213920235634,
0.07226530462503433,
-0.03425121679902077,
-0.008872154168784618,
0.025070149451494217,
-0.0384027324616909,
-0.00017981280689127743,
0.007614129222929478,
-0.038354773074388504,
-0.03387819603085518,
0.05653411149978638,
0.05330660939216614,
-0.014398370869457722,
0.029156096279621124,
-0.01960386335849762,
-0.0005842382088303566,
-0.005196709651499987,
0.01234207022935152,
0.026271801441907883,
-0.0001709446223685518,
-0.047127727419137955,
-0.019756339490413666,
0.032335858792066574,
0.002338140271604061,
0.04730495437979698,
-0.0016992914024740458,
-0.03906985744833946,
0.005763326305896044,
-0.030393000692129135,
-0.01437720749527216,
-0.054921794682741165,
-0.020475000143051147,
0.025904128327965736,
0.04160785302519798,
-0.028089024126529694,
0.034018624573946,
0.004190240520983934,
-0.06461471319198608,
0.031111083924770355,
0.010283839888870716,
-0.015409617684781551,
-0.021434307098388672,
0.020988717675209045,
-0.008387505076825619,
0.01025591790676117,
-0.015213387086987495,
0.044262148439884186,
0.0044638230465352535,
0.01985885575413704,
-0.06983617693185806,
-0.07564090937376022,
0.01364772580564022,
0.00009749222226673737,
0.009137386456131935,
0.02568364329636097,
0.019610630348324776,
0.07891829311847687,
0.014620576985180378,
-0.029570283368229866,
-0.02650746889412403,
-0.03801676258444786,
-0.011929144151508808,
-0.03080657124519348,
0.007571778725832701,
-0.0009032046655192971,
-0.011374727822840214,
0.022912021726369858,
0.0092084351927042,
0.01633244752883911,
0.06786593049764633,
-0.018805045634508133,
-0.03287403658032417,
0.04790560528635979,
0.024326365441083908,
-0.02254125289618969,
0.06673377007246017,
0.04002238065004349,
-0.02772555686533451,
0.014215987175703049,
-0.03395387902855873,
0.006753303576260805,
0.007573330774903297,
-0.05592610687017441,
-0.0024529630318284035,
-0.036051761358976364,
0.034898120909929276,
-0.022758085280656815,
0.0315566323697567,
0.005264879669994116,
-0.0678885281085968,
-0.00952123198658228,
-0.005353967659175396,
0.05842876434326172,
-0.02135379984974861,
-0.00670420378446579,
0.021749000996351242,
0.03765306994318962,
0.02883935160934925,
0.002751575782895088,
-0.013865717686712742,
0.015605154447257519,
0.008561191149055958,
0.0033779884688556194,
0.029097197577357292,
0.02152552269399166,
0.031240900978446007,
0.0444219745695591,
-0.007405225653201342,
-0.05864933505654335,
-0.00023615604732185602,
-0.055375631898641586,
0.010071102529764175,
-0.026567058637738228,
0.04923919215798378,
0.008102305233478546,
0.022017821669578552,
0.01878022775053978,
-0.01730288378894329,
0.04380330443382263,
0.05631100386381149,
-0.0418136827647686,
-0.009446291252970695,
0.03565431013703346,
-0.010687800124287605,
0.023818794637918472,
-0.028850490227341652,
-0.02339673973619938,
-0.033478669822216034,
-0.00045357836643233895,
0.002682152669876814,
0.0020685382187366486,
-0.040218401700258255,
-0.012960528954863548,
-0.015994880348443985,
-0.01254316046833992,
-0.011981500312685966,
-0.0012567343655973673,
0.03376811742782593,
-0.003629205049946904,
0.058233004063367844,
0.011778485961258411,
0.013191379606723785,
-0.027648355811834335,
-0.035175107419490814,
-0.01409876812249422,
-0.003873851615935564,
0.030296441167593002,
0.07349463552236557,
0.00007573262701043859,
-0.0840456560254097,
0.028578568249940872,
0.011979973874986172,
0.05280308425426483,
0.016992898657917976,
-0.0197040643543005,
0.0038206172175705433,
-0.007982186041772366,
-0.02653084695339203,
0.03999550640583038,
-0.010131336748600006,
0.01157069206237793,
0.01755680702626705,
0.05659439414739609,
-0.0066406563855707645,
-0.07975023984909058,
0.0054822941310703754,
0.05809526517987251,
-0.011228454299271107,
-0.03406088799238205,
-0.013716776855289936,
-0.00159756513312459,
0.023287098854780197,
-0.02298341505229473,
0.07020994275808334,
-0.011910025961697102,
0.018682312220335007,
-0.017780745401978493,
0.038327597081661224,
-0.00313648977316916,
-0.05940813198685646,
0.05454230308532715,
-0.004277489613741636,
0.06069576367735863,
-0.026425177231431007,
-0.005750090815126896,
0.017069047316908836,
-0.006049939896911383,
0.018114302307367325,
0.020721260458230972,
-0.004843968898057938,
-0.08473510295152664,
-0.007516954094171524,
0.024764711037278175,
0.04215455800294876,
-0.025757651776075363,
-0.007193369325250387,
0.00012843412696383893,
-0.04335206747055054,
0.00233607180416584,
-0.04694667086005211,
0.04716610163450241,
-0.0021270988509058952,
0.023947957903146744,
0.0015736303757876158,
-0.0375855527818203,
-0.04746101424098015,
0.017909198999404907,
-0.03802615404129028,
0.06384389102458954,
0.009809743613004684,
-0.0541670024394989,
-0.024942729622125626,
0.019746731966733932,
-0.007855494506657124,
0.029986027628183365,
-0.012657904997467995,
-0.03190353885293007,
-0.03674010559916496,
-0.004130950663238764,
0.006647429894655943,
-0.08235619962215424,
-0.024518214166164398,
-0.012435730546712875,
0.016673307865858078,
0.021539773792028427,
-0.03474624082446098,
-0.07766736298799515,
0.02263672649860382,
0.029581179842352867,
-0.03352779895067215,
-0.03973938524723053,
-0.043121982365846634,
0.01876911148428917,
0.012353798374533653,
-0.007991466671228409,
0.05125965550541878,
0.038129981607198715,
-0.011817951686680317,
-0.008951102383434772,
-0.025383707135915756,
0.05606403201818466,
-0.02484031952917576,
0.0017485079588368535,
-0.04537290334701538,
-0.017308896407485008,
-0.0446113757789135,
-0.009443964809179306,
0.01933659426867962,
0.03325073793530464,
-0.046366725116968155,
-0.025324666872620583,
-0.02198038622736931,
0.03211264684796333,
-0.008596814237535,
0.014678734354674816,
-0.0038683305028826,
0.011250937357544899,
-0.01619584672152996,
0.044208407402038574,
0.008303426206111908,
0.01393658947199583,
0.02568775787949562,
-0.0035114586353302,
-0.0024856990203261375,
-0.027480611577630043,
-0.037661999464035034,
-0.022207127884030342,
-0.002193697029724717,
-0.026603074744343758,
0.047989826649427414,
0.004075881093740463,
0.01847410760819912,
0.012130141258239746,
-0.012017861939966679,
-0.013486339710652828,
0.015309076756238937,
-0.0005426552961580455,
0.00533071905374527,
-0.03482985496520996,
-0.0012586023658514023,
-0.042992524802684784,
0.026265786960721016,
-0.03318055346608162,
-0.0075110746547579765,
-0.010525296442210674,
0.025225235149264336,
-0.021813485771417618,
-0.026743458583950996,
0.013467821292579174,
-0.010767250321805477,
-0.02128153294324875,
-0.031224548816680908,
0.07307103276252747,
-0.03851285204291344,
0.004997307434678078,
0.017819125205278397,
-0.01995995081961155,
0.05630882456898689,
0.031686391681432724,
0.009040731936693192,
0.042968787252902985,
0.02750677987933159,
0.0023783459328114986,
-0.0017517799278721213,
0.010238390415906906,
-0.02558309957385063,
0.013959762640297413,
-0.02239420637488365,
0.03622590750455856,
0.026852736249566078,
0.01937338337302208,
0.01660393364727497,
-0.015875015407800674,
0.023571820929646492,
0.010406837798655033,
-0.04766199737787247,
-0.0054624066688120365,
-0.01525532640516758,
-0.007870988920331001,
0.006978436838835478,
0.028391841799020767,
0.013775836676359177,
-0.016992704942822456,
0.008459877222776413,
-0.006925256922841072,
-0.0011096085654571652,
0.009657510556280613,
0.09179528802633286,
-0.01553766056895256,
0.042099226266145706,
-0.006174806971102953,
-0.053681571036577225,
0.027456102892756462,
0.01572791486978531,
0.007515146397054195,
0.020408032462000847,
0.04193992167711258,
-0.03614051267504692,
0.016777101904153824,
-0.05144196376204491,
0.009514093399047852,
0.06963932514190674,
-0.011136176064610481,
0.03721320629119873,
0.006450135726481676,
-0.010253151878714561,
0.016024501994252205,
-0.008515411987900734,
-0.007831636816263199,
0.0072109634056687355,
0.015432581305503845,
0.038064293563365936,
-0.008357861079275608,
0.04033282399177551,
0.05729616433382034,
-0.01019212231040001,
0.024437295272946358,
0.022018497809767723,
0.018756015226244926,
0.0075636962428689,
0.02278132550418377,
-0.019212961196899414,
-0.017289098352193832,
-0.013442536816000938,
-0.017659591510891914,
0.0030099754221737385,
-0.016168909147381783,
-0.02541215904057026,
0.03646736219525337,
0.06681746244430542,
-0.0006408970220945776,
-0.0255631972104311,
-0.0291608776897192,
-0.029136307537555695,
-0.011657193303108215,
0.024922532960772514,
-0.02648860216140747,
0.00034803355811163783,
0.02539961412549019,
-0.010214153677225113,
0.0030944033060222864,
0.01442852895706892,
-0.03935430571436882,
-0.06463944166898727,
-0.03608780726790428,
-0.016612064093351364,
-0.059774722903966904,
0.010867884382605553,
-0.005124491173774004,
-0.024276411160826683,
0.008051542565226555,
-0.007411785889416933,
0.0450509749352932,
0.007950300350785255,
0.0132853789255023,
0.005887066479772329,
0.02505166456103325,
0.03406071290373802,
0.010374032892286777,
0.026524260640144348,
0.00473226560279727,
0.12506429851055145,
0.08348409086465836,
0.05908455699682236,
-0.014305487275123596,
-0.01645943894982338,
0.02379102259874344,
-0.02069038897752762,
-0.013067653402686119,
0.009849215857684612,
-0.0039889197796583176,
-0.024334874004125595,
-0.003108642529696226,
-0.025478264316916466,
0.02491523139178753,
-0.05081397294998169,
0.05616924166679382,
-0.01735658012330532,
0.00030636179144494236,
-0.0038479166105389595,
0.0025145607069134712,
0.03327571228146553,
-0.013041890226304531,
-0.060343120247125626,
0.010935642756521702,
0.0036328465212136507,
-0.006020636763423681,
-0.027396881952881813,
-0.005597137380391359,
0.035384759306907654,
0.009052999317646027,
-0.0003333255590405315,
-0.015486039221286774,
-0.0034537953324615955,
0.004589875694364309,
0.019486621022224426,
0.03840572014451027,
0.013368004001677036,
-0.012740902602672577,
-0.002059127204120159,
0.05919680371880531,
0.03072153404355049,
-0.01831098459661007,
0.02430698461830616,
0.013143179938197136,
-0.06791798770427704,
-0.05124508589506149,
-0.049645330756902695,
0.07068628072738647,
-0.02565752901136875,
-0.0034041821490973234,
0.016708770766854286,
-0.006423299200832844,
0.021429050713777542,
-0.07244507968425751,
-0.002381331752985716,
0.02092783711850643,
0.056434787809848785,
-0.01088939793407917,
-0.02419707551598549,
-0.003653964726254344,
0.033066801726818085,
-0.02046489715576172,
-0.008379165083169937,
0.00829308945685625,
0.0019178169313818216,
-0.012671316042542458,
-0.023837793618440628,
0.025259504094719887,
0.008322879672050476,
0.013840176165103912,
-0.016835279762744904,
0.0101995337754488,
-0.0035630862694233656,
-0.016810981556773186,
0.034537628293037415,
0.005391706712543964,
-0.018560852855443954,
-0.02108468860387802,
-0.060423605144023895,
-0.03041393682360649,
-0.04117603227496147,
0.0030373467598110437,
-0.03602270409464836,
-0.010787446983158588,
-0.05704626068472862,
0.012935986742377281,
-0.022125471383333206,
0.04984536021947861,
0.05446135252714157,
0.029622534289956093,
-0.0014548870967701077,
0.04169599339365959,
0.0157268475741148,
-0.0473870187997818,
-0.016094869002699852,
-0.008255473338067532,
-0.05532363802194595,
0.013177392072975636,
0.026316143572330475,
0.04039626568555832,
0.01795298047363758,
0.03547209873795509,
0.010996024124324322,
0.009744453243911266,
0.002253053244203329,
0.021805519238114357,
-0.012137540616095066,
-0.04996908828616142,
0.009464037604629993,
-0.010523325763642788,
-0.016336245462298393,
-0.05747136101126671,
0.0020514526404440403,
-0.016762807965278625,
-0.05643529072403908,
0.0027163918130099773,
0.03035535290837288,
-0.052692536264657974,
-0.005569105967879295,
-0.013033756986260414,
0.010952629148960114,
-0.021894950419664383,
-0.019974099472165108,
-0.06845029443502426,
-0.040294043719768524,
0.020900800824165344,
-0.057181935757398605,
-0.028299717232584953,
0.006464581470936537,
-0.01961558498442173,
0.00016144762048497796,
0.04340393841266632,
-0.006814025342464447,
0.004125644452869892,
-0.021927639842033386,
0.0218217670917511,
-0.016614899039268494,
0.002778058871626854,
-0.004590604454278946,
0.004223979543894529,
0.023371873423457146,
-0.059915874153375626,
-0.03447869047522545,
0.019581476226449013,
-0.014766125939786434,
0.0570407435297966,
0.001663912902586162,
-0.0054139550775289536,
-0.01066731009632349,
0.08270251750946045,
0.007013335824012756,
-0.02680107392370701,
-0.014236200600862503,
0.036656703799963,
0.021013887599110603,
0.03395633026957512,
-0.011325696483254433,
-0.00981755182147026,
-0.015611824579536915,
0.021775970235466957,
0.030215134844183922,
0.04186170548200607,
-0.03666222468018532,
0.03262709453701973,
-0.04731573909521103,
-0.021004704758524895,
-0.0026724401395767927,
-0.0033943348098546267,
0.024224601686000824,
0.00006269595178309828,
-0.0038166064769029617,
0.02943647839128971,
-0.017306974157691002,
0.023386791348457336,
-0.07208982855081558,
-0.04763377457857132,
0.029771113768219948,
0.021214913576841354,
0.03651517629623413,
-0.04173443466424942,
0.023863179609179497,
0.01841685175895691,
-0.0722903236746788,
0.024505870416760445,
-0.0017705518985167146,
0.0012018035631626844,
-0.026220520958304405,
0.020073018968105316,
-0.03423608839511871,
-0.0004308587813284248,
0.01921149343252182,
0.03558085113763809,
0.04104664921760559,
0.011231849901378155,
-0.019579080864787102,
-0.03858910873532295,
0.002830921672284603,
0.044637396931648254,
-0.01895134150981903,
-0.060451894998550415,
-0.010355045087635517,
0.013460230082273483,
-0.04081568866968155,
0.02019144967198372,
-0.06590696424245834,
0.02176136150956154,
0.0663452222943306,
0.037825629115104675,
0.03459809720516205,
0.02887164056301117,
0.027820846065878868,
-0.019924825057387352,
0.019025564193725586,
-0.029571840539574623,
-0.036954089999198914,
0.024263693019747734,
-0.025126300752162933,
0.036453135311603546,
0.002667822176590562,
-0.02852371148765087,
-0.0594039149582386,
0.038880523294210434,
-0.019556481391191483,
-0.0010605327552184463,
-0.0200501661747694,
-0.02378920465707779,
-0.04404078796505928,
-0.03719344362616539,
-0.005637305788695812,
-0.05359574407339096,
0.033430315554142,
0.031586531549692154,
0.002935529686510563,
-0.008950302377343178,
0.01192841213196516,
-0.007324998266994953,
-0.027173062786459923,
-0.040576960891485214,
0.02348661981523037,
-0.028148183599114418,
-0.04716391861438751,
0.014581802301108837,
-0.0017995728412643075,
-0.03740646690130234,
-0.032577965408563614,
-0.04197258874773979,
0.0010559045476838946,
0.017300110310316086,
0.0014555805828422308,
0.0045506577007472515,
0.047830186784267426,
0.010276778601109982,
0.013462299481034279,
-0.09031835198402405,
0.04711960628628731,
0.004410293884575367,
-0.03940391540527344,
-0.0542374923825264,
0.012599297799170017,
-0.00757324043661356,
-0.0029024581890553236,
0.02432001382112503,
-0.011630840599536896,
0.052567947655916214,
-0.04838227853178978,
0.043616700917482376,
-0.0009640360367484391,
-0.039747204631567,
0.029038947075605392,
-0.004896491765975952,
-0.018600909039378166,
-0.030686359852552414,
-0.052601587027311325,
0.004308976233005524,
0.023541171103715897,
0.04090619832277298,
-0.008351068012416363,
0.004967141896486282,
0.02298298478126526,
0.030432187020778656,
0.0336664542555809,
-0.013800166547298431,
0.039844948798418045,
0.03678391873836517,
0.009653967805206776,
-0.021376213058829308,
0.026859136298298836,
-0.023739557713270187,
-0.03979165852069855,
0.02086971141397953,
-0.01332870777696371,
-0.0070955525152385235,
-0.031250402331352234,
0.017310384660959244,
0.04265910014510155,
-0.07329457998275757,
-0.02377171814441681,
0.022775020450353622,
-0.0599953755736351,
0.00902703870087862,
0.05202300474047661,
-0.009677890688180923,
0.011208372190594673,
0.008018465712666512,
0.03367466479539871,
-0.013388453982770443,
-0.07057145982980728,
0.0062189484015107155,
-0.010230422019958496,
0.029443351551890373,
-0.012561638839542866,
0.010704564861953259,
0.040705449879169464,
-0.019747409969568253,
0.020783957093954086,
-0.014263439923524857,
0.04349798336625099,
-0.022890273481607437,
0.023378344252705574,
-0.017264414578676224,
-0.01881815493106842,
0.037448592483997345,
0.0018410111078992486,
-0.014794168062508106,
0.05383443459868431,
-0.022897200658917427,
-0.021039411425590515,
-0.04185428097844124,
-0.051883820444345474,
0.0051668258383870125,
0.008915221318602562,
0.03027462400496006,
0.010714844800531864,
0.025634709745645523,
0.006975715979933739,
0.009334921836853027,
-0.04506034776568413,
0.034570273011922836,
-0.019300395622849464,
0.005962838884443045,
-0.0002567294577602297,
-0.004261604975908995,
0.007285112980753183,
0.011148268356919289,
-0.0201962161809206,
-0.022227706387639046,
0.027796272188425064,
0.05904671922326088,
0.029722487553954124,
-0.02042737603187561,
-0.00294345710426569,
0.006744901183992624,
0.02688652090728283,
-0.042388662695884705,
0.010809971019625664,
-0.04485813528299332,
0.02651614136993885,
0.033609289675951004,
-0.033653754740953445
] |
<p>I want to make a 4 question, multiple choice survey in which each question asks about an analogous range of actions for slightly different scenarios. Each participant would only be administered the survey once. For example: </p>
<p>"In situation W how would you behave? (5[very aggressively] -- 1 [not aggressively])."
"In situation X how would you behave? (5[very aggressively] -- 1 [not aggressively])."
"In situation Y how would you behave? (5[very aggressively] -- 1 [not aggressively])."
"In situation Z how would you behave? (5[very aggressively] -- 1 [not aggressively])."</p>
<p>I then wanted to sum the responses to the 4 questions, and use that total score as my DV.</p>
<p>I plan to have 2 IVs. </p>
<p>The first will be relationship status, and consist of 7 levels (e.g. Married, single, divorced, dating, widowed, etc).</p>
<p>The second will be, say, partner hair-color preference, and will consist of 3 levels (e.g. blond, brunet, redhead).</p>
<p>So, my understanding is that this will be a 3x7 factorial design, with a total number of 21 individual conditions, and an ordinal DV. </p>
<p>Ideally, I'd like to do a 3x7 factorial ANOVA to test for main effects and interaction effects, but I don't think my summed, ordinal survey response DV is amenable to this. Is there some other analysis i could use in this situation? Would the Kruskal-Wallis be appropriate? Thanks!</p> | 73,412 | [
-0.052750442177057266,
-0.00413651904091239,
0.018192265182733536,
0.039991553872823715,
0.02592862956225872,
0.011045992374420166,
0.008933980017900467,
-0.01832261122763157,
0.0637100338935852,
-0.017929477617144585,
0.006339868064969778,
0.02403583750128746,
0.03855388984084129,
-0.011854900978505611,
0.03540116921067238,
0.0064611900597810745,
0.01611969619989395,
-0.027592439204454422,
-0.018378864973783493,
0.007293030619621277,
-0.029186639934778214,
0.02338721603155136,
-0.0001335198467131704,
-0.012963071465492249,
0.0111849969252944,
0.052643656730651855,
0.017207270488142967,
-0.06891868263483047,
0.027500692754983902,
0.03912513330578804,
-0.0020635707769542933,
-0.0328386090695858,
-0.014184417203068733,
0.0360134094953537,
0.009294322691857815,
0.027338340878486633,
-0.021275892853736877,
0.015465989708900452,
0.009458462707698345,
0.027639398351311684,
-0.029234828427433968,
-0.010532422922551632,
-0.008997568860650063,
0.028017429634928703,
-0.03215460479259491,
0.013349772430956364,
-0.029109010472893715,
-0.02276032231748104,
0.020434830337762833,
-0.06987343728542328,
0.06457836925983429,
0.015539882704615593,
0.028005298227071762,
0.05275111645460129,
-0.004930535331368446,
-0.057375770062208176,
0.05625959485769272,
0.04121798649430275,
0.014972356148064137,
-0.02913716435432434,
-0.02932329848408699,
-0.0307758878916502,
0.004457934759557247,
-0.0004998179501853883,
-0.03957956284284592,
0.04378094524145126,
-0.01582833006978035,
-0.03453971445560455,
0.03395022079348564,
-0.03106200508773327,
0.008070834912359715,
0.02954656258225441,
0.04233887046575546,
0.009509268216788769,
-0.026023980230093002,
-0.00805994775146246,
0.00508986646309495,
0.01033849734812975,
0.01894162967801094,
0.04099798575043678,
-0.04502815380692482,
0.008728227578103542,
-0.011707817204296589,
0.042459454387426376,
0.00031292863423004746,
-0.029081344604492188,
0.04325336217880249,
-0.04231695085763931,
-0.04150274023413658,
0.023210344836115837,
-0.019822001457214355,
0.007085493765771389,
0.005602749064564705,
0.041674382984638214,
-0.058041490614414215,
0.036885302513837814,
-0.022990262135863304,
0.029926348477602005,
-0.002900013467296958,
0.05432252585887909,
-0.0057875243946909904,
0.01627126894891262,
-0.02212398312985897,
0.029918499290943146,
-0.02898334711790085,
-0.003052315441891551,
-0.003903473960235715,
0.0033674121368676424,
0.025397593155503273,
-0.03450250253081322,
-0.005392396356910467,
0.0013003501808270812,
-0.01420719362795353,
-0.01490772981196642,
-0.0037792969960719347,
-0.012070450000464916,
-0.05129943788051605,
-0.012653701938688755,
0.0950530543923378,
0.07029284536838531,
0.06317281723022461,
-0.013052282854914665,
0.012662587687373161,
-0.04459373652935028,
-0.08528681099414825,
-0.006956510711461306,
0.013011407107114792,
0.0006341316038742661,
-0.006033227778971195,
0.04578399658203125,
0.012436692602932453,
-0.003426044248044491,
0.0526028536260128,
0.0069802128709852695,
0.018758652731776237,
0.002415810711681843,
-0.06901707500219345,
-0.06900995224714279,
0.022067278623580933,
-0.028386438265442848,
-0.016528598964214325,
-0.06139889732003212,
-0.020697781816124916,
0.0347306951880455,
0.03643275424838066,
0.008478187024593353,
0.03888729214668274,
0.021794592961668968,
-0.007675790693610907,
0.058969371020793915,
-0.04103277623653412,
-0.018595896661281586,
-0.03759316727519035,
-0.04991023615002632,
-0.008871086873114109,
-0.089848592877388,
0.04031824320554733,
-0.0008995757671073079,
0.006652064621448517,
0.022131837904453278,
0.05810181796550751,
0.021294601261615753,
-0.03449585288763046,
0.02526090294122696,
0.029876381158828735,
0.027150502428412437,
0.05305063724517822,
-0.0415441133081913,
0.024513646960258484,
0.010470570996403694,
0.018978673964738846,
0.016339898109436035,
-0.018611744046211243,
0.03347233682870865,
0.057929351925849915,
0.006425340194255114,
0.015565671026706696,
0.0008668929222039878,
-0.001669595716521144,
-0.007063602562993765,
-0.01658078469336033,
-0.02756643109023571,
-0.016106698662042618,
-0.05061103776097298,
0.048129789531230927,
0.02747979760169983,
-0.011692208237946033,
-0.018496135249733925,
0.02130170166492462,
-0.020045660436153412,
-0.05921601504087448,
-0.061830174177885056,
0.016893545165657997,
-0.004305422771722078,
-0.04631407558917999,
0.031803566962480545,
0.005652911029756069,
0.048197224736213684,
0.007787954527884722,
-0.026689840480685234,
-0.01759372092783451,
0.0018219713820144534,
0.06489403545856476,
-0.025359397754073143,
0.018873851746320724,
0.011430000886321068,
0.04199901595711708,
-0.07288927584886551,
0.0049140132032334805,
-0.03254479914903641,
-0.010125509463250637,
-0.01915273815393448,
-0.035335153341293335,
0.029071567580103874,
0.024002831429243088,
0.0229132492095232,
0.003376761684194207,
0.029073618352413177,
-0.007579665165394545,
0.048894573003053665,
-0.0387079231441021,
0.08674498647451401,
0.08139105141162872,
0.00164189247880131,
0.007786070462316275,
0.03820062801241875,
-0.00023603909357916564,
0.002538360422477126,
0.0018279108917340636,
0.0030099842697381973,
-0.034186020493507385,
-0.006885166745632887,
0.033880289644002914,
-0.013460315763950348,
-0.041595667600631714,
0.028695732355117798,
0.07001566141843796,
0.027387471869587898,
0.015486111864447594,
0.01882888190448284,
0.03903663903474808,
0.02532426454126835,
0.0010585461277514696,
0.028688790276646614,
0.035893332213163376,
0.01753499172627926,
0.004951059818267822,
-0.016353802755475044,
0.0285352636128664,
0.023973556235432625,
-0.004590875469148159,
0.019880708307027817,
0.024023275822401047,
0.013527360744774342,
-0.040811970829963684,
0.0022829582449048758,
0.044562824070453644,
-0.03721106797456741,
0.018891852349042892,
0.0654677227139473,
0.008866976015269756,
-0.02087564766407013,
0.0463668629527092,
-0.036034777760505676,
0.011102292686700821,
0.03891110420227051,
-0.014308221638202667,
0.007184574846178293,
0.02530229464173317,
-0.015260223299264908,
0.012411607429385185,
-0.04798971861600876,
-0.007309035863727331,
-0.04957040399312973,
0.006236901972442865,
-0.022460704669356346,
0.009537383913993835,
0.015408957377076149,
-0.007017071824520826,
-0.0007775198901072145,
-0.03228795528411865,
0.0089044738560915,
0.011902380734682083,
0.006435651332139969,
-0.08109238743782043,
0.0044150701723992825,
-0.031170371919870377,
-0.01632983796298504,
0.0077325887978076935,
-0.0018763680709525943,
-0.014482966624200344,
0.06921136379241943,
0.0347108468413353,
-0.052215009927749634,
-0.024316586554050446,
0.002499140566214919,
-0.001509658177383244,
-0.000007566133717773482,
-0.012574994005262852,
0.02908514067530632,
0.02081657014787197,
-0.022824713960289955,
-0.021693836897611618,
-0.04105681926012039,
-0.028282999992370605,
-0.005696197971701622,
-0.014128209091722965,
0.0255372803658247,
0.016856947913765907,
0.02580626681447029,
0.005415747407823801,
-0.04655405879020691,
-0.030014531686902046,
-0.10178627818822861,
-0.039570409804582596,
-0.004153780173510313,
0.04773091897368431,
0.03044711984694004,
0.0069439345970749855,
-0.0015497644199058414,
0.0410630889236927,
0.02031351998448372,
-0.05690624192357063,
-0.05389416962862015,
-0.028706666082143784,
-0.04699430987238884,
-0.017198070883750916,
0.032061029225587845,
0.004819962196052074,
-0.017607588320970535,
0.039584867656230927,
-0.015150722116231918,
0.020896706730127335,
0.023195385932922363,
0.010387075133621693,
-0.0046615288592875,
0.018242349848151207,
0.031890735030174255,
-0.027922779321670532,
0.055231042206287384,
0.03408912569284439,
-0.028241803869605064,
0.002943831030279398,
-0.000601076812017709,
0.005301149562001228,
0.02465827390551567,
-0.04273814707994461,
0.02643272466957569,
-0.018105782568454742,
0.008720746263861656,
0.002455024281516671,
-0.009689443744719028,
-0.001497394754551351,
-0.03165712207555771,
-0.03756976127624512,
0.020143426954746246,
0.037313565611839294,
-0.05022251978516579,
0.03606647625565529,
0.0751667320728302,
0.054844699800014496,
-0.03511951118707657,
-0.012667822651565075,
0.011572127230465412,
0.0009339905809611082,
0.007714126259088516,
-0.017521746456623077,
0.004504497162997723,
0.035968679934740067,
0.04515455663204193,
0.002405020408332348,
-0.0070275659672915936,
-0.03224768117070198,
0.03277239203453064,
-0.058876100927591324,
0.01728104054927826,
-0.05094170570373535,
0.031447552144527435,
-0.018015027046203613,
0.052543360739946365,
0.026747167110443115,
-0.015586663968861103,
-0.013862849213182926,
-0.004298586398363113,
-0.043869584798812866,
0.01637405902147293,
0.010376493446528912,
0.004556553903967142,
0.010736861266195774,
-0.009295474737882614,
0.03485402464866638,
0.003549255197867751,
0.03262363001704216,
-0.015558861196041107,
-0.0034321548882871866,
-0.036601897329092026,
-0.001390210003592074,
0.002439576666802168,
-0.0059647527523338795,
0.005026261322200298,
0.06274326145648956,
0.03610182926058769,
-0.0421815849840641,
0.010389828123152256,
-0.009017916396260262,
0.002547925803810358,
-0.0004938072524964809,
-0.0077364081516861916,
-0.0016984038520604372,
0.013859173282980919,
0.05403361842036247,
-0.00826424639672041,
0.026242118328809738,
-0.024480530992150307,
0.014286911115050316,
-0.023453399538993835,
0.044633809477090836,
0.01959921605885029,
-0.015211670659482479,
-0.018185673281550407,
-0.019296877086162567,
-0.023340020328760147,
-0.008238540962338448,
0.041213590651750565,
0.013435440137982368,
0.007138586603105068,
0.02953498624265194,
0.030907880514860153,
-0.06116265058517456,
0.017753347754478455,
0.07708924263715744,
-0.018098769709467888,
-0.032136235386133194,
-0.04363614693284035,
0.00629241531714797,
-0.006942295469343662,
-0.02630852907896042,
0.037892598658800125,
0.023867640644311905,
0.013658936135470867,
-0.000909742433577776,
0.048565395176410675,
-0.03585387021303177,
-0.03210645541548729,
0.04279539734125137,
0.017586277797818184,
0.023855166509747505,
0.02159813977777958,
-0.05953120067715645,
-0.005450059659779072,
0.032248351722955704,
0.03846944496035576,
-0.004305549431592226,
-0.008196149952709675,
-0.08194877207279205,
0.0038428998086601496,
0.03806818649172783,
0.08033078163862228,
-0.039257995784282684,
-0.01660509966313839,
0.010849500074982643,
-0.04136878624558449,
0.06474237143993378,
-0.07654715329408646,
0.03331119567155838,
-0.05723174661397934,
-0.001928304904140532,
-0.0647628903388977,
-0.02545028179883957,
-0.04814307764172554,
0.0161958709359169,
-0.03793855383992195,
-0.0076441471464931965,
0.007933073677122593,
-0.0016103952657431364,
-0.04750930145382881,
0.037859730422496796,
0.04185853898525238,
0.0385986752808094,
-0.005636320449411869,
-0.009635512717068195,
0.008285561576485634,
-0.010735751129686832,
-0.04084518179297447,
-0.02339884079992771,
0.017877565696835518,
0.028903720900416374,
0.004873617086559534,
0.07059192657470703,
-0.01948986016213894,
-0.0274566151201725,
-0.003436437575146556,
-0.0009190113050863147,
0.01671733893454075,
0.034455738961696625,
-0.02259640209376812,
0.05606855824589729,
0.028015989810228348,
-0.0005397789063863456,
0.06424178928136826,
0.029242994263768196,
-0.011866779997944832,
0.018285827711224556,
-0.02449214458465576,
-0.0020484321285039186,
-0.029360175132751465,
-0.04132605344057083,
-0.000733698601834476,
0.006058541126549244,
0.013146179728209972,
0.04607878252863884,
-0.0032538671512156725,
-0.012063310481607914,
-0.04478650912642479,
-0.026846306398510933,
-0.003478368278592825,
-0.010726642794907093,
0.0269391480833292,
-0.005902185570448637,
0.027205515652894974,
-0.007943803444504738,
0.00833952333778143,
-0.008393079042434692,
-0.001696762628853321,
-0.020570795983076096,
0.0011328780092298985,
0.009081593714654446,
-0.03613755479454994,
0.010024786926805973,
-0.007728626485913992,
-0.04444112628698349,
0.007622924167662859,
-0.03757578879594803,
0.02842576801776886,
-0.034788329154253006,
0.02242252789437771,
0.003849680069833994,
-0.029910340905189514,
0.017581593245267868,
0.0023893986362963915,
-0.0058730244636535645,
0.04019578546285629,
-0.012069025076925755,
0.04824719578027725,
-0.049521304666996,
-0.01542888768017292,
-0.07218071818351746,
-0.02878439985215664,
0.013642574660480022,
-0.0034650536254048347,
-0.010711883194744587,
0.00989551655948162,
0.011297301389276981,
-0.01655437797307968,
-0.005085896700620651,
-0.04187939688563347,
0.06633001565933228,
-0.01944633759558201,
-0.026716217398643494,
-0.017620332539081573,
0.04994862899184227,
0.05501007288694382,
0.02075362578034401,
0.004999929573386908,
0.008846535347402096,
-0.05969085171818733,
-0.00394612830132246,
-0.03226374834775925,
-0.03414660319685936,
-0.03831394016742706,
0.013251082971692085,
-0.01884997822344303,
0.017803968861699104,
0.06998810917139053,
-0.0000199311034521088,
-0.03139929473400116,
-0.025454316288232803,
-0.027470214292407036,
-0.023354604840278625,
-0.0784873440861702,
0.007386507000774145,
-0.016523685306310654,
0.01893744245171547,
-0.028070982545614243,
0.014572612941265106,
-0.02837051823735237,
0.030611470341682434,
0.004912548698484898,
0.01205088384449482,
-0.05869091674685478,
0.0257229283452034,
0.05829315260052681,
0.03738958761096001,
0.037979856133461,
0.009094585664570332,
-0.007105989381670952,
0.059562742710113525,
-0.016016069799661636,
-0.02160235308110714,
0.021995577961206436,
0.034660566598176956,
-0.03079926036298275,
-0.025811122730374336,
-0.028229711577296257,
0.029993699863553047,
0.06951485574245453,
-0.03667135536670685,
0.04320282116532326,
0.08727646619081497,
0.008944369852542877,
-0.020855674520134926,
-0.04146604984998703,
-0.004719938151538372,
-0.020616216585040092,
0.019705859944224358,
0.07018417119979858,
0.0040566097013652325,
-0.016420457512140274,
0.014041101559996605,
0.020384179428219795,
0.03579232841730118,
0.03339001163840294,
0.05242914333939552,
0.048980992287397385,
0.04782702401280403,
-0.01340323407202959,
-0.04402356967329979,
0.025307470932602882,
-0.06280358880758286,
-0.015645543113350868,
-0.012565027922391891,
-0.03733238950371742,
0.015372931025922298,
0.04306277260184288,
-0.028147559612989426,
-0.04934678226709366,
-0.0375104695558548,
-0.012739389203488827,
0.035400647670030594,
0.009247002191841602,
-0.0266086645424366,
0.036257047206163406,
-0.00616684602573514,
0.05969559773802757,
-0.04187571257352829,
-0.009486028924584389,
-0.005680687725543976,
-0.061254192143678665,
-0.025578295812010765,
-0.007875881157815456,
-0.06286581605672836,
0.05209861323237419,
-0.004717739298939705,
0.01638825424015522,
-0.008813807740807533,
-0.04236204922199249,
0.016278333961963654,
-0.021919379010796547,
0.02294994331896305,
0.0048829917795956135,
0.026508575305342674,
0.005432793404906988,
0.01526124682277441,
0.00629806611686945,
0.03060014918446541,
0.10760945081710815,
0.04119415953755379,
0.049235086888074875,
-0.0436733216047287,
0.03765418380498886,
0.014709731563925743,
-0.007051459513604641,
-0.007347746752202511,
0.0048312717117369175,
0.02778836153447628,
-0.034062258899211884,
0.03241513669490814,
0.061169520020484924,
0.006895141210407019,
0.011257566511631012,
0.05511904135346413,
-0.014284692704677582,
-0.03520243614912033,
0.015333317220211029,
0.0012904066825285554,
0.02799960970878601,
-0.012349973432719707,
-0.027180872857570648,
-0.02557600475847721,
0.051718294620513916,
0.007683857344090939,
-0.01480947621166706,
-0.014094728976488113,
0.012273489497601986,
0.029109571129083633,
-0.020467039197683334,
0.029122453182935715,
0.013767671771347523,
0.02145540527999401,
-0.03973974660038948,
-0.015012530609965324,
0.015558160841464996,
-0.0409734882414341,
0.02047116309404373,
0.039871495217084885,
-0.006727831903845072,
-0.0015483386814594269,
0.005289190914481878,
0.003096851287409663,
-0.05276601016521454,
-0.032933127135038376,
-0.006681045982986689,
0.007726453244686127,
0.023051181808114052,
-0.04060138761997223,
-0.026598824188113213,
0.021140145137906075,
0.00553116574883461,
-0.03463831916451454,
-0.04374699667096138,
0.005262400489300489,
0.049872372299432755,
-0.04042086750268936,
-0.03169015422463417,
0.008227740414440632,
-0.02011195942759514,
-0.013732959516346455,
0.0035014271270483732,
0.03405799716711044,
-0.04482642933726311,
-0.025719525292515755,
-0.04636334627866745,
0.020252812653779984,
0.02625356800854206,
-0.014103420078754425,
0.008604587987065315,
-0.010823007673025131,
-0.038559604436159134,
0.005771688185632229,
-0.0360124409198761,
0.0044959052465856075,
0.01870202273130417,
-0.05315272510051727,
0.0009231829317286611,
0.006159327924251556,
-0.0350387804210186,
-0.005077979061752558,
-0.024370336905121803,
-0.006184103898704052,
-0.03353506699204445,
0.010515349917113781,
0.0075046103447675705,
-0.02403264306485653,
-0.0055326479487121105,
-0.03328453376889229,
-0.0120166577398777,
0.09405781328678131,
0.0011916588991880417,
-0.00323734013363719,
-0.03226859122514725,
-0.02327866479754448,
-0.01665019430220127,
-0.004185428377240896,
-0.025217292830348015,
0.051121678203344345,
-0.023959532380104065,
0.006818627007305622,
-0.00971855316311121,
0.028237061575055122,
-0.012612834572792053,
0.020803486928343773,
0.04167063161730766,
-0.06113351881504059,
-0.004884795285761356,
-0.012325800955295563,
0.017075499519705772,
-0.0101850014179945,
-0.026939280331134796,
-0.056443847715854645,
-0.023789266124367714,
0.002789389342069626,
-0.04183559492230415,
-0.027990417554974556,
0.0074180359952151775,
-0.037909530103206635,
0.01018906757235527,
-0.012524768710136414,
-0.020469864830374718,
-0.005544594954699278,
0.024645915254950523,
-0.0017801978392526507,
0.017057493329048157,
0.015085217542946339,
0.015754029154777527,
-0.027839839458465576,
-0.002832853002473712,
0.03634786978363991,
0.005665176548063755,
-0.0005570175126194954,
-0.009023623540997505,
-0.019381850957870483,
0.02432440035045147,
0.046780794858932495,
0.02762899175286293,
-0.015554513782262802,
0.025702573359012604,
-0.06103159114718437,
-0.020893873646855354,
0.004471911583095789,
0.00023536350636277348,
0.018054243177175522,
0.06846544146537781,
-0.019257668405771255,
-0.014689918607473373,
0.05188576877117157,
0.030735794454813004,
-0.02518124133348465,
0.0036737630143761635,
0.010609553195536137,
0.024889016523957253,
-0.023682141676545143,
0.03107689879834652,
0.008559194393455982,
-0.027998186647892,
0.009591503068804741,
0.060968752950429916,
-0.006290765944868326,
0.026079995557665825,
-0.003271722700446844,
0.00013338003191165626,
-0.0002532688667997718,
-0.022815706208348274,
-0.03061782754957676,
0.006444449536502361,
0.0731293112039566,
-0.04389031603932381,
0.022793961688876152,
-0.01659110002219677,
-0.01423450093716383,
-0.0851132720708847,
0.006883337628096342,
-0.014320675283670425,
0.008159887976944447,
0.015455390326678753,
-0.05933988466858864,
0.01457637082785368,
0.016579002141952515,
-0.05136488005518913,
-0.0020791252609342337,
0.001249133376404643,
0.01674078404903412,
-0.033051665872335434,
-0.00667966203764081,
-0.028091633692383766,
0.009513323195278645,
-0.02276797406375408,
0.016332803294062614,
0.030505655333399773,
0.013349051587283611,
0.005446353927254677,
-0.04184824228286743,
0.01862269826233387,
0.04293910786509514,
0.003552893176674843,
-0.05272714048624039,
0.023011112585663795,
-0.020118381828069687,
-0.05151879042387009,
0.020504361018538475,
-0.006378288846462965,
0.016336236149072647,
0.026644842699170113,
0.04109387472271919,
-0.0025146184489130974,
0.05291267856955528,
0.028230562806129456,
0.01613810658454895,
0.006529885344207287,
0.02284492924809456,
0.011695101857185364,
0.0209362730383873,
-0.019839124754071236,
0.04320325702428818,
0.07702569663524628,
0.010079307481646538,
-0.0013764420291408896,
0.008063777349889278,
-0.011910529807209969,
-0.009120876900851727,
-0.003371428232640028,
-0.007683938834816217,
0.06363703310489655,
-0.05311572551727295,
-0.0021722852252423763,
-0.05492794141173363,
0.0005041213007643819,
-0.0005653499392792583,
0.025789719074964523,
0.03739185631275177,
0.014640359207987785,
-0.018403854221105576,
-0.017108120024204254,
-0.012174786068499088,
-0.008377416990697384,
0.04342179372906685,
-0.04620528221130371,
-0.02141673117876053,
0.01007737498730421,
-0.003952346742153168,
-0.02439987100660801,
0.002447218634188175,
-0.0017684242920950055,
0.016170110553503036,
-0.04564354941248894,
0.0015084019396454096,
-0.010009495541453362,
-0.020151246339082718,
0.027039583772420883,
-0.09272931516170502,
0.04260019212961197,
0.021352801471948624,
-0.012856482528150082,
0.005288601852953434,
0.04686557129025459,
-0.002238754415884614,
-0.007085404824465513,
0.04008499160408974,
-0.008262384682893753,
-0.023653125390410423,
-0.0061150239780545235,
0.029177984222769737,
-0.011114021763205528,
-0.004051622003316879,
0.028508566319942474,
-0.02330010011792183,
0.026693111285567284,
-0.0002736158494371921,
0.012762102298438549,
-0.007822028361260891,
-0.02150970883667469,
0.032765381038188934,
-0.008574686013162136,
-0.0032493497710675,
-0.02561287209391594,
-0.01690574176609516,
-0.02766573801636696,
0.014046775177121162,
-0.016119949519634247,
0.0257460568100214,
-0.029418112710118294,
-0.007256053388118744,
0.0026777037419378757,
0.024301182478666306,
-0.03241962566971779,
0.028427766636013985,
-0.038909342139959335,
0.017873823642730713,
-0.027822300791740417,
0.01807725615799427,
-0.012666499242186546,
-0.07481163740158081,
0.02001621201634407,
0.00501575181260705,
-0.04323320463299751,
-0.0008729285909794271,
0.03758835047483444,
0.021570108830928802,
0.021283669397234917,
0.010064560920000076,
-0.035247061401605606,
0.0069134472869336605,
-0.023150674998760223,
-0.018855812028050423,
0.012121066451072693,
0.056597087532281876,
0.03564753755927086,
-0.03840379789471626,
0.019019993022084236,
-0.0408564917743206,
0.041067954152822495,
-0.003018783638253808,
0.004243340343236923,
0.04136965051293373,
0.022694997489452362,
0.019788630306720734,
0.026773488149046898,
0.02013850025832653,
-0.034002743661403656,
0.031147588044404984,
0.057121917605400085,
-0.05014168098568916,
-0.006090488284826279,
-0.04748421534895897,
-0.02429218590259552,
-0.06567522138357162,
0.0015018137637525797,
0.0005584132159128785,
0.008125394582748413,
-0.00035933853359892964,
0.025709860026836395,
-0.015105495229363441,
-0.019362062215805054,
0.005188500043004751,
-0.008397035300731659,
0.017776954919099808,
-0.029480446130037308,
-0.022516069933772087,
0.012801947072148323,
-0.01471281610429287,
-0.04954298585653305,
-0.01405535638332367,
0.03155774623155594,
0.01826884225010872,
0.03701016306877136,
-0.03881528973579407,
-0.018925316631793976,
-0.015825284644961357,
0.023298971354961395,
-0.010756055824458599,
-0.02241378091275692,
-0.02776545286178589,
-0.012956480495631695,
0.029581831768155098,
0.004394289571791887
] |
<p>Please help! </p>
<p>I have developed a logistic regression model for prediction of a binary outcome at a range of different times following a set point. This gave me different models with different variables lists, although many variables overlapped and were seen to be significant at different times. I've then created a combined model to use the same set of variables at all time points and have run this for each of the 6 times in question. This model is therefore not the best-fit for any individual time point, but is the best-fit across all time points. </p>
<p>I've been looking at how to internally validate this model within SPSS, and am stuck. I have been able to bootstrap to obtain variable estimates at each of the time points, but am looking for a measure of overall model performance (i.e. a mean AUC to calculate model optimism or similar). However, my attempts at 10-fold cross-validation have failed as I cannot work out how to apply the model created on 9/10th of the dataset to the other 1/10th. Every time I save an .xml file, SPSS tells me it is not recognised and cannot be used. The additional problem is that the model was tested on different population numbers at different time points, due to missing data issues. </p>
<p>Is there a simple way to obtain overall model performance data to internally validate a logistic regression model in SPSS, given the problems I have outlined? </p>
<p>Thanks</p> | 35,771 | [
-0.04463895037770271,
0.010542591102421284,
-0.03175482526421547,
0.0372757725417614,
0.021921752020716667,
-0.009630841203033924,
-0.015750540420413017,
-0.0194732453674078,
0.044266436249017715,
0.006582092493772507,
0.03264941647648811,
0.05830172076821327,
0.04272159934043884,
0.027043988928198814,
-0.013297390192747116,
-0.019448887556791306,
0.0006417991826310754,
0.011584345251321793,
0.013819661922752857,
-0.0019291519420221448,
0.0033135719131678343,
0.002859033178538084,
0.023265447467565536,
-0.00509636290371418,
0.008810699917376041,
0.05334729328751564,
0.04239720478653908,
-0.02275356464087963,
0.011235100217163563,
0.04684268683195114,
-0.053116731345653534,
-0.028760986402630806,
-0.007757354993373156,
0.0555410198867321,
0.005125535652041435,
0.005999927408993244,
-0.016681212931871414,
-0.03277076780796051,
-0.030253484845161438,
0.026741942390799522,
0.0015337115619331598,
-0.009025756269693375,
0.009992856532335281,
0.03578837960958481,
0.0019634997006505728,
0.009694527834653854,
-0.024924492463469505,
0.009817211888730526,
0.04299924522638321,
-0.042176149785518646,
0.04766712337732315,
-0.024143969640135765,
0.023728230968117714,
0.04814953729510307,
0.001978175714612007,
0.006118939258158207,
0.05635104328393936,
0.07102981954813004,
-0.0144174350425601,
-0.049426306039094925,
-0.0076828207820653915,
-0.02238600142300129,
-0.010739117860794067,
-0.023051738739013672,
-0.035425323992967606,
0.02056850865483284,
0.0017005730187520385,
0.006980634294450283,
0.06953627616167068,
0.006918581668287516,
0.0005751496064476669,
0.008844992145895958,
0.04288354888558388,
-0.0035044115502387285,
0.03163198009133339,
-0.04342695698142052,
0.006521645467728376,
0.019631749019026756,
0.029655588790774345,
0.05639764666557312,
-0.006729272194206715,
0.015204758383333683,
-0.007093247026205063,
0.020270368084311485,
0.02167586423456669,
-0.022650662809610367,
0.0668906569480896,
-0.0007443370413966477,
0.024157898500561714,
0.019996576011180878,
-0.020155033096671104,
0.019969340413808823,
0.04640021175146103,
0.010614369064569473,
0.003550769528374076,
0.03169556334614754,
-0.008451530709862709,
0.04627304896712303,
-0.0048766289837658405,
0.02061837539076805,
0.03176209330558777,
-0.035795908421278,
0.01384291984140873,
0.03388885408639908,
-0.021768584847450256,
0.01947597600519657,
-0.01129595935344696,
-0.031015589833259583,
-0.007077749818563461,
-0.06227872520685196,
-0.02304273284971714,
0.023715579882264137,
0.04570618271827698,
-0.005429895594716072,
-0.016912873834371567,
-0.017324689775705338,
-0.022596171125769615,
-0.03528723865747452,
0.014876574277877808,
0.02092031203210354,
0.039488911628723145,
-0.028861967846751213,
0.03684542700648308,
-0.05588267743587494,
-0.046581242233514786,
-0.004762821830809116,
-0.02480809949338436,
-0.0070107909850776196,
-0.03249787166714668,
0.07213173061609268,
0.012309498153626919,
-0.03024371899664402,
0.04083246737718582,
0.012538119219243526,
0.051991235464811325,
0.013365315273404121,
-0.07159396260976791,
-0.08996114134788513,
-0.015263629145920277,
-0.006026712246239185,
0.04340484365820885,
-0.037773001939058304,
-0.024560105055570602,
0.016182970255613327,
0.03308437764644623,
0.020177550613880157,
0.011685890145599842,
0.025393541902303696,
0.005229334346950054,
0.02227877266705036,
-0.006380764301866293,
0.005206143017858267,
-0.035846564918756485,
-0.03170762211084366,
-0.013147308491170406,
-0.09896554052829742,
0.002323603257536888,
0.012853875756263733,
-0.030334388837218285,
-0.026131317019462585,
0.01734982430934906,
0.0013457135064527392,
0.013138586655259132,
-0.013257788494229317,
0.003620852716267109,
0.0009822375141084194,
0.04666450619697571,
-0.007753106765449047,
0.0013959705829620361,
0.007243515457957983,
-0.02506387233734131,
-0.019523609429597855,
0.020786326378583908,
0.04807082191109657,
0.01575806550681591,
-0.022190842777490616,
-0.0060458010993897915,
-0.01784733682870865,
-0.012405730783939362,
0.029839320108294487,
-0.024817775934934616,
-0.005987256765365601,
-0.03993837907910347,
0.01651810109615326,
0.0031771711073815823,
0.0483410470187664,
-0.004292413126677275,
-0.019371015951037407,
0.022540085017681122,
-0.025293631479144096,
-0.052578721195459366,
-0.03774523362517357,
0.050619710236787796,
0.023284586146473885,
0.011414293199777603,
0.03306685760617256,
-0.004318582825362682,
0.03697056695818901,
-0.018668055534362793,
-0.016709227114915848,
-0.028244419023394585,
-0.01631503365933895,
0.05266889929771423,
-0.03989562392234802,
0.0018147605005651712,
0.04523393139243126,
0.036271631717681885,
-0.056883085519075394,
0.028554409742355347,
-0.04411809518933296,
-0.02096262201666832,
0.0252502653747797,
-0.03293752297759056,
-0.003349078120663762,
-0.029003985226154327,
-0.026095004752278328,
0.023334277793765068,
0.013501649722456932,
-0.013656708411872387,
0.03095077909529209,
-0.020903155207633972,
0.0714898407459259,
0.07109545171260834,
-0.0020841925870627165,
-0.011736671440303326,
-0.020891889929771423,
0.016369663178920746,
0.020131628960371017,
-0.018927140161395073,
0.006062286905944347,
-0.04654405638575554,
-0.013937219977378845,
0.03284456580877304,
-0.029465878382325172,
-0.030831733718514442,
-0.0026416031178086996,
0.05088678374886513,
-0.0021825183648616076,
0.019576434046030045,
0.03481307998299599,
-0.03134463354945183,
-0.014944241382181644,
-0.00021563582413364202,
0.020368589088320732,
0.049965791404247284,
0.013719465583562851,
0.004554225131869316,
0.02004413492977619,
0.04363887012004852,
0.037817925214767456,
0.007231493014842272,
0.04670187085866928,
0.008388753049075603,
-0.0037479093298316,
-0.026384862139821053,
-0.044091302901506424,
0.05668865144252777,
-0.005565595347434282,
0.005064125172793865,
0.07178781181573868,
-0.005897102411836386,
0.017081916332244873,
0.012045557610690594,
-0.007753059267997742,
0.05522546544671059,
0.0632268488407135,
-0.029358020052313805,
-0.01661452278494835,
0.0008492372580803931,
-0.028740467503666878,
0.0006139000179246068,
-0.03429130092263222,
-0.050527606159448624,
-0.06498846411705017,
0.005834346171468496,
0.012274043634533882,
0.008369803428649902,
0.034983184188604355,
-0.011857965029776096,
-0.022375047206878662,
0.012395559810101986,
-0.018826255574822426,
0.030190359801054,
-0.043637823313474655,
-0.06348424404859543,
-0.036299217492341995,
0.010554366745054722,
-0.023114819079637527,
0.025530919432640076,
-0.03271656483411789,
-0.04730871692299843,
0.01720290258526802,
-0.005447679664939642,
-0.018625877797603607,
-0.013615649193525314,
-0.028548140078783035,
-0.004844512324780226,
-0.010314357466995716,
-0.0194452665746212,
0.01241737138479948,
0.008933456614613533,
-0.05018554627895355,
0.040268417447805405,
-0.036596208810806274,
0.01284062024205923,
-0.01954844407737255,
0.000014915072824805975,
-0.004301665350794792,
-0.0013103252276778221,
-0.009482434019446373,
-0.0056396713480353355,
-0.01273431722074747,
-0.012749779038131237,
-0.05960838869214058,
-0.05016382038593292,
-0.019128162413835526,
0.015314249321818352,
0.031167708337306976,
-0.030320804566144943,
-0.01727139577269554,
0.07383490353822708,
0.05115807428956032,
-0.025502022355794907,
-0.06895165145397186,
0.010226689279079437,
-0.026265325024724007,
-0.005613846238702536,
-0.00025293149519711733,
-0.0017811603611335158,
0.0028946653474122286,
0.022573938593268394,
-0.020221047103405,
-0.01351214200258255,
0.06446509808301926,
0.00085404550191015,
-0.011371370404958725,
0.004152842331677675,
-0.007544145919382572,
-0.041173115372657776,
-0.00753755122423172,
0.03852391242980957,
-0.025549575686454773,
0.007133813109248877,
-0.020404383540153503,
0.03735915943980217,
-0.014618704095482826,
-0.056065186858177185,
0.005122685804963112,
-0.027530677616596222,
0.022271426394581795,
-0.03129104897379875,
-0.007403882686048746,
-0.0004086619010195136,
-0.06207172945141792,
-0.027092954143881798,
0.038476478308439255,
0.024360686540603638,
0.02883022278547287,
0.0085182199254632,
0.03637097030878067,
0.03539891168475151,
0.009121770039200783,
-0.02753029577434063,
-0.050635840743780136,
-0.003009970998391509,
0.02854551002383232,
0.0023121347185224295,
-0.01528190914541483,
0.05035015195608139,
0.03380114585161209,
0.035199642181396484,
0.0017391025321558118,
-0.056375134736299515,
0.01239441242069006,
-0.07213382422924042,
0.004242877941578627,
-0.03635326400399208,
0.05018577352166176,
0.0377044603228569,
0.018454955890774727,
0.016800319775938988,
-0.053033627569675446,
0.013859331607818604,
0.034724943339824677,
-0.03833385929465294,
0.02897176332771778,
-0.022725878283381462,
0.0005902652628719807,
0.03555800020694733,
-0.021927159279584885,
0.024741042405366898,
-0.06537563353776932,
0.008754045702517033,
0.04216893017292023,
0.0330488421022892,
-0.01861269772052765,
0.004829083569347858,
-0.009275922551751137,
-0.028780998662114143,
-0.027176082134246826,
0.01307373121380806,
0.0011627800995483994,
0.011539855971932411,
0.015411355532705784,
0.04444713145494461,
0.0013521688524633646,
-0.02309354767203331,
-0.0350443460047245,
0.0011840388178825378,
0.005217447876930237,
0.049364835023880005,
0.041424788534641266,
0.023123888298869133,
-0.053340815007686615,
0.043276347219944,
-0.001588148414157331,
0.03599245101213455,
0.05331737920641899,
0.006237752269953489,
-0.05539427325129509,
-0.039272334426641464,
0.015587550587952137,
0.029710832983255386,
-0.016349291428923607,
-0.008920959196984768,
0.005281243938952684,
0.04748077690601349,
0.046817339956760406,
-0.07668698579072952,
-0.002427577506750822,
0.07753127813339233,
0.0035187348257750273,
-0.01298579853028059,
-0.008810916915535927,
-0.0019395266426727176,
-0.022507676854729652,
0.014365224167704582,
0.0011939757969230413,
0.009712417609989643,
0.036742810159921646,
0.009713620878756046,
0.02476336993277073,
-0.02512744441628456,
-0.024091070517897606,
0.017845045775175095,
0.011341302655637264,
0.0516381561756134,
0.03036654368042946,
-0.03843704238533974,
0.0046739052049815655,
0.04144946113228798,
0.026472149416804314,
0.03355303034186363,
0.003859464079141617,
-0.09570900350809097,
-0.007964516058564186,
0.038090769201517105,
0.04209975525736809,
-0.033697910606861115,
-0.026148639619350433,
-0.022531697526574135,
-0.015336837619543076,
0.036954592913389206,
-0.030970986932516098,
0.03463878482580185,
0.02053300477564335,
0.023762285709381104,
-0.04674232006072998,
-0.023746168240904808,
-0.04183634743094444,
0.01509827934205532,
-0.03531107306480408,
0.019443759694695473,
-0.040344737470149994,
-0.001818050746805966,
-0.05285482108592987,
0.014004024676978588,
0.007566854357719421,
0.05984335020184517,
-0.0069694980047643185,
-0.01750611886382103,
0.018741590902209282,
0.01961953565478325,
-0.013683539815247059,
-0.04421578347682953,
-0.025673234835267067,
0.02188802696764469,
-0.03414026275277138,
0.009634205140173435,
0.02036179229617119,
-0.03640962019562721,
0.015116354450583458,
0.03233543038368225,
-0.041835639625787735,
-0.020711878314614296,
-0.06790055334568024,
0.0033176057040691376,
0.002641306957229972,
-0.015650147572159767,
0.04692723602056503,
0.042927417904138565,
-0.004077112767845392,
0.004593921825289726,
-0.026712743565440178,
0.011095896363258362,
0.010238852351903915,
-0.03790260851383209,
-0.06040741130709648,
0.030541138723492622,
-0.012289542704820633,
0.02492247149348259,
0.0014674984849989414,
-0.0032181290443986654,
-0.004444640129804611,
0.011179975233972073,
-0.012622660025954247,
0.0481475293636322,
-0.0199748482555151,
0.014337473548948765,
0.016481701284646988,
0.013711909763514996,
-0.031357020139694214,
-0.018936289474368095,
0.02197045274078846,
-0.014414782635867596,
-0.03534799441695213,
0.008321743458509445,
-0.047978706657886505,
0.018777217715978622,
-0.012865648604929447,
-0.046733539551496506,
0.01749284379184246,
0.006034585181623697,
0.01186543982475996,
-0.009516967460513115,
0.033438026905059814,
-0.002404702827334404,
-0.046143293380737305,
-0.02631174959242344,
0.03845687210559845,
0.05035006254911423,
0.021610984578728676,
-0.0037337958347052336,
0.008580232970416546,
-0.005896508693695068,
-0.0151150431483984,
-0.07925255596637726,
-0.04905322566628456,
0.03310762718319893,
0.01664801873266697,
-0.025175761431455612,
-0.027076968923211098,
0.0021441609133034945,
-0.00751104112714529,
0.017902921885252,
-0.025952178984880447,
0.03414757177233696,
-0.020728686824440956,
-0.01813293807208538,
-0.04017624258995056,
-0.0012655872851610184,
0.035251446068286896,
0.008211985230445862,
-0.0010199312819167972,
-0.015007983893156052,
-0.014942442998290062,
-0.03689464181661606,
0.011270182207226753,
0.01806584931910038,
-0.03754924237728119,
-0.033493828028440475,
-0.059528104960918427,
-0.005300959572196007,
0.02874978817999363,
-0.007975653745234013,
-0.0096204224973917,
-0.00008823180542094633,
-0.04038814827799797,
0.0070929680950939655,
-0.028163349255919456,
0.02109457366168499,
-0.029493968933820724,
-0.007826529443264008,
-0.02505260519683361,
0.012441720813512802,
-0.04038572683930397,
-0.004062328953295946,
0.033383771777153015,
-0.014654560014605522,
-0.031535468995571136,
0.003598366165533662,
0.10685055702924728,
0.018871665000915527,
0.024084776639938354,
-0.033961810171604156,
-0.023189272731542587,
0.04965812340378761,
0.02830125205218792,
-0.000706446182448417,
0.023794488981366158,
-0.007679502945393324,
-0.0337890200316906,
-0.022750653326511383,
-0.012226368300616741,
-0.010522951371967793,
0.03548939898610115,
-0.03887864202260971,
0.01552045252174139,
0.060124993324279785,
-0.016781754791736603,
-0.02097935974597931,
-0.03521163389086723,
0.006187013816088438,
0.014151322655379772,
0.0225059874355793,
0.07193209230899811,
0.029754167422652245,
-0.028239823877811432,
0.05457353591918945,
0.013949260115623474,
0.028714967891573906,
0.025798378512263298,
-0.0029621245339512825,
0.028904760256409645,
0.01916595920920372,
-0.03206459432840347,
-0.030203938484191895,
0.04074600711464882,
-0.04792875796556473,
-0.00462334742769599,
-0.007520860061049461,
-0.016455329954624176,
-0.0019824556075036526,
0.024882588535547256,
0.0005736109451390803,
-0.017097264528274536,
-0.012209135107696056,
-0.058161113411188126,
0.0011207404313609004,
-0.00858893059194088,
0.009646310470998287,
0.03160528466105461,
-0.003583819605410099,
0.0008059421670623124,
0.01569424197077751,
0.006627324037253857,
-0.03694992512464523,
-0.08369698375463486,
-0.01007852889597416,
-0.009901427663862705,
-0.037696968764066696,
0.05745875835418701,
0.017199814319610596,
-0.013442134484648705,
-0.0027918049599975348,
-0.01386391744017601,
-0.0022367227356880903,
-0.02894211933016777,
0.038241755217313766,
0.0270550437271595,
0.08515262603759766,
-0.002559674670919776,
0.012919190339744091,
0.007410875055938959,
-0.00788839627057314,
0.12652495503425598,
0.08431537449359894,
0.032951414585113525,
-0.06700408458709717,
0.009207411669194698,
-0.0011917637893930078,
0.011890861205756664,
-0.002184028970077634,
-0.005284440238028765,
0.010286368429660797,
-0.03686310350894928,
0.04670402780175209,
0.04612519592046738,
0.020340081304311752,
-0.021153565496206284,
0.06084335595369339,
-0.006109595764428377,
0.005671876948326826,
0.007080484181642532,
0.0012528246734291315,
0.005042068660259247,
-0.0386306457221508,
-0.011431645601987839,
0.0013708744663745165,
-0.009193656966090202,
-0.04371859133243561,
-0.02679893560707569,
-0.004386901389807463,
0.016618307679891586,
-0.016689429059624672,
0.008494277484714985,
-0.0025910111144185066,
-0.007019181735813618,
0.02175971306860447,
-0.04515841603279114,
-0.005385336000472307,
0.0062436130829155445,
-0.03828832134604454,
0.034018900245428085,
0.06004112586379051,
-0.017879560589790344,
0.02340611256659031,
-0.015535927377641201,
-0.00007940046634757891,
-0.043160609900951385,
-0.04523292928934097,
-0.061550866812467575,
0.05984099209308624,
-0.013262628577649593,
-0.026561258360743523,
-0.030237220227718353,
0.017658032476902008,
0.008514338172972202,
-0.041115280240774155,
-0.07239736616611481,
0.009699885733425617,
0.02982325479388237,
-0.01830652356147766,
-0.014710713177919388,
-0.04251464828848839,
0.005455418024212122,
0.018291998654603958,
0.04337116330862045,
0.015118533745408058,
-0.022634094581007957,
-0.016672737896442413,
-0.04385833814740181,
0.04008863866329193,
0.0014307127567008138,
0.013614474795758724,
0.006981926504522562,
0.0014095534570515156,
-0.019573071971535683,
-0.007985133677721024,
0.05863769352436066,
0.017272593453526497,
-0.004386149812489748,
-0.026857612654566765,
0.002360318088904023,
-0.040426697582006454,
-0.055194560438394547,
-0.019442513585090637,
-0.01857041008770466,
0.0014331459533423185,
-0.019658485427498817,
-0.01723887398838997,
0.02945181541144848,
0.03385046496987343,
0.02492285892367363,
0.023359283804893494,
-0.03216934949159622,
0.039848692715168,
-0.005318484269082546,
-0.07519055902957916,
-0.03153413534164429,
0.00166723458096385,
-0.04205463081598282,
0.010391552932560444,
-0.01181414257735014,
0.07503124326467514,
-0.0025372023228555918,
0.018885301426053047,
-0.031228970736265182,
0.06146591156721115,
0.008178340271115303,
0.026414180174469948,
0.007187915034592152,
-0.025734154507517815,
-0.010795542038977146,
0.011426434852182865,
0.02011810801923275,
-0.012039250694215298,
-0.009524431079626083,
-0.040461208671331406,
-0.05410821735858917,
0.05497613176703453,
-0.025926388800144196,
-0.04232093691825867,
0.02864762768149376,
0.01078302226960659,
-0.0015565763460472226,
-0.033832669258117676,
0.016921870410442352,
-0.022445881739258766,
-0.0021532869432121515,
-0.015342521481215954,
-0.047609083354473114,
0.014430469833314419,
0.005313639994710684,
0.005474905017763376,
0.01464605052024126,
0.07809208333492279,
-0.0007568792789243162,
0.008988884277641773,
-0.024042317643761635,
0.021432649344205856,
0.030142467468976974,
0.06858153641223907,
-0.031247079372406006,
-0.003913346212357283,
0.028342101722955704,
-0.014305801130831242,
-0.01943139359354973,
0.043029434978961945,
-0.02910931035876274,
0.04061128944158554,
0.014587982557713985,
0.03796951845288277,
-0.011501302011311054,
0.048664893954992294,
-0.011681598611176014,
-0.03339323028922081,
-0.013264669105410576,
0.04205550625920296,
0.00858094822615385,
0.024374481290578842,
-0.008958983235061169,
0.0160833727568388,
-0.02242906577885151,
0.028675278648734093,
0.060000229626894,
0.022701753303408623,
0.0027604536153376102,
0.006345239467918873,
-0.012233010493218899,
0.042753029614686966,
0.04654097929596901,
-0.0186358280479908,
0.025885075330734253,
0.05267918109893799,
-0.005839712917804718,
0.024893267080187798,
0.009889060631394386,
0.03158647194504738,
-0.06884435564279556,
-0.013952445238828659,
-0.01424470730125904,
0.051474377512931824,
-0.009369625709950924,
-0.021689681336283684,
-0.002836095867678523,
0.054090723395347595,
-0.009768359363079071,
0.019253801554441452,
0.035706307739019394,
0.0035772891715168953,
-0.009475245140492916,
-0.006114194635301828,
-0.020673947408795357,
0.0005596757982857525,
0.03144243732094765,
0.020628614351153374,
0.0016202523838728666,
0.020077506080269814,
0.027963463217020035,
-0.036783430725336075,
-0.0447474867105484,
0.026242027059197426,
0.021801171824336052,
-0.04324396327137947,
-0.0009467664058320224,
-0.04032820463180542,
-0.023853391408920288,
0.03208674490451813,
0.009140620939433575,
0.02988363988697529,
0.031192729249596596,
0.007373567204922438,
-0.0014327336102724075,
0.049248531460762024,
0.04480883106589317,
0.019128000363707542,
0.014644093811511993,
0.0017340431222692132,
0.026494305580854416,
0.02683047577738762,
-0.049333419650793076,
0.04325129836797714,
0.03711385652422905,
-0.0008997910772450268,
-0.06481777131557465,
0.019231412559747696,
-0.02428838051855564,
-0.00646540243178606,
-0.013102838769555092,
-0.024202993139624596,
0.026433300226926804,
-0.0251677967607975,
-0.026650547981262207,
-0.051631152629852295,
0.026016993448138237,
0.04872980713844299,
0.020503591746091843,
-0.03882725536823273,
0.014716713689267635,
-0.02440699376165867,
-0.022527826949954033,
-0.008721857331693172,
-0.010380135849118233,
-0.0016206426080316305,
-0.043822456151247025,
0.0005768854171037674,
0.0062322295270860195,
-0.03787245228886604,
-0.018568605184555054,
0.044545188546180725,
-0.016280297189950943,
0.06952549517154694,
-0.04792025312781334,
0.020541638135910034,
0.05366242304444313,
-0.018905607983469963,
0.006033142562955618,
-0.07712895423173904,
0.06906381249427795,
0.007037521339952946,
-0.041761286556720734,
-0.03694920614361763,
-0.013563178479671478,
-0.024127427488565445,
0.009488627314567566,
0.03862740844488144,
-0.00482894666492939,
-0.010467255488038063,
0.00587695837020874,
0.05128674581646919,
-0.026680588722229004,
-0.043834637850522995,
0.0604928657412529,
-0.016743648797273636,
-0.03312169760465622,
-0.029025238007307053,
-0.04304886981844902,
-0.04216453433036804,
0.004228230565786362,
0.030848713591694832,
-0.02871522307395935,
0.012583826668560505,
0.00994847808033228,
-0.02799050696194172,
-0.0022657171357423067,
-0.02633747085928917,
-0.029909586533904076,
0.050348009914159775,
-0.009438582696020603,
-0.01785615086555481,
0.0535334013402462,
0.031834252178668976,
-0.04880860447883606,
0.03241170570254326,
-0.019574515521526337,
-0.005579902324825525,
0.0054647428914904594,
0.04761451855301857,
-0.008037025108933449,
-0.06243210285902023,
0.05396652594208717,
0.03004584088921547,
-0.01914980262517929,
0.023159358650445938,
0.024526631459593773,
0.006732159294188023,
0.02154277078807354,
-0.03866760805249214,
0.016681937500834465,
0.010306913405656815,
-0.011987919919192791,
0.005844531115144491,
-0.009549658745527267,
0.03879210352897644,
0.004585589282214642,
0.017276406288146973,
0.030092284083366394,
-0.003786646295338869,
0.052163977175951004,
0.0019325256580486894,
0.023501984775066376,
-0.025493666529655457,
-0.01625552959740162,
0.0185786671936512,
-0.029758092015981674,
0.028784923255443573,
0.017803415656089783,
0.008004043251276016,
0.04847399517893791,
-0.03212305158376694,
0.029204828664660454,
-0.07062306255102158,
-0.017793210223317146,
-0.018051782622933388,
0.012590968050062656,
0.04671338573098183,
0.03330664709210396,
0.0009527098154649138,
0.014108225703239441,
0.006908984389156103,
0.013319575227797031,
0.014778577722609043,
0.030447984114289284,
-0.024049699306488037,
-0.023111870512366295,
0.007405486423522234,
-0.033029865473508835,
-0.05128972604870796,
-0.023723794147372246,
-0.0012932401150465012,
0.013436706736683846,
0.0022939310874789953,
0.030896291136741638,
-0.012100180611014366,
-0.0493878610432148,
0.013587561435997486,
0.08057054132223129,
-0.07050167769193649,
-0.0064735873602330685,
-0.05383140221238136,
0.0018182727508246899,
-0.010910206474363804,
-0.02977767214179039
] |
<p>I posted this to mathoverflow and no one's answering:</p>
<p><a href="http://en.wikipedia.org/wiki/Scheff%C3%A9%27s_method">Scheffé's method</a> for identifying statistically significant contrasts is widely known. A <b>contrast</b> among the means $\mu_i$, $i=1,\ldots,r$ of $r$ populations is a linear combination $\sum_{i=1}^r c_i \mu_i$ in which $\sum_{i=1}^r c_i=0$, and a scalar multiple of a contrast is essentially the same contrast, so one could say the set of contrasts is a projective space. Scheffé's method tests a null hypothesis that says <em>all</em> contrasts among these $r$ populations is $0$, and given a significance level $\alpha$, rejects the null hypothesis with probability $\alpha$ given that the null hypothesis is true. And if the null hypothesis is rejected, Scheffé points out that his test tells us <em>which</em> contrasts differ significantly from $0$ (I'm not sure the Wikipedia article I linked to points that out).</p>
<p>I would like to know if one can do something similar in a different sort of situation. Consider a simple linear regression model $Y_i = \alpha + \beta x_i + \varepsilon_i$, where $\varepsilon_i\sim\operatorname{i.i.d.}N(0,\sigma^2)$, $i=1,\ldots,n$.</p>
<p>The null hypothesis I want to consider concerns a different sort of contrast. It says there is no subset $A\subseteq\lbrace 1,\ldots,n\rbrace$ such that $E(Y_i) = \alpha_1 + \beta x_i$ for $i\in A$ and $E(Y_i) = \alpha_2 + \beta x_i$ for $i\not\in A$, where $\alpha_1\ne\alpha_2$. If the subset $A$ is specified in advance, then an ordinary two-sample $t$-test does it, but we want something that considers all subsets and holds down the probability of rejecting a true null hypothesis.</p>
<p>One could figure this out if efficiency were not a concern: find a test that goes through all $2^{n-1}-1$ possibilities. Even then it's problematic; two contrasts would not be independent. I asked an expert on outlier detection about this and he just said it's a combinatorial nightmare. Then I asked if one could <em>prove</em> that there's no efficient way to do it, perhaps by reducing an NP-hard problem to it. He just said he stays away from NP-hard problems.</p>
<p>So: Can one prove either that this problem is "hard" or that it's not?</p> | 73,413 | [
-0.022593216970562935,
0.029430441558361053,
-0.022252634167671204,
-0.026336217299103737,
0.005455746781080961,
0.02836013212800026,
-0.014481624588370323,
0.03291536122560501,
-0.010221008211374283,
-0.038000863045454025,
0.04694027081131935,
0.006487852893769741,
0.05749955400824547,
0.01992889866232872,
0.019902586936950684,
-0.025171419605612755,
-0.014545704238116741,
0.025094984099268913,
-0.01305291149765253,
-0.0073024192824959755,
0.021652869880199432,
0.03521570563316345,
0.04000774025917053,
-0.033225879073143005,
-0.05573395639657974,
0.05052633211016655,
0.00900493934750557,
0.005809160880744457,
-0.0182481836527586,
0.02307710237801075,
-0.040708307176828384,
-0.0031289332546293736,
-0.00819206889718771,
0.02234550192952156,
0.024952085688710213,
0.011990677565336227,
0.01913554035127163,
0.011193927377462387,
0.027607327327132225,
0.028691250830888748,
-0.019251663237810135,
-0.05469322204589844,
0.0019194843480363488,
0.02777569368481636,
-0.03224010765552521,
0.004135721363127232,
-0.01575181819498539,
-0.05234886333346367,
0.0332798957824707,
-0.028239671140909195,
0.07723642140626907,
0.010127776302397251,
-0.006999151781201363,
0.02924908697605133,
0.00005580322613241151,
0.008047042414546013,
0.011486707255244255,
0.02866104245185852,
-0.0384804904460907,
-0.07642318308353424,
-0.03220103308558464,
0.001127806375734508,
-0.007515433710068464,
0.010281721130013466,
-0.03923949599266052,
-0.005538120865821838,
0.039382923394441605,
-0.010848253034055233,
0.04683149605989456,
-0.02017948031425476,
0.01284629013389349,
0.0007572260801680386,
0.0002454209025017917,
0.005894918460398912,
-0.02313660830259323,
0.023349450901150703,
0.010991142131388187,
0.010042659938335419,
0.03237864002585411,
0.018986547365784645,
0.008893460035324097,
0.00975660141557455,
0.022606369107961655,
0.027641812339425087,
0.06995031982660294,
0.011957109905779362,
0.05872878432273865,
-0.030179331079125404,
0.0056246137246489525,
0.038134753704071045,
-0.0058420621789991856,
-0.020447883754968643,
0.07384101301431656,
-0.014454234391450882,
-0.03773576021194458,
0.0202298853546381,
-0.010685416869819164,
0.037713710218667984,
0.01206943765282631,
0.0012972090626135468,
-0.01622503623366356,
-0.05192992836236954,
0.011089013889431953,
0.04428018629550934,
0.00975851435214281,
0.0027921320870518684,
-0.042242273688316345,
0.02848048321902752,
-0.013362382538616657,
-0.0032561400439590216,
-0.03687338903546333,
0.06609497219324112,
0.01035540271550417,
0.03592143952846527,
0.018707377836108208,
0.022257748991250992,
-0.015368586406111717,
-0.020576922222971916,
0.05259598419070244,
0.0561504140496254,
0.030118321999907494,
0.015014073811471462,
0.004126510117202997,
-0.012470916844904423,
-0.060114435851573944,
-0.011468413285911083,
0.021298576146364212,
-0.02329477109014988,
-0.020808812230825424,
0.05211564153432846,
0.02364269830286503,
-0.009413116611540318,
0.005937275476753712,
-0.00981938000768423,
0.025647249072790146,
0.002819378860294819,
-0.08808502554893494,
-0.04622095450758934,
0.016100434586405754,
-0.011912214569747448,
-0.03117947094142437,
-0.02070384845137596,
-0.01285027526319027,
0.03926066681742668,
0.03421533480286598,
0.01047966256737709,
0.0269299503415823,
0.030513040721416473,
0.025454780086874962,
0.025261737406253815,
-0.011868606321513653,
-0.014359630644321442,
-0.03214777261018753,
-0.06307104974985123,
-0.03381196781992912,
-0.05429472401738167,
0.04622255638241768,
-0.002323930151760578,
0.0034612605813890696,
0.009808463975787163,
0.026143120601773262,
0.029478594660758972,
-0.018049729987978935,
0.009818493388593197,
0.004908132366836071,
-0.005693359766155481,
0.06445001810789108,
-0.015763267874717712,
0.05061795189976692,
-0.013019188307225704,
-0.022548945620656013,
0.023008504882454872,
-0.0038069651927798986,
0.044834185391664505,
0.035076677799224854,
-0.04238540679216385,
0.022164635360240936,
-0.02532775327563286,
0.019880803301930428,
0.03194601833820343,
-0.04160076007246971,
-0.021775012835860252,
-0.01956494152545929,
-0.01564428023993969,
0.025109943002462387,
0.06426786631345749,
0.000702306570019573,
0.0027413805946707726,
0.05968015640974045,
-0.05184141919016838,
-0.04161480441689491,
-0.0587613508105278,
-0.018572157248854637,
0.014364892616868019,
-0.024295778945088387,
0.07066737115383148,
0.01490874495357275,
-0.02015792950987816,
-0.014248613268136978,
-0.0007771644159220159,
-0.02088358998298645,
-0.025745853781700134,
0.028126321732997894,
-0.04583278298377991,
0.008653590455651283,
0.006286755669862032,
0.070225290954113,
-0.005238891579210758,
0.05423083156347275,
-0.008100257255136967,
0.006981872487813234,
0.02441689558327198,
-0.03289451077580452,
0.014584079384803772,
0.045538224279880524,
-0.01315164566040039,
0.007495332974940538,
-0.015376169234514236,
-0.028529440984129906,
0.07258996367454529,
-0.07115206122398376,
0.014660459943115711,
0.06426858901977539,
-0.026874437928199768,
-0.0015562053304165602,
-0.01628960855305195,
0.006568856071680784,
-0.007651899941265583,
0.017677031457424164,
-0.020743144676089287,
0.0001511388982180506,
-0.018093464896082878,
0.05910903215408325,
0.01827162690460682,
-0.056250836700201035,
0.027384916320443153,
0.04150856286287308,
0.03490523248910904,
-0.011914663016796112,
0.016897765919566154,
0.0027996746357530355,
-0.007180353160947561,
-0.02693229727447033,
-0.02633088082075119,
0.015676768496632576,
0.03827162832021713,
0.023667244240641594,
-0.013798297382891178,
0.009488617070019245,
-0.024164995178580284,
-0.0016137132188305259,
0.031861528754234314,
0.029627367854118347,
-0.024604056030511856,
-0.01335203554481268,
0.028599010780453682,
0.023726865649223328,
-0.013977997936308384,
0.010174183174967766,
0.05720304697751999,
-0.01047652866691351,
0.003752885852009058,
0.015237427316606045,
-0.009440899826586246,
0.05114249140024185,
0.006190026644617319,
-0.03160608932375908,
0.022548062726855278,
0.04989049956202507,
-0.05338772386312485,
-0.005305302329361439,
-0.037685565650463104,
-0.007821616716682911,
0.01250260416418314,
-0.03968425840139389,
0.00877603329718113,
0.010164896957576275,
0.016920553520321846,
-0.03497577831149101,
-0.0010795482667163014,
0.01307129766792059,
-0.01924615539610386,
0.06817774474620819,
0.018646804615855217,
-0.04607771709561348,
0.006652608513832092,
-0.05860084667801857,
0.005573698319494724,
0.018743569031357765,
-0.003908440470695496,
-0.04069330170750618,
0.03934406116604805,
0.004041773267090321,
-0.03610723838210106,
-0.020531238988041878,
-0.050782132893800735,
-0.012015973217785358,
-0.04209084436297417,
-0.030752358958125114,
0.05714467540383339,
0.0052806236781179905,
-0.08940374106168747,
0.02601466327905655,
-0.04118587449193001,
-0.017876500263810158,
-0.03602680191397667,
-0.05200313404202461,
0.00836509931832552,
0.006984349340200424,
0.016707411035895348,
0.01882227137684822,
-0.011440379545092583,
-0.007148421835154295,
-0.06332726776599884,
-0.06550264358520508,
0.005455919541418552,
0.008947069756686687,
0.010660005733370781,
-0.02398443967103958,
-0.04484741762280464,
0.09727031737565994,
0.03760555386543274,
-0.01985948160290718,
-0.03949635848402977,
0.041380688548088074,
-0.003227562876418233,
0.008069731295108795,
0.03357025608420372,
0.0030518239364027977,
0.033622585237026215,
0.029141567647457123,
-0.009771975688636303,
0.05536558851599693,
0.016677986830472946,
0.019807815551757812,
-0.015416049398481846,
0.017020171508193016,
-0.022833306342363358,
0.031206335872411728,
0.026413142681121826,
0.020473314449191093,
0.003906571306288242,
0.03704502433538437,
-0.01135359425097704,
0.02311398647725582,
0.03967698663473129,
-0.04760991781949997,
0.008745062164962292,
-0.008992590010166168,
0.03922587260603905,
-0.009115323424339294,
0.03260069712996483,
-0.014022051356732845,
0.00572969438508153,
-0.008171573281288147,
-0.006199331022799015,
0.015612737275660038,
-0.03835534304380417,
-0.019796203821897507,
0.04410534352064133,
0.019597776234149933,
-0.02447248063981533,
0.027664272114634514,
-0.006086556240916252,
-0.002538560191169381,
0.04072755575180054,
-0.04023407772183418,
-0.04336170852184296,
0.025534246116876602,
0.029340773820877075,
-0.0020829499699175358,
-0.004231275990605354,
-0.020065972581505775,
-0.012276461347937584,
-0.02183341607451439,
0.04041176289319992,
-0.021579673513770103,
0.03943252936005592,
-0.028054427355527878,
-0.018887730315327644,
0.014977054670453072,
-0.030217595398426056,
-0.028710035607218742,
0.016798781231045723,
-0.07453454285860062,
-0.004202953539788723,
0.01877192035317421,
-0.03194888308644295,
0.016461249440908432,
-0.03414749726653099,
0.02775736153125763,
-0.004525423981249332,
0.02700948342680931,
-0.025394048541784286,
0.015791041776537895,
-0.0355733223259449,
0.021755116060376167,
-0.022483032196760178,
-0.04099341481924057,
-0.0013507211115211248,
0.06926523149013519,
0.04698961228132248,
-0.00569287221878767,
-0.03405263274908066,
-0.0011809119023382664,
-0.024994617328047752,
-0.017112307250499725,
-0.021738234907388687,
0.028727097436785698,
0.038966741412878036,
0.019608953967690468,
-0.009344794787466526,
0.004917296115309,
-0.018294459208846092,
-0.006316524930298328,
0.018639182671904564,
0.04335641860961914,
0.022948559373617172,
-0.005049633327871561,
-0.008772831410169601,
-0.006528472527861595,
-0.012478627264499664,
-0.02053138241171837,
0.011197873391211033,
0.010269993916153908,
-0.02015572413802147,
0.020403794944286346,
0.04976080358028412,
-0.017942801117897034,
0.029418937861919403,
0.02780669368803501,
0.025288444012403488,
0.026585016399621964,
-0.011377404443919659,
0.004997595679014921,
0.012053444050252438,
-0.0028813444077968597,
-0.014264765195548534,
0.003930200822651386,
-0.0002195950219174847,
-0.05822627618908882,
0.0384431891143322,
-0.014451460912823677,
-0.02870001457631588,
-0.012200073339045048,
0.02430874854326248,
-0.0025776405818760395,
0.005410351324826479,
-0.00405400013551116,
0.03310828283429146,
0.009923188015818596,
0.02190079540014267,
0.017691507935523987,
0.027477696537971497,
-0.057769060134887695,
-0.014159477315843105,
0.027818983420729637,
-0.0018721256637945771,
-0.017808007076382637,
-0.02294078841805458,
-0.012559344992041588,
0.030394231900572777,
0.028968315571546555,
-0.024600723758339882,
0.029046539217233658,
-0.02703091688454151,
0.03869515284895897,
-0.017359280958771706,
-0.020742766559123993,
-0.06382419914007187,
0.02150196209549904,
0.006549927406013012,
0.004362009931355715,
-0.029076460748910904,
-0.020459426566958427,
-0.06300334632396698,
-0.049817729741334915,
-0.0029421213548630476,
0.05480942130088806,
-0.013473954983055592,
0.0021990658715367317,
0.01084408164024353,
0.027252454310655594,
-0.007800353690981865,
-0.053457967936992645,
0.061522550880908966,
0.01783844269812107,
-0.0213120449334383,
0.014457243494689465,
-0.04133760184049606,
-0.09108281135559082,
0.028767526149749756,
0.000891109521035105,
-0.0359116792678833,
0.012584706768393517,
-0.0049158986657857895,
0.058499403297901154,
0.05373046547174454,
0.05528832599520683,
0.06990218162536621,
-0.0007915603346191347,
0.0013673362554982305,
0.006049232091754675,
-0.014867521822452545,
-0.058391135185956955,
-0.007472256198525429,
-0.04619292542338371,
-0.061132341623306274,
0.014298581518232822,
-0.022700602188706398,
0.041235875338315964,
-0.026637012138962746,
0.04067935422062874,
0.0022762822918593884,
-0.03161825239658356,
0.008443067781627178,
0.004615418612957001,
-0.02944294549524784,
0.0017899662489071488,
-0.02950534038245678,
0.011503876186907291,
-0.006186177954077721,
-0.008494916372001171,
0.031850796192884445,
-0.019754065200686455,
0.0025112098082900047,
0.04868807643651962,
-0.003147139446809888,
0.027396203950047493,
-0.01585053652524948,
-0.008232258260250092,
0.009046753868460655,
-0.0383099801838398,
0.035673681646585464,
-0.02610786072909832,
0.010747792199254036,
-0.003649168647825718,
-0.02137996442615986,
-0.02205049991607666,
0.03958785533905029,
-0.0005726724048145115,
0.020405640825629234,
0.0186547189950943,
-0.020678767934441566,
0.016159506514668465,
0.004514188971370459,
-0.10412079840898514,
-0.017018917948007584,
-0.002525260206311941,
0.04226187989115715,
-0.0003073748084716499,
-0.019905706867575645,
-0.024395251646637917,
0.024215534329414368,
-0.019644159823656082,
0.010702475905418396,
0.05666502192616463,
-0.01441628485918045,
-0.021725023165345192,
-0.004853036254644394,
0.03595687076449394,
0.058960217982530594,
-0.04856126010417938,
0.003497628727927804,
0.0374019555747509,
-0.014086267910897732,
0.020589182153344154,
-0.014596468769013882,
0.018549412488937378,
-0.04627557098865509,
0.0063356258906424046,
-0.04645026847720146,
-0.04064731299877167,
-0.014044802635908127,
0.00007433071004925296,
-0.04841907322406769,
0.020809635519981384,
-0.017243921756744385,
0.02389148622751236,
-0.0243231188505888,
-0.051247406750917435,
-0.012020778842270374,
0.01931755803525448,
-0.036002933979034424,
-0.012149198912084103,
0.03737979382276535,
0.005725831724703312,
0.04649798944592476,
0.016067812219262123,
-0.05878244712948799,
0.003439415479078889,
0.07631923258304596,
-0.01021406427025795,
0.012654873542487621,
-0.011651304550468922,
-0.020931528881192207,
0.039754338562488556,
0.03283367678523064,
-0.004470186773687601,
-0.0021478983107954264,
0.026570217683911324,
-0.05987553671002388,
-0.00759279727935791,
-0.0449824258685112,
0.026624200865626335,
0.017886478453874588,
0.020401731133461,
0.020115399733185768,
0.06165900453925133,
-0.030823469161987305,
-0.014084495604038239,
-0.05159609392285347,
0.007132110185921192,
-0.0035571474581956863,
0.015000982210040092,
0.03177471458911896,
-0.029285481199622154,
-0.03271837532520294,
0.08716489374637604,
0.023945963010191917,
-0.011010387912392616,
0.0730232447385788,
-0.00034374845563434064,
0.04986042156815529,
0.04884662479162216,
-0.043248921632766724,
-0.07965854555368423,
0.04612147808074951,
-0.0628923699259758,
0.010541822761297226,
-0.01812005415558815,
-0.05044178292155266,
-0.0041676852852106094,
0.016076356172561646,
0.02148446813225746,
-0.057532377541065216,
-0.04871995747089386,
-0.07554209232330322,
0.03623243793845177,
-0.0025334921665489674,
-0.0023710785899311304,
0.04161641001701355,
-0.0009246625704690814,
0.009183031506836414,
-0.03216160088777542,
0.05410163104534149,
-0.02020134963095188,
-0.06277723610401154,
0.010003197938203812,
-0.0311912652105093,
-0.025936830788850784,
0.005132062826305628,
0.01681939698755741,
-0.01492550689727068,
0.008232810534536839,
-0.04599829763174057,
0.03833269327878952,
0.011227281764149666,
0.016382567584514618,
-0.03625599294900894,
0.02331814356148243,
-0.02935398556292057,
0.01977481320500374,
-0.016521470621228218,
-0.05615582689642906,
0.13457702100276947,
0.07446034997701645,
0.03445746749639511,
-0.05248907953500748,
0.028439976274967194,
-0.0026193824596703053,
-0.010650997050106525,
-0.03244677931070328,
0.0056213014759123325,
0.010323924012482166,
-0.006528516300022602,
0.03142301365733147,
0.10213130712509155,
-0.02598329819738865,
-0.026031769812107086,
0.030873361974954605,
-0.021983139216899872,
0.0014717739541083574,
0.02619810402393341,
0.011204305104911327,
-0.02816622331738472,
-0.030076472088694572,
-0.00790062639862299,
0.029248811304569244,
0.04233693704009056,
0.0001287521590711549,
-0.030624162405729294,
-0.0015589026734232903,
0.00516974413767457,
-0.005469575058668852,
-0.0074262917041778564,
0.011651908047497272,
0.0059010060504078865,
-0.01032041385769844,
-0.003875922178849578,
-0.007180573418736458,
0.0338592529296875,
-0.058345310389995575,
0.033970754593610764,
0.03831871226429939,
-0.01631830260157585,
0.011302138678729534,
0.02671896293759346,
0.014932355843484402,
-0.04083504527807236,
-0.023493921384215355,
-0.024612752720713615,
0.0641394630074501,
-0.03721531853079796,
-0.03747599944472313,
-0.021628065034747124,
-0.02522502839565277,
0.0028188435826450586,
-0.04342273995280266,
-0.031233038753271103,
0.01092896331101656,
0.018368180841207504,
-0.037897657603025436,
-0.006252690218389034,
-0.012710407376289368,
-0.003224391723051667,
0.017905285581946373,
0.007887027226388454,
0.019171735271811485,
-0.04345254227519035,
-0.04965807870030403,
-0.009231806732714176,
0.024533547461032867,
0.06408671289682388,
-0.010263067670166492,
-0.017691582441329956,
-0.029354358091950417,
0.001171422773040831,
-0.04785684868693352,
0.037882979959249496,
0.022710567340254784,
0.029598837718367577,
-0.01218100544065237,
-0.04008341580629349,
-0.01565295271575451,
-0.015442791394889355,
-0.03538837656378746,
-0.008307602256536484,
0.020748307928442955,
-0.012276623398065567,
-0.043400879949331284,
0.01861175149679184,
0.06858673691749573,
0.03152923285961151,
-0.04139169305562973,
0.017925690859556198,
0.09291298687458038,
0.028628667816519737,
-0.05291259288787842,
-0.06436417251825333,
-0.024425944313406944,
-0.02275809831917286,
0.02732917293906212,
-0.009487036615610123,
0.028758706524968147,
0.031450942158699036,
0.021058784797787666,
0.029529431834816933,
0.024079931899905205,
-0.013813800178468227,
-0.02184172347187996,
-0.022316675633192062,
-0.061124734580516815,
-0.013408755883574486,
0.04181969165802002,
0.03762079402804375,
-0.026835070922970772,
-0.011420703493058681,
-0.010379131883382797,
-0.00730068190023303,
-0.003369048237800598,
-0.02045835368335247,
-0.002378234174102545,
-0.02399119734764099,
0.004922677297145128,
0.01272643357515335,
-0.009542648680508137,
-0.03523041680455208,
-0.002041569910943508,
-0.0042333840392529964,
0.010118708945810795,
0.012688862159848213,
-0.00815479177981615,
-0.02832445316016674,
-0.01149079017341137,
0.037793759256601334,
0.027928398922085762,
-0.010286876931786537,
-0.006779640447348356,
0.0018890781793743372,
0.019980810582637787,
0.03900877758860588,
0.04846984148025513,
-0.017207089811563492,
0.00003462185486569069,
0.012492431327700615,
-0.03399031609296799,
-0.04060113802552223,
0.04588516801595688,
0.010434973053634167,
0.016045859083533287,
0.022197499871253967,
0.008148298598825932,
-0.054987963289022446,
0.03807685524225235,
-0.018220778554677963,
-0.018882794305682182,
-0.04302119091153145,
0.045258551836013794,
0.003180001163855195,
-0.01620766893029213,
0.019037770107388496,
0.01780933514237404,
-0.00906185433268547,
0.026262536644935608,
0.05680380016565323,
-0.019518418237566948,
-0.0383572056889534,
-0.03446699306368828,
-0.00168409978505224,
-0.004203603137284517,
-0.0429757796227932,
0.004181173630058765,
0.0189967043697834,
0.033326923847198486,
-0.024338213726878166,
0.02255953848361969,
0.011073625646531582,
0.02148975245654583,
-0.04319444298744202,
-0.05696476995944977,
0.0362461656332016,
0.02838831953704357,
0.0474415197968483,
-0.06452362984418869,
0.03219747915863991,
0.03446190804243088,
-0.06891212612390518,
0.007690848782658577,
0.017742488533258438,
-0.009275639429688454,
-0.06081121787428856,
0.002878752304241061,
-0.03810106962919235,
-0.03176948428153992,
-0.005554491654038429,
0.03764494135975838,
-0.007602054625749588,
0.04853587970137596,
-0.0025350109208375216,
-0.004403598606586456,
0.01034850999712944,
0.003449608338996768,
-0.0020587712060660124,
-0.055280253291130066,
0.04482833296060562,
-0.02574148029088974,
-0.024670017883181572,
0.031590670347213745,
0.021238384768366814,
0.0112681295722723,
0.023292111232876778,
0.037787433713674545,
0.022159462794661522,
0.02528126910328865,
0.031379349529743195,
-0.0054295421577990055,
-0.0394708588719368,
0.017248976975679398,
0.01328274141997099,
0.02122613601386547,
-0.0017553947400301695,
-0.028891252353787422,
-0.005018905736505985,
0.015011744573712349,
-0.02902963198721409,
-0.015061937272548676,
-0.011686556972563267,
-0.009535247460007668,
0.03888968005776405,
0.025914844125509262,
0.0035101172979921103,
-0.033754535019397736,
0.030294114723801613,
-0.06991823017597198,
-0.0006324299611151218,
0.014638697728514671,
0.033478327095508575,
-0.04200821369886398,
0.012501622550189495,
-0.05288558453321457,
-0.05300448462367058,
0.03493807092308998,
0.01710413210093975,
0.0070156194269657135,
-0.0812685415148735,
-0.04132051765918732,
-0.030043944716453552,
-0.024339810013771057,
-0.03046349063515663,
-0.021209141239523888,
-0.008495435118675232,
0.013903497718274593,
0.012798961251974106,
0.03488386422395706,
-0.016497384756803513,
-0.011856078170239925,
0.03082404099404812,
-0.05807536840438843,
0.05447402596473694,
0.02925020270049572,
-0.01567762903869152,
-0.035057295113801956,
0.022821566089987755,
-0.0549495667219162,
0.005916121881455183,
0.03832414746284485,
-0.011444689705967903,
0.04400317743420601,
0.026058916002511978,
0.02213183604180813,
0.006316320039331913,
-0.05923980474472046,
0.07548394799232483,
0.0018825038569048047,
-0.029850712046027184,
-0.014718866907060146,
0.008035104721784592,
0.01628134958446026,
-0.02545843832194805,
0.02051866613328457,
-0.017251543700695038,
-0.01812548004090786,
0.01287421677261591,
0.012345483526587486,
0.03604341670870781,
0.042504359036684036,
0.028339095413684845,
-0.01663949154317379,
0.010369769297540188,
0.035841815173625946,
0.01810343563556671,
-0.044711507856845856,
-0.05594347417354584,
0.012616833671927452,
0.008822607807815075,
-0.016734885051846504,
0.025984616950154305,
0.0027659484185278416,
-0.016165941953659058,
-0.006993159186094999,
0.02543884702026844,
0.0006682425155304372,
0.048360444605350494,
-0.01602710224688053,
0.0008334243320859969,
-0.01460159383714199,
0.035418570041656494,
0.02005574479699135,
0.04211707413196564,
-0.00306233880110085,
-0.009108982980251312,
0.005177475046366453,
-0.0035977549850940704,
0.017765948548913002,
-0.027885649353265762,
0.01596493273973465,
0.03556617349386215,
0.018909720703959465,
0.0013718485133722425,
-0.005626507569104433,
0.016884518787264824,
-0.0025751336943358183,
-0.013404952362179756,
0.03311178833246231,
0.02112826518714428,
0.012154554948210716,
-0.03178394213318825,
0.015226547606289387,
0.060409124940633774,
-0.027797028422355652,
0.01564452424645424,
-0.013976920396089554,
0.025129782035946846,
-0.03978433832526207,
-0.023457197472453117,
0.032294243574142456,
-0.010609341785311699,
0.0002970827044919133,
0.004955239128321409,
-0.024684486910700798,
-0.014170832931995392,
0.030774779617786407,
-0.010328141041100025,
0.0015339147066697478,
0.0019363290630280972,
-0.026483586058020592,
0.016681024804711342,
0.01592004857957363,
-0.018665922805666924,
-0.01038456056267023,
0.012769384309649467,
0.02631251886487007,
0.025786299258470535,
-0.025835709646344185,
-0.04308151826262474,
-0.00644919415935874,
0.05575450509786606,
-0.0037892782129347324,
-0.05132484808564186,
-0.010799375362694263,
0.017058134078979492,
-0.005835700314491987,
-0.013587964698672295
] |
<blockquote>
<p><strong>Possible Duplicate:</strong><br>
<a href="http://stats.stackexchange.com/questions/12386/machine-learning-cookbook-reference-card-cheatsheet">Machine learning cookbook / reference card / cheatsheet?</a> </p>
</blockquote>
<p>I wonder if there is a good self-learning textbook for machine learning? I am particularly looking for those in application-level, not so much theoretical. I wouldn't mind a math-heavy book, as long as you guys think it is suitable for self-learning. </p>
<p>Thanks! </p> | 49,363 | [
-0.03599616512656212,
-0.039642322808504105,
0.00691792881116271,
0.01415430661290884,
0.00992538407444954,
-0.001074697938747704,
0.009221913293004036,
-0.011803473345935345,
-0.006817415822297335,
-0.029340039938688278,
0.038216281682252884,
0.042843930423259735,
0.025051012635231018,
0.00892204325646162,
-0.0017562274588271976,
0.0010577363427728415,
-0.04223134368658066,
-0.005206585396081209,
-0.005447403993457556,
0.04467392340302467,
0.001992295728996396,
0.012866630218923092,
0.025844277814030647,
0.004084911663085222,
-0.034225817769765854,
0.021315598860383034,
-0.00847668293863535,
-0.013268038630485535,
0.0032061997335404158,
0.034956734627485275,
-0.0509200245141983,
0.001235349802300334,
0.017702288925647736,
0.05225704237818718,
0.014568330720067024,
-0.002870395313948393,
0.001202738145366311,
-0.025418538600206375,
-0.02498915046453476,
0.02610662579536438,
-0.005088668316602707,
-0.045535728335380554,
-0.012129870243370533,
0.059371549636125565,
-0.02240404486656189,
0.01885775849223137,
-0.00987155456095934,
-0.02703995257616043,
0.0037293462082743645,
-0.03829377517104149,
0.08274492621421814,
-0.001860600197687745,
0.019710993394255638,
0.05370478332042694,
0.019265882670879364,
-0.008919285610318184,
0.034680213779211044,
0.0628555491566658,
-0.012217795476317406,
-0.03704608231782913,
-0.020129026845097542,
-0.04643912613391876,
-0.008056779392063618,
-0.015400982461869717,
-0.04575309529900551,
0.01940598152577877,
-0.017144324257969856,
0.002005776623263955,
0.0098149124532938,
-0.026962867006659508,
0.016042102128267288,
0.03753754496574402,
0.01309643778949976,
0.008140172809362411,
-0.050221577286720276,
0.010054577142000198,
-0.02004162222146988,
0.03392144292593002,
0.040144484490156174,
0.022979818284511566,
0.014974365010857582,
0.011041967198252678,
-0.009779275394976139,
0.015083321370184422,
0.04061148315668106,
-0.019044656306505203,
0.06969186663627625,
0.029575655236840248,
-0.01084849052131176,
0.005802009254693985,
-0.0037369763012975454,
-0.018758216872811317,
-0.02593648061156273,
-0.03712407499551773,
-0.03389772027730942,
0.062005434185266495,
-0.02302815206348896,
0.02424142137169838,
-0.00009973195847123861,
-0.033633679151535034,
-0.0038974827621132135,
-0.020793823525309563,
-0.026734741404652596,
0.0673387348651886,
-0.044120702892541885,
-0.023643774911761284,
-0.015012416988611221,
0.02582523040473461,
0.002472973195835948,
-0.002147361868992448,
-0.014834485948085785,
0.006730769760906696,
0.0030779573135077953,
-0.0145970918238163,
0.03145703673362732,
-0.0001660359266679734,
0.010310103185474873,
-0.0043448228389024734,
0.016467424109578133,
0.07887296378612518,
0.032098688185214996,
-0.04287930205464363,
0.04303470999002457,
-0.02303873561322689,
-0.06671677529811859,
0.014247056096792221,
0.018456682562828064,
-0.017239514738321304,
-0.026733247563242912,
0.027230462059378624,
-0.040468014776706696,
-0.03059670887887478,
0.021880796179175377,
0.03607643395662308,
0.029139209538698196,
0.006580587010830641,
-0.053928110748529434,
-0.05439905822277069,
0.04924508556723595,
-0.06618931889533997,
0.004213100764900446,
-0.011163966730237007,
0.04509853199124336,
0.03446356952190399,
0.0283628161996603,
0.04507383704185486,
0.04766460135579109,
0.022212214767932892,
0.021303987130522728,
-0.01101052388548851,
-0.04992618411779404,
-0.006734571419656277,
-0.02989385277032852,
0.014530355110764503,
-0.0016428522067144513,
-0.0430557057261467,
0.06128773093223572,
0.029428351670503616,
0.014077341184020042,
-0.0049722082912921906,
0.02748100273311138,
0.0017538972897455096,
-0.0059701865538954735,
-0.009561574086546898,
-0.022633137181401253,
-0.024726105853915215,
0.07951893657445908,
0.014687730930745602,
0.060008805245161057,
-0.006012704223394394,
-0.03447393327951431,
-0.01691981963813305,
0.012802437879145145,
0.015415693633258343,
0.057563237845897675,
-0.0027511720545589924,
-0.02644765004515648,
0.008963051252067089,
0.021647727116942406,
0.013534723781049252,
-0.03285520151257515,
-0.0610610768198967,
-0.012952303513884544,
0.005342253018170595,
-0.005474438890814781,
0.04138936102390289,
0.011032155714929104,
-0.00929287914186716,
0.03291602060198784,
-0.05138510465621948,
-0.01978098787367344,
-0.07374472171068192,
0.021361542865633965,
-0.055832672864198685,
0.0029052156023681164,
0.015287283807992935,
0.002331189811229706,
0.0026080929674208164,
-0.020695539191365242,
-0.022272922098636627,
-0.04049716889858246,
0.009860468097031116,
0.03040655516088009,
-0.03653188422322273,
-0.007278823759406805,
0.04502025246620178,
0.006766383070498705,
-0.032127879559993744,
0.03426697105169296,
-0.04701494798064232,
-0.04277839884161949,
0.03655148670077324,
-0.012730364687740803,
0.02325417287647724,
-0.04241508990526199,
0.00566070806235075,
0.027907149866223335,
0.0073151737451553345,
-0.039133429527282715,
0.006070271600037813,
-0.06362081319093704,
0.04910450428724289,
0.010493420995771885,
0.0424388088285923,
0.03828077018260956,
-0.005157741252332926,
-0.010139571502804756,
0.028105739504098892,
-0.019286412745714188,
0.03222482278943062,
-0.04407114535570145,
-0.015050726942718029,
0.04984269663691521,
0.01731739565730095,
-0.03977426514029503,
0.024737199768424034,
0.040663570165634155,
0.05568283051252365,
0.012003366835415363,
-0.012508153915405273,
-0.03396276384592056,
-0.018519127741456032,
0.011035245843231678,
0.005047672428190708,
-0.012088271789252758,
0.02519008331000805,
0.004091466311365366,
0.016118871048092842,
0.01763666234910488,
0.06848868727684021,
-0.018209492787718773,
0.015232241712510586,
-0.02519860491156578,
-0.04826415330171585,
0.015589856542646885,
-0.04045923054218292,
0.020811064168810844,
-0.017862308770418167,
-0.018394049257040024,
0.0077239214442670345,
-0.00143377052154392,
0.03698336333036423,
-0.020035218447446823,
-0.045252714306116104,
-0.0031512679997831583,
0.02948945388197899,
-0.026298481971025467,
0.01838710531592369,
0.024824563413858414,
-0.07941265404224396,
0.03615625947713852,
0.0006944098859094083,
0.00014400220243260264,
-0.00609277468174696,
-0.0029202071018517017,
-0.0211698766797781,
-0.04073260724544525,
-0.013786548748612404,
-0.002275860635563731,
0.014893513172864914,
0.02790629118680954,
0.0031892466358840466,
0.03177141398191452,
-0.015212262980639935,
-0.049389902502298355,
0.005523512605577707,
-0.0043137469328939915,
-0.04051085188984871,
0.06199885532259941,
0.03561636060476303,
-0.028422027826309204,
0.0023177778348326683,
-0.004039707127958536,
-0.06820187717676163,
-0.013613918796181679,
-0.025957413017749786,
0.004481648560613394,
-0.01451356615871191,
-0.007119244430214167,
0.007913387380540371,
-0.009315483272075653,
-0.05625944584608078,
0.0020021055825054646,
-0.031089002266526222,
-0.03783745318651199,
-0.027207577601075172,
0.011135823093354702,
0.017408207058906555,
-0.004202079027891159,
-0.02886008843779564,
0.03164080157876015,
-0.02492842823266983,
-0.0009611298446543515,
-0.06899399310350418,
-0.035394128412008286,
-0.008228877559304237,
0.004859404172748327,
0.024593252688646317,
0.041883815079927444,
-0.004591285716742277,
0.04962347820401192,
0.013342897407710552,
-0.05550176650285721,
-0.04206160083413124,
-0.016111373901367188,
0.00274009071290493,
-0.03781669959425926,
0.008934946730732918,
-0.005865034181624651,
0.021765580400824547,
-0.037593476474285126,
-0.001055399072356522,
0.00706253619864583,
0.06625661998987198,
-0.0027667111717164516,
0.013924681581556797,
0.03313521295785904,
0.006297822576016188,
-0.01869591698050499,
0.02418036200106144,
0.02958790771663189,
-0.029842477291822433,
0.004702547565102577,
0.011490306816995144,
0.011573362164199352,
0.024885477498173714,
-0.022507518529891968,
0.05626839026808739,
-0.03957243636250496,
0.0029615426901727915,
-0.06759786605834961,
0.043849289417266846,
-0.011865007691085339,
0.0005028654704801738,
0.0113029470667243,
0.00045537587720900774,
0.001999562606215477,
-0.019459888339042664,
0.048496972769498825,
0.04613419249653816,
0.0025782629381865263,
-0.029482401907444,
-0.010895970277488232,
-0.018184687942266464,
-0.012799757532775402,
0.0018102193716913462,
-0.025545218959450722,
0.015745047479867935,
0.06337457150220871,
0.05248340964317322,
0.018336893990635872,
0.026365427300333977,
-0.06028677150607109,
0.022700512781739235,
-0.08393801003694534,
-0.013966680504381657,
-0.03515245392918587,
0.06538819521665573,
-0.020192740485072136,
0.03598769009113312,
0.01819247379899025,
-0.0029602255672216415,
0.026340296491980553,
0.00025839079171419144,
-0.102984219789505,
0.010662882588803768,
-0.030542833730578423,
-0.004849094431847334,
0.01651933789253235,
-0.007619157433509827,
0.035331808030605316,
-0.004637791775166988,
0.02920992486178875,
-0.014177805744111538,
0.017697513103485107,
-0.013979420065879822,
0.02661324292421341,
-0.029186008498072624,
-0.011896498501300812,
0.0008592642261646688,
0.006252413149923086,
0.033327147364616394,
-0.019260354340076447,
0.01049071829766035,
0.03728099912405014,
-0.01756519265472889,
-0.032534606754779816,
-0.03263573721051216,
0.0019262975547462702,
-0.0188067015260458,
0.02289935201406479,
0.0356372632086277,
0.04661897197365761,
-0.014724686741828918,
0.006262120790779591,
0.021425552666187286,
0.0300097968429327,
0.0005294551374390721,
-0.03847089782357216,
-0.01336727850139141,
-0.06123659759759903,
-0.03960997983813286,
0.03633866459131241,
0.027895746752619743,
0.006782869808375835,
0.011002207174897194,
0.04393719881772995,
0.02205546386539936,
-0.08888527750968933,
0.023765208199620247,
0.034125447273254395,
-0.029085103422403336,
-0.021198725327849388,
-0.01334816962480545,
0.007475270424038172,
-0.03414956107735634,
0.013537797145545483,
0.03802027553319931,
-0.0008675626595504582,
-0.014437476173043251,
-0.009330610744655132,
-0.02228410355746746,
0.018109118565917015,
-0.009249912574887276,
-0.016905061900615692,
0.05096862092614174,
0.08028499782085419,
-0.01852949522435665,
-0.014779092743992805,
-0.0068243020214140415,
0.05208517611026764,
0.05924351140856743,
0.001051970524713397,
-0.031198350712656975,
-0.08739730715751648,
-0.00400685565546155,
0.06136079877614975,
0.06576372683048248,
-0.06097148358821869,
0.02746627666056156,
-0.052667777985334396,
-0.05380026251077652,
0.04531656578183174,
-0.018804945051670074,
0.04286840185523033,
-0.042168114334344864,
-0.005020373500883579,
-0.01949857920408249,
-0.003469783579930663,
-0.031807124614715576,
0.007236537057906389,
0.02774467132985592,
0.05138677731156349,
-0.034363314509391785,
-0.024786509573459625,
-0.03438957780599594,
-0.015493916347622871,
0.0012345672585070133,
0.07546930015087128,
-0.02113913930952549,
0.020053215324878693,
0.005368254613131285,
0.01610913872718811,
-0.013123027980327606,
-0.0580533929169178,
-0.017563581466674805,
0.010289226658642292,
-0.006436297204345465,
0.012531728483736515,
-0.010312190279364586,
-0.09485822170972824,
0.03015005961060524,
0.021967748180031776,
-0.05809873715043068,
-0.025573955848813057,
-0.02696552500128746,
-0.017789997160434723,
0.01703372411429882,
0.0008820625371299684,
0.06272217631340027,
0.016985764726996422,
-0.005259539932012558,
0.029727671295404434,
-0.0012192841386422515,
0.028039632365107536,
-0.04111912474036217,
-0.04611605778336525,
-0.03519885614514351,
-0.05167531222105026,
-0.06020854413509369,
0.023447463288903236,
-0.013321666046977043,
0.019284358248114586,
-0.05721868574619293,
-0.01765773817896843,
0.005798388738185167,
0.052143871784210205,
0.009954621084034443,
0.0037259934470057487,
0.039425551891326904,
0.028831537812948227,
-0.016075102612376213,
0.009033124893903732,
0.030518002808094025,
-0.02538396418094635,
-0.0071637569926679134,
0.0021783916745334864,
-0.03048313967883587,
0.00039319833740592003,
-0.07436322420835495,
-0.02986302226781845,
-0.007420786190778017,
-0.017193088307976723,
0.06138446927070618,
0.021669162437319756,
0.028411244973540306,
-0.0015275831101462245,
-0.07174448668956757,
-0.013491651974618435,
-0.0014289695536717772,
0.03003871627151966,
0.02111506648361683,
-0.02982378751039505,
-0.001854010857641697,
0.0014231828972697258,
-0.03476311266422272,
-0.06190582364797592,
-0.03795669972896576,
-0.014914961531758308,
0.0029810238629579544,
-0.06292176246643066,
-0.04185101389884949,
0.0481693409383297,
0.0048746271058917046,
-0.037443116307258606,
-0.037474147975444794,
0.04804874211549759,
0.0057168640196323395,
0.004814760759472847,
0.0104594761505723,
-0.01750122755765915,
0.029055166989564896,
0.03963939845561981,
0.01012159138917923,
-0.020114082843065262,
-0.025515753775835037,
-0.01832534372806549,
-0.0109561150893569,
0.018404362723231316,
-0.016859423369169235,
0.0005381929222494364,
-0.04191390052437782,
0.028791295364499092,
0.06606484204530716,
-0.03111734427511692,
0.02059713378548622,
0.012095430865883827,
0.003293282352387905,
-0.04944080486893654,
-0.028635872527956963,
0.002001183805987239,
0.01976378634572029,
0.01043104287236929,
-0.007356587331742048,
-0.008622861467301846,
-0.008308502845466137,
0.007685230579227209,
0.008669130504131317,
0.004591509699821472,
0.008570583537220955,
0.012148155830800533,
0.06458623707294464,
-0.0330975167453289,
0.017961909994482994,
-0.004036808852106333,
-0.019106535241007805,
0.035334788262844086,
-0.009322099387645721,
0.021149571985006332,
0.026814648881554604,
-0.006269358564168215,
-0.04038528352975845,
-0.03397300839424133,
-0.03819803148508072,
0.002257579704746604,
0.053912453353405,
0.019648322835564613,
0.03028380312025547,
0.03379497677087784,
-0.005730728153139353,
0.012102807871997356,
-0.02290314808487892,
-0.02245238423347473,
0.013190504163503647,
0.02701588347554207,
0.053710054606199265,
-0.002521676477044821,
0.01664656214416027,
0.036359790712594986,
0.014215822331607342,
0.019995996728539467,
0.033827025443315506,
0.017725512385368347,
0.02907642535865307,
0.04719306528568268,
-0.06392902880907059,
-0.03156881779432297,
0.053057048469781876,
-0.06719402968883514,
0.0004341891035437584,
-0.025145217776298523,
-0.02036955952644348,
0.04412616416811943,
0.024543384090065956,
0.03191402554512024,
-0.02906961739063263,
-0.015530736185610294,
-0.04192844778299332,
0.03242283686995506,
0.009452342987060547,
0.026063097640872,
0.021640926599502563,
0.020328564569354057,
-0.0017249315278604627,
-0.01886126585304737,
0.025286855176091194,
-0.01008343230932951,
-0.08742764592170715,
-0.031031077727675438,
0.011439495719969273,
-0.03797518461942673,
0.018480807542800903,
0.013953479938209057,
-0.05327347666025162,
0.02591763809323311,
-0.04309092089533806,
0.05142154172062874,
0.03020569495856762,
0.04088886082172394,
-0.01805661804974079,
0.03935658931732178,
-0.03945865109562874,
0.009439011104404926,
-0.003575533628463745,
-0.030216442421078682,
0.11293064057826996,
0.0728399008512497,
0.02537422440946102,
-0.13150939345359802,
0.014314595609903336,
-0.003627221565693617,
-0.0136302774772048,
-0.05128218233585358,
-0.008625454269349575,
0.013763092458248138,
0.008123653940856457,
0.024114735424518585,
0.041975945234298706,
-0.004807724617421627,
-0.01301583182066679,
0.030597776174545288,
0.00327809969894588,
-0.003111894940957427,
-0.01361740194261074,
0.0045262291096150875,
0.0028503630310297012,
0.0003087512741331011,
-0.05524168536067009,
0.007124247960746288,
0.00884793046861887,
-0.01439425628632307,
-0.027815327048301697,
-0.03103860281407833,
0.024115657433867455,
0.014728954061865807,
0.009103291667997837,
-0.037698473781347275,
-0.005098547320812941,
0.03440980240702629,
0.024013929069042206,
-0.009225782938301563,
-0.010389292612671852,
-0.003991186618804932,
0.03632402420043945,
0.009915581904351711,
0.04403628781437874,
-0.014861762523651123,
0.017800772562623024,
0.0030104322358965874,
-0.056947026401758194,
-0.03613153472542763,
-0.05964191257953644,
0.025776907801628113,
-0.032300543040037155,
-0.011175062507390976,
-0.0031607262790203094,
0.020989613607525826,
0.013440337963402271,
-0.022842152044177055,
0.009753976948559284,
0.02186090685427189,
0.05643632262945175,
-0.012385397218167782,
-0.029290704056620598,
-0.03211809694766998,
0.024037033319473267,
-0.01688225567340851,
0.009761706925928593,
0.01398357655853033,
-0.04137888550758362,
-0.014030518010258675,
-0.033402711153030396,
0.003531498135998845,
0.0516621395945549,
0.014508250169456005,
-0.0005344814853742719,
-0.012751269154250622,
0.003973622340708971,
-0.019176004454493523,
0.036304593086242676,
-0.015957072377204895,
0.043505143374204636,
0.005502892192453146,
-0.0010290245991200209,
0.026095803827047348,
-0.061157066375017166,
0.025354579091072083,
-0.02656356245279312,
0.01674804463982582,
-0.026722172275185585,
0.0017536693485453725,
0.012699476443231106,
0.03932745009660721,
0.055715885013341904,
0.018303116783499718,
0.02192818559706211,
0.01522284746170044,
-0.004519096575677395,
-0.029326800256967545,
-0.01230703853070736,
-0.019320663064718246,
-0.04561007767915726,
0.01815982162952423,
0.00042217844747938216,
0.06071991100907326,
0.056554198265075684,
0.0250942874699831,
0.006031467113643885,
-0.0200762040913105,
-0.0024084895849227905,
0.01019289530813694,
-0.006053331773728132,
-0.037813205271959305,
-0.02638472057878971,
0.029109837487339973,
0.005981222726404667,
-0.0316515676677227,
-0.04439385607838631,
-0.0042200954630970955,
0.0026791677810251713,
-0.001982213230803609,
0.03878961130976677,
-0.04296024516224861,
0.026643870398402214,
0.020506519824266434,
0.007447036448866129,
-0.006875405553728342,
0.0005618315190076828,
-0.034226395189762115,
-0.020070480182766914,
0.011816897429525852,
-0.039460863918066025,
-0.012684253044426441,
0.011578919366002083,
-0.0066637336276471615,
0.04149662330746651,
0.019986078143119812,
0.00197666697204113,
0.01226730551570654,
0.026225974783301353,
0.018601302057504654,
-0.04563938453793526,
0.05413517728447914,
-0.05343876779079437,
0.029981549829244614,
0.05557256564497948,
-0.059326302260160446,
-0.0516725555062294,
0.017993643879890442,
-0.008439759723842144,
0.037749066948890686,
0.01338336430490017,
-0.004664015024900436,
0.013456025160849094,
0.04027023911476135,
-0.006268757861107588,
-0.0010721137514337897,
-0.00946025550365448,
0.006668797694146633,
0.0016889461548998952,
0.02746405266225338,
0.02361306920647621,
-0.01053618360310793,
-0.021914446726441383,
-0.0020481206011027098,
0.04872964695096016,
0.06336531043052673,
-0.018643351271748543,
0.04133845865726471,
-0.004830340854823589,
0.009595494717359543,
-0.012415681965649128,
0.018137803301215172,
0.029847748577594757,
0.009275315329432487,
0.004321083426475525,
0.039809852838516235,
0.010740240104496479,
-0.006158534903079271,
-0.11546783149242401,
-0.005323969293385744,
0.029655614867806435,
0.04753006249666214,
0.014300658367574215,
-0.057995088398456573,
0.018344949930906296,
0.04133144021034241,
-0.05331768840551376,
0.030011199414730072,
0.008977922610938549,
-0.02957196533679962,
-0.013894758187234402,
-0.00005517456156667322,
0.00884597934782505,
0.006394796539098024,
0.028774451464414597,
0.03113057091832161,
0.03890763968229294,
0.023198073729872704,
-0.023878563195466995,
-0.033213090151548386,
-0.028042545542120934,
0.03222627565264702,
-0.003397605614736676,
-0.06216108053922653,
0.01310604065656662,
-0.021393712610006332,
-0.05703617259860039,
0.01737418957054615,
-0.02758605033159256,
0.042857393622398376,
0.029384709894657135,
0.034846775233745575,
-0.01980774663388729,
0.05706790089607239,
0.04635018855333328,
-0.008439567871391773,
0.03246421739459038,
-0.0019927704706788063,
0.00014897235087119043,
0.01724267192184925,
-0.018578125163912773,
0.017727136611938477,
0.004056223668158054,
-0.01607537642121315,
-0.056225866079330444,
0.0391523502767086,
-0.005965137854218483,
-0.04731500521302223,
-0.0021641873754560947,
0.004647170193493366,
0.009897029027342796,
-0.038520678877830505,
-0.0003397589025553316,
-0.04871061071753502,
0.018216677010059357,
0.030751118436455727,
0.006917033810168505,
0.005391637794673443,
0.005351410713046789,
0.018594974651932716,
-0.025215333327651024,
0.028652353212237358,
0.03278714418411255,
-0.000525454233866185,
-0.035680439323186874,
0.017512746155261993,
0.03962778300046921,
0.0172838494181633,
-0.03369072824716568,
0.004423648118972778,
0.006453839596360922,
0.02659860998392105,
-0.002635156037285924,
0.029314646497368813,
0.03611917421221733,
-0.017501231282949448,
0.0029232827946543694,
-0.04728013649582863,
0.037431441247463226,
0.02464323118329048,
0.0028931093402206898,
-0.015338647179305553,
0.004036298021674156,
-0.00225210003554821,
-0.021298060193657875,
0.044880371540784836,
-0.01661779172718525,
0.017052482813596725,
-0.04007251560688019,
0.028974412009119987,
0.018398171290755272,
-0.01712549664080143,
0.04052005335688591,
-0.013708512298762798,
-0.021295538172125816,
-0.012407861649990082,
-0.015271473675966263,
-0.0005139237619005144,
-0.00007514902972616255,
0.00943334773182869,
0.0218304842710495,
-0.018805380910634995,
0.01162208616733551,
0.013276170007884502,
0.028613226488232613,
0.0511128231883049,
0.02835865318775177,
0.03369779884815216,
-0.009963041171431541,
0.0016124757239595056,
0.05517541244626045,
-0.031076133251190186,
-0.039273593574762344,
-0.009670303203165531,
-0.02009953372180462,
-0.04214579239487648,
-0.004465815145522356,
0.03455715626478195,
0.01656135730445385,
-0.05259193480014801,
0.017586590722203255,
0.0548124834895134,
-0.0033171188551932573,
-0.0033105805050581694,
0.005131857004016638,
0.008511642925441265,
0.06388387084007263,
0.009689053520560265,
-0.0013353587128221989,
0.017924435436725616,
-0.020773565396666527,
-0.008796319365501404,
-0.008672378957271576,
0.038149137049913406,
-0.0012907839845865965,
0.04440554603934288,
0.035375867038965225,
0.011129163205623627,
0.00012227018305566162,
-0.025923240929841995,
0.022566938772797585,
-0.015609105117619038,
-0.011237130500376225,
0.01293942704796791,
-0.011178703978657722,
-0.019984688609838486,
0.008126833476126194,
-0.0034885676577687263,
0.06969423592090607,
-0.035577911883592606,
0.022491304203867912,
-0.03364219516515732,
-0.0005753947771154344,
-0.04233353212475777,
-0.001631624181754887,
-0.018306370824575424,
0.03327682614326477,
0.009246783331036568,
0.03401739150285721,
0.043875277042388916,
-0.010194974951446056,
0.038840293884277344,
-0.017429379746317863,
0.04101723060011864,
-0.002424143021926284,
0.004775774199515581,
-0.037875737994909286,
-0.007663256023079157,
-0.017060816287994385,
-0.00738239660859108,
0.027894752100110054,
0.05024513602256775,
0.026061395183205605,
-0.0283720251172781,
-0.0001482918596593663,
-0.02478802762925625,
0.03969445079565048,
-0.08779758960008621,
0.027085574343800545,
-0.05755271390080452,
-0.015476374886929989,
-0.027222832664847374,
-0.00108764274045825
] |
<p>I have a database of users with a field of the last time they logged in. Would this kind of data be considered "censored", and if so is there anything I can do with it beyond a histogram/density of how many people logged in within the last month, two months, etc? (To be clear: I only know the last time they logged in, so they could have logged in every day for years, up until a week ago, and all I know is they haven't logged in since last week.)</p>
<p>It feels to me that this is censored data, but in a reverse sort of way from the definitions I read online. But perhaps this is just left-censored data? Or is this some kind of logit problem?</p>
<p>For now, all I'm able to say is the percentage of users who have logged in during the last month, two months, etc, but I know people will want to hear more than that, and I also fear that it's easy to misinterpret what this data means. (It feels very particular, like explaining a confidence interval.) Ultimately, I may have to (manually) dump the data on a weekly basis to be able to take it any farther.</p>
<p>Any references appreciated.</p> | 35,775 | [
-0.052431076765060425,
-0.03915437310934067,
0.03357087820768356,
0.020029155537486076,
0.029749663546681404,
0.011468928307294846,
0.0029001731891185045,
-0.019483311101794243,
-0.01543383952230215,
-0.01818750612437725,
0.023025861009955406,
0.03520263731479645,
0.01196974702179432,
0.04328051581978798,
0.05005502328276634,
-0.004668631125241518,
-0.019594063982367516,
0.005967732518911362,
0.0024925183970481157,
-0.004083414562046528,
-0.00814987625926733,
0.0413612462580204,
-0.0342821329832077,
-0.003906845115125179,
-0.056446485221385956,
0.006039976608008146,
-0.007714003324508667,
-0.014234648086130619,
0.030529707670211792,
0.07707659155130386,
-0.009045302867889404,
-0.05140257626771927,
0.013604730367660522,
0.01944033056497574,
0.02915251813828945,
0.0032880038488656282,
-0.05491607263684273,
-0.03602548688650131,
-0.0024296899791806936,
0.043151430785655975,
-0.042181842029094696,
-0.019569039344787598,
-0.009825924411416054,
0.03284779563546181,
-0.02217271365225315,
-0.017394764348864555,
-0.016735011711716652,
0.0028675186913460493,
0.03831399232149124,
-0.024230822920799255,
0.07488951086997986,
-0.03552533686161041,
0.04880737513303757,
-0.0028479304164648056,
-0.014466045424342155,
0.0196228064596653,
0.04408134147524834,
0.06644823402166367,
0.0015772375045344234,
-0.05995224788784981,
-0.02286149188876152,
-0.018431132659316063,
-0.015365490689873695,
0.013074875809252262,
-0.008680650033056736,
0.0356934554874897,
-0.01795513741672039,
-0.020982107147574425,
0.03599705547094345,
-0.01377679780125618,
0.01878477819263935,
0.019973790273070335,
0.04044567048549652,
0.012941768392920494,
0.021143194288015366,
-0.047989245504140854,
0.016665834933519363,
0.011035832576453686,
0.0285427737981081,
0.0010567994322627783,
-0.014872642233967781,
0.008840035647153854,
0.03670499473810196,
0.03203165531158447,
0.001410092692822218,
0.01339326985180378,
0.09669598191976547,
-0.07165922224521637,
0.013421781361103058,
0.025687910616397858,
-0.04971984773874283,
-0.018035419285297394,
-0.009045816026628017,
0.02390418015420437,
-0.0901789516210556,
0.03486521169543266,
-0.004111928399652243,
0.0483044795691967,
-0.013125363737344742,
-0.003418007865548134,
0.003327859565615654,
-0.022178571671247482,
0.012061618268489838,
0.0156815554946661,
-0.04793119430541992,
-0.007200399413704872,
-0.02385660447180271,
-0.008183561265468597,
-0.022608648985624313,
-0.04382017254829407,
-0.029459601268172264,
0.010361354798078537,
0.03806367143988609,
0.016832659021019936,
0.025695959106087685,
0.00598863884806633,
-0.017769115045666695,
-0.029184238985180855,
0.04924611374735832,
0.03192487731575966,
0.03765300288796425,
-0.020060621201992035,
0.028077419847249985,
-0.03813287243247032,
-0.058139290660619736,
0.026695920154452324,
0.011121449060738087,
-0.0267972182482481,
-0.06844282150268555,
0.0380379781126976,
-0.024836784228682518,
-0.06148137152194977,
0.06026738882064819,
-0.01015622541308403,
0.045045603066682816,
0.0036106903571635485,
-0.09086349606513977,
-0.05815054848790169,
0.041220106184482574,
0.010993987321853638,
-0.009388105943799019,
-0.06949708610773087,
0.015301608480513096,
0.014088883996009827,
0.03041585348546505,
0.024654123932123184,
0.022179225459694862,
-0.036152053624391556,
0.014120396226644516,
0.011280057951807976,
-0.019007880240678787,
-0.013194967061281204,
-0.0023829075507819653,
-0.022204866632819176,
-0.040616631507873535,
-0.05110330507159233,
0.02562045119702816,
0.045707203447818756,
0.00036563118919730186,
-0.01988685503602028,
0.046114787459373474,
0.018898632377386093,
-0.027611462399363518,
0.00523925106972456,
-0.0070884558372199535,
-0.06174702197313309,
0.08703940361738205,
0.002926710294559598,
0.028087107464671135,
0.01616438291966915,
0.011641391552984715,
0.05365363508462906,
0.03434005752205849,
0.034744732081890106,
0.03861118108034134,
-0.0290219709277153,
-0.009578927420079708,
-0.04494785889983177,
0.01879994384944439,
0.011053184978663921,
-0.027968639507889748,
0.01476408913731575,
-0.02582704834640026,
-0.001730760675854981,
0.02905307710170746,
0.0038209320046007633,
0.017876798287034035,
-0.07566329091787338,
0.025532452389597893,
-0.04764755442738533,
-0.022612277418375015,
-0.05479586124420166,
-0.015688935294747353,
-0.01540279295295477,
0.001279944321140647,
0.021424444392323494,
0.01559081207960844,
0.03456384688615799,
-0.05109909176826477,
-0.050051379948854446,
0.009235748089849949,
-0.025019343942403793,
0.04138154163956642,
-0.0778360664844513,
-0.02137807011604309,
0.025770986452698708,
0.0141452020034194,
0.0036403313279151917,
0.05465376004576683,
-0.0466744601726532,
-0.061381492763757706,
-0.03249184787273407,
-0.032972339540719986,
0.03225366771221161,
-0.020366983488202095,
-0.012057903222739697,
0.014811051078140736,
-0.0005190439987927675,
-0.02962557040154934,
0.011370924301445484,
-0.03660494089126587,
0.039929796010255814,
0.02956140972673893,
-0.019187556579709053,
-0.02305605076253414,
-0.008082814514636993,
0.02186223864555359,
-0.008345339447259903,
-0.025867467746138573,
-0.04756459593772888,
-0.05744856968522072,
-0.0071572111919522285,
0.06322473287582397,
-0.016791684553027153,
0.012190538458526134,
0.006439498625695705,
0.04308668151497841,
0.02879788726568222,
0.017461014911532402,
0.016340715810656548,
-0.02686356008052826,
0.02496611326932907,
-0.014736516401171684,
-0.013209753669798374,
0.012483133003115654,
0.012268233112990856,
-0.007753568235784769,
0.003216686425730586,
0.018856815993785858,
0.019344432279467583,
0.00746711203828454,
0.03886779770255089,
0.016613315790891647,
-0.001241496647708118,
-0.004275111015886068,
-0.027292752638459206,
0.061150092631578445,
-0.06162713095545769,
0.013011367991566658,
-0.023572755977511406,
-0.0205784160643816,
0.00851413793861866,
0.009431547485291958,
-0.009640734642744064,
0.020467102527618408,
0.0827755406498909,
-0.043735913932323456,
-0.004797220230102539,
0.023963846266269684,
0.025728600099682808,
-0.009627108462154865,
-0.021776871755719185,
-0.0435820110142231,
-0.010538282804191113,
-0.009774407371878624,
0.04879990592598915,
-0.00001735127079882659,
0.05479962006211281,
-0.028499703854322433,
-0.03708057850599289,
-0.0054563735611736774,
-0.033066581934690475,
0.02588668279349804,
0.010601342655718327,
-0.04860742390155792,
-0.011836257763206959,
0.0551038458943367,
-0.011788486503064632,
0.008128030225634575,
-0.027996310964226723,
-0.005225387401878834,
0.026967840269207954,
-0.031093670055270195,
-0.02774345874786377,
-0.03665006905794144,
-0.0267239511013031,
0.0008339445339515805,
-0.014160429127514362,
-0.030183134600520134,
0.05342016741633415,
-0.00586522975936532,
-0.01326771080493927,
0.002449949737638235,
-0.04546602815389633,
-0.036244649440050125,
-0.07927806675434113,
-0.0005340860225260258,
0.03305569291114807,
-0.017953937873244286,
-0.01718146912753582,
0.014622705988585949,
-0.023117350414395332,
-0.012024195864796638,
-0.03324902430176735,
-0.07170221209526062,
0.047047119587659836,
-0.0386463962495327,
0.006496124900877476,
0.019866378977894783,
-0.009658231399953365,
0.08966922760009766,
0.034161824733018875,
-0.019447047263383865,
0.00003596278838813305,
-0.04760374501347542,
-0.0005883274716325104,
-0.02130853943526745,
-0.0005279056495055556,
-0.015289903618395329,
0.0065426272340118885,
0.010615714825689793,
-0.01204544398933649,
0.03623201698064804,
0.02427726984024048,
0.012042040005326271,
-0.008999180980026722,
0.04376255348324776,
0.019670037552714348,
-0.001901986077427864,
0.023175330832600594,
0.03395207226276398,
-0.03100171685218811,
0.006620319560170174,
-0.0221994798630476,
0.06205206736922264,
0.03053373470902443,
-0.04470430314540863,
0.03536449000239372,
-0.004385723266750574,
0.02112039364874363,
0.014805245213210583,
0.03365809842944145,
-0.0024149958044290543,
-0.0036022881977260113,
0.0006284398841671646,
-0.00762468995526433,
-0.0055288043804466724,
-0.01616659387946129,
0.02541681006550789,
0.053507786244153976,
0.06580718606710434,
-0.013776574283838272,
-0.0017313776770606637,
0.015094009228050709,
-0.032388824969530106,
0.028106436133384705,
-0.020940111950039864,
-0.01802666485309601,
0.062038712203502655,
0.03072594664990902,
0.008972090668976307,
-0.03346965089440346,
-0.03577253222465515,
-0.021130895242094994,
-0.07286937534809113,
0.044632744044065475,
-0.006534417159855366,
0.05045507475733757,
-0.01774010621011257,
0.018377352505922318,
0.025823447853326797,
-0.003955606836825609,
0.01843118667602539,
0.06247946247458458,
-0.02310006134212017,
-0.017557183280587196,
-0.015502415597438812,
0.0015524574555456638,
0.0013428842648863792,
-0.02197960577905178,
0.06960157305002213,
-0.01210242323577404,
-0.04562573507428169,
0.0012301094830036163,
0.012904269620776176,
-0.031388942152261734,
-0.009654668159782887,
-0.04866735637187958,
-0.00039367322460748255,
-0.008296553045511246,
0.011967671103775501,
0.01969061978161335,
0.03166884928941727,
0.031693022698163986,
0.03448067605495453,
0.03660731762647629,
-0.019379228353500366,
-0.009816162288188934,
-0.02493607997894287,
0.045404572039842606,
0.030496887862682343,
0.009675445966422558,
-0.005553164053708315,
-0.038061995059251785,
0.04906759783625603,
-0.00708960322663188,
0.03770490735769272,
0.013758908957242966,
0.0069495914503932,
-0.0029789127875119448,
-0.04575725272297859,
-0.02212712913751602,
0.025896016508340836,
0.009370655752718449,
0.00280205300077796,
0.03957071527838707,
0.04553934186697006,
0.021074598655104637,
-0.08050228655338287,
0.007419928442686796,
0.0653228908777237,
0.012396304868161678,
0.016371851786971092,
-0.008910390548408031,
-0.02272328920662403,
0.026813575997948647,
0.005820628721266985,
-0.017501797527074814,
0.037781812250614166,
0.02342936582863331,
-0.0020248861983418465,
0.012182187288999557,
-0.014071783982217312,
-0.04156075790524483,
0.025552522391080856,
0.013323112390935421,
0.026646409183740616,
-0.024084238335490227,
-0.015168216079473495,
0.0658879205584526,
0.007373009342700243,
0.03533823788166046,
0.04984907805919647,
0.049879323691129684,
-0.08805285394191742,
0.005772906821221113,
0.052568547427654266,
0.020658688619732857,
0.005158343818038702,
-0.017961541190743446,
-0.02721196785569191,
-0.01140034943819046,
0.022833775728940964,
-0.021085157990455627,
0.03408494591712952,
-0.0011783253867179155,
0.0059755598194897175,
-0.013267885893583298,
-0.03234264254570007,
-0.002453751163557172,
0.00818751472979784,
-0.02104327082633972,
0.033357977867126465,
-0.0031508186366409063,
-0.03717014566063881,
-0.05663890764117241,
0.023561902344226837,
0.0030680738855153322,
0.06932759284973145,
0.026640625670552254,
-0.024279503151774406,
0.010343300178647041,
0.01767539046704769,
-0.021414654329419136,
-0.0662497729063034,
-0.009071681648492813,
0.01966630481183529,
0.002901822328567505,
0.04457174614071846,
0.002963655861094594,
-0.01280349213629961,
-0.003843428334221244,
0.014627053402364254,
-0.02172650210559368,
0.014544534496963024,
-0.04256575182080269,
0.053311172872781754,
0.004893158562481403,
0.010249175131320953,
0.05831974744796753,
0.06907761842012405,
0.024285046383738518,
0.022448524832725525,
-0.03888658806681633,
0.022873658686876297,
-0.02586393617093563,
0.02152014896273613,
-0.05338560789823532,
-0.01657198928296566,
-0.05601765960454941,
0.00007024608930805698,
0.01152943167835474,
0.013124200515449047,
-0.030282268300652504,
-0.02023903839290142,
0.023237211629748344,
-0.010777946561574936,
-0.0038319979794323444,
0.00443877512589097,
0.00024102204770315439,
0.010950082913041115,
-0.01827850565314293,
-0.011213690042495728,
0.0021621629130095243,
-0.029415838420391083,
-0.027464644983410835,
-0.003248470602557063,
-0.04526001214981079,
0.006103071384131908,
0.014283228665590286,
-0.041373614221811295,
0.044041506946086884,
-0.0398833230137825,
0.035545267164707184,
-0.034074630588293076,
-0.007897992618381977,
-0.010348447598516941,
-0.018760498613119125,
0.028224045410752296,
0.0038882666267454624,
-0.012287220917642117,
0.0536629855632782,
-0.026590781286358833,
0.04649295657873154,
-0.027587464079260826,
-0.006004885770380497,
-0.0757417231798172,
-0.028661580756306648,
0.04398007318377495,
0.00957323145121336,
-0.04831928014755249,
-0.043799933046102524,
0.0018694319296628237,
-0.015539124608039856,
-0.018447792157530785,
0.026074308902025223,
0.03292699530720711,
-0.008297761902213097,
0.00930248573422432,
-0.0015859350096434355,
0.03157907351851463,
0.06996804475784302,
-0.008072663098573685,
-0.01601307839155197,
0.024654818698763847,
0.011579073034226894,
-0.015060009434819221,
0.009364231489598751,
0.001027601072564721,
-0.02771603874862194,
0.002473704516887665,
-0.025561703369021416,
0.0003036761190742254,
0.02828923799097538,
-0.03615490347146988,
-0.008683763444423676,
0.018840286880731583,
-0.006159499287605286,
0.02836497686803341,
0.00026959064416587353,
0.02967057377099991,
-0.020820816978812218,
-0.003323871176689863,
-0.037855714559555054,
-0.0037566146347671747,
-0.0044692521914839745,
0.029302915558218956,
0.05539025366306305,
0.0006220117793418467,
-0.00882833544164896,
0.011631796136498451,
0.054891739040613174,
-0.009673269465565681,
-0.004311255645006895,
-0.011688568629324436,
-0.026788022369146347,
0.027779947966337204,
0.016321182250976562,
0.0006972102564759552,
0.03218648210167885,
-0.007077986374497414,
-0.07010107487440109,
-0.03560888022184372,
-0.037836480885744095,
-0.03504112362861633,
0.05748002603650093,
-0.01536637730896473,
0.03184101730585098,
0.03276469185948372,
-0.002131845336407423,
0.023971129208803177,
-0.032984115183353424,
-0.017392504960298538,
-0.005096090957522392,
-0.00551627017557621,
0.022768914699554443,
-0.03168328478932381,
-0.0032144703436642885,
-0.005008723586797714,
-0.01623871549963951,
0.006459056865423918,
0.07384172827005386,
0.0345124676823616,
0.018191948533058167,
0.023226043209433556,
-0.0051514762453734875,
-0.03013022243976593,
0.027915790677070618,
-0.0472862683236599,
0.003503416432067752,
-0.012014715000987053,
-0.01931576244533062,
0.021997809410095215,
-0.005205471534281969,
-0.0002076996461255476,
-0.03411085531115532,
-0.029915228486061096,
-0.054768405854701996,
-0.015302516520023346,
0.021632760763168335,
0.0032815085723996162,
0.027192823588848114,
-0.0332840196788311,
0.04619145020842552,
-0.020850861445069313,
-0.008527081459760666,
0.01253250241279602,
-0.0450856015086174,
0.00605371780693531,
-0.028492208570241928,
-0.08120319247245789,
0.006990666966885328,
0.02075813151896,
-0.010825805366039276,
-0.015323486179113388,
-0.04908251017332077,
-0.016664758324623108,
0.009790284559130669,
0.06207694858312607,
0.01987910084426403,
0.06323974579572678,
0.033382680267095566,
0.014805389568209648,
-0.008957928977906704,
-0.014951854944229126,
0.11267302930355072,
0.08696038275957108,
0.0280167069286108,
-0.05113315209746361,
0.009092750959098339,
0.009780368767678738,
0.02476409077644348,
-0.017053568735718727,
-0.01614130660891533,
-0.024548647925257683,
0.0024586168583482504,
0.06182922422885895,
0.03272314742207527,
-0.003337526461109519,
0.013861512765288353,
0.09503237903118134,
-0.011892681941390038,
0.0003419452696107328,
0.01571306772530079,
0.013491441495716572,
-0.011609130539000034,
-0.020235290750861168,
-0.06855648756027222,
-0.011595123447477818,
0.060919348150491714,
-0.017549950629472733,
0.022324178367853165,
-0.008099417202174664,
0.005521019455045462,
-0.0008510993211530149,
-0.019658202305436134,
0.01619115099310875,
0.008976193144917488,
0.007621369324624538,
-0.00729197496548295,
-0.04763267561793327,
0.013981024734675884,
-0.0014377802144736052,
-0.010394781827926636,
0.04273860156536102,
0.0030562749598175287,
-0.009984225034713745,
-0.004344149958342314,
0.03200870379805565,
-0.02358919195830822,
-0.04443522170186043,
-0.024211371317505836,
0.025429444387555122,
-0.010090941563248634,
-0.006094682030379772,
-0.0028905856888741255,
-0.03483298048377037,
-0.00852676760405302,
0.0012758030788972974,
-0.010601975955069065,
0.02888699807226658,
0.015532959252595901,
-0.011674955487251282,
-0.005412640981376171,
-0.0169307179749012,
0.006976134609431028,
-0.04831075668334961,
0.022247690707445145,
0.04891740903258324,
-0.03159470111131668,
-0.007751053664833307,
-0.03261089697480202,
0.016331374645233154,
-0.0008745207451283932,
0.005013948772102594,
-0.0031717417296022177,
-0.024739263579249382,
-0.004947198089212179,
0.01429751981049776,
0.003637128509581089,
-0.0054827360436320305,
0.02483541890978813,
-0.005258331075310707,
0.022988615557551384,
-0.027328871190547943,
-0.026881439611315727,
0.04836414009332657,
0.003411730518564582,
-0.031266093254089355,
-0.043945666402578354,
0.011789361014962196,
0.02358769066631794,
0.031578801572322845,
-0.0026394014712423086,
0.015097002498805523,
-0.007224459666758776,
0.014437374658882618,
0.04400590807199478,
-0.04016350209712982,
-0.008300947025418282,
0.021733706817030907,
-0.0602305643260479,
-0.004166807979345322,
-0.023418279364705086,
0.06212352216243744,
0.02804630994796753,
-0.005871430970728397,
0.019646475091576576,
-0.014446171000599861,
0.02357005886733532,
0.004603456240147352,
0.009815710596740246,
-0.07891592383384705,
-0.027611898258328438,
-0.0033491039648652077,
0.012401184998452663,
-0.012112101539969444,
-0.04737185686826706,
-0.05845455080270767,
-0.003933447413146496,
0.011742182075977325,
0.013604110106825829,
-0.01688527874648571,
-0.002964629326015711,
0.012437178753316402,
-0.010492623783648014,
-0.009910084307193756,
-0.014393780380487442,
-0.07013871520757675,
-0.05399927496910095,
-0.006414092145860195,
0.0012615268351510167,
-0.011582871899008751,
0.0004605731519404799,
0.030635053291916847,
0.017826056107878685,
0.03820407763123512,
-0.014150235801935196,
-0.009411116130650043,
0.00936607550829649,
0.04410434141755104,
0.023151328787207603,
0.04681966081261635,
-0.0066339983604848385,
-0.02764943428337574,
0.06687725335359573,
-0.020413704216480255,
-0.055294219404459,
0.03409557789564133,
0.016869744285941124,
0.019215242937207222,
0.0037462092004716396,
-0.014179697260260582,
-0.011961780488491058,
0.05785861983895302,
-0.026634082198143005,
-0.04803786426782608,
-0.044134948402643204,
-0.003039567032828927,
0.030533980578184128,
0.012613512575626373,
0.0038394888397306204,
0.0265831109136343,
0.004317270126193762,
0.0024990474339574575,
0.049922484904527664,
0.018316887319087982,
0.0011671873508021235,
-0.03272680938243866,
0.04825415089726448,
0.017920101061463356,
-0.001652799895964563,
-0.010107738897204399,
0.045727431774139404,
0.02984359674155712,
-0.030600206926465034,
0.04507061466574669,
0.03348561003804207,
-0.0052372366189956665,
-0.06606743484735489,
-0.0032002204097807407,
0.002558391774073243,
0.036862459033727646,
0.014412885531783104,
-0.05785587802529335,
-0.020756039768457413,
0.0016927553806453943,
-0.028894132003188133,
0.0211101695895195,
-0.0016400975873693824,
0.008829248137772083,
-0.04029848799109459,
0.013084891252219677,
-0.01470994483679533,
0.02049795538187027,
0.0034105342347174883,
0.038931768387556076,
-0.0053029609844088554,
0.04176168516278267,
-0.009779855608940125,
-0.046718042343854904,
-0.018658755347132683,
0.028333785012364388,
0.030404066666960716,
-0.03479306027293205,
0.06365646421909332,
-0.04901792109012604,
-0.020723840221762657,
0.06666019558906555,
-0.025991709902882576,
0.037151411175727844,
0.031673166900873184,
0.02801929973065853,
0.007825646549463272,
0.03775923699140549,
0.05951753631234169,
-0.02362961322069168,
-0.041557878255844116,
0.014154392294585705,
0.010540328919887543,
0.05015619471669197,
-0.014605612494051456,
0.022176498547196388,
0.009694918058812618,
-0.03106900304555893,
-0.021610338240861893,
0.012050779536366463,
-0.01904594711959362,
0.02589123323559761,
-0.004233658779412508,
-0.03536824882030487,
0.049797508865594864,
-0.011580501683056355,
0.03965085372328758,
-0.02024105004966259,
-0.0027821494732052088,
0.055416759103536606,
0.01567910797894001,
-0.03453919664025307,
0.01990162953734398,
0.013040768913924694,
-0.04934747889637947,
0.011231194250285625,
0.027652254328131676,
0.0153475571423769,
-0.049207475036382675,
0.009066167287528515,
-0.03266434744000435,
-0.026889074593782425,
-0.011233039200305939,
0.014913453720510006,
-0.048823174089193344,
0.037214942276477814,
0.003445673966780305,
-0.011773641221225262,
0.03699636459350586,
-0.020237455144524574,
0.004427195060998201,
-0.06953948736190796,
0.06846819818019867,
0.01834089867770672,
0.02374788373708725,
-0.008889741264283657,
-0.028266485780477524,
-0.027125030755996704,
-0.029360521584749222,
0.05460786074399948,
0.0006047997158020735,
0.005986581556499004,
0.002915663179010153,
0.026547836139798164,
-0.025853566825389862,
-0.07226550579071045,
0.02450699359178543,
-0.006888647563755512,
-0.017393186688423157,
-0.0008446403662674129,
-0.026208309456706047,
-0.022589916363358498,
-0.00926335621625185,
0.030436431989073753,
-0.011895098723471165,
-0.03495636209845543,
0.01206970401108265,
-0.02273794822394848,
0.05223819613456726,
0.024650918319821358,
-0.03638104349374771,
-0.002585324225947261,
0.004390423651784658,
0.007224991451948881,
0.0544523261487484,
-0.005739409942179918,
-0.05733208730816841,
0.024640697985887527,
-0.010923597030341625,
-0.044239144772291183,
0.01063655223697424,
-0.0033778324723243713,
-0.03663108870387077,
-0.018415888771414757,
-0.03301774337887764,
0.03573424741625786,
-0.03794815018773079,
0.041083868592977524,
0.010874209925532341,
0.003387848613783717,
0.04977666214108467,
0.013685493730008602,
0.04899652302265167,
0.011257643811404705,
-0.06070927903056145,
0.012253530323505402,
0.024335641413927078,
0.0054178256541490555,
-0.029386598616838455,
0.015510136261582375,
0.031175192445516586,
0.01485580112785101,
0.031317293643951416,
0.01848801039159298,
0.061380818486213684,
-0.047990866005420685,
-0.0036226999945938587,
-0.009376691654324532,
-0.0003359908005222678,
-0.007566570769995451,
0.014789151027798653,
-0.010942308232188225,
0.040460966527462006,
0.00465522613376379,
0.014881948009133339,
-0.03317245841026306,
-0.027225451543927193,
-0.03188806027173996,
0.005319107323884964,
0.04244501516222954,
0.025379100814461708,
-0.0017748587997630239,
-0.0016447879606857896,
0.014520257711410522,
0.03017282485961914,
0.009960224851965904,
-0.017231659963726997,
0.03226502239704132,
-0.004772817716002464,
-0.0045394389890134335,
0.009445254690945148,
-0.06306521594524384,
-0.008474333211779594,
-0.026873420923948288,
0.011365723796188831,
0.04304840415716171,
0.020582053810358047,
0.004038073588162661,
-0.008347011171281338,
-0.028270673006772995,
0.030252419412136078,
-0.0581793375313282,
-0.016198033466935158,
-0.0424056276679039,
0.06279385089874268,
-0.00020131524070166051,
-0.044990405440330505
] |
<p>I have logs for users and posts in a blog platform for 3 years. I can easily find out how many posts each user have made per day/month/year/etc.</p>
<p>What I want to find out is if the frequency of posts is growing or not, in other words, if the users are contributing more over time or not. New users could join at any time and old ones could abandon the system (only the first one is logged). Is a trend estimation (<a href="http://en.wikipedia.org/wiki/Trend_estimation" rel="nofollow">http://en.wikipedia.org/wiki/Trend_estimation</a>) suitable for this ? </p>
<p>More over, is there a python package for this kind of time analyse ? </p> | 35,977 | [
-0.03256649151444435,
-0.024112360551953316,
0.00649819104000926,
-0.02051522396504879,
0.02812785655260086,
-0.01942426897585392,
-0.017522918060421944,
-0.02621414326131344,
0.02644968591630459,
-0.05044824257493019,
0.018681837245821953,
0.03221176937222481,
0.027420517057180405,
0.031147317960858345,
0.013975689187645912,
0.012554118409752846,
0.00001678142507444136,
0.014994981698691845,
0.00292828306555748,
0.021569957956671715,
-0.047946762293577194,
0.02688954956829548,
0.050924863666296005,
-0.0006911144009791315,
-0.04223238676786423,
0.043118663132190704,
0.024362727999687195,
-0.023749787360429764,
0.013575258664786816,
0.04256994649767876,
-0.067423976957798,
-0.03543326258659363,
-0.0059079998172819614,
0.038243167102336884,
0.037615641951560974,
0.012081997469067574,
-0.04161478206515312,
-0.047413915395736694,
-0.02193610928952694,
0.019759876653552055,
-0.0058869002386927605,
0.004052150994539261,
0.012424908578395844,
-0.007180274464190006,
0.0038371440023183823,
0.02634800784289837,
-0.019095024093985558,
-0.0025506203528493643,
0.04697174206376076,
-0.03122565522789955,
0.07653138041496277,
-0.007790987379848957,
0.030895814299583435,
0.0015721049858257174,
-0.0072702388279139996,
0.021086251363158226,
0.04323705658316612,
0.017054902389645576,
-0.03356006741523743,
-0.02634117752313614,
-0.030255664139986038,
-0.022882163524627686,
0.004207571968436241,
-0.022577783092856407,
-0.005953725427389145,
0.03415098041296005,
-0.045506518334150314,
0.025132810696959496,
0.05592111498117447,
0.012379948049783707,
-0.0105710094794631,
-0.0049667987041175365,
0.05565837398171425,
-0.007124994415789843,
-0.017280051484704018,
-0.042699217796325684,
-0.016441568732261658,
0.03993965685367584,
0.03937369957566261,
0.06939250975847244,
-0.006083594635128975,
-0.012054184451699257,
0.014686016365885735,
-0.024286337196826935,
0.04928481951355934,
-0.005123371258378029,
0.06897734105587006,
-0.04582922160625458,
0.00037447933573275805,
0.03101174905896187,
-0.022496536374092102,
-0.016245950013399124,
0.02480444125831127,
0.007263587787747383,
-0.004355116281658411,
0.019406769424676895,
0.004057598765939474,
0.025237783789634705,
0.006245918106287718,
-0.01669398322701454,
0.0023892889730632305,
-0.041882287710905075,
-0.0261220782995224,
0.03165411204099655,
-0.043156664818525314,
-0.0033849941100925207,
-0.05572022125124931,
-0.04024964198470116,
-0.029971500858664513,
-0.00562656344845891,
-0.047635115683078766,
-0.030423225834965706,
0.03062000498175621,
-0.0009045201586559415,
-0.017804160714149475,
0.0028137683402746916,
-0.0008256871369667351,
-0.03220485523343086,
0.03312544897198677,
0.06233988702297211,
0.015523127280175686,
0.007971473969519138,
0.013476274907588959,
-0.03364478051662445,
-0.05925566330552101,
0.032793834805488586,
-0.013648350723087788,
-0.040008991956710815,
-0.05189336836338043,
0.08533865958452225,
-0.004114876501262188,
-0.043497901409864426,
0.033399470150470734,
-0.00860249251127243,
0.04193775728344917,
0.027871549129486084,
-0.0685482919216156,
-0.055724985897541046,
0.01737389713525772,
-0.00872418936342001,
0.03701578080654144,
-0.04237418621778488,
-0.016475023701786995,
0.02009713649749756,
0.045416176319122314,
0.04711778089404106,
0.026974670588970184,
0.03363289684057236,
0.027791321277618408,
0.002899685176089406,
-0.0701540857553482,
-0.024493347853422165,
-0.004738429095596075,
0.009904292412102222,
-0.019311722368001938,
-0.05983107164502144,
0.006027337163686752,
0.008280724287033081,
-0.025816984474658966,
0.003259925404563546,
0.02319161780178547,
0.045377980917692184,
-0.03590529412031174,
0.00689218332991004,
0.026156006380915642,
-0.030352717265486717,
0.06606849282979965,
-0.0023479280062019825,
0.04672255739569664,
-0.014204873703420162,
0.001440098974853754,
0.021335331723093987,
0.016674727201461792,
-0.009720821864902973,
0.05384364724159241,
-0.024268079549074173,
-0.035305771976709366,
0.017986860126256943,
-0.00015117216389626265,
0.025219999253749847,
-0.018974309787154198,
-0.034996990114450455,
-0.02117791399359703,
-0.0035665216855704784,
-0.011903519742190838,
0.05456939712166786,
0.013396562077105045,
-0.014817046001553535,
0.012400930747389793,
-0.03480793908238411,
-0.01683749631047249,
-0.08657009154558182,
0.029261870309710503,
0.012530951760709286,
0.04338179901242256,
0.014413952827453613,
0.0037266574800014496,
0.008803412318229675,
-0.037418656051158905,
-0.015111512504518032,
0.008718584664165974,
-0.010143936611711979,
0.02713972143828869,
-0.052943889051675797,
-0.03695202246308327,
0.010566526092588902,
-0.012357348576188087,
-0.003701671026647091,
0.021794352680444717,
-0.047040823847055435,
-0.031060824170708656,
-0.0001761160820024088,
-0.03335053101181984,
0.0029578206595033407,
-0.03219999000430107,
-0.028921756893396378,
0.023605013266205788,
0.0004922943189740181,
-0.006992971990257502,
0.0034692848566919565,
-0.027948791161179543,
0.04843248426914215,
0.010797870345413685,
0.027624616399407387,
-0.00020198793208692223,
-0.03174532949924469,
-0.011106079444289207,
0.02485274337232113,
-0.005755526479333639,
-0.062021221965551376,
-0.09862226247787476,
0.020480815321207047,
0.022798920050263405,
0.05474919080734253,
-0.021741122007369995,
-0.004681120626628399,
0.06094975396990776,
0.008423125371336937,
-0.0013682798016816378,
0.014092206954956055,
-0.0203887727111578,
0.0035663836169987917,
0.011820224113762379,
0.056770872324705124,
-0.007912004366517067,
0.016963250935077667,
0.02587057091295719,
-0.0017633023671805859,
0.03406459838151932,
0.0010885621886700392,
-0.030490994453430176,
-0.00223028426989913,
0.01689557358622551,
0.008953534997999668,
-0.01142189372330904,
-0.02324378676712513,
0.007449193391948938,
-0.03473202511668205,
0.021648705005645752,
0.016868626698851585,
0.028877468779683113,
0.02246631123125553,
0.025099700316786766,
-0.0334150455892086,
-0.0017277597216889262,
0.016382064670324326,
-0.027525966987013817,
-0.0518210344016552,
0.022249402478337288,
-0.025834735482931137,
0.02210881933569908,
-0.024452080950140953,
-0.047148630023002625,
-0.03175435587763786,
0.000015513374819420278,
0.01548861339688301,
0.012123148888349533,
0.04916936531662941,
-0.021809039637446404,
-0.007273406255990267,
0.039922650903463364,
-0.02285751886665821,
0.01183384656906128,
0.014021161012351513,
-0.041917845606803894,
-0.000479693990200758,
0.05796120688319206,
-0.024660589173436165,
0.02287394367158413,
-0.022787975147366524,
0.023692872375249863,
0.035451486706733704,
-0.024245552718639374,
-0.0394379161298275,
0.000432377535616979,
-0.018426334485411644,
0.006683938670903444,
0.03131438419222832,
0.006973178591579199,
0.037408266216516495,
-0.03262611851096153,
-0.05111224576830864,
0.042333368211984634,
-0.05626525729894638,
-0.01671954244375229,
-0.03097839467227459,
0.005616722162812948,
0.008164782077074051,
-0.020718364045023918,
0.02346585877239704,
0.02297658659517765,
-0.012786281295120716,
-0.010151351802051067,
-0.08946222811937332,
-0.04460330307483673,
0.02489265240728855,
-0.000504202616866678,
0.03489679843187332,
0.00804141629487276,
-0.021198617294430733,
0.03168443962931633,
0.02633840963244438,
-0.03547260910272598,
-0.023451488465070724,
-0.031400296837091446,
-0.008072762750089169,
-0.034700606018304825,
-0.009147120639681816,
-0.01365013886243105,
0.00342134153470397,
-0.018895665183663368,
0.003307346487417817,
0.019787849858403206,
0.03065326437354088,
0.030521268025040627,
0.002942829392850399,
-0.008982534520328045,
0.024046041071414948,
0.029949864372611046,
0.028819357976317406,
0.02775077149271965,
0.0009125432115979493,
-0.0007134712650440633,
-0.025526762008666992,
0.03650348260998726,
0.021797234192490578,
-0.028584683313965797,
0.019880060106515884,
-0.017186716198921204,
-0.02179091051220894,
-0.01021587010473013,
-0.004057754762470722,
0.00963142141699791,
-0.04161235690116882,
-0.01608981564640999,
0.020340414717793465,
0.01685331016778946,
-0.011881296522915363,
-0.02245551161468029,
0.04935837537050247,
0.0260733962059021,
-0.010800432413816452,
-0.007079162634909153,
-0.046387188136577606,
-0.019995924085378647,
-0.020094215869903564,
-0.031062522903084755,
-0.008828670717775822,
0.044889405369758606,
0.020665941759943962,
0.017416730523109436,
0.020282847806811333,
-0.04461732134222984,
-0.012797458097338676,
-0.07118567824363708,
0.002812308259308338,
-0.001091320300474763,
0.0539090633392334,
0.0031281374394893646,
0.013903777115046978,
0.023383259773254395,
-0.015192064456641674,
0.050274040549993515,
-0.011247901245951653,
-0.05893395096063614,
0.005372869782149792,
-0.02901441976428032,
0.015558312647044659,
0.021273965016007423,
-0.01558979693800211,
-0.01510617509484291,
0.009942443110048771,
0.007107800804078579,
-0.0027583097107708454,
0.03281067684292793,
-0.018049119040369987,
0.002615172415971756,
-0.028912276029586792,
-0.015914076939225197,
0.02105456031858921,
-0.0038435703609138727,
0.028706036508083344,
-0.01762516424059868,
0.06352394819259644,
0.0397283174097538,
0.05875078961253166,
-0.04162777215242386,
-0.02859308570623398,
-0.008510377258062363,
-0.007924910634756088,
0.004568577278405428,
0.013820475898683071,
0.03569996729493141,
-0.09649800509214401,
0.05245353654026985,
-0.005969068966805935,
0.01307726465165615,
0.0317830890417099,
-0.0002996494004037231,
-0.00788583792746067,
-0.031685374677181244,
-0.02014303021132946,
0.059150658547878265,
0.00031891651451587677,
0.0050767264328897,
0.05262782797217369,
0.037025086581707,
-0.021220991387963295,
-0.0585581436753273,
0.013614079914987087,
0.09603136032819748,
0.004331582225859165,
-0.007841183803975582,
0.011982444673776627,
0.011162545531988144,
0.04910846799612045,
-0.004446753300726414,
0.010657085105776787,
0.021649369969964027,
0.004978330340236425,
-0.006008141674101353,
0.008352477103471756,
-0.0049034589901566505,
-0.047384679317474365,
0.028656713664531708,
0.03944150358438492,
0.05445597320795059,
-0.013334793038666248,
-0.01866634003818035,
0.0063409158028662205,
0.061464421451091766,
0.029192689806222916,
0.02420925535261631,
0.0055458564311265945,
-0.12624481320381165,
-0.009451697580516338,
0.0569891482591629,
0.03558918088674545,
-0.038256432861089706,
-0.03261316195130348,
-0.04907295107841492,
-0.010091567412018776,
0.04351285099983215,
-0.062041353434324265,
-0.004207550548017025,
-0.007792808581143618,
0.01942068338394165,
-0.0035656525287777185,
-0.022628530859947205,
-0.016952335834503174,
0.03761126101016998,
-0.06128533184528351,
0.01890954002737999,
-0.02884405106306076,
-0.03148319199681282,
-0.01126550231128931,
0.03410874679684639,
0.013581737875938416,
0.06914201378822327,
-0.027285508811473846,
0.02705841138958931,
0.021921856328845024,
0.024167047813534737,
-0.005722132511436939,
-0.04654240235686302,
0.04019874706864357,
0.009055472910404205,
-0.006924519315361977,
0.024335073307156563,
0.0032723816111683846,
-0.030165743082761765,
-0.02670772559940815,
-0.022452423349022865,
-0.05115330591797829,
-0.011227371171116829,
-0.033688776195049286,
0.03734845668077469,
0.044719092547893524,
-0.00202585244551301,
0.030940702185034752,
0.06673642247915268,
0.0029209593776613474,
0.028719380497932434,
0.008365402929484844,
-0.031106775626540184,
-0.03072565607726574,
0.029828833416104317,
-0.02799994871020317,
0.0018453644588589668,
-0.046664733439683914,
0.032035499811172485,
-0.00873182900249958,
0.01283443532884121,
-0.0321524553000927,
0.03714308142662048,
0.0055994438007473946,
0.01747787743806839,
0.007214196026325226,
0.012393489480018616,
0.053594380617141724,
0.009340289980173111,
0.011835981160402298,
-0.031212052330374718,
0.04379163309931755,
-0.048914648592472076,
-0.01616968773305416,
-0.016876528039574623,
-0.011075395159423351,
0.018505774438381195,
-0.004854423925280571,
-0.02942437119781971,
0.00617002509534359,
-0.00707069830968976,
0.05082358419895172,
-0.012809164822101593,
0.03335084766149521,
-0.00331413047388196,
-0.0021058903075754642,
0.03165228292346001,
0.0548100620508194,
-0.02531798928976059,
0.03919249400496483,
-0.044572263956069946,
0.0733676627278328,
-0.026459256187081337,
-0.006655506789684296,
-0.057154156267642975,
-0.04352204129099846,
0.08389002829790115,
-0.022516746073961258,
-0.02962852083146572,
-0.05752981826663017,
-0.021334992721676826,
-0.01882302574813366,
0.02009391598403454,
-0.007361745461821556,
0.015134233981370926,
-0.027468329295516014,
-0.024827556684613228,
-0.00960440281778574,
0.026662468910217285,
0.05998494103550911,
-0.006715071853250265,
0.0068423449993133545,
0.01157396286725998,
0.034012410789728165,
-0.05184647813439369,
-0.04740893840789795,
0.012481137178838253,
-0.025233475491404533,
-0.0015257339691743255,
-0.006946492474526167,
-0.01148782204836607,
0.07043270021677017,
-0.05547051876783371,
-0.0047866422683000565,
0.04275522753596306,
0.05011562630534172,
0.021640943363308907,
-0.041256990283727646,
0.008002248592674732,
-0.003141986206173897,
-0.009496111422777176,
-0.014707372523844242,
-0.027099700644612312,
-0.0002918739046435803,
-0.001722423592582345,
0.038737766444683075,
0.024348663166165352,
-0.03451721742749214,
0.001287179416976869,
0.044582970440387726,
0.013856080360710621,
-0.02296854555606842,
0.0341523140668869,
-0.018039405345916748,
0.011728353798389435,
0.0023906815331429243,
-0.026366660371422768,
0.028547724708914757,
-0.026012521237134933,
-0.03011499159038067,
-0.03604996204376221,
-0.016955073922872543,
-0.03659651428461075,
0.06198935583233833,
0.0011626055929809809,
0.04348217323422432,
0.030641064047813416,
0.013760673813521862,
0.010701220482587814,
0.0069723231717944145,
-0.04384376108646393,
-0.018882814794778824,
0.005477139726281166,
-0.009778233245015144,
-0.028645414859056473,
0.03430046886205673,
0.03380236402153969,
0.023675955832004547,
0.03846408426761627,
0.07124269753694534,
-0.000942905549891293,
0.02945726551115513,
0.0268600694835186,
-0.018598489463329315,
-0.046394072473049164,
0.027595309540629387,
-0.0371045358479023,
0.03678610175848007,
-0.04684624448418617,
-0.03280050307512283,
0.036437224596738815,
0.02553366869688034,
-0.009195882827043533,
-0.0035683559253811836,
-0.004830427002161741,
-0.03160062059760094,
-0.00471834558993578,
0.025817077606916428,
0.004382845014333725,
0.020375631749629974,
0.034770719707012177,
0.02833111397922039,
0.014484211802482605,
0.03682628273963928,
-0.035714831203222275,
-0.06399144232273102,
-0.018747467547655106,
-0.01662927120923996,
-0.046574342995882034,
0.0036204925272613764,
0.0016223565908148885,
-0.02325708232820034,
0.008987445384263992,
0.01086055301129818,
-0.0007239253027364612,
0.01393080409616232,
0.08745916187763214,
-0.021156519651412964,
0.07173488289117813,
0.0012440916616469622,
-0.012492340989410877,
-0.024075262248516083,
0.020879795774817467,
0.12217102944850922,
0.10350450873374939,
0.06608404964208603,
-0.0730401948094368,
-0.0040724691934883595,
-0.024977833032608032,
-0.00435969652608037,
-0.043957896530628204,
0.0019015175057575107,
-0.024609580636024475,
-0.024472882971167564,
0.029204724356532097,
0.05036003142595291,
-0.012393593788146973,
0.009342397563159466,
0.07356511801481247,
0.020479891449213028,
-0.002666100859642029,
0.0021604171488434076,
0.022620586678385735,
0.016507167369127274,
-0.0029205854516476393,
-0.06909877061843872,
0.02786773256957531,
0.01428059209138155,
-0.008435484021902084,
0.00563315162435174,
-0.01659017615020275,
-0.0009074417757801712,
-0.017944302409887314,
-0.06022264435887337,
0.03323647007346153,
-0.009930215775966644,
-0.026485254988074303,
-0.006962485611438751,
0.015320003032684326,
-0.0024876114912331104,
-0.004664193373173475,
0.02521914429962635,
0.033396344631910324,
0.017675109207630157,
-0.0182738546282053,
-0.01474019419401884,
0.02649409882724285,
-0.03407804295420647,
-0.008021608926355839,
-0.051892224699258804,
0.034711919724941254,
-0.00521404854953289,
0.013301489874720573,
-0.015678904950618744,
-0.013463386334478855,
-0.020191803574562073,
0.010592443868517876,
-0.02999625913798809,
0.01600411720573902,
0.017852799966931343,
0.013823936693370342,
-0.01202371809631586,
-0.012269021943211555,
-0.019163867458701134,
-0.03636445477604866,
0.0005158217390999198,
0.05031424015760422,
-0.0616777203977108,
-0.03796793520450592,
0.006149751134216785,
0.044892314821481705,
0.0027403358835726976,
0.013424897566437721,
0.0021678151097148657,
-0.0074678086675703526,
-0.06035160273313522,
0.0035406071692705154,
0.008430782705545425,
-0.0029308386147022247,
0.023299159482121468,
-0.020955847576260567,
0.002981965895742178,
-0.013322447426617146,
-0.022756200283765793,
0.03739459067583084,
0.02619664929807186,
-0.013373050838708878,
-0.031154263764619827,
0.035030297935009,
0.054545123130083084,
0.007552263792604208,
0.02203204110264778,
-0.00793108157813549,
-0.003350274171680212,
-0.004692038055509329,
0.03674981743097305,
-0.04764411970973015,
-0.002418624237179756,
-0.007206483278423548,
-0.03771353140473366,
-0.0354890301823616,
-0.044338081032037735,
0.030656741932034492,
0.005440335720777512,
-0.020517732948064804,
0.004553197417408228,
0.0007646483718417585,
-0.015693672001361847,
0.03348051384091377,
0.006739350035786629,
-0.04139991104602814,
0.0022061578929424286,
-0.02081012725830078,
-0.011344021186232567,
-0.04474674165248871,
-0.01723136007785797,
-0.02966565452516079,
0.03786215931177139,
0.012055235914885998,
-0.01078255195170641,
-0.03754333034157753,
0.03234280273318291,
-0.02756671793758869,
0.036079466342926025,
-0.0031498062890022993,
-0.005104998126626015,
-0.024137739092111588,
-0.026594119146466255,
0.015638479962944984,
0.026783810928463936,
-0.015824804082512856,
0.026567691937088966,
0.017668841406702995,
0.008971191011369228,
0.060924090445041656,
0.01287328265607357,
-0.003450910560786724,
-0.00674840621650219,
0.02330205962061882,
-0.036649301648139954,
0.007295018061995506,
-0.04537741467356682,
-0.08305739611387253,
0.06435231119394302,
-0.04272868484258652,
-0.026583844795823097,
0.04466291517019272,
0.020204702392220497,
0.014565501362085342,
0.0013104925164952874,
-0.03627428412437439,
0.029491711407899857,
0.03542053699493408,
-0.011359651573002338,
-0.01795630156993866,
-0.019994497299194336,
0.03307297080755234,
0.014743943698704243,
-0.02450786717236042,
-0.01104302890598774,
0.02222863771021366,
-0.007122526876628399,
0.017854001373052597,
0.03719098120927811,
-0.007968122139573097,
-0.004557558801025152,
-0.030694743618369102,
-0.0047429222613573074,
-0.03388790786266327,
0.02147677354514599,
-0.0019538530614227057,
0.07071606814861298,
0.053695619106292725,
-0.05086087808012962,
-0.017965590581297874,
-0.01761128380894661,
-0.00031209076405502856,
-0.049424268305301666,
0.008982637897133827,
0.0035933316685259342,
-0.00007047583494568244,
0.009047270752489567,
-0.0393943190574646,
0.00349593092687428,
0.04103292152285576,
-0.021105067804455757,
0.03288114443421364,
0.015600664541125298,
0.01924486644566059,
-0.03664731979370117,
0.04478421434760094,
-0.0016345264157280326,
0.029601698741316795,
0.03154697269201279,
0.056318603456020355,
0.02137608453631401,
0.0408073291182518,
-0.001138125080615282,
-0.08965370804071426,
-0.02588542364537716,
0.005810119677335024,
-0.0071553755551576614,
-0.042639803141355515,
0.03950485214591026,
-0.0543086864054203,
-0.017617935314774513,
0.05374358966946602,
-0.027087749913334846,
0.03698299825191498,
0.03521819785237312,
0.038686320185661316,
-0.01076546497642994,
0.048523206263780594,
0.010566814802587032,
-0.022451600059866905,
0.003985144197940826,
-0.013933515176177025,
-0.04407558962702751,
0.042781878262758255,
-0.0026268798392266035,
0.0390731617808342,
0.014454329386353493,
-0.021957455202937126,
0.006744652055203915,
0.016445962712168694,
-0.008574248291552067,
-0.005120346322655678,
0.010998406447470188,
-0.033579614013433456,
0.024607697501778603,
-0.01918257586658001,
-0.013254663906991482,
-0.011146764270961285,
0.06662449240684509,
0.029653647914528847,
0.019351232796907425,
-0.010681219398975372,
0.011057592928409576,
-0.014943600632250309,
-0.01478361152112484,
0.002944318577647209,
-0.021253511309623718,
-0.01531593594700098,
-0.03922513127326965,
0.015763558447360992,
-0.004321502521634102,
-0.020302066579461098,
-0.01808297261595726,
-0.0029401350766420364,
-0.03178390860557556,
0.056529004126787186,
-0.05141768231987953,
-0.017771070823073387,
0.0312933512032032,
-0.014161316677927971,
0.003231430659070611,
-0.05730607360601425,
0.0722162202000618,
0.026171045377850533,
-0.008458726108074188,
-0.05452460050582886,
-0.0055116345174610615,
-0.037121087312698364,
-0.010543467476963997,
0.0450013130903244,
-0.041793517768383026,
0.0168414618819952,
-0.0341036431491375,
0.03820140287280083,
0.04341452941298485,
-0.02294280380010605,
0.019236214458942413,
-0.03727587312459946,
-0.017885722219944,
0.0017013835022225976,
-0.05798069015145302,
-0.03246420994400978,
-0.00849766843020916,
0.033222880214452744,
-0.020228981971740723,
0.01830708421766758,
0.02242777682840824,
-0.04288787022233009,
0.03291448578238487,
0.029259881004691124,
0.0023983102291822433,
0.05140693485736847,
-0.013924652710556984,
0.013501722365617752,
0.02997591905295849,
-0.008874875493347645,
-0.02433672361075878,
0.05571627989411354,
-0.04179023951292038,
-0.04356859624385834,
0.012545264326035976,
-0.012397510930895805,
-0.01812847889959812,
-0.02074628882110119,
-0.03468457609415054,
0.05176912248134613,
-0.00015466481272596866,
0.028987227007746696,
0.023978224024176598,
-0.011800747364759445,
0.039459604769945145,
-0.027774682268500328,
0.04822199046611786,
0.04307052493095398,
0.0029411346185952425,
-0.011016836389899254,
0.014746538363397121,
-0.02081574685871601,
-0.017339864745736122,
0.0404273197054863,
-0.005220290273427963,
0.02022676356136799,
0.012215763330459595,
0.0024234179873019457,
-0.0003210587310604751,
-0.01632918044924736,
0.011293541640043259,
0.018210073933005333,
0.0010942565277218819,
0.006472151726484299,
0.06146493926644325,
-0.010259001515805721,
0.055185869336128235,
-0.047525566071271896,
0.021010637283325195,
-0.034771181643009186,
-0.0374591238796711,
-0.016934581100940704,
0.002859636675566435,
0.002463634591549635,
-0.007891209796071053,
-0.008590278215706348,
0.011382386088371277,
0.05251246318221092,
0.022769421339035034,
0.03802790120244026,
-0.04166356101632118,
0.021496087312698364,
-0.0002655029820743948,
-0.004777795169502497,
-0.001202563289552927,
-0.02041858807206154,
-0.014064759016036987,
0.002169887302443385,
0.031827326864004135,
0.04627837613224983,
0.0031574396416544914,
-0.013896692544221878,
0.013350630179047585,
-0.010929928161203861,
0.030780449509620667,
-0.04113269969820976,
0.007168394513428211,
-0.05506692826747894,
-0.002373169409111142,
0.016974622383713722,
-0.05899440124630928
] |
<p>What is the purpose of the link function as a component of the generalized linear model? Why do we need it?</p>
<p>Wikipedia states:</p>
<blockquote>
<p>It can be convenient to match the domain of the link function to the range of the distribution function's mean</p>
</blockquote>
<p>What's the advantage of doing this?</p> | 73,414 | [
-0.036886367946863174,
0.037233348935842514,
0.018892379477620125,
-0.021210473030805588,
0.025674650445580482,
0.015128039754927158,
-0.030515966936945915,
-0.0053675672970712185,
0.02965562418103218,
-0.04523158818483353,
0.03442753478884697,
0.04314475506544113,
0.06963527947664261,
-0.007013656664639711,
0.027778059244155884,
0.019226154312491417,
-0.007275717798620462,
-0.010129036381840706,
-0.00568851362913847,
-0.010740233585238457,
0.010629791766405106,
0.01602615974843502,
-0.004707804415374994,
-0.01270830538123846,
-0.0033108899369835854,
0.06678896397352219,
0.01974909007549286,
-0.01634100452065468,
0.054274410009384155,
0.04330415651202202,
-0.02347039058804512,
-0.024030810222029686,
-0.012864959426224232,
0.05382632836699486,
-0.0015455452958121896,
0.0072129531763494015,
-0.0459660105407238,
-0.03047729842364788,
-0.010689394548535347,
0.058344241231679916,
-0.046560440212488174,
-0.003292468609288335,
-0.020426113158464432,
0.03220495581626892,
0.0009827316971495748,
0.033438149839639664,
-0.023664500564336777,
-0.011654914356768131,
0.024010829627513885,
-0.0306866355240345,
0.05202309042215347,
-0.02686290629208088,
0.017512358725070953,
0.0072081261314451694,
-0.008374582044780254,
0.0005064202123321593,
0.05750514939427376,
0.06419799476861954,
-0.000838605163153261,
-0.025791002437472343,
0.00804300419986248,
-0.005295906215906143,
0.015249197371304035,
-0.03617309406399727,
0.024359291419386864,
0.016947858035564423,
0.0037393190432339907,
-0.02835310809314251,
0.03019646555185318,
-0.01841401681303978,
-0.03045816533267498,
0.03053959459066391,
0.008359764702618122,
0.006091349758207798,
-0.0012322558322921395,
-0.0026333315763622522,
-0.013018480502068996,
0.02159920148551464,
0.06206337362527847,
0.01986149698495865,
0.0027911534998565912,
-0.014486582018435001,
-0.01070165541023016,
0.014571796171367168,
0.008609216660261154,
0.02173597738146782,
0.07742909342050552,
-0.010555804707109928,
0.018493760377168655,
0.01554149854928255,
-0.030711719766259193,
0.0010796894785016775,
0.032785963267087936,
0.016982967033982277,
-0.03414973244071007,
0.07174543291330338,
0.0024219213519245386,
0.003632105654105544,
0.046319250017404556,
0.020122172310948372,
-0.026349328458309174,
-0.06282046437263489,
-0.029461270198225975,
0.03126444295048714,
-0.011970366351306438,
-0.01982826180756092,
0.010183712467551231,
-0.01464487798511982,
-0.015683893114328384,
-0.03277606889605522,
-0.040607333183288574,
0.01963006518781185,
0.02006368339061737,
-0.0008379026548936963,
0.027677198871970177,
-0.028412334620952606,
0.04438762739300728,
-0.0028650821186602116,
0.021124843508005142,
0.07090882956981659,
0.02682538889348507,
-0.026923619210720062,
0.004355703014880419,
0.0010445649968460202,
-0.04583527892827988,
0.01195094920694828,
0.017828138545155525,
-0.026268256828188896,
-0.0007135368650779128,
0.023885050788521767,
0.01730114407837391,
-0.03735225647687912,
0.025644926354289055,
0.009666822850704193,
-0.0002149718056898564,
-0.008617065846920013,
-0.09074317663908005,
-0.04615126550197601,
0.06311183422803879,
-0.02135995589196682,
0.01341802068054676,
-0.052219465374946594,
-0.01404951699078083,
0.012440790422260761,
0.049929551780223846,
0.012489697895944118,
0.045689791440963745,
-0.014272420667111874,
0.03047969937324524,
-0.022409038618206978,
-0.031490422785282135,
-0.04861338436603546,
0.0031417913269251585,
-0.042917877435684204,
-0.043275147676467896,
-0.08230127394199371,
0.015584303997457027,
0.007362467236816883,
-0.015194843523204327,
-0.01647588238120079,
0.052498869597911835,
-0.008141839876770973,
-0.015268955379724503,
-0.01139991357922554,
-0.009928759187459946,
-0.013974294997751713,
0.06658985465765,
-0.011018563061952591,
0.06922205537557602,
0.05222678557038307,
-0.033321626484394073,
0.03264888375997543,
0.0090612368658185,
0.06101711094379425,
-0.005584659054875374,
-0.0016683057183399796,
-0.001374361221678555,
-0.02984127774834633,
-0.020224174484610558,
0.0031015551649034023,
-0.049183692783117294,
0.008722236379981041,
0.007665508426725864,
-0.02138618193566799,
0.022537490352988243,
0.028278717771172523,
-0.00760500505566597,
0.005976169370114803,
0.046705253422260284,
-0.043833404779434204,
-0.03385205939412117,
-0.04569150134921074,
0.025930162519216537,
-0.023541346192359924,
-0.008671681396663189,
0.01042073592543602,
-0.0065680681727826595,
0.04199681058526039,
0.01857646368443966,
-0.018541166558861732,
-0.029220206663012505,
-0.018848057836294174,
0.018817570060491562,
-0.018434951081871986,
-0.00003976359585067257,
0.04035637900233269,
0.09228798747062683,
-0.02188149094581604,
0.030732477083802223,
-0.05414709076285362,
-0.03420770540833473,
0.05025056377053261,
-0.034477006644010544,
0.0286692064255476,
-0.03572152182459831,
0.009552777744829655,
-0.046406812965869904,
0.0072050392627716064,
0.0035020061768591404,
0.029269400984048843,
-0.04695049673318863,
0.050959501415491104,
0.1013750433921814,
0.0062829130329191685,
0.0031686844304203987,
0.05110498517751694,
0.00936356745660305,
0.0058736652135849,
-0.00958248134702444,
-0.010074357502162457,
-0.05097552761435509,
-0.03241219371557236,
0.03281674161553383,
0.026855969801545143,
-0.029510285705327988,
0.02637951634824276,
0.03970523551106453,
0.02293851599097252,
-0.018708428367972374,
-0.006722395308315754,
-0.021060433238744736,
-0.011324161663651466,
0.014454051852226257,
0.0005061173578724265,
0.03547409921884537,
-0.002131502842530608,
-0.015347456559538841,
0.01228291168808937,
-0.0069775148294866085,
-0.016051746904850006,
-0.005086549092084169,
0.0810266062617302,
-0.019116194918751717,
-0.0324140228331089,
-0.003913264721632004,
0.011716310866177082,
0.03445005789399147,
-0.03348453342914581,
0.018450230360031128,
0.05058205872774124,
-0.025648225098848343,
-0.012364186346530914,
0.011780612170696259,
-0.04771025478839874,
0.027370881289243698,
0.007436104118824005,
-0.02624092996120453,
-0.03647308424115181,
0.03319267928600311,
-0.052812591195106506,
0.005550413392484188,
-0.03651188686490059,
-0.033735353499650955,
-0.03351874649524689,
0.0023248041979968548,
0.013528264127671719,
0.0007620317628607154,
0.013234134763479233,
-0.04629853740334511,
-0.04287251830101013,
-0.0029440345242619514,
-0.005420779809355736,
-0.0070757376961410046,
0.0031864973716437817,
-0.018779991194605827,
-0.019575156271457672,
-0.009357592090964317,
-0.012811913155019283,
0.01464737020432949,
-0.013334657065570354,
-0.0037813521921634674,
-0.006746741943061352,
0.005202774424105883,
-0.03951267898082733,
-0.058453746140003204,
-0.03395988047122955,
0.025202913209795952,
-0.03934529796242714,
-0.03485437482595444,
0.007065916433930397,
-0.03325306996703148,
-0.042832545936107635,
0.013437537476420403,
-0.07238372415304184,
-0.04222022742033005,
-0.023744601756334305,
-0.0006147791864350438,
0.0024000199045985937,
-0.005582504905760288,
0.029576854780316353,
0.008409756235778332,
-0.05570192262530327,
-0.014490419998764992,
-0.06429657340049744,
-0.01200691144913435,
0.037621963769197464,
0.012853964231908321,
0.012297996319830418,
0.0102675287052989,
-0.026879148557782173,
0.09190979599952698,
0.046882081776857376,
-0.010980769991874695,
-0.03261930122971535,
-0.01600915752351284,
-0.0034650505986064672,
-0.06616929918527603,
0.030414940789341927,
0.038305606693029404,
0.02905641309916973,
0.04299617186188698,
0.012535203248262405,
0.003302224213257432,
0.05450998246669769,
0.004681120626628399,
0.017712660133838654,
0.013035246171057224,
-0.02490639127790928,
-0.03860771656036377,
0.03825618699193001,
0.028805704787373543,
-0.03008161671459675,
0.022954121232032776,
-0.026540054008364677,
0.02229982241988182,
-0.0018870903877541423,
-0.03734187036752701,
0.0477251335978508,
-0.014343814924359322,
-0.005151386838406324,
-0.008888171054422855,
0.04464133828878403,
0.011533573269844055,
-0.013364673592150211,
0.02693868614733219,
-0.012110603973269463,
0.04213627427816391,
-0.01824107952415943,
0.01964196190237999,
0.01764693297445774,
0.020604563876986504,
-0.02545253187417984,
-0.0002795877808239311,
-0.050657689571380615,
-0.006687626708298922,
-0.0032451064325869083,
-0.0016048827674239874,
-0.030722608789801598,
0.028128698468208313,
0.06544303148984909,
-0.023932622745633125,
0.0027699677739292383,
-0.034240711480379105,
-0.038206759840250015,
-0.06346393376588821,
0.003340028692036867,
-0.030125068500638008,
0.022735370323061943,
0.02171904593706131,
0.03870997577905655,
0.028406286612153053,
0.018793616443872452,
0.011471442878246307,
-0.01831875741481781,
-0.09015558660030365,
0.03380969911813736,
-0.03821969032287598,
0.015446524135768414,
-0.0013243533903732896,
-0.02408915013074875,
0.05097343027591705,
-0.0016287213657051325,
-0.022562526166439056,
0.00787645485252142,
0.0024416691157966852,
-0.027135083451867104,
0.023297851905226707,
0.001441317144781351,
-0.07063917070627213,
-0.0359567329287529,
-0.04931822791695595,
0.029104799032211304,
-0.011619983240962029,
-0.008905465714633465,
0.061210863292217255,
-0.009593903087079525,
-0.007504072971642017,
-0.01227245107293129,
0.01728479377925396,
0.015151137486100197,
0.02771143801510334,
0.01508630346506834,
0.02393113635480404,
-0.03858260065317154,
0.04882301017642021,
0.01695515587925911,
0.05406850576400757,
0.068180613219738,
-0.014241782948374748,
-0.019551552832126617,
-0.07231172174215317,
-0.02523275651037693,
0.00599105516448617,
0.00830985326319933,
-0.011059977114200592,
-0.03736541420221329,
0.07490339130163193,
0.024737589061260223,
-0.007798445876687765,
0.0026237773708999157,
0.03491410240530968,
0.011487524956464767,
-0.013609318993985653,
-0.02466498129069805,
-0.020361442118883133,
-0.02028118260204792,
-0.0320153534412384,
0.04790816083550453,
-0.029644688591361046,
0.017012858763337135,
0.009365648031234741,
0.03769886866211891,
-0.001436496153473854,
-0.025214899331331253,
-0.06701801717281342,
0.031064018607139587,
0.04083210602402687,
0.04229619354009628,
-0.05975606292486191,
-0.012460722588002682,
0.029148053377866745,
0.04036374017596245,
0.020391670987010002,
-0.0051033226773142815,
-0.07196498662233353,
0.014365267008543015,
0.05833214521408081,
0.028366904705762863,
-0.051599230617284775,
-0.012298019602894783,
-0.0328853502869606,
-0.0006115909782238305,
0.00005160898217582144,
-0.021908743306994438,
0.014696765691041946,
-0.024585507810115814,
0.019147949293255806,
-0.03469159081578255,
-0.049008212983608246,
-0.051107730716466904,
0.025249870494008064,
-0.006374158896505833,
-0.01545600313693285,
-0.041937828063964844,
-0.008328958414494991,
-0.030690127983689308,
0.014422350563108921,
0.0026923285331577063,
0.04978412017226219,
-0.0015425734454765916,
-0.0007870885892771184,
0.04242972657084465,
0.04739498347043991,
-0.023586198687553406,
-0.0753236636519432,
-0.02849995158612728,
0.006459422875195742,
0.011229236610233784,
0.008259274065494537,
-0.022279271855950356,
-0.03870479762554169,
0.004521518014371395,
0.01966525986790657,
-0.011749600060284138,
0.024129686877131462,
0.03098086081445217,
0.023982442915439606,
0.01582176424562931,
-0.00957413762807846,
0.07519905269145966,
-0.019342893734574318,
-0.012457640841603279,
-0.01580357365310192,
-0.0373288057744503,
0.016240036115050316,
-0.0315626785159111,
-0.0484791062772274,
-0.018866676837205887,
0.0019235051004216075,
-0.011819870211184025,
0.03057076781988144,
-0.009504211135208607,
0.002143393037840724,
-0.02973535843193531,
-0.023157643154263496,
0.004812802653759718,
0.015984509140253067,
-0.028451066464185715,
-0.030924374237656593,
0.023016449064016342,
0.06171431764960289,
0.027099525555968285,
-0.01652297005057335,
0.009216000325977802,
-0.01215098425745964,
0.002696111798286438,
0.01943226531147957,
0.008002008311450481,
-0.0025997674092650414,
-0.012357083149254322,
-0.025060303509235382,
0.03309369459748268,
-0.012834109365940094,
0.024072932079434395,
0.0021645985543727875,
-0.015012157149612904,
0.030320387333631516,
-0.057845454663038254,
-0.02031753398478031,
0.007982444949448109,
-0.01140617299824953,
0.02880830317735672,
0.0010836618021130562,
0.0070556821301579475,
-0.04132970795035362,
-0.00019053537107538432,
-0.06923270970582962,
-0.03824489563703537,
0.025981316342949867,
-0.017852837219834328,
-0.017102928832173347,
-0.019804786890745163,
-0.009386681951582432,
-0.024125834926962852,
-0.009576982818543911,
-0.008798283524811268,
0.06095610931515694,
-0.0024722949601709843,
-0.009739714674651623,
-0.036417122930288315,
0.015144859440624714,
0.0574064776301384,
0.016942519694566727,
-0.013644658029079437,
0.024268463253974915,
-0.030219271779060364,
0.011333874426782131,
-0.017574969679117203,
0.015644460916519165,
-0.051856931298971176,
-0.027093997225165367,
-0.004237871151417494,
-0.0007667778991162777,
0.038196463137865067,
-0.013780179433524609,
-0.015218719840049744,
-0.0024825388099998236,
0.018878426402807236,
-0.02247873693704605,
-0.015041106380522251,
-0.0007460293127223849,
-0.03496647626161575,
0.0077039580792188644,
0.011237327009439468,
0.04407301917672157,
-0.04008929431438446,
-0.01034229900687933,
0.0972752720117569,
-0.03594963997602463,
-0.020938415080308914,
0.04225771874189377,
0.050134554505348206,
-0.030413523316383362,
0.014066429808735847,
0.00960901565849781,
-0.02208273485302925,
0.06544006615877151,
0.007870928384363651,
0.01135983970016241,
0.01657554693520069,
0.04145136475563049,
-0.009522593580186367,
-0.03363008424639702,
-0.05394171178340912,
-0.007260574027895927,
0.06183043494820595,
-0.01894741877913475,
0.04011022672057152,
0.027543222531676292,
-0.04167301580309868,
0.005252960603684187,
-0.02734656073153019,
0.006896915379911661,
-0.020583854988217354,
0.033216144889593124,
0.04200562834739685,
-0.040757615119218826,
-0.014426766894757748,
0.044670701026916504,
-0.0038364273495972157,
0.008962323889136314,
-0.001325389021076262,
0.014712881296873093,
-0.006056070793420076,
0.016870252788066864,
-0.033234842121601105,
-0.027700912207365036,
0.07243610173463821,
-0.002589193871244788,
0.00808416772633791,
-0.00729123642668128,
-0.025108577683568,
0.027639608830213547,
-0.004378229379653931,
0.009654341265559196,
-0.06910379230976105,
-0.014486702159047127,
-0.02702079340815544,
0.009822317399084568,
0.031907666474580765,
-0.013791333884000778,
0.029623286798596382,
0.00803689006716013,
0.011406105011701584,
0.0017143187578767538,
0.026074634864926338,
-0.01636478677392006,
-0.08857981860637665,
-0.0025101313367486,
0.0007019607000984251,
-0.042642172425985336,
0.004610327538102865,
-0.015498300082981586,
-0.051008936017751694,
-0.004445833154022694,
-0.045692380517721176,
0.0023982597049325705,
0.0316678024828434,
0.050292786210775375,
-0.014590469188988209,
0.08768567442893982,
-0.00003871667286148295,
0.002542088972404599,
0.018875040113925934,
-0.022943047806620598,
0.14583304524421692,
0.03138194978237152,
0.027422765269875526,
-0.056368205696344376,
-0.015713145956397057,
-0.0034265785943716764,
-0.005294849630445242,
-0.02539019286632538,
-0.006521616131067276,
0.010091030970215797,
0.015078970231115818,
0.07128362357616425,
0.043669216334819794,
-0.02259696274995804,
0.010060759261250496,
0.05467895418405533,
-0.038356851786375046,
-0.01526232622563839,
0.0477692112326622,
-0.033266857266426086,
-0.024023357778787613,
0.030049163848161697,
-0.010961302556097507,
0.017730101943016052,
0.032700203359127045,
-0.00088526401668787,
-0.018365299329161644,
-0.02032763883471489,
-0.0038610000628978014,
0.008189740590751171,
-0.041417088359594345,
-0.002172883367165923,
0.0029256045818328857,
0.025007743388414383,
0.027696631848812103,
0.0037105802912265062,
0.005714483559131622,
-0.009194131009280682,
-0.00739838182926178,
0.04623455926775932,
-0.02377433516085148,
0.006462066899985075,
-0.005054009146988392,
-0.009785886853933334,
-0.024599261581897736,
-0.021912889555096626,
-0.004584093578159809,
0.010710463859140873,
-0.048947613686323166,
-0.024404272437095642,
0.01246899738907814,
-0.016748787835240364,
0.0007192904013209045,
-0.03754034265875816,
-0.004935084376484156,
0.01264964696019888,
0.0532040037214756,
-0.005392894614487886,
-0.011377949267625809,
-0.031614355742931366,
0.009608995169401169,
-0.0277083832770586,
0.036104630678892136,
0.0041174618527293205,
-0.03620632737874985,
0.018846843391656876,
-0.011410485953092575,
0.057477764785289764,
-0.00461365282535553,
0.012507888488471508,
0.00703876418992877,
-0.003360130125656724,
-0.044152021408081055,
-0.027213891968131065,
0.044631291180849075,
0.00025802056188695133,
0.04505537450313568,
0.005195793230086565,
0.03226013481616974,
-0.0244356170296669,
-0.0674370750784874,
0.00047137049841694534,
-0.0038977251388132572,
-0.03245888277888298,
-0.045607395470142365,
0.022721465677022934,
0.028807122260332108,
0.04082199186086655,
0.03405905142426491,
-0.00144398573320359,
-0.028028367087244987,
0.027268337085843086,
-0.00929494109004736,
-0.04605546593666077,
0.020367147400975227,
0.024162618443369865,
0.005929136648774147,
-0.012056605890393257,
-0.01158080343157053,
0.03695565462112427,
0.05547088012099266,
0.03525650501251221,
-0.02884060889482498,
0.04167713224887848,
-0.004591408651322126,
0.02019093558192253,
0.02471495047211647,
-0.03888503834605217,
0.006786889396607876,
0.013933958485722542,
0.0049181412905454636,
-0.027917208150029182,
0.007823311723768711,
-0.017982885241508484,
-0.033390145748853683,
0.07294140756130219,
0.032272472977638245,
-0.03154652193188667,
-0.01542865950614214,
-0.028288520872592926,
0.03193090856075287,
-0.044115882366895676,
-0.01052742451429367,
-0.008133427239954472,
0.031061721965670586,
-0.03421161696314812,
-0.04130655154585838,
0.015187300741672516,
0.0005161155131645501,
-0.0047808014787733555,
0.012781147845089436,
0.044545963406562805,
0.03384149819612503,
-0.02379942126572132,
0.021676544100046158,
0.023313259705901146,
-0.02010180614888668,
0.06412806361913681,
0.00015359115786850452,
-0.016381654888391495,
0.037194833159446716,
-0.03239663317799568,
0.005087448749691248,
0.027346916496753693,
0.003145871451124549,
0.03785073757171631,
0.00408589094877243,
0.00802870374172926,
-0.004285329021513462,
0.01992308907210827,
-0.020036472007632256,
0.008202404715120792,
-0.013757873326539993,
-0.0059975869953632355,
0.06207903474569321,
0.007024858146905899,
-0.006640886887907982,
-0.006084722001105547,
0.005014895927160978,
-0.0038519646041095257,
0.040056489408016205,
-0.0383065864443779,
0.012827268801629543,
0.0453917495906353,
-0.02060708776116371,
-0.014000826515257359,
-0.015079866163432598,
0.020753802731633186,
0.03749586641788483,
0.056574366986751556,
-0.024005912244319916,
0.014830822125077248,
0.009757294319570065,
0.01939614862203598,
-0.11077476292848587,
-0.024920551106333733,
-0.012685299851000309,
0.004560511559247971,
0.03352109342813492,
-0.017673831433057785,
0.012438573874533176,
0.008347470313310623,
-0.04792565479874611,
0.016218824312090874,
0.01445571519434452,
-0.0177617110311985,
-0.04209722951054573,
-0.025867143645882607,
-0.05000929906964302,
0.0589941143989563,
0.004101024940609932,
0.037808120250701904,
0.04223247617483139,
-0.00835320446640253,
0.02783638797700405,
-0.016607141122221947,
-0.025183435529470444,
0.006871582008898258,
-0.015275116078555584,
-0.022019654512405396,
0.06548192352056503,
0.02329428307712078,
-0.02267625741660595,
0.030799761414527893,
-0.006011900492012501,
0.05610242113471031,
0.02610958367586136,
-0.003940991126000881,
0.01843498833477497,
0.05093937739729881,
0.050191305577754974,
-0.004558245185762644,
-0.039720043540000916,
0.009269466623663902,
0.008987406268715858,
0.012466308660805225,
-0.02730734646320343,
0.03040613979101181,
-0.01948617398738861,
-0.037718333303928375,
-0.041305020451545715,
-0.0070544700138270855,
-0.018052296712994576,
-0.03447817638516426,
0.0032042900566011667,
-0.011569011025130749,
-0.001038988120853901,
-0.0522475466132164,
-0.00910655315965414,
-0.031362950801849365,
-0.03213048726320267,
0.06163695454597473,
0.01344707515090704,
-0.025587044656276703,
0.03360835835337639,
-0.0063924724236130714,
-0.03079499863088131,
0.01867290399968624,
-0.009496445767581463,
-0.000010436972843308467,
-0.05267966538667679,
0.0016879714094102383,
-0.0017982319695875049,
0.004666522610932589,
0.004566829185932875,
-0.0065005868673324585,
-0.03756251558661461,
0.024456311017274857,
-0.010069802403450012,
0.03705357387661934,
0.029554756358265877,
-0.042923703789711,
0.0038435643073171377,
-0.07443712651729584,
0.09252078086137772,
0.03168197721242905,
-0.029169246554374695,
-0.00673817889764905,
-0.005289257969707251,
-0.00838605035096407,
0.00940654519945383,
0.06545108556747437,
0.011862238869071007,
0.0021480489522218704,
-0.018404880538582802,
0.06763135641813278,
-0.021299870684742928,
-0.03867564722895622,
0.003306241240352392,
-0.012949677184224129,
-0.010040665976703167,
-0.04546716809272766,
0.008831595070660114,
-0.02948860451579094,
0.02862686477601528,
-0.008434855379164219,
-0.0019417775329202414,
0.02519306167960167,
-0.011939672753214836,
0.003342136275023222,
0.02855958603322506,
0.07415720820426941,
-0.03130608797073364,
0.05476502329111099,
-0.022893592715263367,
-0.0030868584290146828,
0.012606763280928135,
-0.007844985462725163,
-0.05986444652080536,
0.03551826626062393,
-0.028992785140872,
-0.017910294234752655,
0.007160237990319729,
0.00006272966129472479,
0.013156725093722343,
-0.05265248194336891,
-0.00028317832038737833,
0.00734974630177021,
-0.031767603009939194,
0.005148957017809153,
0.017151793465018272,
0.021161602810025215,
0.05846258997917175,
0.024350645020604134,
-0.017691321671009064,
-0.01985410787165165,
-0.008346115238964558,
-0.013905925676226616,
0.025290995836257935,
0.02926580421626568,
-0.014710561372339725,
0.005523709114640951,
0.017187736928462982,
-0.00024595222203060985,
0.036293722689151764,
0.01053235400468111,
0.05991600826382637,
-0.06868857145309448,
-0.0134720578789711,
0.03415057063102722,
-0.006612837314605713,
0.03537548705935478,
0.03655789792537689,
-0.019159017130732536,
0.0706624984741211,
-0.04245549067854881,
-0.025113394483923912,
0.005344654433429241,
-0.010318652726709843,
-0.04304635897278786,
0.001822112943045795,
0.0021987317595630884,
0.027864884585142136,
0.02562660165131092,
0.0387401208281517,
-0.013135080225765705,
-0.022635256871581078,
0.03620724007487297,
0.018917735666036606,
0.014165547676384449,
0.008069789037108421,
0.0005435801576822996,
-0.0053267087787389755,
-0.011980868875980377,
-0.01794346608221531,
0.00352625478990376,
0.025687294080853462,
0.057581160217523575,
0.015592523850500584,
-0.02282341942191124,
0.007081786636263132,
-0.0005687456578016281,
0.04902322217822075,
-0.0741523802280426,
-0.015332704409956932,
-0.028092265129089355,
-0.008933509700000286,
-0.0003774954820983112,
-0.01486895326524973
] |
<p>I am interested in finding a leading indicator of $Y_t$. Is it sufficient to find a variable $X$ for which its lagged value is correlated with $Y$? Do I have to give consideration to the spurious regression phenomenon? Or is it correct to say that when it comes to forecasting, I can ignore this problem?</p> | 35,777 | [
-0.01438059937208891,
-0.018293676897883415,
0.008685966022312641,
-0.002658685203641653,
0.05980395898222923,
0.016870850697159767,
-0.027292585000395775,
-0.012107186019420624,
0.03480217605829239,
-0.03828603774309158,
0.021256359294056892,
0.009521517902612686,
0.058860067278146744,
0.03818884491920471,
0.02426188252866268,
0.03744369000196457,
-0.01715322770178318,
-0.002784918062388897,
0.024000247940421104,
-0.009562131017446518,
-0.0029844921082258224,
0.028936011716723442,
0.03734024986624718,
-0.016203658655285835,
-0.021791161969304085,
0.024486996233463287,
0.022935273125767708,
0.020617874339222908,
0.021730151027441025,
0.06038879603147507,
-0.052542105317115784,
-0.0056272707879543304,
0.010781713761389256,
0.07672866433858871,
0.017781933769583702,
-0.004668230656534433,
-0.0005163527093827724,
-0.030833633616566658,
0.015035118907690048,
0.045030608773231506,
-0.013632703572511673,
-0.007539348676800728,
0.025035394355654716,
0.02328711375594139,
-0.00027085343026556075,
0.0248696431517601,
0.002175807487219572,
-0.04823247715830803,
0.05241156741976738,
-0.03019324131309986,
0.08313339203596115,
-0.012076573446393013,
-0.004861206281930208,
0.0344422273337841,
0.0022123991511762142,
-0.004417587071657181,
0.10539720952510834,
0.028782228007912636,
-0.020901324227452278,
-0.026428822427988052,
-0.0034570845309644938,
-0.02412484772503376,
0.003588672960177064,
0.010839159600436687,
-0.04233286529779434,
0.02832263894379139,
-0.03425993770360947,
-0.03391630947589874,
0.018604746088385582,
-0.0305821243673563,
0.005373230203986168,
-0.0035495248157531023,
0.04063081368803978,
-0.028864894062280655,
0.019807999953627586,
-0.03450948745012283,
0.010228822007775307,
0.04181810840964317,
0.020495835691690445,
0.060436002910137177,
0.018585676327347755,
0.027618136256933212,
0.023548664525151253,
0.05171022564172745,
0.020647818222641945,
0.014597424305975437,
0.016335807740688324,
-0.0468587800860405,
0.03523464500904083,
0.040291283279657364,
-0.03358864411711693,
0.004236966837197542,
0.05124476179480553,
-0.021235501393675804,
-0.0038581660483032465,
0.019550878554582596,
-0.0289116483181715,
0.034553155303001404,
0.04174525663256645,
-0.007666261401027441,
-0.007941092364490032,
-0.03477107360959053,
-0.013365130871534348,
0.07845529168844223,
-0.02426835522055626,
0.010537674650549889,
-0.010708670131862164,
0.020542088896036148,
-0.021290026605129242,
-0.03573049232363701,
-0.06375835090875626,
-0.012953273952007294,
-0.013888594694435596,
0.012866953387856483,
0.05010857805609703,
0.03027857095003128,
-0.00042487154132686555,
-0.022099977359175682,
0.014501665718853474,
0.05189697444438934,
0.027638595551252365,
-0.03043552115559578,
0.015784529969096184,
-0.0054681855253875256,
-0.04391469433903694,
0.02221391163766384,
0.025682097300887108,
-0.015175995416939259,
-0.030328946188092232,
0.06670321524143219,
-0.01424423698335886,
-0.036703940480947495,
0.007483218796551228,
-0.0032577957026660442,
0.06385435163974762,
0.03724687919020653,
-0.0912294015288353,
-0.051993172615766525,
0.0430370569229126,
-0.021938659250736237,
0.007846245542168617,
-0.07607690244913101,
0.0024845032021403313,
0.009940247982740402,
0.05175575241446495,
0.01463895384222269,
0.028988374397158623,
0.011204463429749012,
0.03670548275113106,
0.01728200726211071,
-0.05789123475551605,
-0.034549884498119354,
0.028140433132648468,
-0.03870575875043869,
0.013464391231536865,
-0.08168091624975204,
-0.02051406353712082,
0.03537413477897644,
-0.01389291137456894,
-0.03171748295426369,
0.030724260956048965,
0.016406487673521042,
-0.019387973472476006,
-0.00038973268237896264,
0.022116132080554962,
-0.042605914175510406,
0.06783169507980347,
-0.015484621748328209,
0.015930280089378357,
0.020879965275526047,
0.009363718330860138,
0.014594780281186104,
0.04334452003240585,
0.048559099435806274,
0.04411940649151802,
-0.020365972071886063,
-0.02263963595032692,
-0.01595332846045494,
-0.009003493934869766,
0.004240851383656263,
-0.05354772135615349,
-0.036129180341959,
-0.025939932093024254,
0.009403344243764877,
0.010856264270842075,
0.08259537070989609,
0.02284982055425644,
-0.002909287577494979,
0.043920766562223434,
-0.071187324821949,
-0.03349383920431137,
-0.05015947297215462,
-0.0337945930659771,
0.012220765464007854,
0.0010541054653003812,
0.03801378607749939,
0.0002425198326818645,
0.029971744865179062,
-0.029551666229963303,
-0.028136424720287323,
-0.008657091297209263,
0.019947683438658714,
0.05348018556833267,
-0.04328177869319916,
0.032109182327985764,
0.019789166748523712,
0.02490040846168995,
-0.013959027826786041,
0.001876614522188902,
-0.05455781891942024,
-0.08620405197143555,
0.017897505313158035,
-0.028951991349458694,
0.05860736593604088,
-0.05293469876050949,
-0.017932036891579628,
0.0238031055778265,
-0.02290158160030842,
-0.015640683472156525,
0.036910515278577805,
-0.05074983462691307,
0.05996422842144966,
0.03311175853013992,
0.010634255595505238,
-0.01764826662838459,
-0.020206471905112267,
0.022886527702212334,
0.012806957587599754,
-0.023252470418810844,
-0.026774302124977112,
-0.02406633272767067,
0.0032362656202167273,
0.033569756895303726,
0.0355931855738163,
-0.03944908827543259,
0.027180032804608345,
0.045811742544174194,
0.024523667991161346,
-0.00464946124702692,
0.020552678033709526,
-0.016376301646232605,
0.006041602231562138,
-0.00557493232190609,
0.02155217155814171,
0.015800360590219498,
0.005509179085493088,
0.004985357169061899,
0.0276186466217041,
0.03030329756438732,
-0.011943703517317772,
0.0005831553135067225,
0.05732713267207146,
-0.007888003252446651,
0.0015044668689370155,
0.02086869440972805,
-0.030295275151729584,
0.037364475429058075,
-0.0455445721745491,
-0.00945117138326168,
0.005511057563126087,
0.03871647268533707,
0.01850036345422268,
0.0160223338752985,
-0.011978965252637863,
0.013838793151080608,
0.021659942343831062,
-0.05514438822865486,
0.002032054588198662,
0.044938892126083374,
-0.024269795045256615,
0.032292045652866364,
-0.04514637961983681,
-0.04482020437717438,
-0.03951098024845123,
-0.018490981310606003,
0.041656430810689926,
0.022015923634171486,
0.0090686259791255,
-0.020251097157597542,
0.00862547941505909,
-0.012461751699447632,
-0.013241784647107124,
-0.014339943416416645,
0.024699389934539795,
-0.02400798164308071,
0.0032597638200968504,
-0.03114442341029644,
-0.013930571265518665,
0.014223290607333183,
-0.032837532460689545,
-0.004109252244234085,
0.011358698830008507,
-0.025867732241749763,
-0.060810498893260956,
-0.06279679387807846,
-0.03644623979926109,
0.03265533596277237,
-0.01515774242579937,
-0.042153339833021164,
0.02771121636033058,
-0.027127960696816444,
-0.03766977787017822,
-0.015874609351158142,
-0.058854393661022186,
-0.008623003959655762,
-0.04541977122426033,
-0.002356734359636903,
-0.014325692318379879,
-0.016665799543261528,
0.010956929996609688,
0.023446770384907722,
-0.03224113583564758,
0.009521840140223503,
-0.034618206322193146,
-0.06436877697706223,
0.03903566300868988,
-0.00339956465177238,
0.0486840084195137,
-0.012698731385171413,
-0.04415232688188553,
0.037021979689598083,
0.049149781465530396,
0.005262565333396196,
-0.03978094831109047,
-0.03180965408682823,
-0.017936773598194122,
-0.041214969009160995,
0.012983107008039951,
0.01874847337603569,
0.025345100089907646,
0.053474970161914825,
0.01465314906090498,
0.01039499044418335,
0.011724368669092655,
0.032157011330127716,
0.037365831434726715,
-0.0066888704895973206,
-0.030077427625656128,
0.02635015733540058,
-0.00676150806248188,
0.06059795618057251,
-0.007490749936550856,
-0.023517686873674393,
-0.011821369640529156,
0.04840267822146416,
0.02055550180375576,
-0.026849204674363136,
0.020993510261178017,
-0.03519919887185097,
0.00800300668925047,
-0.006078352220356464,
0.02518751285970211,
0.03712654113769531,
0.01734192855656147,
-0.04916955903172493,
-0.00752212991937995,
-0.001719110645353794,
0.021126702427864075,
0.033133089542388916,
0.06206094101071358,
-0.005369985941797495,
-0.019631443545222282,
-0.029807094484567642,
-0.024466924369335175,
-0.04522469639778137,
0.04040071740746498,
-0.00469585694372654,
-0.009008664637804031,
0.05002163350582123,
0.014011801220476627,
-0.008120561949908733,
-0.009156052023172379,
-0.034392423927783966,
0.014884207397699356,
-0.10253892093896866,
-0.021656375378370285,
0.014864944852888584,
0.031052878126502037,
0.005375850945711136,
0.06035924330353737,
0.014192333444952965,
0.00530373165383935,
0.027990512549877167,
-0.002547077601775527,
-0.07148066908121109,
0.027472546324133873,
-0.05960432067513466,
0.006498791743069887,
-0.02859380841255188,
-0.017274195328354836,
0.033931560814380646,
-0.040824469178915024,
0.017954112961888313,
-0.014316346496343613,
0.02962680160999298,
-0.039343588054180145,
0.008031835779547691,
-0.01564756967127323,
-0.006841433700174093,
-0.009741434827446938,
-0.020075758919119835,
0.006254707928746939,
-0.03724692016839981,
0.03586551174521446,
0.0464668907225132,
0.001436638180166483,
-0.027087949216365814,
-0.0396059975028038,
0.02183813601732254,
0.016288353130221367,
0.028468560427427292,
0.02959846891462803,
-0.011514308862388134,
-0.07900490611791611,
0.01641855388879776,
0.04445008188486099,
0.0382513627409935,
0.014389070682227612,
-0.014363850466907024,
-0.022353127598762512,
-0.0007560974918305874,
-0.021464306861162186,
0.018494244664907455,
0.012826296500861645,
0.004106389824301004,
0.006201775744557381,
0.0656399354338646,
0.005304356571286917,
-0.04134397208690643,
0.03157929703593254,
0.039133232086896896,
0.022724982351064682,
0.021351074799895287,
-0.01764853484928608,
-0.0034063702914863825,
-0.006198860704898834,
0.013696900568902493,
0.02082284912467003,
-0.008007676340639591,
0.010435945354402065,
-0.014218796044588089,
0.040780629962682724,
-0.0072105019353330135,
0.011676662601530552,
0.014797985553741455,
0.03932242840528488,
0.045018263161182404,
0.016449537128210068,
-0.0491802841424942,
0.047032106667757034,
0.033151138573884964,
0.00034219949156977236,
0.05651138350367546,
-0.025844477117061615,
-0.0869850441813469,
-0.0014931339537724853,
0.043412525206804276,
0.02270350605249405,
-0.04890294745564461,
-0.006446337327361107,
-0.05020352452993393,
0.00024635891895741224,
0.04219571128487587,
-0.018683940172195435,
0.03542622923851013,
-0.009657804854214191,
-0.014923898503184319,
-0.011378739960491657,
-0.05043034255504608,
-0.032528106123209,
0.041769906878471375,
0.04251106083393097,
0.037890058010816574,
-0.028521187603473663,
-0.043787214905023575,
-0.02330869436264038,
-0.009181926026940346,
0.0009111658437177539,
0.06668942421674728,
0.003308499464765191,
0.004826972261071205,
0.013125108554959297,
0.06258973479270935,
0.02106519229710102,
-0.06274831295013428,
0.003817496821284294,
0.011800744570791721,
-0.03530454635620117,
0.03914010152220726,
-0.006772162858396769,
-0.04971407353878021,
0.02773796208202839,
-0.005543423350900412,
-0.010927832685410976,
0.006957442034035921,
-0.0648430585861206,
0.032045260071754456,
-0.004491367377340794,
0.038769062608480453,
0.01515952404588461,
0.05245722085237503,
0.011611104011535645,
-0.02102692611515522,
-0.011271340772509575,
-0.006659578066319227,
-0.03823050111532211,
0.02597363106906414,
0.004686885513365269,
-0.023583993315696716,
-0.03642033785581589,
0.0498213991522789,
-0.003567909123376012,
0.015114781446754932,
-0.022246286273002625,
-0.0009966460056602955,
-0.014817895367741585,
0.028659628704190254,
0.008060254156589508,
-0.018283924087882042,
0.0028252420015633106,
-0.005737978965044022,
-0.021602729335427284,
-0.023236161097884178,
0.009992768056690693,
-0.011369411833584309,
-0.025230739265680313,
0.04348737373948097,
-0.02997004985809326,
0.010850607417523861,
-0.009863493964076042,
0.010791881009936333,
0.013617093674838543,
-0.004386219661682844,
0.026853857561945915,
0.002772188512608409,
0.027225257828831673,
-0.014662647619843483,
-0.029329193755984306,
0.007963474839925766,
0.03472787141799927,
0.06227976828813553,
0.03469112142920494,
-0.03526962548494339,
0.018077729269862175,
-0.02066832408308983,
0.008375735022127628,
-0.05429182946681976,
-0.038293417543172836,
-0.00486127519980073,
0.021287253126502037,
-0.03614136949181557,
-0.018801374360919,
0.018467679619789124,
-0.06189780682325363,
-0.053777046501636505,
-0.026480428874492645,
0.0638202577829361,
-0.0008483996498398483,
-0.031052425503730774,
-0.016771702095866203,
0.02182380110025406,
0.08087616413831711,
-0.028623539954423904,
-0.03404374420642853,
0.020485196262598038,
-0.009465083479881287,
-0.026123953983187675,
-0.009710030630230904,
0.033832158893346786,
-0.021766118705272675,
0.018516240641474724,
-0.02573101967573166,
-0.042022526264190674,
0.009150316007435322,
-0.015491906553506851,
-0.04025552421808243,
0.049313850700855255,
0.018438588827848434,
-0.014161655679345131,
-0.025767922401428223,
0.013815623708069324,
0.011472310870885849,
-0.02386324666440487,
0.014494102448225021,
-0.016507264226675034,
0.002561234636232257,
-0.03373946622014046,
0.037372320890426636,
0.015485338866710663,
-0.0036720188800245523,
0.022890908643603325,
0.04860665276646614,
-0.0002833481412380934,
-0.011121083050966263,
0.016231421381235123,
-0.007879075594246387,
0.025333525612950325,
0.025164982303977013,
0.004411804489791393,
-0.0038371835835278034,
0.0005134730017744005,
-0.03909538686275482,
-0.053142890334129333,
-0.011615830473601818,
0.0007216017693281174,
0.0757550522685051,
0.0023404306266456842,
0.030443798750638962,
0.010275163687765598,
-0.033774424344301224,
-0.006973247975111008,
0.001368977129459381,
0.006242380943149328,
-0.024872412905097008,
-0.023778755217790604,
0.03489315137267113,
-0.012435626238584518,
-0.0023502360563725233,
0.0029735553544014692,
-0.01572289504110813,
0.010360579006373882,
0.017385652288794518,
-0.008613072335720062,
-0.004985668696463108,
0.0030307446140795946,
-0.001715650549158454,
-0.07832033187150955,
0.04140984266996384,
-0.030433351173996925,
0.03571811690926552,
-0.043120741844177246,
-0.013006077148020267,
0.044366542249917984,
0.012194563634693623,
0.0044350954703986645,
-0.04939856007695198,
-0.01804525777697563,
-0.04725978523492813,
-0.03177237510681152,
0.028697099536657333,
-0.023004774004220963,
0.044879000633955,
0.03003394603729248,
0.020400870591402054,
0.005322475451976061,
0.020615022629499435,
-0.02464265003800392,
-0.09412163496017456,
-0.03781890869140625,
-0.02061958611011505,
-0.00364341726526618,
0.046624794602394104,
-0.006707062944769859,
-0.021354837343096733,
0.02431197464466095,
-0.03732078894972801,
0.0040545957162976265,
-0.02329004369676113,
0.05706577003002167,
-0.008983182720839977,
0.0655534565448761,
0.007522541098296642,
0.02356758341193199,
-0.013969413004815578,
0.04178595915436745,
0.1036352589726448,
0.08034876734018326,
0.02931951731443405,
-0.09371349215507507,
0.03694663196802139,
-0.022197509184479713,
-0.014374842867255211,
-0.03156061843037605,
0.01113620214164257,
-0.0012082766043022275,
-0.019125113263726234,
0.030058028176426888,
0.026995379477739334,
-0.007851682603359222,
0.011450149118900299,
0.04095381870865822,
-0.02601386234164238,
-0.004261958412826061,
0.004494669381529093,
0.052093151956796646,
-0.006488030776381493,
-0.032257623970508575,
-0.0008957457612268627,
0.019161850214004517,
-0.03468506410717964,
-0.024200448766350746,
0.010753451846539974,
-0.011419075541198254,
0.0003667888231575489,
-0.02594459429383278,
-0.048903971910476685,
-0.017391536384820938,
0.0455617792904377,
-0.00875250156968832,
-0.033451441675424576,
-0.04345747455954552,
-0.018309839069843292,
-0.03711581975221634,
0.038471341133117676,
0.012472176924347878,
-0.002880989108234644,
0.0129136573523283,
0.0011233719997107983,
-0.0006388454930856824,
-0.02670942060649395,
0.004000012297183275,
0.012086479924619198,
0.030954057350754738,
0.0020210777875036,
0.014136469922959805,
-0.023925142362713814,
0.009153640829026699,
0.013256256468594074,
-0.003963155671954155,
0.014042962342500687,
0.014820999465882778,
0.04127452149987221,
-0.08329521119594574,
-0.003367691533640027,
-0.034678272902965546,
0.013153846375644207,
-0.01942088082432747,
0.04276452586054802,
0.044427964836359024,
-0.02699955925345421,
0.012130255810916424,
0.0015754675259813666,
0.050468914210796356,
0.0093876663595438,
-0.019179701805114746,
-0.019297031685709953,
-0.002098638331517577,
-0.012760820798575878,
0.015462570823729038,
0.02236395888030529,
0.002532799495384097,
0.008340473286807537,
-0.006041292101144791,
-0.010675525292754173,
-0.03595399856567383,
-0.048296138644218445,
0.036774732172489166,
-0.03437693789601326,
-0.02588232420384884,
-0.03879862651228905,
0.02838774211704731,
0.0465579479932785,
0.05551917850971222,
0.010809704661369324,
-0.012674150988459587,
-0.008952180854976177,
0.037251222878694534,
0.028513142839074135,
-0.06071670725941658,
-0.002767951227724552,
-0.016226427629590034,
-0.029825355857610703,
0.04322921484708786,
-0.010914412327110767,
0.0189532320946455,
0.014086476527154446,
0.02763870172202587,
-0.021097151562571526,
0.010245372541248798,
-0.011881155893206596,
0.016509003937244415,
0.028791239485144615,
-0.05020754784345627,
0.007978777401149273,
0.009804224595427513,
0.011710667982697487,
-0.026009848341345787,
-0.041970524936914444,
-0.020441774278879166,
0.025742491707205772,
0.0035988762974739075,
-0.012023834511637688,
-0.036812011152505875,
0.007066333666443825,
0.003845151513814926,
-0.0019263677531853318,
-0.07256744801998138,
-0.008156600408256054,
-0.05829697102308273,
-0.0369747169315815,
0.009068084880709648,
-0.030367661267518997,
-0.022947123274207115,
-0.007564695086330175,
-0.01655104197561741,
0.005943808238953352,
0.0390559583902359,
0.006182832643389702,
0.008787923492491245,
-0.030110545456409454,
0.0027228854596614838,
-0.036943335086107254,
0.03102823719382286,
-0.04113198444247246,
-0.026157157495617867,
0.0009236058685928583,
-0.008055509999394417,
-0.02208334021270275,
0.032467301934957504,
-0.01367905829101801,
0.030057374387979507,
0.017418110743165016,
0.02823627181351185,
-0.021472569555044174,
0.0035941563546657562,
-0.007347090169787407,
0.03408540412783623,
0.03942037373781204,
0.02484486624598503,
0.02710605412721634,
0.010214151814579964,
0.009347544983029366,
0.027965350076556206,
-0.003566612023860216,
-0.008497088216245174,
0.03163117170333862,
0.0169917531311512,
-0.022897133603692055,
0.00540801789611578,
0.020157497376203537,
0.010468955151736736,
-0.009809400886297226,
-0.006597659084945917,
0.046496592462062836,
0.044494230300188065,
-0.0013398336013779044,
0.006878993008285761,
0.007811587769538164,
0.018567726016044617,
-0.07439298182725906,
-0.007712014485150576,
0.011940591968595982,
0.034306686371564865,
0.032583244144916534,
-0.022003501653671265,
-0.0020823709201067686,
0.03376009315252304,
-0.026602422818541527,
0.03031850792467594,
0.019697969779372215,
0.0020837660413235426,
-0.027566269040107727,
-0.036602094769477844,
-0.013884597457945347,
0.007895848713815212,
0.06313986331224442,
0.04067235812544823,
0.022102635353803635,
0.05365866422653198,
0.024698790162801743,
-0.03224974125623703,
0.0060282559134066105,
-0.008768794126808643,
0.009603139944374561,
-0.046204689890146255,
0.06789971143007278,
-0.04147151857614517,
-0.05111822858452797,
0.019015008583664894,
-0.00510970177128911,
0.053433340042829514,
0.009129181504249573,
0.030123967677354813,
-0.032833781093358994,
0.057819630950689316,
0.05406273156404495,
-0.00866682082414627,
0.0017430876614525914,
0.010992772877216339,
0.013764637522399426,
0.028627369552850723,
-0.006157271098345518,
-0.020720116794109344,
-0.019476236775517464,
-0.030541041865944862,
-0.039166584610939026,
0.007447026204317808,
0.004122678656131029,
-0.020234402269124985,
0.03250911459326744,
-0.009419227950274944,
-0.007712772581726313,
-0.013036883436143398,
0.033155255019664764,
-0.02253069169819355,
-0.011695587076246738,
0.04324482008814812,
0.019509200006723404,
-0.03982140123844147,
0.005941715091466904,
-0.02326611988246441,
-0.057420264929533005,
0.04725296422839165,
0.00654012942686677,
0.014242284931242466,
-0.07770688831806183,
-0.00001464403158024652,
-0.015521856024861336,
-0.056505195796489716,
-0.04390868544578552,
0.021580006927251816,
-0.01536780409514904,
0.03723348677158356,
-0.02202613651752472,
0.0013196321669965982,
0.03353292495012283,
-0.008434326387941837,
-0.008095057681202888,
-0.04128219559788704,
0.05259783938527107,
0.013911465182900429,
0.01697365567088127,
0.0016402163309976459,
-0.007220515515655279,
-0.06188042834401131,
-0.015526135452091694,
0.05765204876661301,
-0.023626739159226418,
-0.00852985680103302,
0.020948586985468864,
0.008115106262266636,
-0.03496353328227997,
-0.04483417421579361,
0.022899756208062172,
-0.018641510978341103,
0.009676985442638397,
0.0026084696874022484,
-0.038265831768512726,
0.006196414120495319,
-0.02046918123960495,
0.02571600116789341,
0.025852764025330544,
0.0019202280091121793,
0.01658017374575138,
0.014844847843050957,
0.03957759588956833,
0.021036667749285698,
-0.01657082512974739,
0.07641815394163132,
0.020117713138461113,
0.007157834246754646,
0.03823799267411232,
-0.004578383639454842,
-0.0987762063741684,
0.01760193146765232,
-0.03036843240261078,
-0.03865044564008713,
0.0009294746560044587,
0.022488268092274666,
-0.00040228100260719657,
-0.061155661940574646,
-0.009409163147211075,
0.06776406615972519,
-0.0026842730585485697,
-0.00008066205191425979,
0.0325029194355011,
0.0034578158520162106,
0.010780156590044498,
-0.019639572128653526,
0.005079981405287981,
0.04260210692882538,
0.02768181636929512,
-0.008354672230780125,
0.000993708148598671,
0.031768400222063065,
0.020701279863715172,
0.01528877206146717,
-0.005209615454077721,
0.02014485001564026,
0.02535255067050457,
-0.010793931782245636,
0.009188346564769745,
-0.05011032149195671,
-0.012923594564199448,
0.012690803967416286,
-0.006679806392639875,
0.019211972132325172,
0.000696508155670017,
0.006050379015505314,
0.007157013285905123,
-0.03348445147275925,
-0.015787113457918167,
-0.025467664003372192,
-0.004845507442951202,
-0.023788323625922203,
0.015109067782759666,
-0.002634579548612237,
-0.011713220737874508,
-0.009206795133650303,
-0.003608059138059616,
0.03427056223154068,
0.008275586180388927,
-0.015738483518362045,
-0.02620445378124714,
-0.021513381972908974,
-0.0281676072627306,
-0.021483618766069412,
-0.02671145647764206,
-0.038799650967121124,
-0.048862479627132416,
-0.01352376863360405,
0.018845925107598305,
0.04759553074836731,
0.0002472043561283499,
-0.02278873883187771,
-0.03527718782424927,
-0.023027826100587845,
0.061801977455616,
-0.08542990684509277,
0.012258741073310375,
-0.03490915521979332,
-0.01021331362426281,
0.022878898307681084,
-0.05751759186387062
] |
<p>Suppose you have $n$ players play a round robin tournament. A win adds 1 to the winning score of a player while a loss adds nothing. After the round robin tournament is finished the players are assigned ranks based on their scores, with ties being broken at random, the top player receiving a rank of $n-1$ and the bottom player receiving a rank of 0. What is the relationship between the expected value of the $\textbf{score}$ of player $i$ and the expected value of the $\textbf{rank}$ of player $i$?</p>
<p>Sample result of a tournament with 5 players: $scores=(3,3,2,1,1)$ and $ranks=(3,4,2,1,0)$</p>
<p>Addition information: A player $i$ has an attribute $\lambda_i$. The probability that player i beats player $j$ in a game is $\frac{\lambda_i}{\lambda_i+\lambda_j}$.</p>
<p>Numerical simulations suggest that taken across players, the two quantities perfectly correlated, but I don't know how to prove this. Any references would be appreciated.</p> | 73,415 | [
-0.0335029736161232,
-0.04971771687269211,
-0.018713831901550293,
-0.018985092639923096,
0.038017235696315765,
0.04184648394584656,
0.015411392785608768,
0.025212300941348076,
0.029499370604753494,
-0.03550875931978226,
0.021822867915034294,
0.043329887092113495,
0.05870277062058449,
0.061500392854213715,
0.002127696294337511,
0.007943985983729362,
-0.00934529583901167,
0.010464322753250599,
-0.0026798478793352842,
0.011530891992151737,
0.024765674024820328,
0.014384336769580841,
0.026127610355615616,
-0.010532019659876823,
-0.046280525624752045,
0.04948505759239197,
0.004306488670408726,
-0.041354257613420486,
0.02196178026497364,
0.06240202113986015,
0.0004467811086215079,
0.0034360031131654978,
0.006391272880136967,
0.04656434804201126,
0.011202037334442139,
-0.011094419285655022,
-0.026889484375715256,
-0.03457694500684738,
0.011869498528540134,
-0.012021545320749283,
-0.014428296126425266,
-0.04721963033080101,
0.01808025874197483,
0.034877147525548935,
-0.01547989621758461,
0.03496043384075165,
-0.013260477222502232,
-0.021311363205313683,
0.03731696680188179,
-0.043343547731637955,
0.061331912875175476,
0.003367153462022543,
0.04667098820209503,
0.02511417493224144,
-0.03674957528710365,
0.021268729120492935,
0.03837855905294418,
0.0739172101020813,
-0.0017023325199261308,
-0.05048799142241478,
0.005545786581933498,
-0.0482274554669857,
-0.010104121640324593,
-0.005236495286226273,
-0.04164688661694527,
0.034492213279008865,
-0.01592070981860161,
-0.017303649336099625,
0.04779606685042381,
0.009117500856518745,
-0.03373176231980324,
0.04555927589535713,
0.04115999490022659,
-0.019218947738409042,
0.01945856399834156,
-0.0268419086933136,
0.05563216283917427,
0.025471394881606102,
0.03916781023144722,
0.019271498546004295,
0.026539435610175133,
-0.009678506292402744,
0.03584795072674751,
0.059925541281700134,
0.041741322726011276,
-0.013223805464804173,
0.021852806210517883,
-0.03188943490386009,
0.0456189289689064,
-0.0023867094423621893,
-0.025267718359827995,
-0.018008947372436523,
0.01579952798783779,
-0.04994453862309456,
-0.05591685697436333,
0.017114413902163506,
-0.036725036799907684,
0.05166865140199661,
0.01538259070366621,
0.0021153062116354704,
-0.011397292837500572,
-0.050845902413129807,
-0.005393866915255785,
0.0417800098657608,
0.004092776216566563,
-0.025208858773112297,
-0.04268787056207657,
0.010224692523479462,
-0.021718259900808334,
-0.015237304382026196,
-0.012952104210853577,
0.0266143549233675,
0.015458041802048683,
-0.015560791827738285,
-0.014940908178687096,
-0.02240643836557865,
0.00831013172864914,
0.007135460618883371,
0.08230455964803696,
0.04459994286298752,
0.006238075438886881,
-0.0377923883497715,
-0.00040957648889161646,
-0.04026617109775543,
-0.03504064679145813,
0.005885083694010973,
0.045161861926317215,
-0.031103486195206642,
-0.049680739641189575,
0.028182649984955788,
-0.021281138062477112,
-0.002923134947195649,
0.043743763118982315,
0.007143757771700621,
-0.0038349723909050226,
-0.005906263366341591,
-0.12260819971561432,
-0.029918724671006203,
0.03772028535604477,
-0.014079057611525059,
-0.020317470654845238,
-0.05679380148649216,
-0.008224149234592915,
0.043219782412052155,
0.07443492114543915,
0.016265571117401123,
0.029194431379437447,
-0.0004298969579394907,
0.03471340611577034,
0.05248071998357773,
-0.001760872662998736,
-0.03469664976000786,
-0.023141978308558464,
-0.030141035094857216,
-0.003037854563444853,
-0.0746145248413086,
0.021511556580662727,
0.04809490218758583,
-0.019300401210784912,
0.0016243630088865757,
0.043129269033670425,
0.01453628670424223,
-0.007947982288897038,
-0.03129586577415466,
0.03695834428071976,
-0.0286213718354702,
0.030720368027687073,
-0.008950420655310154,
0.018434911966323853,
0.006626568268984556,
0.0005600132863037288,
-0.022409573197364807,
0.039900731295347214,
0.05900059640407562,
0.04379494488239288,
-0.026576999574899673,
-0.02630464918911457,
-0.024736445397138596,
-0.02756132371723652,
-0.023022858425974846,
-0.06354866921901703,
-0.048313431441783905,
-0.022228911519050598,
0.023318760097026825,
0.02697083167731762,
0.02507047727704048,
0.012663169763982296,
0.013846402987837791,
0.014566516503691673,
-0.03746800869703293,
-0.03699467331171036,
-0.09347914904356003,
0.01517785806208849,
0.0022956482134759426,
-0.02647225558757782,
0.040686868131160736,
0.016029907390475273,
0.030674485489726067,
-0.015185031108558178,
0.004149296786636114,
-0.014250818639993668,
0.0023262565955519676,
0.04164610803127289,
-0.04449628293514252,
-0.02498292736709118,
0.06012747809290886,
0.04404908046126366,
-0.016729069873690605,
0.045276764780282974,
-0.01931857131421566,
-0.09077534824609756,
0.014949727803468704,
-0.04001966118812561,
0.023525871336460114,
-0.00825008749961853,
0.0019007017835974693,
0.03066295199096203,
0.004711893852800131,
0.017916785553097725,
0.02659405581653118,
-0.05626203864812851,
0.03168514743447304,
0.026749977841973305,
0.019057925790548325,
0.02787892147898674,
0.006245926022529602,
-0.012689877301454544,
0.003778077894821763,
-0.014431972056627274,
-0.014673424884676933,
-0.024337980896234512,
-0.004118070472031832,
0.016437705606222153,
0.03855222836136818,
-0.03020390309393406,
0.028219852596521378,
0.07796701043844223,
0.012647041119635105,
0.0042133331298828125,
0.03346342593431473,
-0.026071209460496902,
0.0013817037688568234,
0.012283614836633205,
0.03784031420946121,
0.01351462583988905,
-0.015831459313631058,
-0.02069447562098503,
-0.011009822599589825,
0.01785167306661606,
0.005122206639498472,
-0.0043392302468419075,
0.014737585559487343,
0.03541230782866478,
0.04699285328388214,
-0.04835104942321777,
-0.0021129376254975796,
0.0655142217874527,
-0.0161414947360754,
-0.009942276403307915,
0.010929660871624947,
0.02450634352862835,
0.004137389827519655,
-0.01150034461170435,
-0.012279339134693146,
-0.0008663715561851859,
0.007726169656962156,
-0.04749823734164238,
0.020472249016165733,
0.0022789170034229755,
-0.029516031965613365,
0.011131423525512218,
-0.007964740507304668,
-0.003469690680503845,
-0.025999128818511963,
-0.00042831606697291136,
0.031110787764191628,
-0.020729638636112213,
0.004487987142056227,
-0.03542643040418625,
-0.04993309825658798,
-0.016119323670864105,
-0.012805036269128323,
-0.011542441323399544,
0.04271616041660309,
-0.06171794608235359,
-0.001318776747211814,
-0.037314318120479584,
-0.010349865071475506,
0.027884632349014282,
-0.010336142964661121,
-0.008292283862829208,
0.02257302589714527,
-0.015821797773241997,
-0.03484809771180153,
-0.05465935543179512,
-0.024195188656449318,
0.011910626664757729,
-0.027851123362779617,
-0.01706051081418991,
0.04244194179773331,
0.007288768887519836,
-0.06757692247629166,
0.0309258121997118,
-0.016219953075051308,
-0.011885137297213078,
-0.026299744844436646,
-0.00806050281971693,
0.026430243626236916,
-0.013846584595739841,
0.011371866799890995,
0.031057707965373993,
0.037468068301677704,
-0.007831229828298092,
-0.08229321241378784,
-0.07502301782369614,
0.04443869739770889,
-0.011381183750927448,
0.06126793473958969,
0.01178030762821436,
-0.01804959774017334,
0.037185344845056534,
-0.0010259111877530813,
-0.007365524768829346,
-0.042463287711143494,
0.018490973860025406,
-0.00063093047356233,
0.0066607072949409485,
0.0168767087161541,
0.020536744967103004,
0.011708447709679604,
0.09868813306093216,
0.030987760052084923,
0.02693188562989235,
0.029646258801221848,
0.008383031003177166,
-0.01390440110117197,
0.011939420364797115,
0.0057912287302315235,
-0.019537262618541718,
0.03464740142226219,
-0.00978549662977457,
-0.03535473346710205,
0.006905387155711651,
-0.004127703607082367,
-0.011898702010512352,
0.010688104666769505,
-0.04730568826198578,
0.04603024199604988,
-0.016756238415837288,
-0.011308406479656696,
-0.034800898283720016,
0.05868024751543999,
0.04069255664944649,
-0.0014183897292241454,
-0.0008882969850674272,
0.04498464614152908,
0.030300328508019447,
-0.018869547173380852,
0.04559999331831932,
0.0695997029542923,
-0.0032547391019761562,
-0.0478740856051445,
-0.02869454398751259,
-0.015072999522089958,
0.01678808033466339,
0.01813754253089428,
-0.026459287852048874,
-0.0013314844109117985,
0.02066800743341446,
0.024910015985369682,
-0.005607766564935446,
-0.00543812895193696,
-0.007964534685015678,
-0.012041708454489708,
-0.07046914100646973,
-0.018243705853819847,
-0.04409566521644592,
0.04774269089102745,
0.00689083943143487,
0.0830940380692482,
0.010009166784584522,
-0.014455377124249935,
0.026909613981842995,
-0.010883329436182976,
-0.07084950804710388,
-0.01150162611156702,
-0.018114766106009483,
0.015376542694866657,
0.001060426002368331,
-0.019709840416908264,
0.029334567487239838,
-0.02797088772058487,
-0.0316665880382061,
-0.009703246876597404,
0.04555792361497879,
-0.0394112803041935,
0.006725527811795473,
-0.04301845654845238,
-0.03448721393942833,
0.0441570058465004,
0.017916198819875717,
0.0037269368767738342,
-0.040979914367198944,
0.027483463287353516,
0.043381594121456146,
0.008573121391236782,
-0.034399788826704025,
-0.02377936989068985,
0.029231294989585876,
0.03673996776342392,
-0.0012762468541041017,
0.06374634802341461,
0.020885586738586426,
-0.030789343640208244,
0.040038030594587326,
-0.01998731680214405,
0.044159140437841415,
0.028601255267858505,
-0.026378873735666275,
0.03212687373161316,
-0.030090300366282463,
-0.02691875398159027,
0.009513799101114273,
0.009473378770053387,
-0.005457376595586538,
-0.0009258468053303659,
0.0004323439206928015,
0.0475069060921669,
-0.059883102774620056,
0.020740948617458344,
0.03565037623047829,
0.03462852165102959,
0.015419850125908852,
-0.03693564981222153,
0.028145888820290565,
-0.0008596290135756135,
-0.008776914328336716,
0.03404535353183746,
-0.0015048265922814608,
0.013691501691937447,
-0.010540907271206379,
0.030556695535779,
-0.016141092404723167,
-0.003095541847869754,
0.006364544853568077,
0.021859215572476387,
0.054552190005779266,
0.0024249262642115355,
-0.014516422525048256,
-0.00453238096088171,
0.028412742540240288,
0.029001787304878235,
0.01982695236802101,
-0.017215780913829803,
-0.053248755633831024,
-0.033286202698946,
0.014496068470180035,
0.034833624958992004,
-0.03058602102100849,
0.015355528332293034,
-0.05056781694293022,
-0.01862460747361183,
0.014665644615888596,
-0.006117993965744972,
0.03479781374335289,
0.01918460614979267,
-0.0085348691791296,
0.0008986316388472915,
-0.010210245847702026,
-0.02413843758404255,
0.02425418049097061,
-0.008406033739447594,
0.05907924100756645,
-0.03279346600174904,
-0.02531580440700054,
-0.018944595009088516,
0.00550934998318553,
0.04947346821427345,
0.03346818685531616,
-0.033712297677993774,
-0.017206810414791107,
-0.015716275200247765,
0.02092624641954899,
-0.009823967702686787,
-0.08648694306612015,
0.03344181552529335,
0.016137689352035522,
0.013334852643311024,
0.02675686404109001,
-0.03001815266907215,
-0.011345511302351952,
-0.011823094449937344,
0.02870422974228859,
-0.02268652804195881,
0.020830335095524788,
-0.027385620400309563,
0.05704376474022865,
0.0235479474067688,
-0.01628713123500347,
0.02327384240925312,
0.00738943787291646,
0.007182672154158354,
-0.013927729800343513,
0.005092823412269354,
0.010732457973062992,
-0.006283895578235388,
0.061633702367544174,
-0.00795398186892271,
-0.010533194057643414,
-0.027997033670544624,
0.02831435017287731,
0.02299945428967476,
0.04018713906407356,
-0.000312633317662403,
-0.029878918081521988,
-0.05216912552714348,
-0.00900599267333746,
-0.025755787268280983,
-0.003628065111115575,
-0.021734267473220825,
0.006105732172727585,
0.012082238681614399,
-0.026700187474489212,
0.050353724509477615,
0.004331733100116253,
0.003150355536490679,
-0.018465787172317505,
0.004305259324610233,
0.05284501239657402,
-0.016446338966488838,
-0.004115093965083361,
-0.00034038082230836153,
-0.027616392821073532,
0.05738796666264534,
-0.01978697068989277,
0.01999402791261673,
-0.015289143659174442,
-0.003126808675006032,
-0.016763143241405487,
-0.002751832129433751,
0.014804420061409473,
0.01866075210273266,
-0.023351583629846573,
0.012783510610461235,
0.008452173322439194,
-0.028608564287424088,
-0.04673220217227936,
-0.03006673976778984,
-0.0045518046244978905,
0.021863438189029694,
-0.013675161637365818,
-0.01468310784548521,
0.014312331564724445,
-0.006469604093581438,
-0.041359882801771164,
0.011564712040126324,
-0.014426330104470253,
-0.033952947705984116,
-0.030198989436030388,
0.05762527137994766,
-0.0014687145594507456,
0.0493309311568737,
0.012833772227168083,
-0.015880383551120758,
0.0003057881840504706,
0.012523368932306767,
-0.004769946448504925,
-0.035177119076251984,
0.044491663575172424,
-0.015824509784579277,
-0.0008730255649425089,
-0.011305100284516811,
0.03497757390141487,
0.014771304093301296,
-0.006609595380723476,
-0.02539096400141716,
-0.012435048818588257,
-0.011439461261034012,
-0.002116493182256818,
-0.03392975777387619,
0.0057982876896858215,
-0.004054068122059107,
0.025625405833125114,
0.004557892680168152,
0.009382517077028751,
-0.0317436121404171,
-0.0008213449618779123,
0.008612566627562046,
-0.005564955994486809,
0.019551411271095276,
-0.006539486814290285,
0.07065077126026154,
-0.01609906554222107,
-0.019994404166936874,
0.011593878269195557,
-0.0148997250944376,
0.05951303243637085,
0.028752952814102173,
-0.013598683290183544,
0.016088206321001053,
0.02331472933292389,
-0.018744727596640587,
-0.04322522506117821,
-0.06367040425539017,
0.012634165585041046,
0.07365591078996658,
-0.013540741987526417,
0.04306183382868767,
0.035088300704956055,
0.022828564047813416,
-0.011111501604318619,
-0.004723677411675453,
0.009049618616700172,
-0.005317480303347111,
-0.028506148606538773,
0.04322393611073494,
-0.021222703158855438,
-0.02880403771996498,
0.027668071910738945,
0.04997504875063896,
-0.01207749079912901,
0.03642110526561737,
0.018532032147049904,
0.0016927880933508277,
0.031266793608665466,
-0.02356119453907013,
-0.04780632257461548,
0.03777103126049042,
-0.0643773078918457,
0.025463225319981575,
-0.023657893761992455,
-0.01187160424888134,
0.08595214784145355,
0.030124057084321976,
-0.006238317117094994,
-0.04331917688250542,
-0.026051141321659088,
-0.011565132066607475,
-0.008941666223108768,
-0.020645003765821457,
-0.004193635191768408,
0.022742781788110733,
-0.012590611353516579,
0.037722695618867874,
-0.014547820203006268,
0.028533054515719414,
-0.028436338528990746,
-0.06414587050676346,
0.007946941070258617,
-0.009420163929462433,
-0.05124102905392647,
0.00058013666421175,
-0.000653966679237783,
-0.012229795567691326,
0.028170611709356308,
-0.02750038541853428,
0.030588602647185326,
-0.009736987762153149,
0.033133529126644135,
-0.028191620483994484,
0.08722389489412308,
0.0007498726481571794,
0.031170250847935677,
0.000283162051346153,
-0.0005437993095256388,
0.12157344818115234,
0.05846470594406128,
0.0489845871925354,
-0.04863954335451126,
0.014290918596088886,
0.03887258097529411,
0.013382719829678535,
-0.030607646331191063,
0.0033975313417613506,
0.005465917754918337,
0.00243183970451355,
0.0494626946747303,
0.056028515100479126,
0.00947586726397276,
-0.01784921996295452,
0.02155282348394394,
-0.0631621778011322,
-0.011923338286578655,
-0.02249765768647194,
0.004294074606150389,
0.030785122886300087,
-0.008709829300642014,
-0.002394874580204487,
0.019383050501346588,
0.023074405267834663,
-0.013256118632853031,
-0.005025829654186964,
0.0036809034645557404,
-0.015343751758337021,
0.011411190964281559,
-0.0059263985604047775,
-0.001883629709482193,
0.037854745984077454,
0.0022950065322220325,
0.0010053771547973156,
0.029059551656246185,
0.014575053937733173,
-0.025493618100881577,
0.008919190615415573,
0.014407356269657612,
0.03727375715970993,
-0.005768079776316881,
0.03397807106375694,
0.0267903171479702,
-0.07902726531028748,
-0.0054186568595469,
-0.03970275819301605,
0.018252750858664513,
-0.026118306443095207,
0.009180261753499508,
-0.038403674960136414,
-0.024330008774995804,
-0.03313235566020012,
-0.024316446855664253,
-0.05917704850435257,
0.033838238567113876,
0.0485537089407444,
-0.04845011979341507,
-0.021874338388442993,
-0.02013496123254299,
0.03156084567308426,
-0.02447855845093727,
0.017993025481700897,
0.049767978489398956,
-0.03938078135251999,
-0.05045925825834274,
-0.0550755150616169,
0.00812535546720028,
0.020895252004265785,
-0.0061778295785188675,
-0.046715859323740005,
-0.015516958199441433,
-0.026638267561793327,
-0.014281339943408966,
-0.04476458579301834,
0.002533107530325651,
0.03725213557481766,
0.015541746281087399,
-0.010434677824378014,
0.023295408114790916,
-0.06256864964962006,
0.013288890942931175,
-0.05352527275681496,
-0.04111989960074425,
-0.022970130667090416,
0.009457127191126347,
0.033310361206531525,
0.00435065571218729,
-0.02215990051627159,
-0.02834666706621647,
0.019306698814034462,
0.04282952472567558,
0.018623976036906242,
-0.012570559978485107,
-0.0008197465795092285,
-0.026540840044617653,
-0.05395130068063736,
0.021443059667944908,
-0.0181070938706398,
0.05524122342467308,
0.04253631830215454,
0.004476206377148628,
0.022570108994841576,
0.009324473328888416,
0.0005521724815480411,
0.0008865242707543075,
0.02076035551726818,
-0.06117742881178856,
0.018194954842329025,
0.005551418289542198,
0.029406685382127762,
-0.03262288495898247,
-0.01828417368233204,
-0.002443118952214718,
-0.026081940159201622,
0.017662854865193367,
-0.04992106556892395,
-0.022709812968969345,
-0.03449081629514694,
-0.03687427565455437,
0.03134949877858162,
-0.024492749944329262,
-0.027724605053663254,
-0.02535237930715084,
-0.01961338520050049,
0.02666940540075302,
0.0208815298974514,
-0.009553324431180954,
0.020402900874614716,
-0.008348003961145878,
-0.0231078639626503,
0.033592868596315384,
0.03373229131102562,
0.005380736198276281,
-0.007126528304070234,
-0.02560563199222088,
-0.031834907829761505,
0.05244661867618561,
-0.0019550330471247435,
-0.06496588885784149,
0.06115341931581497,
-0.03256022185087204,
-0.005150943528860807,
0.01791883073747158,
0.012814008630812168,
0.05056312680244446,
0.010306229814887047,
-0.019251052290201187,
-0.06741100549697876,
0.034555159509181976,
-0.02623649872839451,
-0.022784942761063576,
0.01587669365108013,
0.013993988744914532,
-0.00904237013310194,
0.010824611410498619,
-0.03411489352583885,
-0.0009147673263214529,
-0.014371358789503574,
-0.008695274591445923,
0.006321280263364315,
-0.0298813134431839,
0.009412623941898346,
0.039068132638931274,
0.0012314397608861327,
0.015310685150325298,
-0.011694451794028282,
-0.013055996038019657,
0.0044621373526751995,
0.05928982421755791,
-0.011130129918456078,
0.04063894599676132,
0.0011330832494422793,
-0.0195095706731081,
-0.06524945050477982,
-0.005778588354587555,
0.03416820615530014,
-0.020350879058241844,
-0.005903611890971661,
-0.04229472950100899,
0.021092787384986877,
0.011887402273714542,
-0.060591936111450195,
0.036168672144412994,
0.02672499045729637,
-0.009662264958024025,
-0.061103928834199905,
0.012506147846579552,
-0.02447459101676941,
-0.02745143324136734,
0.043153904378414154,
0.030631940811872482,
0.06284403800964355,
0.045864030718803406,
-0.0004333663091529161,
-0.018370894715189934,
-0.07356911897659302,
0.027281254529953003,
0.005557355470955372,
-0.05193796753883362,
0.027206337079405785,
-0.024108082056045532,
-0.043263934552669525,
0.018291277810931206,
-0.018718097358942032,
-0.013322150334715843,
0.013713015243411064,
0.004783032462000847,
-0.016384106129407883,
0.045440904796123505,
-0.00947781465947628,
-0.02729569748044014,
0.012618374079465866,
-0.00842809583991766,
0.010039195418357849,
-0.009039731696248055,
-0.02863778918981552,
0.04408669099211693,
0.05579804629087448,
-0.003234394360333681,
-0.0460636131465435,
-0.0016222989652305841,
0.023107456043362617,
-0.0017367583932355046,
0.035891078412532806,
-0.015387539751827717,
0.02431410551071167,
-0.04601620137691498,
0.03167123347520828,
-0.016557922586798668,
-0.0164932943880558,
0.023630287498235703,
0.049373894929885864,
-0.005883537698537111,
-0.01286532822996378,
0.01805640012025833,
-0.04051452875137329,
0.011929287575185299,
0.002637297846376896,
0.019113732501864433,
-0.04923820123076439,
0.002228118246421218,
-0.01616731844842434,
0.008402632549405098,
-0.04678324609994888,
-0.06441238522529602,
-0.03896787390112877,
0.0278070829808712,
-0.012333567254245281,
0.024403557181358337,
-0.019673563539981842,
-0.01596873253583908,
-0.0033603536430746317,
-0.08670748025178909,
0.026714658364653587,
0.03199509531259537,
0.01049034669995308,
-0.009263373911380768,
0.008570984937250614,
-0.021152189001441002,
-0.007958960719406605,
0.03791625797748566,
-0.01765369437634945,
-0.057904958724975586,
-0.017770159989595413,
0.026745105162262917,
-0.006984949577599764,
-0.03748023137450218,
0.030626285821199417,
-0.08203879743814468,
-0.0032707408536225557,
-0.02961285039782524,
-0.036782924085855484,
0.02619032748043537,
0.016604578122496605,
0.034565944224596024,
-0.05208348110318184,
-0.018497606739401817,
-0.03946255147457123,
-0.0071598379872739315,
0.02989199385046959,
-0.014268802478909492,
-0.026999233290553093,
0.083919957280159,
0.02593942917883396,
0.01857697404921055,
-0.0010029954137280583,
-0.01652546413242817,
-0.05919261649250984,
0.06247727945446968,
-0.030213966965675354,
-0.03575818985700607,
-0.0060003772377967834,
0.03296462446451187,
-0.021774636581540108,
-0.04287956655025482,
-0.005106254946440458,
0.042139019817113876,
-0.03150100260972977,
-0.007260696031153202,
0.031120728701353073,
0.040346402674913406,
0.02785668335855007,
0.025278374552726746,
0.02498420886695385,
0.005159236490726471,
-0.02055877074599266,
0.006519760936498642,
0.05118963494896889,
0.04729489982128143,
0.031771495938301086,
0.03683752939105034,
0.02063198760151863,
0.012618022970855236,
0.03159584477543831,
-0.00009962020703824237,
0.015308305621147156,
-0.010067366063594818,
-0.01005081832408905,
0.022944800555706024,
-0.01782400719821453,
0.032228097319602966,
0.007864573039114475,
-0.01273138914257288,
0.037646085023880005,
-0.018229946494102478,
-0.013209578581154346,
-0.030789660289883614,
0.0001529683795524761,
-0.026883138343691826,
-0.026953216642141342,
0.0015691008884459734,
0.03611622750759125,
0.002901240484789014,
0.004910014569759369,
0.025538558140397072,
-0.010546715930104256,
0.005083166994154453,
0.005622702185064554,
0.025566916912794113,
-0.003800834296271205,
-0.02352024056017399,
0.0068161627277731895,
-0.04736392945051193,
0.027921635657548904,
-0.02977723814547062,
0.04687066003680229,
0.02469865418970585,
0.007786821108311415,
-0.0018539988668635488,
-0.025473708286881447,
0.014845124445855618,
0.0654488056898117,
-0.06053109094500542,
-0.01241753064095974,
-0.07385210692882538,
0.041079502552747726,
0.016728408634662628,
-0.03867165371775627
] |
<p>Consider a set of observations $ \{ y_i \}$ and assume a Gaussian model for these data: $y_i \sim \mathcal{N}(\mu, \sigma^2)$. Suppose the mean parameter $\mu$ is known, but the variance parameter $\sigma^2$ is not. The conjugate prior for $\sigma^2$ is then the scaled inverse chi-squared distribution; consequently, we have a nice posterior. Now, suppose instead of $\mathcal{N}(\mu, \sigma^2)$ our model is $\mathcal{N}(\mu, \sigma^2 + \sigma_0^2)$ where $\sigma_0^2$ is known. What can we say regarding the prior and posterior distributions of $\sigma^2$ in this case? Thank you.</p>
<p>Regards,
Ivan</p> | 73,416 | [
-0.027689194306731224,
-0.032648611813783646,
0.017902735620737076,
-0.042009539902210236,
0.05995103344321251,
0.032081302255392075,
-0.010969946160912514,
-0.01606186293065548,
0.0011716861044988036,
-0.06361489742994308,
0.03753524646162987,
0.030954506248235703,
0.08451586216688156,
0.01016890536993742,
0.03375793993473053,
-0.0037997784093022346,
-0.06321679055690765,
-0.010766434483230114,
-0.031070487573742867,
-0.014520691707730293,
0.011871377006173134,
0.03857874125242233,
0.027681976556777954,
-0.022678939625620842,
-0.05979881435632706,
0.01529290433973074,
0.02831112965941429,
-0.0042591579258441925,
-0.044488321989774704,
0.07768746465444565,
-0.010717613622546196,
-0.02219444513320923,
0.021289629861712456,
0.024121828377246857,
-0.0023541124537587166,
-0.032714683562517166,
0.00923452340066433,
-0.0387544222176075,
0.002773935440927744,
0.02678830549120903,
-0.0288618803024292,
-0.03697787970304489,
-0.00798758678138256,
0.025935469195246696,
-0.032769735902547836,
0.0054932632483541965,
-0.009375045076012611,
-0.03833605349063873,
0.040375418961048126,
-0.042778272181749344,
0.08546165376901627,
-0.00750085199251771,
0.05041298642754555,
0.03818351775407791,
-0.0018953499384224415,
-0.021230356767773628,
0.0401759147644043,
0.0532914474606514,
-0.01153145357966423,
-0.06302005797624588,
-0.009343995712697506,
-0.023002196103334427,
0.017524227499961853,
-0.02830895222723484,
-0.031114725396037102,
-0.004914863035082817,
-0.03150011599063873,
-0.01518617756664753,
-0.008763250894844532,
-0.005435574799776077,
0.015346826985478401,
0.024516353383660316,
0.029151804745197296,
0.015519178472459316,
0.026410391554236412,
-0.0362439826130867,
0.011534417979419231,
0.037674035876989365,
0.040417928248643875,
0.006533828563988209,
0.00880763866007328,
0.005940386094152927,
0.012654079124331474,
0.017234012484550476,
-0.033021230250597,
-0.008158695884048939,
0.05832726135849953,
-0.0005501938867382705,
0.010396975092589855,
0.0021220864728093147,
-0.018996939063072205,
0.0203241053968668,
0.033883366733789444,
-0.0575532391667366,
-0.037665098905563354,
0.040919240564107895,
-0.01844841241836548,
0.03825295716524124,
-0.028641892597079277,
-0.0055086868815124035,
-0.02248982898890972,
-0.020603662356734276,
-0.000152763954247348,
0.03867585211992264,
-0.04538404196500778,
-0.04228968918323517,
-0.0003672449092846364,
0.027264541015028954,
-0.0361168347299099,
-0.06556885689496994,
-0.036054011434316635,
0.04930476099252701,
-0.019861647859215736,
0.039862893521785736,
0.04449428245425224,
-0.02011868730187416,
-0.03363482654094696,
-0.04020761325955391,
0.0635877400636673,
0.08982904255390167,
0.04633493721485138,
-0.04093099758028984,
0.0041120401583611965,
-0.038547903299331665,
-0.027638830244541168,
0.002098350552842021,
0.014768884517252445,
-0.029458312317728996,
-0.043490998446941376,
0.018790023401379585,
-0.004595978185534477,
0.005088400561362505,
0.04003090783953667,
-0.006133364979177713,
-0.010243275202810764,
0.004225496668368578,
-0.08366740494966507,
-0.045472677797079086,
0.03148003667593002,
-0.015051485039293766,
0.015618556179106236,
-0.09495656192302704,
-0.0068599446676671505,
0.042726509273052216,
0.025606276467442513,
0.0035081859678030014,
0.01649169810116291,
0.03169995918869972,
0.0326794870197773,
-0.019836531952023506,
-0.015324185602366924,
-0.04484868794679642,
0.0056210896000266075,
-0.02052631601691246,
-0.027889085933566093,
-0.07300910353660583,
0.03187381103634834,
-0.002165932906791568,
-0.01073366403579712,
-0.03352007642388344,
0.052258171141147614,
-0.009014271199703217,
0.008829563856124878,
0.0008068735478445888,
0.028485063463449478,
-0.03619864210486412,
0.08092103153467178,
0.021501807495951653,
0.028869645670056343,
0.04114774987101555,
-0.0019734592642635107,
0.0011781529756262898,
0.016516489908099174,
0.05098641663789749,
0.04603436961770058,
-0.017206458374857903,
-0.031184392049908638,
-0.012399467639625072,
0.014232919551432133,
0.02419932186603546,
-0.011174873448908329,
-0.013333335518836975,
-0.02659641206264496,
-0.0110430046916008,
0.033568963408470154,
0.041041050106287,
0.013383789919316769,
-0.024518683552742004,
0.04170385003089905,
-0.07223394513130188,
-0.000408788095228374,
-0.08169206231832504,
0.01181256677955389,
0.012472487054765224,
-0.021058207377791405,
0.02377745509147644,
-0.005961782764643431,
0.02015756629407406,
0.04529517889022827,
-0.009635944850742817,
-0.01569482684135437,
-0.04548409581184387,
0.031723685562610626,
-0.00922298338264227,
0.008961441926658154,
0.03819555044174194,
0.04248686507344246,
-0.021548094227910042,
0.053300999104976654,
-0.003752203891053796,
-0.05684271082282066,
0.010454190894961357,
-0.03224805369973183,
0.014121191576123238,
0.018256770446896553,
-0.034739699214696884,
-0.016981074586510658,
-0.016238221898674965,
-0.03823786601424217,
0.055935777723789215,
-0.06640280783176422,
0.02493208646774292,
0.04783940315246582,
-0.005929287988692522,
0.0021447185426950455,
0.042347583919763565,
-0.003951141610741615,
0.022548288106918335,
-0.0023816258180886507,
-0.0020133398938924074,
-0.036666139960289,
-0.01636669412255287,
0.04000914841890335,
0.060204215347766876,
-0.040753323584795,
0.01658354327082634,
-0.0055241636000573635,
0.028462698683142662,
0.027631569653749466,
0.007659841328859329,
0.0033857235684990883,
-0.027377791702747345,
0.010118293575942516,
-0.0016966389957815409,
0.011268463917076588,
0.012407563626766205,
-0.010662722401320934,
0.022944772616028786,
0.03052580915391445,
-0.010842292569577694,
0.00512916361913085,
0.05144646763801575,
-0.011714783497154713,
-0.010541665367782116,
-0.04166129231452942,
-0.007890374399721622,
0.007096057757735252,
-0.0034515296574681997,
0.01677941530942917,
0.030376093462109566,
-0.01309196650981903,
-0.010867336764931679,
-0.028444966301321983,
0.024164631962776184,
0.05835311487317085,
0.004393850918859243,
-0.06329997628927231,
-0.010770843364298344,
0.009842677973210812,
-0.0264760609716177,
-0.0245484858751297,
-0.02314109541475773,
-0.02169809304177761,
-0.035542216151952744,
0.01944647915661335,
0.01236732304096222,
-0.036209527403116226,
-0.006371533963829279,
-0.013431472703814507,
-0.08607714623212814,
0.0071907672099769115,
0.009476807899773121,
0.030765531584620476,
0.04443591088056564,
-0.034102678298950195,
0.004367129877209663,
-0.024778446182608604,
0.02024783194065094,
0.006927459966391325,
0.0012711690505966544,
-0.014884545467793941,
-0.0016880431212484837,
-0.029096633195877075,
-0.036133091896772385,
-0.009432396851480007,
-0.023875953629612923,
0.008227047510445118,
0.004745647311210632,
-0.017482275143265724,
0.016565531492233276,
0.02467522583901882,
0.011629166081547737,
0.042947959154844284,
-0.03627418354153633,
-0.06212606653571129,
-0.025168046355247498,
-0.010405058972537518,
0.037390824407339096,
-0.005496672820299864,
0.0722229853272438,
0.04693911224603653,
-0.04041043668985367,
0.008121729828417301,
-0.05032498016953468,
-0.05805365368723869,
0.02665712498128414,
0.006463926285505295,
0.005182113032788038,
-0.004260679706931114,
-0.008130484260618687,
0.06007002666592598,
0.01111238170415163,
-0.011215933598577976,
0.017859656363725662,
0.049145281314849854,
-0.01380105223506689,
-0.04280175641179085,
0.014459483325481415,
0.0211616363376379,
-0.040962863713502884,
0.030827250331640244,
-0.015217308886349201,
-0.007931897416710854,
0.04497305676341057,
0.030416244640946388,
-0.008590449579060078,
0.002945278538390994,
0.008659828454256058,
0.011883695609867573,
0.007481682114303112,
-0.003659455105662346,
0.00046898165601305664,
0.006674386095255613,
0.01644156500697136,
0.03719501569867134,
0.039207812398672104,
-0.009656696580350399,
0.006643322296440601,
-0.045399658381938934,
-0.008926969952881336,
-0.0647808313369751,
0.05829715356230736,
0.047559451311826706,
-0.02822158671915531,
-0.013824942521750927,
0.019326020032167435,
0.003455015830695629,
-0.02250640280544758,
0.002939476165920496,
0.05220559611916542,
0.025568563491106033,
-0.009677293710410595,
-0.00586311100050807,
-0.021441223099827766,
-0.019498111680150032,
0.024265745654702187,
-0.01591777428984642,
0.017915774136781693,
0.028975265100598335,
0.03286755830049515,
0.012003372423350811,
-0.015225032344460487,
-0.004226657561957836,
-0.01003880612552166,
-0.06545998156070709,
0.04050728306174278,
-0.012124845758080482,
0.0026109174359589815,
0.02169688232243061,
0.0357745885848999,
0.006766694597899914,
0.0176542978733778,
-0.017166029661893845,
-0.0012581887422129512,
-0.056218985468149185,
-0.019820086658000946,
-0.02477811463177204,
0.004767240956425667,
0.0045583900064229965,
-0.0028689904138445854,
0.048847608268260956,
-0.020962374284863472,
0.04107881337404251,
-0.014208420179784298,
0.018616685643792152,
-0.0493202842772007,
0.0016295562963932753,
-0.07294081896543503,
0.002464364981278777,
0.025141816586256027,
0.023074472323060036,
0.00989012885838747,
-0.02394396997988224,
0.02284260094165802,
0.02755090221762657,
-0.002250704215839505,
-0.033509720116853714,
-0.03433849662542343,
0.017050031572580338,
-0.012708170339465141,
0.024623962119221687,
0.02297288179397583,
0.06242968514561653,
-0.027984602376818657,
0.04197845980525017,
0.021317390725016594,
0.04658818244934082,
0.053906407207250595,
0.027799544855952263,
-0.005453631281852722,
-0.03549186512827873,
-0.026387609541416168,
0.014089139178395271,
0.04240688681602478,
0.011788785457611084,
-0.008113228715956211,
0.057830266654491425,
-0.02119506150484085,
-0.014032249338924885,
0.03423524275422096,
0.043268922716379166,
0.03935851529240608,
0.008683012798428535,
-0.03396114334464073,
-0.00501925777643919,
-0.007538150530308485,
-0.013976254500448704,
-0.00009575578587828204,
0.019267285242676735,
-0.00808664783835411,
-0.02069856785237789,
0.044688452035188675,
-0.004726881626993418,
-0.00260001327842474,
-0.002174146007746458,
0.050884611904621124,
0.04694925993680954,
0.037282150238752365,
-0.018190663307905197,
0.0012435289099812508,
0.03917373716831207,
0.03684217110276222,
0.020825199782848358,
-0.017500899732112885,
-0.08019527792930603,
-0.020784802734851837,
0.012442232109606266,
-0.006487857550382614,
-0.019998500123620033,
-0.00922644603997469,
-0.03934059664607048,
-0.019722312688827515,
0.022732464596629143,
-0.009663027711212635,
0.028139600530266762,
-0.02398625575006008,
-0.018976882100105286,
0.01859362982213497,
-0.014087478630244732,
-0.028054073452949524,
0.019336888566613197,
-0.02529638260602951,
-0.026591375470161438,
-0.04737677052617073,
-0.005522582679986954,
-0.04750793054699898,
0.002650771290063858,
0.0024618874303996563,
0.050150394439697266,
-0.01506879273802042,
-0.017260007560253143,
0.00741747347638011,
0.027103981003165245,
0.003126451512798667,
-0.04063154011964798,
0.01356648001819849,
0.021067148074507713,
-0.0348413810133934,
0.057524748146533966,
-0.01857394352555275,
-0.011266130022704601,
0.037019502371549606,
0.028772475197911263,
-0.06023569405078888,
0.008434693329036236,
-0.0048001729883253574,
0.05316605418920517,
0.03755005821585655,
0.03845309093594551,
0.06133117526769638,
-0.028076408430933952,
0.03532716631889343,
-0.027597300708293915,
-0.03360254317522049,
0.013668209314346313,
-0.022601177915930748,
0.002499430440366268,
-0.0633954182267189,
0.006500809453427792,
0.014368342235684395,
0.05296081677079201,
-0.022922931239008904,
0.056821830570697784,
-0.003172881668433547,
-0.03580370917916298,
0.011543932370841503,
0.029177626594901085,
0.021867521107196808,
0.012367566116154194,
-0.015812082216143608,
0.040697939693927765,
0.009516773745417595,
-0.0024505623150616884,
0.0163302980363369,
-0.01647951453924179,
0.003555689239874482,
0.0026963315904140472,
-0.012042123824357986,
0.03547868877649307,
-0.0340249165892601,
-0.01918853633105755,
0.03361596167087555,
-0.03200141340494156,
0.014060266315937042,
-0.01594661921262741,
-0.0038661211729049683,
0.022591356188058853,
-0.04435673728585243,
-0.016012651845812798,
0.0062473067082464695,
-0.03666422888636589,
0.007833253592252731,
-0.04240020364522934,
0.008501852862536907,
0.03138786554336548,
0.017388442531228065,
-0.06629708409309387,
-0.026415204629302025,
-0.005771598778665066,
-0.034597236663103104,
-0.0035585907753556967,
-0.018556080758571625,
0.015024194493889809,
-0.019878273829817772,
-0.06128551438450813,
-0.017667649313807487,
0.04010932147502899,
-0.00780472019687295,
-0.012876913882791996,
-0.015105796977877617,
0.053532082587480545,
0.034512944519519806,
-0.003405860159546137,
-0.003492091316729784,
0.05327840521931648,
-0.018835630267858505,
-0.008984693326056004,
0.03888138011097908,
0.05752537399530411,
-0.01807844452559948,
0.020787034183740616,
0.004707641899585724,
-0.023820532485842705,
0.043968942016363144,
-0.02189149148762226,
-0.018146105110645294,
0.04610693082213402,
0.01936720684170723,
0.0028384642209857702,
0.011034330353140831,
-0.0329296737909317,
-0.025856973603367805,
0.0341806635260582,
-0.047209903597831726,
-0.02337934635579586,
0.010379249230027199,
-0.01207432895898819,
0.038236238062381744,
0.0266244076192379,
-0.009533856064081192,
0.002380892401561141,
0.048953827470541,
-0.022590715438127518,
-0.01586676947772503,
0.0014341670321300626,
0.01574397087097168,
0.0178987979888916,
0.05333634465932846,
0.001190486247651279,
0.03203563764691353,
-0.00042717065662145615,
-0.04237699136137962,
0.024884289130568504,
-0.016282936558127403,
0.0018406157614663243,
0.09081917256116867,
-0.036384183913469315,
0.03310655802488327,
-0.009862556122243404,
0.03577620908617973,
-0.0002470145409461111,
-0.07137959450483322,
0.01895943097770214,
0.000526373041793704,
-0.0041653611697256565,
0.05750453844666481,
-0.032616741955280304,
-0.016422688961029053,
0.06020434573292732,
-0.0034748606849461794,
0.021985681727528572,
0.02397618629038334,
0.022889262065291405,
0.045377545058727264,
0.006401325110346079,
-0.044258709996938705,
-0.04140127822756767,
0.04885435104370117,
-0.045223526656627655,
0.008523660711944103,
-0.05736149474978447,
-0.03287959098815918,
0.038093313574790955,
0.015440194867551327,
0.022889139130711555,
-0.012177404947578907,
-0.02637828327715397,
-0.03155646100640297,
0.016376283019781113,
0.04417429864406586,
-0.018210941925644875,
-0.013832859694957733,
-0.0013116882182657719,
0.039853520691394806,
-0.022968880832195282,
0.05279780924320221,
-0.04349760711193085,
-0.12321245670318604,
-0.045125022530555725,
0.016378823667764664,
-0.0015205137897282839,
-0.00810206774622202,
-0.013328771106898785,
-0.028993191197514534,
-0.0032400591298937798,
-0.03065158613026142,
0.027340510860085487,
0.0026074114721268415,
0.028240755200386047,
-0.04149443656206131,
0.08401114493608475,
0.03093263879418373,
0.03353619948029518,
-0.006062055937945843,
-0.011848954483866692,
0.09518086165189743,
0.08772619068622589,
0.028065327554941177,
-0.03977920114994049,
0.030858419835567474,
-0.028592653572559357,
0.0005569717031903565,
-0.031234530732035637,
0.004075284115970135,
0.021770713850855827,
-0.016000909730792046,
-0.008138677105307579,
0.036233942955732346,
0.015451118350028992,
-0.018563859164714813,
0.047329869121313095,
-0.04974118620157242,
-0.05733559653162956,
0.0013259657425805926,
0.0066386628895998,
-0.026173433288931847,
-0.011923285201191902,
-0.024240490049123764,
-0.005866471212357283,
0.012956847436726093,
-0.00950676016509533,
-0.0013784023467451334,
-0.010387071408331394,
-0.030203144997358322,
0.027014948427677155,
0.005867450498044491,
0.0038609583862125874,
0.016406577080488205,
-0.001328208833001554,
-0.002020185114815831,
0.006053118966519833,
0.017227953299880028,
-0.014950104057788849,
0.012784657999873161,
0.033491410315036774,
-0.028836773708462715,
0.030483195558190346,
0.02329566702246666,
0.014325168915092945,
-0.044557709246873856,
-0.01412644237279892,
-0.032021719962358475,
0.048135071992874146,
-0.030910853296518326,
0.009210104122757912,
-0.005202677566558123,
0.0009165061637759209,
-0.022535044699907303,
-0.04146934300661087,
-0.016591323539614677,
0.051380716264247894,
0.006850870791822672,
-0.002137031638994813,
-0.000015184068615781143,
-0.0019525630632415414,
0.04934051260352135,
0.012344094924628735,
0.04169255122542381,
0.0243547260761261,
-0.050203967839479446,
-0.056170377880334854,
-0.01108457986265421,
0.058205313980579376,
0.028776101768016815,
-0.009963395074009895,
0.03144991397857666,
-0.029538938775658607,
0.009635725058615208,
-0.029111728072166443,
0.02534114383161068,
-0.016804005950689316,
0.027499860152602196,
-0.0178526584059,
0.010543854907155037,
-0.03531765565276146,
-0.029236219823360443,
0.014711927622556686,
-0.0206059031188488,
0.02798098884522915,
-0.02994752861559391,
0.005601197946816683,
0.027510877698659897,
0.016574261710047722,
0.010995532386004925,
0.011374603025615215,
0.0016499693738296628,
0.04334724694490433,
0.03217408433556557,
-0.03589445725083351,
-0.057341594249010086,
0.017069216817617416,
-0.0220277588814497,
0.0022101367358118296,
-0.0018885416211560369,
0.058315422385931015,
0.02590642124414444,
0.073512502014637,
-0.011067014187574387,
0.06016404926776886,
-0.03020542487502098,
0.019681433215737343,
-0.010688367299735546,
-0.08450888842344284,
0.005854280665516853,
-0.007633754517883062,
0.05144462734460831,
-0.018600931391119957,
-0.03689827397465706,
-0.0038104704581201077,
-0.023547057062387466,
0.01536966860294342,
-0.015247819945216179,
-0.03811704367399216,
-0.012464550323784351,
0.009025417268276215,
0.019932853057980537,
0.013479177840054035,
0.01924736425280571,
0.0029830955900251865,
-0.0017234988044947386,
-0.03752072528004646,
-0.02587042935192585,
0.0024053966626524925,
0.009614868089556694,
-0.07485232502222061,
-0.02090628258883953,
0.019464146345853806,
0.014108439907431602,
0.011529098264873028,
-0.026086976751685143,
-0.027554012835025787,
0.01021502073854208,
0.05890224874019623,
-0.030772216618061066,
-0.013199557550251484,
0.040908169001340866,
-0.03784738853573799,
-0.027391217648983,
0.0325523242354393,
0.0006293153273873031,
0.042504001408815384,
-0.002041319152340293,
-0.00250975601375103,
-0.049952052533626556,
0.025146998465061188,
-0.06333094835281372,
0.00346784433349967,
-0.006685810629278421,
-0.0036448074970394373,
-0.014674222096800804,
-0.028842510655522346,
0.018024049699306488,
-0.014488781802356243,
0.024077098816633224,
0.017276592552661896,
0.03687416762113571,
0.01746760495007038,
-0.027817502617836,
0.006547213066369295,
-0.017842698842287064,
0.01992109976708889,
-0.017752543091773987,
0.004063108470290899,
0.012620409019291401,
0.022161155939102173,
-0.028401857241988182,
0.030220549553632736,
-0.000010376027603342663,
0.015130187384784222,
-0.10637438297271729,
-0.018086999654769897,
0.05034490302205086,
0.04329358786344528,
0.04069424793124199,
-0.021872078999876976,
0.03850386291742325,
0.016473187133669853,
-0.05546305701136589,
0.03604086861014366,
-0.023889945819973946,
-0.00967730488628149,
-0.012636643834412098,
0.0056688906624913216,
-0.027304915711283684,
0.028184587135910988,
0.017923898994922638,
0.012275931425392628,
0.03737679868936539,
0.019171275198459625,
-0.015475451946258545,
-0.040834877640008926,
0.01771802455186844,
0.022934619337320328,
0.023497017100453377,
-0.04974379390478134,
0.04015406593680382,
-0.03533540293574333,
-0.024583524093031883,
0.027520356699824333,
0.024618852883577347,
0.033505670726299286,
-0.015791231766343117,
0.03765355795621872,
0.03826279938220978,
0.00903147179633379,
0.01587861217558384,
0.028045769780874252,
0.020631348714232445,
0.009619489312171936,
0.018564825877547264,
0.037016965448856354,
-0.01650974713265896,
-0.01692637987434864,
-0.006267594173550606,
-0.010539424605667591,
-0.010100282728672028,
0.008921529166400433,
-0.03210994228720665,
-0.03641156107187271,
0.006336260121315718,
0.009387622587382793,
-0.005721186753362417,
-0.010988610796630383,
0.03748457133769989,
-0.04069787636399269,
-0.018084142357110977,
0.03869524970650673,
0.039179448038339615,
-0.023180996999144554,
0.00851093977689743,
0.0068865022622048855,
-0.046014588326215744,
0.009220084175467491,
-0.011696659959852695,
-0.0038871311116963625,
-0.05870780348777771,
-0.03615093603730202,
0.007966152392327785,
0.0017547686584293842,
0.0014512509806081653,
-0.024284763261675835,
-0.04384620115160942,
0.05144115164875984,
0.002366103930398822,
0.0068290806375443935,
0.005957366432994604,
0.00854396540671587,
-0.029605107381939888,
-0.07817082852125168,
0.022596392780542374,
0.001938173547387123,
-0.04985009506344795,
0.013169943355023861,
0.006251898594200611,
-0.035661183297634125,
-0.01388273760676384,
0.07163634151220322,
0.015253206714987755,
0.03300732001662254,
-0.004214071203023195,
0.0512472540140152,
-0.006521911360323429,
-0.033224500715732574,
0.040864307433366776,
0.02969628944993019,
-0.02283279038965702,
-0.05388427525758743,
-0.007083899807184935,
0.018356218934059143,
0.019207732751965523,
0.01297967229038477,
0.006271189544349909,
0.011442595161497593,
0.009717836044728756,
-0.0002404738770565018,
0.0020265928469598293,
0.010049276053905487,
-0.007614213041961193,
0.05185648053884506,
0.0007533610914833844,
0.008256016299128532,
0.02518823929131031,
0.01135763805359602,
-0.0508575364947319,
0.03324805945158005,
-0.010136811062693596,
-0.03297910466790199,
0.004465277772396803,
-0.018352637067437172,
0.003757860977202654,
-0.04040708765387535,
-0.020377418026328087,
0.03197391331195831,
-0.07551181316375732,
-0.006722454447299242,
0.030545465648174286,
0.04438247159123421,
0.057784512639045715,
0.03995097428560257,
-0.0010245819576084614,
0.04253509268164635,
0.003333546919748187,
0.03359083831310272,
0.0325222909450531,
0.01142195239663124,
-0.014153554104268551,
-0.0017350291600450873,
0.04801563546061516,
-0.04146105796098709,
0.02152557112276554,
-0.027700578793883324,
0.029949957504868507,
-0.022712457925081253,
-0.010220421478152275,
-0.00759669067338109,
-0.031155889853835106,
0.019671449437737465,
-0.04257061332464218,
-0.037579700350761414,
0.07883784919977188,
-0.025872712954878807,
0.004152961075305939,
-0.024671031162142754,
0.003159885760396719,
-0.016303446143865585,
0.011540718376636505,
-0.0011241427855566144,
0.004347341600805521,
0.024213990196585655,
0.005375127773731947,
-0.019041871652007103,
-0.01427446398884058,
0.01565137691795826,
-0.056158438324928284,
-0.0020425906404852867,
-0.03149738907814026,
-0.00023727817460894585,
0.016992265358567238,
-0.03849946707487106,
-0.025561852380633354,
-0.024087093770503998,
-0.0069353459402918816,
0.013998180627822876,
0.030687477439641953,
-0.029276924207806587,
-0.0645587295293808,
0.012042404152452946,
0.017118528485298157,
-0.06371768563985825,
0.015585767105221748,
-0.028290553018450737,
0.004347024019807577,
-0.03168417513370514,
-0.0610705129802227
] |
<p>I am working on monthly seasonally adjusted data. To the best of my knowledge (maybe I'm wrong), data is seasonally adjusted to take out any form of seasonality. </p>
<p>After doing an ACF of the second difference of my data with R, I saw a spike from the lag one point that crosses the horizontal dashed line. This led me to suggest a nonseasonal MA(1) component. I then saw a lag from the 12th point that lies right on the horizontal dashed line. Can this mean there is a seasonal MA(1) component with period 12? And if so, can monthly seasonally adjusted data still exhibit seasonality? </p> | 73,417 | [
0.0028544121887534857,
-0.004394735209643841,
-0.038018904626369476,
0.04135926440358162,
0.04589336737990379,
0.024554355069994926,
0.012164563871920109,
0.0023514714557677507,
-0.02261863462626934,
-0.044672317802906036,
0.04147467389702797,
0.02016529068350792,
0.057194411754608154,
0.03546285256743431,
0.010583152063190937,
-0.030077483505010605,
0.010683506727218628,
0.013212496414780617,
0.03667236119508743,
0.004362940788269043,
-0.010806686244904995,
0.018860071897506714,
-0.0031363568268716335,
-0.0034650303423404694,
-0.025243690237402916,
0.04860707372426987,
0.003697301261126995,
-0.01898793689906597,
0.0010500382632017136,
0.020248064771294594,
-0.03643707185983658,
-0.0451291985809803,
0.012287941761314869,
0.013860007748007774,
-0.003458714811131358,
-0.00002144216159649659,
-0.029164955019950867,
-0.03537745401263237,
-0.024297313764691353,
0.05610603839159012,
-0.060187701135873795,
-0.03908487409353256,
-0.031234299764037132,
0.02056320756673813,
-0.08314552903175354,
-0.0031158130150288343,
0.039286259561777115,
0.029693935066461563,
0.055441658943891525,
-0.022091489285230637,
0.06293118745088577,
-0.0010365821653977036,
0.02761368826031685,
0.018876681104302406,
-0.016414564102888107,
-0.004977192729711533,
0.048544179648160934,
0.045637235045433044,
-0.011016834527254105,
-0.028679434210062027,
-0.032675884664058685,
-0.03769872337579727,
0.0018297603819519281,
-0.00344166811555624,
-0.009003938175737858,
0.029636600986123085,
-0.00763132655993104,
-0.0002865447604563087,
0.002699204720556736,
-0.002617462072521448,
0.0012044513132423162,
-0.008807909674942493,
0.02765374258160591,
-0.03285853564739227,
-0.013657969422638416,
-0.07242394983768463,
0.027421673759818077,
0.035217490047216415,
0.032230667769908905,
0.034084588289260864,
0.04123220220208168,
0.025353601202368736,
0.02352897822856903,
0.021359870210289955,
0.043530043214559555,
0.014737305231392384,
0.04635531082749367,
-0.041688114404678345,
0.028649186715483665,
0.0245894156396389,
-0.010163509286940098,
0.02406339906156063,
0.033595792949199677,
0.0018839288968592882,
-0.055521901696920395,
0.023836201056838036,
-0.023190457373857498,
0.011374915950000286,
-0.02625093422830105,
-0.015524940565228462,
0.012039540335536003,
0.002040544990450144,
0.06509838998317719,
0.004976269323378801,
-0.008349403738975525,
0.030542880296707153,
-0.0189003087580204,
0.005529840011149645,
-0.029571494087576866,
-0.004539273213595152,
-0.0494656041264534,
0.005093165673315525,
-0.026465365663170815,
-0.00019689372857101262,
0.0546681247651577,
-0.02009095437824726,
-0.021869925782084465,
-0.01277860812842846,
0.056072480976581573,
0.07586649805307388,
0.027990831062197685,
-0.00035518777440302074,
0.06062399968504906,
-0.009066907688975334,
-0.05801180377602577,
0.020862912759184837,
-0.037348899990320206,
-0.057562731206417084,
-0.04643574729561806,
0.030843302607536316,
0.025506775826215744,
-0.01350230723619461,
0.06463221460580826,
-0.0015402109129354358,
0.03174454718828201,
0.00506471237167716,
-0.08428136259317398,
-0.075914166867733,
0.06362981349229813,
0.008947349153459072,
0.015413911081850529,
-0.0563945397734642,
0.0041913436725735664,
0.024933936074376106,
0.05497129634022713,
0.0007687426987104118,
0.017108792439103127,
0.023629454895853996,
0.02129247784614563,
-0.006779729388654232,
-0.01675690896809101,
-0.0017103649443015456,
-0.009599784389138222,
-0.07000604271888733,
-0.019769705832004547,
-0.09591908752918243,
0.04087895527482033,
0.03903811052441597,
-0.0006219835486263037,
-0.02506348490715027,
0.03679083660244942,
0.02559729851782322,
-0.0014420391526073217,
0.023097194731235504,
0.013607976026833057,
-0.025096427649259567,
0.07866367697715759,
0.014544512145221233,
-0.009047393687069416,
0.012474407441914082,
-0.010255307890474796,
0.01253910455852747,
-0.019690517336130142,
0.07665251195430756,
0.04938746243715286,
-0.026003409177064896,
-0.014047829434275627,
-0.017112918198108673,
0.03149010241031647,
0.014736219309270382,
-0.056005191057920456,
-0.007127601653337479,
-0.044683635234832764,
-0.016949160024523735,
0.039705850183963776,
0.06970617175102234,
-0.02028072252869606,
-0.007397464010864496,
0.04526489973068237,
-0.06403966248035431,
-0.03477953374385834,
-0.0471140556037426,
-0.004292774945497513,
-0.025034360587596893,
-0.036836352199316025,
0.013946162536740303,
0.0027396520599722862,
0.032926104962825775,
-0.04835909232497215,
-0.0029885845724493265,
0.0022442766930907965,
0.0040985397063195705,
0.025730248540639877,
-0.02796449325978756,
0.00566974887624383,
0.027829930186271667,
0.031890012323856354,
0.017693761736154556,
-0.0035784277133643627,
-0.06805873662233353,
-0.0315743088722229,
0.012536892667412758,
-0.051415614783763885,
0.04667246341705322,
-0.028631707653403282,
-0.01691657118499279,
0.024394776672124863,
-0.003000174416229129,
-0.04915018752217293,
0.07524287700653076,
-0.031512338668107986,
0.03807074576616287,
0.026636779308319092,
-0.010772056877613068,
-0.007092569954693317,
0.007371324580162764,
0.034913189709186554,
0.001702000037766993,
-0.039357688277959824,
-0.016621235758066177,
-0.040498241782188416,
-0.03537237271666527,
0.08871734887361526,
0.0004112556343898177,
-0.01863808184862137,
0.01970541477203369,
0.05168554186820984,
0.005835007410496473,
0.04012381657958031,
0.0561332069337368,
0.03762271627783775,
-0.010850817896425724,
0.0019702031277120113,
0.005618852097541094,
0.015031320974230766,
0.006613697856664658,
0.07547137886285782,
-0.024989692494273186,
0.04359923675656319,
0.04472178965806961,
0.02001723274588585,
0.045242901891469955,
-0.029298853129148483,
0.05352206528186798,
-0.018230630084872246,
-0.012310751713812351,
0.05346944183111191,
-0.0477726049721241,
-0.004621421918272972,
0.017334748059511185,
0.003637376707047224,
-0.034975435584783554,
0.03811099752783775,
0.010968186892569065,
-0.002913428470492363,
0.01009550504386425,
-0.03200985863804817,
-0.03768838196992874,
0.016767581924796104,
-0.01787600852549076,
0.036205146461725235,
-0.06364218145608902,
-0.02142319828271866,
0.0057443794794380665,
-0.0028121958021074533,
0.04972078278660774,
0.028057321906089783,
0.03446940705180168,
-0.010313338600099087,
-0.014746265485882759,
0.0000019360857095307438,
-0.029745347797870636,
0.021858712658286095,
0.0056545548141002655,
-0.00044946352136321366,
-0.022784247994422913,
-0.005827728193253279,
-0.013207963667809963,
0.034153107553720474,
-0.00919159036129713,
-0.009429977275431156,
0.02778846025466919,
-0.008542723953723907,
-0.03993020951747894,
-0.008030642755329609,
-0.04073943570256233,
-0.03505245968699455,
-0.06651776283979416,
-0.028802625834941864,
0.026993513107299805,
-0.0007576081552542746,
-0.015086933970451355,
-0.010085896588861942,
-0.05210646241903305,
0.016312532126903534,
-0.05080164223909378,
-0.01849578320980072,
-0.0021199083421379328,
-0.023670095950365067,
-0.011952562257647514,
0.009583678096532822,
-0.02744862250983715,
0.019190588966012,
-0.03530771657824516,
-0.05290118232369423,
0.018774373456835747,
-0.022453591227531433,
0.011509288102388382,
0.014676179736852646,
-0.017561811953783035,
0.052452877163887024,
0.03409140557050705,
-0.014952911995351315,
0.0018304364057257771,
-0.029401900246739388,
-0.029778938740491867,
-0.05365975946187973,
0.0331573486328125,
0.039881158620119095,
0.052530333399772644,
0.01673293672502041,
-0.026572339236736298,
0.03265973925590515,
0.06089938431978226,
0.023162750527262688,
-0.007045252714306116,
0.009391053579747677,
-0.01874067261815071,
-0.004418089520186186,
0.040555521845817566,
0.009001290425658226,
0.013124271295964718,
0.0021202522329986095,
-0.0061254482716321945,
0.015240873210132122,
0.0371549166738987,
0.005413924343883991,
0.05278114974498749,
-0.032159727066755295,
0.0043169595301151276,
-0.03703697770833969,
0.03528246283531189,
0.0269378162920475,
0.004847563803195953,
-0.03345789760351181,
-0.024517953395843506,
0.022836700081825256,
-0.02368233911693096,
-0.03269010782241821,
0.05434216558933258,
-0.008645892143249512,
-0.0432962067425251,
0.010538477450609207,
-0.01920265518128872,
0.0008705596555955708,
0.05511505529284477,
-0.035897571593523026,
-0.0312288086861372,
0.03757127374410629,
-0.009279903024435043,
0.019900435581803322,
-0.009280301630496979,
-0.07654567807912827,
0.017609428614377975,
-0.039706338196992874,
0.00029006172553636134,
-0.012480292469263077,
0.04310400038957596,
-0.012484710663557053,
0.0293906107544899,
0.0042550228536129,
-0.016063589602708817,
0.0036598166916519403,
-0.00013842929911334068,
-0.05843668058514595,
-0.00875617191195488,
-0.005424494855105877,
-0.011472347192466259,
-0.003978086169809103,
-0.02418450452387333,
-0.008314302191138268,
-0.030123921111226082,
0.009633165784180164,
0.0003233127063140273,
-0.014589822851121426,
-0.013776198029518127,
0.019930046051740646,
-0.043585773557424545,
-0.0043416693806648254,
-0.04531301558017731,
-0.013136967085301876,
0.05366086959838867,
-0.04413583129644394,
0.016102895140647888,
0.04830602556467056,
0.012477399781346321,
-0.018401246517896652,
-0.008903083391487598,
0.02293544076383114,
0.026299556717276573,
0.02514084242284298,
0.06798489391803741,
0.0012259043287485838,
-0.016732467338442802,
0.04188228026032448,
0.02038881555199623,
0.051139701157808304,
0.015979820862412453,
-0.010548951104283333,
-0.016790539026260376,
-0.050966065376996994,
-0.0296607818454504,
0.03971993178129196,
0.018662136048078537,
0.034053124487400055,
0.019362905994057655,
0.03430725261569023,
0.0045731812715530396,
-0.03633473441004753,
-0.006683501414954662,
0.04436614364385605,
0.017366833984851837,
0.02868509478867054,
-0.07138083130121231,
-0.008403628133237362,
-0.008185370825231075,
0.003952362574636936,
0.06557141989469528,
-0.003939339425414801,
-0.005980256944894791,
0.011965182609856129,
0.011087874881923199,
-0.013312244787812233,
-0.023457510396838188,
-0.035607073456048965,
0.016418760642409325,
0.07425741851329803,
0.011168957687914371,
-0.00587775744497776,
0.050652578473091125,
0.026988226920366287,
0.023532621562480927,
-0.007620908319950104,
0.014561653137207031,
-0.13115277886390686,
-0.0026249538641422987,
0.04715092480182648,
0.03394699469208717,
-0.061106763780117035,
-0.021524017676711082,
-0.07127753645181656,
-0.010088234208524227,
0.03244287520647049,
-0.03449656814336777,
0.044632937759160995,
-0.02670571580529213,
0.03228346258401871,
-0.042537618428468704,
-0.05532418563961983,
-0.02375461906194687,
0.020851291716098785,
0.01724492385983467,
0.016687028110027313,
0.002670198678970337,
-0.028711071237921715,
-0.030970729887485504,
0.007949220947921276,
0.011168180964887142,
0.04374829679727554,
-0.015033039264380932,
-0.00454719690605998,
-0.02043290250003338,
0.0167730413377285,
0.00821942649781704,
-0.04250694066286087,
-0.020602745935320854,
0.03114917129278183,
-0.010904526337981224,
0.011495484039187431,
0.004851531237363815,
-0.008988562040030956,
0.00161364593077451,
0.03755595162510872,
-0.014463589526712894,
0.003555963048711419,
-0.019156552851200104,
0.019922729581594467,
0.037124134600162506,
-0.0007874511065892875,
0.07144908607006073,
0.028935683891177177,
-0.0030021341517567635,
0.006245818920433521,
-0.032296013087034225,
0.039846159517765045,
-0.02084556594491005,
-0.030189169570803642,
-0.029094399884343147,
-0.02049144171178341,
-0.029072800651192665,
0.02049947902560234,
0.03133577108383179,
0.02077256515622139,
-0.006800118368119001,
-0.014666798524558544,
0.018507085740566254,
0.014010141603648663,
-0.000681363046169281,
-0.0010371609823778272,
0.02789783850312233,
-0.007721129339188337,
-0.02976456843316555,
0.011569911614060402,
0.0013092407025396824,
-0.02170724980533123,
-0.03238633647561073,
0.02317492850124836,
-0.03909895569086075,
0.022727666422724724,
-0.023663220927119255,
-0.01047129649668932,
-0.006745834369212389,
-0.016508793458342552,
0.010298633016645908,
-0.027986139059066772,
-0.003284948179498315,
-0.010653371922671795,
-0.04796270653605461,
0.03068813867866993,
0.012996700592339039,
-0.015700289979577065,
0.04838959127664566,
-0.027910595759749413,
0.04013654962182045,
0.00009115821740124375,
0.009097394533455372,
-0.055656492710113525,
-0.06130263954401016,
0.0026499617379158735,
0.02296987920999527,
-0.05052122101187706,
-0.01756519451737404,
-0.01024872437119484,
-0.006139751058071852,
0.009322622790932655,
-0.014987311325967312,
0.019353244453668594,
-0.03471860662102699,
-0.0659283772110939,
0.04740624874830246,
0.013250324875116348,
0.0692201629281044,
-0.00020159268751740456,
-0.00591035233810544,
0.012761171907186508,
-0.0064367144368588924,
-0.024296291172504425,
-0.05452624335885048,
0.027525000274181366,
-0.02737991325557232,
0.005253403447568417,
-0.029841629788279533,
-0.0535397082567215,
0.04281845688819885,
-0.03135326877236366,
-0.03588705137372017,
0.03861996904015541,
0.0015922605525702238,
0.04196266084909439,
-0.049903687089681625,
0.03358347713947296,
-0.015629084780812263,
0.018939392641186714,
-0.027636922895908356,
-0.030065061524510384,
-0.004353699740022421,
-0.024089094251394272,
0.011835775338113308,
-0.011352603323757648,
-0.01345137506723404,
0.05342625454068184,
0.05647655576467514,
-0.0032187465112656355,
0.006416883319616318,
0.024489905685186386,
0.02731132321059704,
0.016451021656394005,
0.01770683191716671,
0.038801174610853195,
-0.012987027876079082,
-0.0015009865164756775,
-0.01653323881328106,
-0.002430322812870145,
-0.009511037729680538,
0.010899466462433338,
0.0645410493016243,
0.01254163309931755,
0.004550892859697342,
-0.0056833671405911446,
0.005931350402534008,
0.016604071483016014,
-0.04718046262860298,
-0.00600177189335227,
-0.006270903162658215,
-0.02618967369198799,
0.05015597119927406,
-0.03401980549097061,
0.009264628402888775,
0.006659854203462601,
-0.005117411259561777,
0.015741830691695213,
0.06430767476558685,
0.026738176122307777,
0.030332455411553383,
0.025826532393693924,
0.036975275725126266,
-0.06580235809087753,
0.023637857288122177,
-0.012050916440784931,
0.03104957565665245,
-0.030337059870362282,
0.006909954361617565,
0.0740174651145935,
0.015185493975877762,
0.0075249760411679745,
-0.04057267680764198,
-0.016113825142383575,
-0.028174223378300667,
0.007283066399395466,
0.015280568972229958,
0.02463076077401638,
0.042838338762521744,
0.004784214310348034,
0.05072420462965965,
0.004840216599404812,
0.000284604582702741,
-0.002844619331881404,
-0.05561288073658943,
0.017078625038266182,
-0.016728848218917847,
-0.02147352509200573,
0.04817948117852211,
-0.043378785252571106,
-0.008369848132133484,
-0.024613304063677788,
-0.0633738711476326,
-0.02377968095242977,
-0.01361045427620411,
0.027370695024728775,
0.011467257514595985,
0.09460635483264923,
-0.007732853293418884,
0.006318623665720224,
-0.002170680556446314,
0.00952758640050888,
0.11684473603963852,
0.09527034312486649,
0.025154242292046547,
-0.0588679164648056,
0.017636476084589958,
-0.01181216910481453,
0.011814354918897152,
-0.04195631295442581,
0.00696456478908658,
-0.020673826336860657,
-0.03364638239145279,
0.0473882295191288,
0.058421310037374496,
-0.010316620580852032,
0.020883511751890182,
0.08259361237287521,
-0.013482210226356983,
0.010825537145137787,
0.0010313576785847545,
0.0011188186472281814,
0.03902055695652962,
0.016077788546681404,
-0.03581283986568451,
0.01978854462504387,
-0.028615856543183327,
-0.012880764901638031,
-0.013444553129374981,
-0.024941710755228996,
0.0015805813018232584,
0.02370714209973812,
-0.03730032965540886,
0.008879932574927807,
0.015529269352555275,
0.023198504000902176,
-0.005013756919652224,
-0.01326678041368723,
0.026089541614055634,
-0.026191318407654762,
0.04398610070347786,
0.06602946668863297,
0.021361906081438065,
-0.015400426462292671,
0.012057873420417309,
-0.009850641712546349,
-0.041075319051742554,
-0.0234427098184824,
-0.045326635241508484,
0.024082908406853676,
-0.010255781002342701,
0.0030737665947526693,
-0.02421967126429081,
0.0018780477112159133,
-0.014855003915727139,
-0.045830849558115005,
-0.008449021726846695,
0.005333615932613611,
0.021375562995672226,
-0.02310066483914852,
0.008415772579610348,
-0.0596892349421978,
-0.0057316492311656475,
0.013864681124687195,
0.040810439735651016,
0.038751985877752304,
-0.03409441560506821,
-0.013060619123280048,
-0.01038285344839096,
0.05186919867992401,
-0.00963224470615387,
-0.014100296422839165,
-0.013957314193248749,
0.04087061434984207,
-0.029697827994823456,
0.005377004388719797,
0.011558234691619873,
0.02237148955464363,
-0.009184502065181732,
0.009124810807406902,
0.0022015850991010666,
0.03452947735786438,
-0.02342192642390728,
0.027714066207408905,
-0.03592270240187645,
-0.005324837286025286,
-0.005365168210119009,
-0.012621893547475338,
0.045780058950185776,
0.023067502304911613,
0.006514217704534531,
0.004940330516546965,
-0.007406497839838266,
0.05925991013646126,
0.035984065383672714,
-0.05453276261687279,
-0.021853119134902954,
-0.02966185286641121,
-0.0019504278898239136,
-0.001500017591752112,
-0.059108246117830276,
0.03383062034845352,
0.03877731040120125,
0.012103309854865074,
-0.02327953837811947,
-0.017936265096068382,
0.01042568776756525,
0.007887324318289757,
0.027502354234457016,
-0.03005337528884411,
0.005857835058122873,
-0.0018695404287427664,
-0.01703990250825882,
-0.03910226374864578,
-0.04959816113114357,
-0.008303340524435043,
-0.014564217068254948,
-0.025977719575166702,
0.017318304628133774,
-0.03695915266871452,
-0.007813520729541779,
0.0027969516813755035,
-0.004132527392357588,
-0.05485000088810921,
-0.022443896159529686,
-0.02714465744793415,
-0.04223628714680672,
-0.0003628640261013061,
-0.023430701345205307,
-0.003933013882488012,
0.01875094324350357,
-0.05001257732510567,
-0.017236120998859406,
0.04232872277498245,
0.0068333204835653305,
0.018674401566386223,
-0.006607519928365946,
0.01200017612427473,
-0.005054826382547617,
0.06055900454521179,
-0.024289561435580254,
-0.0471709780395031,
0.03594429790973663,
-0.04688386246562004,
-0.025689659640192986,
0.046495042741298676,
-0.0054844217374920845,
0.026964839547872543,
-0.003381191287189722,
0.022891223430633545,
-0.006116749718785286,
0.04768739268183708,
-0.004642808809876442,
0.01927405223250389,
-0.0239908117800951,
0.024107076227664948,
0.017115388065576553,
0.009824818931519985,
-0.050217993557453156,
0.008439764380455017,
0.0016200640238821507,
0.03935449570417404,
0.047576118260622025,
-0.0009127598605118692,
-0.023699019104242325,
-0.002932768315076828,
-0.025002459064126015,
-0.009048430249094963,
-0.01224287785589695,
0.006617644801735878,
0.03761500492691994,
0.04560534283518791,
-0.02232094667851925,
0.03990774229168892,
-0.017308620736002922,
-0.03564479574561119,
-0.03717551380395889,
-0.026698632165789604,
0.011179722845554352,
0.030940232798457146,
-0.0013867190573364496,
-0.03440232574939728,
0.011336004361510277,
0.02596142143011093,
-0.02445867471396923,
0.012605277821421623,
-0.012378258630633354,
-0.0187840573489666,
-0.059391092509031296,
-0.04532583802938461,
0.0004447285027708858,
-0.004291445016860962,
0.04893491044640541,
0.020865751430392265,
0.004926973953843117,
0.030430002138018608,
0.004094188567250967,
-0.040823061019182205,
-0.008908544667065144,
0.010252716951072216,
0.0240341704338789,
-0.08312786370515823,
0.07839594036340714,
-0.035724908113479614,
-0.02506241947412491,
0.01790507882833481,
-0.0325704887509346,
0.0030780299566686153,
0.03176242485642433,
-0.029049832373857498,
-0.022775711491703987,
0.03773965314030647,
0.018407225608825684,
-0.011491195298731327,
-0.019988415762782097,
-0.015412405133247375,
0.02224024571478367,
0.04454074054956436,
-0.027063528075814247,
0.0033843722194433212,
-0.0058798105455935,
-0.04907761514186859,
-0.009859838522970676,
-0.004684269893914461,
-0.0382646769285202,
0.0012251971056684852,
-0.00907550286501646,
0.018007900565862656,
0.023368485271930695,
-0.014150798320770264,
0.028290066868066788,
-0.01837458834052086,
-0.0016886253142729402,
0.083250492811203,
0.06127828732132912,
-0.013457675464451313,
-0.04141964018344879,
0.028514603152871132,
-0.012479715049266815,
0.025677263736724854,
0.03181576728820801,
-0.017671318724751472,
-0.062116023153066635,
-0.025004858151078224,
-0.03869961202144623,
-0.010676423087716103,
-0.01668873429298401,
0.0229896679520607,
-0.011317349039018154,
0.05498195067048073,
0.005291513167321682,
-0.0019099002238363028,
0.01791023276746273,
-0.033658936619758606,
0.011444353498518467,
-0.06282634288072586,
0.05363663285970688,
0.0028843795880675316,
-0.031800590455532074,
-0.00932246446609497,
-0.02974572964012623,
-0.07426556944847107,
-0.024623099714517593,
0.008787732571363449,
0.011857209727168083,
-0.0047018397599458694,
0.020117487758398056,
0.013785145245492458,
-0.01700810343027115,
-0.020814651623368263,
0.032650578767061234,
-0.03561486676335335,
-0.012885607779026031,
0.017156746238470078,
-0.025936175137758255,
-0.0023082299157977104,
0.011840227991342545,
0.0028034134302288294,
-0.021330412477254868,
0.029381366446614265,
-0.007879756391048431,
0.005976517219096422,
0.04792173206806183,
-0.01799585483968258,
-0.008357775397598743,
0.04273735731840134,
0.0338134728372097,
0.0006995261646807194,
0.006776145193725824,
-0.015446040779352188,
-0.05199676752090454,
-0.005041302181780338,
-0.014623564667999744,
0.020058250054717064,
-0.014004994183778763,
0.006975746713578701,
0.018678102642297745,
-0.04006201773881912,
0.0060806008987128735,
0.03593356907367706,
0.03226640075445175,
0.010592971928417683,
0.027817796915769577,
-0.004376400262117386,
0.029669778421521187,
0.015029984526336193,
0.03059040941298008,
0.007821161299943924,
-0.0020575388334691525,
0.010571255348622799,
0.01827235519886017,
-0.009257211349904537,
-0.0066887433640658855,
-0.023286031559109688,
-0.0011239126324653625,
-0.0008033398189581931,
0.007507917936891317,
0.007224459201097488,
0.06682253628969193,
0.029466131702065468,
-0.061567872762680054,
0.008189376443624496,
0.001035151770338416,
0.04276196286082268,
-0.03349902108311653,
0.018498891964554787,
0.001817938289605081,
-0.020986031740903854,
-0.005064850673079491,
-0.00916281621903181,
0.005202163942158222,
-0.0344303660094738,
0.008179930038750172,
0.0137533163651824,
0.030197417363524437,
-0.005999005399644375,
0.006171662360429764,
0.031868115067481995,
0.009330176748335361,
0.020557381212711334,
-0.04503767937421799,
0.030876297503709793,
-0.030056485906243324,
-0.009431012906134129,
0.00990356970578432,
-0.0063545117154717445,
-0.032651618123054504,
-0.02977622300386429,
0.03714921325445175,
0.03493759036064148,
0.03996006399393082,
-0.03205147385597229,
-0.026857875287532806,
-0.005117024760693312,
0.03446706756949425,
-0.06581281125545502,
-0.036569174379110336,
0.0020635456312447786,
-0.002444337122142315,
0.0018641587812453508,
-0.04897690936923027
] |
<p>I am working on a data set. After using some model identification techniques, I came out with an ARIMA(0,2,1) model. </p>
<p>I used the <code>detectIO</code> function in the package <code>TSA</code> in R to detect an <em>innovative</em> outlier (IO) at the 48th observation of my original data set. </p>
<p>How do I incorporate this outlier into my model so I can use it for forecasting purposes? I don't want to use the ARIMAX model since I might not be able to make any predictions from that in R. Are there any other ways I could do this? </p>
<p>Here are my values in order:</p>
<pre><code>VALUE <- scan()
4.6 4.5 4.4 4.5 4.4 4.6 4.7 4.6 4.7 4.7 4.7 5.0 5.0 4.9 5.1 5.0 5.4
5.6 5.8 6.1 6.1 6.5 6.8 7.3 7.8 8.3 8.7 9.0 9.4 9.5 9.5 9.6 9.8 10.0
9.9 9.9 9.8 9.8 9.9 9.9 9.6 9.4 9.5 9.5 9.5 9.5 9.8 9.3 9.1 9.0 8.9
9.0 9.0 9.1 9.0 9.0 9.0 8.9 8.6 8.5 8.3 8.3 8.2 8.1 8.2 8.2 8.2 8.1
7.8 7.9 7.8 7.8
</code></pre>
<p>That is actually my data. They are unemployment rates over a period of 6 years. There are 72 observations then . Each value is to at most one decimal place</p> | 73,418 | [
0.022267844527959824,
-0.008366723544895649,
0.02028498612344265,
-0.027837032452225685,
0.01323452778160572,
-0.0147535540163517,
0.011724957264959812,
-0.023756898939609528,
0.025024261325597763,
-0.017175830900669098,
0.04894264414906502,
0.03002331219613552,
0.07304131239652634,
0.031251247972249985,
0.032992053776979446,
0.001794012845493853,
-0.046438537538051605,
0.007108320482075214,
0.0006833295337855816,
-0.013705359771847725,
0.007878084667026997,
-0.01967383548617363,
0.006569114979356527,
0.010971036739647388,
-0.01842712238430977,
0.04085112363100052,
0.0414712093770504,
0.003927307203412056,
-0.0019435329595580697,
0.024345209822058678,
-0.027919698506593704,
-0.04356140270829201,
0.013048400171101093,
0.047794174402952194,
0.032837897539138794,
0.018470972776412964,
-0.0011237324215471745,
-0.00031950438278727233,
-0.0010768990032374859,
-0.0023849366698414087,
-0.02503308840095997,
-0.015380853787064552,
0.017964811995625496,
0.01735864207148552,
-0.003617457114160061,
-0.008677730336785316,
0.0010839453898370266,
-0.021568970754742622,
0.08789839595556259,
-0.0007528719143010676,
0.07125171273946762,
-0.05141615867614746,
0.0028847227804362774,
0.04983588308095932,
-0.0019464930519461632,
-0.025154033675789833,
0.0675547644495964,
0.06570135056972504,
-0.019617749378085136,
-0.033912330865859985,
-0.009572729468345642,
-0.026897737756371498,
-0.03681628406047821,
-0.0244841817766428,
-0.03493134304881096,
0.029575582593679428,
-0.02966662310063839,
-0.01998339779675007,
0.036295682191848755,
-0.05911395698785782,
0.008667840622365475,
0.019387243315577507,
0.003100617788732052,
-0.01771550066769123,
0.027234027162194252,
-0.011716516688466072,
-0.000667389715090394,
-0.0067982301115989685,
0.03906497359275818,
0.009335685521364212,
0.022577878087759018,
0.015866605564951897,
0.028529951348900795,
0.06117052957415581,
0.01416707132011652,
0.012982442043721676,
0.027053311467170715,
-0.050902921706438065,
0.018015317618846893,
0.03333108872175217,
-0.018028831109404564,
0.007459125481545925,
0.0703776478767395,
0.01679757423698902,
-0.028789671137928963,
0.06359171867370605,
-0.024824049323797226,
0.024813804775476456,
-0.021028103306889534,
0.0014437754871323705,
-0.032054606825113297,
-0.04091385379433632,
0.003945487551391125,
0.06888025254011154,
-0.010843261145055294,
-0.0015416364185512066,
-0.037336885929107666,
-0.03787511587142944,
-0.006902194581925869,
-0.0389484167098999,
-0.016596438363194466,
0.004675871692597866,
-0.009649261832237244,
-0.019583813846111298,
0.023581231012940407,
0.015008225105702877,
-0.0062231747433543205,
-0.017989324405789375,
-0.0007876035524532199,
0.04339461773633957,
0.04686550796031952,
0.010673888027668,
0.009176108986139297,
-0.03934716060757637,
-0.04461321234703064,
-0.00983970332890749,
-0.016237618401646614,
-0.03320502117276192,
-0.04538555070757866,
0.02400369942188263,
-0.029629793018102646,
-0.038933806121349335,
0.05787913128733635,
-0.029703892767429352,
0.06514999270439148,
0.012283445335924625,
-0.0800028145313263,
-0.029199616983532906,
0.04837891086935997,
0.016290057450532913,
0.03463353216648102,
-0.06690678745508194,
-0.001806338899768889,
0.052870020270347595,
0.05952691286802292,
0.040367014706134796,
0.023901091888546944,
0.02235994301736355,
-0.010561706498265266,
0.022515175864100456,
-0.05202079191803932,
-0.0005051459884271026,
0.0008569736965000629,
-0.04415268823504448,
0.0054542915895581245,
-0.06875696778297424,
-0.010489058680832386,
-0.0025977599434554577,
-0.02822558954358101,
-0.04045781493186951,
0.018454814329743385,
0.0008472329936921597,
-0.009946540929377079,
-0.05781476944684982,
-0.03123961202800274,
-0.012307622469961643,
0.08857801556587219,
0.006273420061916113,
0.018988780677318573,
0.021763857454061508,
-0.024129431694746017,
0.03503647446632385,
-0.004729452542960644,
0.0410052090883255,
0.05127563700079918,
-0.015773192048072815,
0.006776129361242056,
-0.05625410005450249,
-0.0004709538188762963,
0.019250519573688507,
-0.06457440555095673,
-0.041710834950208664,
-0.014024662785232067,
-0.014321833848953247,
0.011634474620223045,
0.02452530711889267,
-0.018501846119761467,
-0.0247742161154747,
0.045081816613674164,
-0.05497260019183159,
-0.01946135237812996,
-0.03972994163632393,
-0.0008863991242833436,
-0.022897137328982353,
-0.010726272128522396,
-0.00021810112230014056,
0.007815051823854446,
0.03914082422852516,
0.004955981858074665,
0.0004577722866088152,
-0.045163966715335846,
-0.030178973451256752,
0.05190085247159004,
-0.057101208716630936,
-0.022925082594156265,
0.039722297340631485,
0.01512002944946289,
-0.008901719935238361,
0.05008963122963905,
-0.046057820320129395,
0.04082060232758522,
0.0005915369256399572,
-0.0514957569539547,
-0.02029646560549736,
-0.017336687073111534,
-0.013489320874214172,
0.04201923683285713,
0.01623212732374668,
0.01457530353218317,
0.03125534951686859,
-0.045332688838243484,
0.05748938396573067,
0.04829116538167,
0.03739611431956291,
0.00901350099593401,
-0.017783237621188164,
0.007005041930824518,
0.06521374732255936,
-0.04448942095041275,
-0.001974427839741111,
-0.01777883805334568,
-0.010074218735098839,
0.052536338567733765,
0.010986985638737679,
-0.05855168402194977,
0.002295941114425659,
0.05862748622894287,
-0.018686654046177864,
0.009296627715229988,
0.05611400678753853,
-0.01385333202779293,
-0.01487972866743803,
0.0060254475101828575,
-0.00553701538592577,
0.04192540422081947,
-0.0043938965536653996,
0.04728773236274719,
0.022780027240514755,
0.04408635199069977,
0.0402420349419117,
0.030449191108345985,
0.004602436441928148,
-0.00034609646536409855,
0.03438469395041466,
-0.018864672631025314,
0.019917406141757965,
0.049169864505529404,
-0.022833101451396942,
-0.012551072053611279,
0.027691073715686798,
-0.00336558953858912,
-0.015131955035030842,
0.029717903584241867,
-0.0002206190547440201,
-0.018512777984142303,
0.07100609689950943,
-0.024539237841963768,
-0.0009632608853280544,
0.020174585282802582,
-0.05038361996412277,
-0.00807451456785202,
-0.001424996880814433,
-0.027480613440275192,
-0.07996875047683716,
0.0674571692943573,
0.06122046336531639,
0.009630650281906128,
-0.010318771004676819,
-0.003781232051551342,
-0.05327252298593521,
-0.03703957051038742,
-0.01310105249285698,
0.020189804956316948,
0.016421742737293243,
-0.05788811668753624,
0.009678777307271957,
-0.006397174205631018,
-0.02320665866136551,
0.04494218900799751,
-0.0006181268254294991,
-0.004328844137489796,
-0.0151226706802845,
-0.02749672718346119,
-0.0324222669005394,
0.017187273129820824,
-0.0013291853247210383,
0.03576153144240379,
-0.017513660714030266,
-0.03926995396614075,
0.04196324944496155,
0.024529602378606796,
-0.03839185833930969,
0.002949425717815757,
-0.047133415937423706,
-0.024918083101511,
-0.031956519931554794,
0.03616714105010033,
0.03480077162384987,
0.020796315744519234,
0.012408431619405746,
0.004058313090354204,
0.011635002680122852,
-0.00840019341558218,
-0.04651080444455147,
-0.04065445438027382,
-0.024401577189564705,
0.012467611581087112,
0.0001179248938569799,
0.020482389256358147,
-0.02016732655465603,
0.061737027019262314,
0.04532814770936966,
-0.04600858688354492,
-0.022168967872858047,
0.004084112122654915,
-0.027658512815833092,
-0.045711684972047806,
0.020105594769120216,
0.026912668719887733,
0.016568027436733246,
-0.02549196034669876,
0.0006843800656497478,
0.05096747353672981,
0.029959622770547867,
-0.009195792488753796,
-0.0374702550470829,
-0.0015365430153906345,
-0.0018516989657655358,
-0.005196132697165012,
0.016527891159057617,
0.014265039004385471,
-0.041434310376644135,
0.0026892477180808783,
-0.011064303107559681,
-0.0015135008143261075,
0.030200092121958733,
-0.03050239197909832,
0.01566290110349655,
0.007238276768475771,
-0.0041325693018734455,
-0.032290395349264145,
0.0028075817972421646,
-0.00782608613371849,
-0.027387255802750587,
-0.0257701575756073,
0.020722679793834686,
0.028529679402709007,
-0.02556774578988552,
0.023793505504727364,
0.04326603561639786,
-0.004706633742898703,
0.002938497345894575,
0.052715152502059937,
-0.03823484852910042,
0.016283882781863213,
-0.00674942322075367,
-0.02307288534939289,
0.014580897055566311,
0.019152143970131874,
0.01470470055937767,
0.018799779936671257,
0.014285656623542309,
-0.010024660266935825,
0.03161920979619026,
-0.05633518844842911,
-0.007505597546696663,
-0.006484941113740206,
0.06189173087477684,
0.015004349872469902,
0.015350193716585636,
0.021618837490677834,
-0.01567051373422146,
0.006854324135929346,
-0.03386548161506653,
-0.04937759041786194,
0.04089122638106346,
0.02386820875108242,
-0.04418754205107689,
0.00031792453955858946,
-0.029846489429473877,
0.0035512472968548536,
-0.025613591074943542,
0.045003343373537064,
0.03972719609737396,
-0.013608276844024658,
-0.03610307350754738,
0.034285932779312134,
-0.04221314936876297,
0.016100846230983734,
-0.03184082359075546,
-0.001867754152044654,
0.03346500173211098,
-0.046938709914684296,
0.0045803808607161045,
0.021051863208413124,
-0.005548099987208843,
-0.03656449541449547,
-0.05015626177191734,
-0.0267051849514246,
0.020332125946879387,
0.03467363491654396,
0.04027175158262253,
0.016444213688373566,
-0.08533694595098495,
0.031186046078801155,
0.006793998647481203,
0.03458467498421669,
0.03381342440843582,
0.004698758013546467,
-0.04417804256081581,
-0.024463847279548645,
-0.006680360529571772,
-0.018935035914182663,
0.020282799378037453,
0.013771400786936283,
-0.0206126905977726,
0.04135099798440933,
0.031108038499951363,
-0.033267632126808167,
-0.003728025360032916,
0.06334396451711655,
0.011282265186309814,
0.021446961909532547,
-0.01692955009639263,
-0.016209861263632774,
-0.02251625619828701,
0.01520445104688406,
-0.01005307212471962,
0.021509651094675064,
-0.004264159128069878,
0.006723419297486544,
0.026644494384527206,
-0.020413838326931,
-0.02768462337553501,
0.008778455667197704,
0.04632124677300453,
0.07400056719779968,
-0.03186725080013275,
-0.0368037074804306,
0.008669686503708363,
0.025318587198853493,
0.01570887304842472,
0.05204840004444122,
0.026328470557928085,
-0.12699133157730103,
0.03021024726331234,
0.053612783551216125,
0.02616197243332863,
-0.03704852610826492,
-0.03557450696825981,
-0.08106555789709091,
-0.0011954496148973703,
0.040572959929704666,
-0.04321671277284622,
0.04870036616921425,
0.0029610032215714455,
-0.012751051224768162,
-0.01870560273528099,
-0.022382277995347977,
-0.054033681750297546,
0.038655854761600494,
-0.016929982230067253,
0.03785240277647972,
-0.042907197028398514,
-0.09039048850536346,
-0.03226814419031143,
0.034337155520915985,
-0.01017409935593605,
0.02713535539805889,
-0.01873418316245079,
-0.012680532410740852,
0.0138419009745121,
0.019632168114185333,
-0.04168926551938057,
-0.001537988893687725,
0.03242432698607445,
-0.014157106168568134,
-0.03053954988718033,
0.03128328546881676,
-0.012794272974133492,
0.0015267252456396818,
0.017284037545323372,
0.03774169459939003,
0.0320393405854702,
0.009792787954211235,
-0.02566572278738022,
0.02360929362475872,
0.027354199439287186,
-0.001765008899383247,
0.017820868641138077,
0.01972665823996067,
0.017988966777920723,
0.02269972302019596,
-0.0645967647433281,
-0.01019676961004734,
-0.012551525607705116,
-0.027280114591121674,
-0.052268244326114655,
-0.0015116489958018064,
-0.024564800783991814,
0.02644069492816925,
0.041075993329286575,
0.03335471823811531,
-0.036397069692611694,
0.013401146046817303,
0.004117107484489679,
0.048450518399477005,
-0.022008143365383148,
-0.005495951045304537,
0.027341794222593307,
0.022222859784960747,
-0.035898081958293915,
-0.003854769514873624,
0.002736712107434869,
-0.025859815999865532,
-0.020995108410716057,
0.03153587505221367,
-0.04595682770013809,
0.027478259056806564,
-0.047251246869564056,
-0.01747136004269123,
0.03062588721513748,
0.015670372173190117,
0.004745190963149071,
-0.021532438695430756,
0.04190962016582489,
0.008712170645594597,
-0.024567294865846634,
-0.02530995011329651,
0.021723272278904915,
-0.002311509568244219,
0.026819253340363503,
-0.05794035643339157,
0.04554251953959465,
-0.009310676716268063,
-0.0018896909896284342,
-0.0707569271326065,
-0.04276043176651001,
0.04247166961431503,
0.018052009865641594,
-0.038564614951610565,
-0.01584685407578945,
-0.04548962786793709,
-0.028775693848729134,
0.003427203744649887,
-0.033543527126312256,
-0.007375798188149929,
-0.01449334342032671,
0.0014877172652631998,
-0.02096373215317726,
-0.00041326729115098715,
0.08992191404104233,
0.015361533500254154,
0.0008419910445809364,
0.05916852876543999,
0.012326176278293133,
-0.00783163495361805,
0.020430579781532288,
0.012714660726487637,
-0.05386648699641228,
0.00006075766577851027,
-0.048251859843730927,
-0.03367270901799202,
0.006709678564220667,
0.004767544101923704,
0.00744740292429924,
0.003546359483152628,
-0.0017428643768653274,
0.056324783712625504,
-0.038727566599845886,
-0.012418903410434723,
-0.01295614242553711,
-0.03554864227771759,
-0.04386462643742561,
0.04473095387220383,
-0.005396013613790274,
0.011594226583838463,
0.023982740938663483,
-0.007744754198938608,
-0.0019620382227003574,
0.00008761540811974555,
0.045186903327703476,
0.0053262305445969105,
0.0020046106074005365,
-0.019221333786845207,
-0.007504784502089024,
0.03755436837673187,
0.010786275379359722,
-0.01226862519979477,
-0.04073497653007507,
0.014003613032400608,
-0.05508478358387947,
-0.034390639513731,
-0.010764024220407009,
0.0016432816628366709,
0.02932741306722164,
0.004697201773524284,
0.02223559468984604,
0.049001336097717285,
0.017379645258188248,
-0.0057127224281430244,
-0.005419015418738127,
-0.04290055111050606,
0.012807906605303288,
0.02138511836528778,
0.049726102501153946,
0.04825584962964058,
-0.006602975074201822,
0.010131529532372952,
0.009772226214408875,
0.027712609618902206,
0.056798193603754044,
0.027968905866146088,
0.04104575514793396,
-0.01442880928516388,
-0.00038581318221986294,
-0.0195777490735054,
0.022182656452059746,
-0.0023714762646704912,
0.023546189069747925,
-0.017407439649105072,
-0.02490224875509739,
0.03368077799677849,
0.0451568104326725,
0.029182633385062218,
-0.036640703678131104,
-0.01828635483980179,
-0.06159224361181259,
-0.022314423695206642,
0.03655266389250755,
-0.010708536021411419,
0.029168646782636642,
0.007054495625197887,
0.021751489490270615,
0.025865014642477036,
0.025923587381839752,
-0.05646936967968941,
-0.06418928503990173,
-0.0018187399255111814,
-0.01859697885811329,
-0.033630918711423874,
0.06465035676956177,
0.010292195715010166,
-0.008611094206571579,
0.03388839215040207,
-0.047158923000097275,
0.018132735043764114,
-0.004068958107382059,
0.02465909905731678,
0.0020725291687995195,
0.09005763381719589,
-0.010017892345786095,
0.020770292729139328,
-0.019482508301734924,
-0.005534789990633726,
0.13145476579666138,
0.08263545483350754,
0.02944893017411232,
-0.04083433374762535,
0.020937301218509674,
0.021427465602755547,
0.007648039609193802,
-0.044651903212070465,
-0.016170121729373932,
0.04812154173851013,
-0.0008896396029740572,
0.07148787379264832,
0.026692699640989304,
-0.005971497856080532,
0.01806083880364895,
0.04565775766968727,
-0.04412366449832916,
0.0036272730212658644,
0.014724347740411758,
0.03382868692278862,
-0.00476950453594327,
-0.020653627812862396,
-0.0935937687754631,
0.008524592965841293,
-0.013096341863274574,
-0.04776713252067566,
-0.006118977442383766,
-0.006398600060492754,
-0.006206251215189695,
0.03708098083734512,
0.031038828194141388,
0.026105212047696114,
-0.024368876591324806,
0.004927963018417358,
0.018497345969080925,
-0.030049189925193787,
0.004959435667842627,
-0.02748480811715126,
0.014207561500370502,
0.02145618386566639,
0.016226762905716896,
0.005172243807464838,
-0.016790928319096565,
0.036261167377233505,
-0.026900863274931908,
-0.02953977696597576,
-0.02842746302485466,
0.053581058979034424,
-0.009075464680790901,
0.013897957280278206,
-0.019350185990333557,
0.019183006137609482,
-0.024675333872437477,
-0.011425605975091457,
-0.04041276499629021,
0.034448664635419846,
0.016164161264896393,
-0.02596234157681465,
-0.01911202259361744,
-0.0010638468666002154,
-0.00923630129545927,
-0.002217257395386696,
0.01132118422538042,
0.003085239790380001,
-0.01359863206744194,
-0.006368350237607956,
-0.02968072146177292,
0.053011830896139145,
-0.01180034689605236,
0.0027190283872187138,
0.004024127498269081,
-0.044194288551807404,
-0.005715979728847742,
0.004095354117453098,
-0.009189745411276817,
0.010540426708757877,
-0.020550036802887917,
-0.017860082909464836,
0.010981383733451366,
-0.019415607675909996,
0.049064185470342636,
0.018339205533266068,
-0.013094387948513031,
0.009731526486575603,
-0.014648946933448315,
-0.0316595733165741,
0.002471474464982748,
-0.0015139463357627392,
0.004299301654100418,
0.00547339441254735,
-0.025941159576177597,
0.05501183122396469,
0.006893745623528957,
-0.06302985548973083,
-0.010489310137927532,
-0.0151671739295125,
-0.0317499153316021,
0.007675496395677328,
-0.010456271469593048,
0.06263687461614609,
0.032028816640377045,
-0.010157988406717777,
-0.004536414053291082,
0.05670091509819031,
-0.025284506380558014,
-0.009687758982181549,
0.01819775067269802,
-0.0297110453248024,
0.00326378527097404,
-0.0025383310858160257,
-0.002611594507470727,
-0.040614187717437744,
-0.01701296865940094,
-0.008453555405139923,
0.00012238552153576165,
0.017713088542222977,
0.023462334647774696,
-0.0769483745098114,
0.03879108652472496,
-0.019509531557559967,
0.0019218306988477707,
-0.02719399705529213,
0.004849955439567566,
-0.016302304342389107,
-0.04115943983197212,
-0.033835817128419876,
-0.01918829418718815,
-0.0028301470447331667,
0.011087335646152496,
-0.0045944685116410255,
0.012704453431069851,
0.025636497884988785,
0.024174688383936882,
0.020662415772676468,
-0.01362652238458395,
-0.011230065487325191,
0.00030313225579448044,
0.03309500589966774,
-0.021686356514692307,
0.013171800412237644,
0.05755716189742088,
-0.004707746207714081,
-0.05582575127482414,
0.01931828260421753,
-0.025099841877818108,
0.04933483153581619,
0.04094962030649185,
-0.0036074798554182053,
-0.005385580472648144,
0.03977103903889656,
0.005324045196175575,
-0.006491605192422867,
0.005036500282585621,
0.020683016628026962,
0.005347034893929958,
-0.005992542486637831,
0.032395437359809875,
-0.009020550176501274,
-0.00956542044878006,
-0.016175854951143265,
0.07325566560029984,
0.04474378004670143,
-0.010242542251944542,
0.008219771087169647,
0.039117634296417236,
-0.018564047291874886,
-0.01929212175309658,
-0.02578456699848175,
0.04264087229967117,
0.02310177870094776,
-0.02124045416712761,
0.0002186858037021011,
-0.045084498822689056,
-0.010422964580357075,
-0.05214928090572357,
-0.015597318299114704,
-0.005379918962717056,
0.009656152687966824,
0.04691343754529953,
-0.0328877717256546,
0.014427783899009228,
0.03868131712079048,
-0.008270016871392727,
0.01463512796908617,
-0.0032110337633639574,
-0.011388489976525307,
-0.00835319422185421,
0.0018301219679415226,
-0.04327855259180069,
0.005469972267746925,
0.04253005236387253,
0.02492212876677513,
0.05693162977695465,
0.018154866993427277,
0.0190834179520607,
-0.04015357419848442,
-0.011601167730987072,
0.026827668771147728,
0.03910127654671669,
-0.028401540592312813,
0.01631307788193226,
-0.07851030677556992,
0.001886812155134976,
0.03893397003412247,
-0.041873615235090256,
0.024232830852270126,
-0.0013225993607193232,
0.0017631246009841561,
-0.004118152894079685,
0.06833770126104355,
0.02732478827238083,
0.019561955705285072,
-0.03793800249695778,
-0.02256716601550579,
0.04310773313045502,
-0.004101349972188473,
-0.007462366484105587,
0.014602510258555412,
0.01573324017226696,
0.02013651840388775,
-0.01868053339421749,
0.00774530041962862,
-0.022647114470601082,
0.021484343335032463,
-0.00659629050642252,
-0.005673367530107498,
-0.007998651824891567,
-0.04914617910981178,
-0.022892087697982788,
-0.01492027286440134,
0.017477544024586678,
0.010022874921560287,
0.017687000334262848,
-0.022719228640198708,
-0.0058923568576574326,
-0.00993253942579031,
-0.05397333204746246,
0.007102820090949535,
0.010346288792788982,
-0.006902915425598621,
-0.09023119509220123,
-0.027730390429496765,
0.01792433299124241,
-0.030207239091396332,
-0.03996768593788147,
0.031877413392066956,
-0.03433690592646599,
0.04767703264951706,
-0.0097196064889431,
-0.01441734004765749,
0.052593935281038284,
-0.03987562283873558,
0.011848308145999908,
-0.08980471640825272,
0.08983863145112991,
0.01649039052426815,
-0.010563048534095287,
-0.039156459271907806,
-0.0030212176498025656,
-0.03768628463149071,
0.05127508193254471,
0.02998313494026661,
0.01951756700873375,
0.0015206948155537248,
0.006885593291372061,
0.003963939379900694,
0.009852949529886246,
-0.019490042701363564,
0.027879834175109863,
0.020734170451760292,
-0.02303875796496868,
0.007468968629837036,
-0.03534087538719177,
0.01939260959625244,
-0.006863127928227186,
0.0169806107878685,
0.005174529273062944,
0.015043182298541069,
0.035944052040576935,
-0.05605996772646904,
-0.0013658588286489248,
-0.012462417595088482,
-0.0014895291533321142,
0.00765607925131917,
0.006728806998580694,
-0.014323814772069454,
0.0655859187245369,
-0.007001100108027458,
-0.03959488496184349,
0.03216000646352768,
-0.03529976308345795,
-0.021267961710691452,
-0.0018816005904227495,
0.012958542443811893,
0.0016208450542762876,
-0.03834771737456322,
-0.036695633083581924,
0.019616182893514633,
0.012510130181908607,
-0.00343915238045156,
0.023372596129775047,
0.008655395358800888,
0.036057665944099426,
-0.0052565643563866615,
0.0159603264182806,
-0.0014884185511618853,
-0.012592654675245285,
-0.0001795023854356259,
-0.011553725227713585,
0.018574031069874763,
-0.017811080440878868,
0.0022371180821210146,
0.016917653381824493,
0.002606883179396391,
0.01891656219959259,
-0.020044904202222824,
0.02405553311109543,
-0.03308458626270294,
-0.03434828296303749,
0.022060513496398926,
0.0030827531591057777,
0.04892962425947189,
0.012597359716892242,
-0.023451171815395355,
0.04864885285496712,
-0.028971726074814796,
0.013768360950052738,
-0.032817542552948,
0.02315131388604641,
-0.01569060981273651,
0.030498696491122246,
-0.0020084630232304335,
0.017688343301415443,
-0.022072039544582367,
0.03434271737933159,
0.025453733280301094,
0.015820752829313278,
0.033406272530555725,
-0.014176961034536362,
0.003608974162489176,
-0.04381515830755234,
0.0077948556281626225,
-0.04500870779156685,
-0.008299767039716244,
-0.0522686243057251,
-0.01088056992739439,
0.01310527604073286,
0.03436984494328499,
0.038309745490550995,
-0.034923478960990906,
-0.04919968917965889,
0.023420289158821106,
0.013278215192258358,
-0.06602577865123749,
-0.01658923737704754,
-0.05325407534837723,
0.0016680610133334994,
-0.032498739659786224,
-0.04635922238230705
] |
<p>I am using Logistic Regression in a <code>low event rate</code> situation.<br>
Overall universe: 46,000<br>
Events: 420</p>
<p>Conventional logistic regression models divide the data into training and test sets and compute the error rates. The final coefficients and threshold levels are chosen and a model is created.</p>
<p>OTH, I'm just trying to prove that so and so coefficient is significant and has positive association with the event in study. I'm not developing a model as of now. I don't focus on error rates (too many true negatives!) and chose my threshold level ~ hit rate. </p>
<p>Should I consider dividing my universe into 2 samples, the conventional way? With such a low event rate, I'm worried that doing this to bias my coeff. estimates.</p> | 73,419 | [
-0.008321462199091911,
-0.008830038830637932,
-0.02792659029364586,
0.00962414313107729,
0.02772054448723793,
0.003533505368977785,
-0.021295862272381783,
-0.05151626840233803,
0.06575038284063339,
-0.024749496951699257,
0.03599770367145538,
0.0551275908946991,
0.014276723377406597,
0.019532153382897377,
0.04655212536454201,
-0.00650403369218111,
0.01914098486304283,
0.01344918180257082,
0.004734466318041086,
-0.06079571321606636,
0.006030039396136999,
-0.018923860043287277,
0.011002619750797749,
0.0011494641657918692,
-0.03081422485411167,
0.03429098054766655,
0.044520843774080276,
-0.04061766341328621,
0.006431968882679939,
0.020175093784928322,
-0.0031908610835671425,
-0.015990370884537697,
0.015939923003315926,
0.04364956542849541,
0.03491980582475662,
0.01630641706287861,
-0.006137643940746784,
-0.006785623263567686,
-0.022219425067305565,
0.0012695143232122064,
-0.0174171794205904,
-0.0006851901998743415,
0.002303146757185459,
0.02615424431860447,
-0.028819963335990906,
-0.0050643691793084145,
-0.0008495589136146009,
-0.062492601573467255,
0.039191171526908875,
-0.01886054314672947,
0.001816837815567851,
-0.03063838928937912,
0.05557695031166077,
0.020784378051757812,
-0.006277273874729872,
0.009932528249919415,
0.060341332107782364,
0.09507250785827637,
-0.017544232308864594,
-0.012366409413516521,
-0.03170067071914673,
-0.04478313401341438,
-0.01757187768816948,
0.016085593029856682,
-0.024307891726493835,
0.036603838205337524,
-0.014655575156211853,
-0.026908554136753082,
0.008780249394476414,
-0.009639338590204716,
0.03702964261174202,
-0.010450217872858047,
0.02160157822072506,
-0.004655506927520037,
0.01938468962907791,
-0.0337185263633728,
0.04213251918554306,
0.02478804811835289,
0.008084265515208244,
0.03132624924182892,
0.011636767536401749,
0.004527915269136429,
0.051577650010585785,
0.045517537742853165,
0.006879656109958887,
-0.04728467017412186,
0.08488958328962326,
-0.04399413242936134,
0.01988246478140354,
-0.013125679455697536,
-0.03355086222290993,
0.0032948944717645645,
0.04058244079351425,
0.004580730106681585,
-0.035078469663858414,
0.0298140998929739,
-0.02291005104780197,
0.06279176473617554,
0.027586277574300766,
0.005093988962471485,
-0.05229492485523224,
-0.03329893946647644,
-0.0008271757396869361,
0.05329954996705055,
-0.0216031763702631,
-0.0276788417249918,
-0.0386924147605896,
-0.05087030306458473,
-0.01942979358136654,
-0.05977584049105644,
-0.03621900826692581,
-0.0037038095761090517,
0.014593461528420448,
-0.0019136246992275119,
0.03619510307908058,
0.02251509763300419,
-0.011692636646330357,
-0.033813416957855225,
0.0533367320895195,
0.0316728837788105,
0.0691150575876236,
-0.03867742791771889,
0.022599855437874794,
-0.03662805259227753,
0.000605802284553647,
-0.0016561681404709816,
0.03063289262354374,
-0.018700066953897476,
-0.0717240571975708,
0.020413817837834358,
0.004803600255399942,
-0.016025567427277565,
0.010939689353108406,
-0.0033785065170377493,
0.026062985882163048,
0.034443482756614685,
-0.05834382027387619,
-0.054183367639780045,
0.019913187250494957,
0.025977201759815216,
-0.006579233333468437,
-0.042599309235811234,
-0.03736172616481781,
0.019003015011548996,
0.055946458131074905,
0.029457777738571167,
0.02615617960691452,
0.004656642209738493,
0.002740378025919199,
0.02008187770843506,
-0.02582605555653572,
0.03950027376413345,
-0.04376363754272461,
-0.012107394635677338,
-0.038862861692905426,
-0.10557723045349121,
0.023198889568448067,
-0.0001755808771122247,
-0.02009083703160286,
-0.00538428220897913,
0.01565546914935112,
-0.014882945455610752,
0.0037748110480606556,
-0.019517581909894943,
0.020970256999135017,
-0.010978935286402702,
0.0766230970621109,
-0.019969258457422256,
0.04174879938364029,
0.03302662819623947,
0.005789096467196941,
0.025165557861328125,
0.031634844839572906,
0.026491984724998474,
0.0343986339867115,
-0.048232000321149826,
0.04490720480680466,
-0.022573448717594147,
0.03173724189400673,
-0.012032407335937023,
-0.045512136071920395,
-0.02623613551259041,
0.006031624972820282,
-0.012139690108597279,
0.028952836990356445,
0.013497105799615383,
0.013270889408886433,
-0.04009130969643593,
0.047698553651571274,
-0.014953437261283398,
-0.07423944026231766,
-0.029021792113780975,
-0.030226217582821846,
-0.02194877155125141,
-0.02821815386414528,
0.006812042091041803,
-0.012075023725628853,
0.05918646231293678,
-0.010306326672434807,
0.005902966950088739,
-0.03490203246474266,
-0.016567477956414223,
0.046321213245391846,
-0.05503447353839874,
0.013610795140266418,
0.048458073288202286,
0.007647126447409391,
-0.010249029844999313,
0.06639125198125839,
-0.05671127513051033,
-0.05292506888508797,
0.036183517426252365,
0.005788008216768503,
-0.01668248139321804,
-0.00407211622223258,
-0.01952126808464527,
0.038371551781892776,
-0.015472359955310822,
-0.0312613844871521,
0.02747422084212303,
-0.09373100847005844,
0.07716207206249237,
0.039925817400217056,
-0.019716337323188782,
-0.004522985313087702,
-0.01988222450017929,
0.002342867199331522,
0.0011702351039275527,
-0.018775800243020058,
-0.013216962106525898,
-0.06635037064552307,
-0.020195281133055687,
0.03624850884079933,
-0.02377074398100376,
-0.022415144369006157,
0.013024228624999523,
0.04210545867681503,
-0.019727448001503944,
0.009125136770308018,
-0.012172920629382133,
0.01060958206653595,
-0.02127211168408394,
-0.0017675397684797645,
0.04078739136457443,
0.0167006254196167,
0.004126146901398897,
0.02365998364984989,
-0.003682645270600915,
0.024337496608495712,
-0.0309598445892334,
0.00020625987963285297,
0.06018861010670662,
-0.009575793519616127,
-0.002780344570055604,
-0.011900531128048897,
0.01869223080575466,
0.04986419901251793,
-0.026683760806918144,
0.007333912421017885,
0.04762784764170647,
0.02429085597395897,
-0.004847455304116011,
0.000718572351615876,
0.004233742132782936,
0.01723901368677616,
0.05308709666132927,
-0.039559777826070786,
0.02361612394452095,
0.0338062159717083,
-0.07205335050821304,
-0.026154275983572006,
0.004290559329092503,
-0.026860436424613,
-0.0328853540122509,
0.0072370111010968685,
0.019656818360090256,
0.027790268883109093,
0.031194273382425308,
-0.015359770506620407,
-0.036160774528980255,
0.004908023402094841,
0.005199282430112362,
-0.0019584379624575377,
0.005405128002166748,
-0.06872264295816422,
-0.003757090773433447,
-0.03511738032102585,
-0.02537156082689762,
0.030812736600637436,
-0.019720781594514847,
-0.007099132519215345,
0.024169286713004112,
0.016650138422846794,
-0.059264760464429855,
-0.0350639745593071,
-0.028115026652812958,
-0.0011168151395395398,
-0.003624801291152835,
-0.056372642517089844,
0.06315196305513382,
0.03472653031349182,
-0.04932631179690361,
-0.001471380703151226,
-0.031017376109957695,
-0.008123544044792652,
-0.05749484524130821,
0.0029783034697175026,
0.015210592187941074,
-0.00488132843747735,
-0.01845485530793667,
0.027574526146054268,
-0.00036814119084738195,
-0.004971999209374189,
-0.09663880616426468,
-0.04599983990192413,
-0.010616746731102467,
-0.017830898985266685,
0.021314002573490143,
-0.013140620663762093,
0.009178911335766315,
0.04746801033616066,
0.059003908187150955,
0.0007482310174964368,
-0.03317946195602417,
-0.015827517956495285,
-0.051410313695669174,
-0.0040633222088217735,
0.011903802864253521,
0.0005421636742539704,
0.026871955022215843,
0.03441385179758072,
-0.008110995404422283,
0.04223679006099701,
0.012596052139997482,
0.008253098465502262,
0.005581784527748823,
0.019426248967647552,
0.007069319020956755,
-0.029391614720225334,
0.005658035632222891,
0.014065174385905266,
-0.02914504148066044,
0.02268749661743641,
-0.016714340075850487,
0.035637080669403076,
0.039687152951955795,
-0.050378479063510895,
0.0006672111339867115,
-0.009113006293773651,
-0.0035724120680242777,
0.019660774618387222,
-0.04078061878681183,
0.03295545279979706,
-0.033328257501125336,
-0.018699759617447853,
0.03194807842373848,
0.021826157346367836,
-0.03293994441628456,
-0.004203516989946365,
0.012106753885746002,
0.04945603013038635,
0.012053411453962326,
-0.013554589822888374,
-0.019183749333024025,
-0.015616816468536854,
0.004844849929213524,
0.002112866146489978,
-0.0015176349552348256,
0.03691558539867401,
0.03696839138865471,
0.02048233151435852,
-0.03360544517636299,
-0.029281621798872948,
-0.009648848325014114,
-0.0545290932059288,
-0.007491333410143852,
-0.008753498084843159,
0.04419751092791557,
0.006469563115388155,
-0.0037943467032164335,
0.022673606872558594,
-0.03040606714785099,
0.014981876127421856,
0.015535113401710987,
-0.06365453451871872,
0.022951560094952583,
-0.017988599836826324,
-0.008324705064296722,
0.020957425236701965,
-0.022948719561100006,
0.00018108528456650674,
-0.03557687997817993,
0.0032206091564148664,
-0.001083827461116016,
0.008480462245643139,
0.0038601141422986984,
0.01477165799587965,
-0.007227552589029074,
-0.013472164049744606,
-0.010210209526121616,
-0.0150837367400527,
0.02300678938627243,
0.03178801015019417,
-0.0014268814120441675,
0.03775908052921295,
0.03611022233963013,
-0.022631250321865082,
-0.011402766220271587,
-0.00732458708807826,
0.05312991887331009,
0.051113784313201904,
-0.003682689508423209,
0.02244761399924755,
-0.06735526770353317,
0.01914406009018421,
-0.004085778724402189,
0.018200164660811424,
0.03918203338980675,
-0.004671746864914894,
-0.016659965738654137,
-0.031123556196689606,
-0.052265189588069916,
0.030761277303099632,
0.026893656700849533,
-0.008765093050897121,
0.011253941804170609,
0.05019579455256462,
0.034546881914138794,
-0.06421395391225815,
-0.0037481007166206837,
0.08698074519634247,
-0.015755340456962585,
0.023107826709747314,
-0.021403420716524124,
-0.002701135817915201,
-0.0032702486496418715,
-0.02310992032289505,
0.009103112854063511,
0.009737156331539154,
-0.023862622678279877,
-0.022394126281142235,
0.06072310730814934,
0.02237667702138424,
-0.047616031020879745,
0.018710019066929817,
0.031537748873233795,
0.019494323059916496,
-0.0003874789399560541,
-0.05763337388634682,
0.03743796795606613,
0.05584869533777237,
0.031046217307448387,
0.021303534507751465,
0.01104781124740839,
-0.060446977615356445,
0.002735759597271681,
0.028654849156737328,
0.05397820845246315,
-0.016532689332962036,
-0.030316723510622978,
-0.0331488698720932,
-0.01873556338250637,
0.015454208478331566,
-0.05078482627868652,
0.019310232251882553,
0.027511050924658775,
0.05505555868148804,
-0.024127991870045662,
-0.023856282234191895,
-0.07916302233934402,
0.0471000112593174,
-0.022061236202716827,
0.023627998307347298,
-0.03727467358112335,
-0.027041098102927208,
-0.03835885599255562,
0.04077097773551941,
0.006411167327314615,
0.07236290723085403,
-0.02686406299471855,
-0.0303095243871212,
0.00044562193215824664,
-0.00765406247228384,
-0.0028402823954820633,
-0.019955303519964218,
-0.022877749055624008,
-0.0058975531719625,
-0.017989041283726692,
0.0326203852891922,
0.03717667981982231,
-0.01333126425743103,
0.016093939542770386,
0.03140087425708771,
-0.009356529451906681,
-0.01440805196762085,
-0.04424930363893509,
0.043430108577013016,
0.04114355519413948,
0.01658388040959835,
0.08573424816131592,
0.026889147236943245,
-0.018380582332611084,
0.03166414424777031,
-0.04067065566778183,
-0.002264683600515127,
-0.013918638229370117,
-0.02218647114932537,
-0.0030431447084993124,
0.025406645610928535,
-0.004848252050578594,
0.003392670303583145,
-0.009072170592844486,
0.03324289619922638,
0.002885381691157818,
-0.005718003027141094,
0.0200765710324049,
-0.0007346495403908193,
-0.0038309269584715366,
-0.01021998468786478,
0.007077558431774378,
0.024946454912424088,
-0.02767762541770935,
0.013396323658525944,
-0.0009832773357629776,
-0.036287788301706314,
0.006743141915649176,
-0.004125027917325497,
-0.05621280521154404,
-0.003140105400234461,
-0.060496583580970764,
-0.03472059965133667,
0.014055604115128517,
-0.03624476492404938,
0.03315896913409233,
0.01939406991004944,
0.025415562093257904,
-0.003499397309496999,
-0.028583046048879623,
-0.016924994066357613,
0.013536345213651657,
0.0369376502931118,
0.028780505061149597,
-0.02764669619500637,
0.05087992176413536,
-0.03276246041059494,
0.017786400392651558,
-0.08221042156219482,
-0.04922071471810341,
0.0163302943110466,
-0.020495455712080002,
-0.004051598254591227,
-0.014545815996825695,
-0.011706750839948654,
-0.014477953314781189,
-0.02753870002925396,
-0.030983569100499153,
0.0957833006978035,
-0.042688608169555664,
-0.026377368718385696,
-0.021497609093785286,
0.005756806582212448,
0.05013655126094818,
0.029139989987015724,
-0.05671723559498787,
0.01103335153311491,
-0.010576008819043636,
-0.017620190978050232,
-0.00732799107208848,
0.0038144891150295734,
-0.03854765370488167,
-0.0433526374399662,
-0.013703866861760616,
-0.005027895327657461,
0.03926384821534157,
-0.026903485879302025,
-0.014740467071533203,
0.03306151181459427,
0.009507858194410801,
0.03127873316407204,
-0.029610872268676758,
-0.0002336147299502045,
0.010615216568112373,
-0.016521230340003967,
-0.01208391971886158,
0.021353503689169884,
-0.007253826595842838,
0.008315674029290676,
0.051676489412784576,
0.014721016399562359,
-0.007773761171847582,
0.024618791416287422,
0.04574505239725113,
0.025035135447978973,
0.024057146161794662,
-0.01852245256304741,
-0.030174247920513153,
0.05359089374542236,
0.007540400139987469,
-0.02371126413345337,
0.014114733785390854,
0.03605762496590614,
-0.0249079167842865,
-0.03888712450861931,
-0.037482768297195435,
0.02146977186203003,
0.03018895722925663,
-0.00380784273147583,
0.0513334795832634,
0.014126617461442947,
0.015930505469441414,
0.0006185990641824901,
-0.018187526613473892,
-0.011728842742741108,
-0.017227841541171074,
0.0008097595418803394,
0.015029486268758774,
-0.03650439530611038,
-0.025694599375128746,
0.017566382884979248,
0.026939906179904938,
0.00858576875180006,
0.040110040456056595,
0.0052003744058310986,
0.040773846209049225,
0.010268505662679672,
-0.016625268384814262,
-0.024844003841280937,
0.024909794330596924,
-0.07313618808984756,
0.020527195185422897,
-0.026076829060912132,
0.012757616117596626,
0.05833825096487999,
0.0016810388769954443,
-0.004563744179904461,
-0.07431098073720932,
-0.0025048446841537952,
-0.05437064915895462,
-0.007596242241561413,
0.027096275240182877,
-0.006082496605813503,
0.0154095608741045,
-0.005312643013894558,
0.026669757440686226,
-0.0012607687385752797,
0.006055715028196573,
-0.005199860781431198,
-0.09212281554937363,
-0.02385200932621956,
0.0035438532941043377,
-0.03559175878763199,
0.012318290770053864,
0.013555909506976604,
-0.029260652139782906,
0.035126399248838425,
-0.033629078418016434,
0.021889666095376015,
0.03577546030282974,
0.06633513420820236,
-0.002498975954949856,
0.03313855826854706,
-0.008621915243566036,
0.015627600252628326,
0.008023852482438087,
-0.030544284731149673,
0.1556672751903534,
0.08428781479597092,
0.01795242913067341,
-0.03842007368803024,
0.031108934432268143,
0.028606567531824112,
0.019831543788313866,
0.008052738383412361,
-0.03748180344700813,
-0.016752924770116806,
-0.003032029839232564,
0.05846783518791199,
0.04489503055810928,
0.02385534718632698,
-0.007143637165427208,
0.08022238314151764,
-0.034879859536886215,
-0.002578109037131071,
0.01290186308324337,
0.03924598544836044,
-0.004538323730230331,
-0.012029903009533882,
-0.0074334354139864445,
0.017667483538389206,
0.002542325993999839,
-0.0258160512894392,
-0.007087911479175091,
-0.01167295966297388,
-0.005220099352300167,
-0.015917902812361717,
0.0052598267793655396,
-0.004022656008601189,
0.02434583753347397,
-0.009105447679758072,
0.04340602830052376,
-0.009625403210520744,
0.016110548749566078,
-0.05795010179281235,
0.00031871622195467353,
0.0037959604524075985,
-0.005322359036654234,
0.006868051365017891,
0.0004279064014554024,
0.020826805382966995,
-0.03492270037531853,
-0.056014858186244965,
-0.048291515558958054,
0.04691274091601372,
-0.027512788772583008,
0.02146891877055168,
-0.009990724734961987,
-0.015015779063105583,
0.012770975939929485,
-0.021128136664628983,
-0.04422476142644882,
0.04186749458312988,
0.01642126403748989,
-0.04925191402435303,
-0.004579738713800907,
-0.026943916454911232,
0.07506197690963745,
0.027887962758541107,
0.028291005641222,
0.0011394479079172015,
-0.020999694243073463,
-0.023418772965669632,
-0.006788956932723522,
0.05159759148955345,
-0.004358821082860231,
0.010873804800212383,
0.01569690741598606,
0.01044341828674078,
-0.07162099331617355,
0.002553745172917843,
0.0025747979525476694,
-0.0026235037948936224,
0.0315101183950901,
-0.023953299969434738,
-0.038386669009923935,
-0.03162550926208496,
0.0024221998173743486,
0.010904082097113132,
0.000986654544249177,
-0.0075942138209939,
-0.038571543991565704,
0.003961900249123573,
-0.023108309134840965,
0.029279908165335655,
0.02876261994242668,
0.02227635309100151,
0.01165000256150961,
0.06095675379037857,
0.008417200297117233,
-0.0454506054520607,
-0.009775364771485329,
-0.007911177352070808,
-0.03239757940173149,
0.002470453968271613,
-0.017532169818878174,
0.09014346450567245,
-0.00403841445222497,
0.005878177937120199,
0.058265671133995056,
0.02294500358402729,
-0.024803414940834045,
0.0011784695088863373,
0.028307119384407997,
-0.04671652242541313,
-0.03316722437739372,
-0.006109367124736309,
0.001312129432335496,
0.004882368724793196,
-0.032308682799339294,
-0.02063664235174656,
-0.04828224703669548,
0.020410357043147087,
-0.013360463082790375,
-0.0615789033472538,
0.03980694338679314,
-0.0192126352339983,
0.0315190888941288,
-0.027312712743878365,
0.02156820148229599,
-0.013816355727612972,
-0.006985986139625311,
-0.0413602776825428,
-0.03975525498390198,
-0.00891577173024416,
0.03070509061217308,
-0.00483806524425745,
0.01246565766632557,
0.028809919953346252,
0.009449775330722332,
0.01918758824467659,
0.025820927694439888,
0.04256924241781235,
-0.012022269889712334,
-0.009359225630760193,
0.011819381266832352,
-0.009578117169439793,
0.029729679226875305,
0.0015821028500795364,
-0.04840216785669327,
0.04067140072584152,
-0.020608430728316307,
0.0274642426520586,
0.00962771289050579,
0.00473684910684824,
-0.01443631760776043,
0.05735601484775543,
-0.03804909437894821,
-0.04846688359975815,
0.01172288041561842,
0.024879273027181625,
-0.009543855674564838,
0.007530334871262312,
0.01495441421866417,
0.01447184570133686,
-0.0004501366929616779,
0.003256694646552205,
0.050040535628795624,
0.03696216642856598,
-0.0062371897511184216,
-0.026594212278723717,
0.006326727103441954,
0.028621992096304893,
-0.00876610167324543,
-0.007585068698972464,
0.0030322978273034096,
0.0692620500922203,
-0.019022000953555107,
0.05077889934182167,
-0.021602844819426537,
0.006203352473676205,
-0.09758421778678894,
-0.0567655973136425,
0.009461182169616222,
0.008303282782435417,
0.021909363567829132,
-0.040767472237348557,
0.006288302596658468,
0.02539813332259655,
-0.013816535472869873,
0.0014000149676576257,
-0.001849832129664719,
-0.026364579796791077,
-0.03513108566403389,
-0.04131310060620308,
-0.03434278070926666,
0.009191211313009262,
0.01618221215903759,
0.0014070076867938042,
0.050443071871995926,
0.02008938603103161,
0.02989768236875534,
-0.03524617850780487,
-0.026634514331817627,
0.011732268147170544,
0.021040601655840874,
-0.006402215454727411,
0.06035514920949936,
-0.03473031893372536,
-0.03139539062976837,
0.04515659809112549,
-0.004275667481124401,
0.0118441516533494,
0.05726682022213936,
0.044627878814935684,
0.0319121815264225,
0.028934800997376442,
0.040199317038059235,
-0.016964564099907875,
0.012525837868452072,
-0.00539741525426507,
0.03574732318520546,
0.013427255675196648,
-0.02992849610745907,
-0.0058206962421536446,
0.023104943335056305,
0.0013549099676311016,
-0.03913651779294014,
0.029578980058431625,
0.03350450471043587,
0.01030636765062809,
-0.014596708118915558,
0.0023400846403092146,
0.011127346195280552,
-0.03182479366660118,
0.019232215359807014,
-0.03368249908089638,
0.025634773075580597,
0.03455537557601929,
0.008854336105287075,
-0.046593356877565384,
0.006323907058686018,
-0.015125599689781666,
-0.028762541711330414,
0.0017577827675268054,
-0.00713924877345562,
-0.022528303787112236,
-0.03894880414009094,
-0.002271880628541112,
0.009334507398307323,
-0.030875463038682938,
-0.048073675483465195,
0.005239896476268768,
-0.054900992661714554,
0.038376081734895706,
-0.031939078122377396,
0.02193746343255043,
0.040784452110528946,
0.0053217061795294285,
0.025852367281913757,
-0.09576471894979477,
0.06262678653001785,
0.0007864145445637405,
0.02778504602611065,
-0.02087973617017269,
-0.022626301273703575,
-0.020991381257772446,
0.015891898423433304,
0.05702398344874382,
0.027310220524668694,
-0.018558725714683533,
-0.010568778030574322,
0.03843129053711891,
-0.00633523752912879,
-0.022181803360581398,
0.0280894972383976,
-0.03465776890516281,
-0.04955307021737099,
-0.014371821656823158,
-0.030584242194890976,
-0.005110897123813629,
0.011150096543133259,
0.03054027445614338,
-0.04159931465983391,
0.027550339698791504,
0.00950908288359642,
-0.00949331559240818,
0.019388334825634956,
-0.03595703840255737,
0.016181325539946556,
0.04850780963897705,
-0.008925671689212322,
0.02780233696103096,
0.024721862748265266,
-0.00905760657042265,
-0.07614167034626007,
0.038476720452308655,
-0.00864557083696127,
-0.026326486840844154,
0.030593492090702057,
0.004288333468139172,
-0.000852205092087388,
-0.0112264109775424,
0.006740370765328407,
-0.009799260646104813,
-0.002503748517483473,
0.023759525269269943,
0.016418594866991043,
-0.00010143934196094051,
0.018277516588568687,
-0.02083173394203186,
0.04845472425222397,
0.030281009152531624,
-0.01651218719780445,
0.011299822479486465,
0.00858745351433754,
0.007270600646734238,
0.005296654999256134,
0.027072833850979805,
0.0166932325810194,
0.002544129267334938,
0.029696200042963028,
0.029022786766290665,
0.022772295400500298,
-0.022508373484015465,
0.01765504851937294,
0.014294917695224285,
0.01597481220960617,
0.018486544489860535,
-0.0022173619363456964,
0.0290509220212698,
0.046370070427656174,
-0.010889274068176746,
-0.011920307762920856,
-0.047200459986925125,
-0.03524605184793472,
-0.04354667291045189,
-0.0033419590909034014,
0.0332624688744545,
0.03831439092755318,
-0.0017878608778119087,
-0.027511917054653168,
0.008061097003519535,
0.015519531443715096,
-0.0014029871672391891,
-0.012163533829152584,
0.039615124464035034,
-0.023601582273840904,
0.00572882778942585,
-0.017705153673887253,
0.017000248655676842,
-0.012420575134456158,
-0.050640303641557693,
0.00424921466037631,
0.0629798173904419,
0.007338550873100758,
-0.013883782550692558,
-0.03213592991232872,
-0.0065596383064985275,
0.02308535948395729,
-0.030820271000266075,
-0.016705280169844627,
-0.057322483509778976,
0.016404107213020325,
-0.015624265186488628,
-0.04981144145131111
] |
<p>I'm working on a software and need to do some statistics. In my case I'm comparing two different networks that have a certain number of nodes with attributes and want to test with a Fisher's exact test if some of these attributes are enriched in the smaller one.<br>
I also have a good math library that is able to calculate hypergeometric distributions and want to use it.</p>
<p>So after reading a bit it seemed to me that you need to calculate the probabilities for your obtained data and more extreme cases and then add these.</p>
<p>If this is correct and my table looks e.g. like</p>
<pre><code>-------------------------------------
| |Network1|Network2|
-------------------------------------
|has Attribute |a=7 |b=10 |
-------------------------------------
|has not Attribute|c=17794 |d=1107 |
-------------------------------------
</code></pre>
<p>How more extreme tables do I have to calculate for a one-tailed test? I guess until a=0, b=17, c=17801 and d=1100?</p>
<p>Thanks a lot!</p> | 35,782 | [
-0.0247407928109169,
-0.026713095605373383,
0.008146143518388271,
-0.009240557439625263,
0.05154264345765114,
0.007804904133081436,
0.00012591916311066598,
-0.01759510301053524,
0.01703651249408722,
-0.0007768064388073981,
0.04400620236992836,
0.052793409675359726,
0.022801106795668602,
-0.0007149080047383904,
0.01857353188097477,
0.004349789582192898,
-0.00933310016989708,
-0.0071703363209962845,
-0.01435571163892746,
-0.025933297351002693,
0.010608474723994732,
0.0005601080483756959,
0.03447467088699341,
-0.021728890016674995,
-0.012370177544653416,
0.03381672874093056,
0.03168104588985443,
-0.05800269544124603,
0.02459018863737583,
0.03846033290028572,
0.012014600448310375,
-0.03125102072954178,
0.044333960860967636,
0.038161445409059525,
0.03711826354265213,
0.008098091930150986,
-0.03829193115234375,
-0.033882029354572296,
-0.008776060305535793,
-0.008637784980237484,
-0.003939678426831961,
-0.010118246078491211,
-0.0014950170880183578,
0.04498693346977234,
-0.001312742824666202,
0.020943155512213707,
-0.0003178358019795269,
-0.025798579677939415,
0.03400196507573128,
-0.03450985997915268,
0.014638149179518223,
-0.0015925202751532197,
0.060281481593847275,
0.002223425777629018,
0.0007941849762573838,
0.005051101092249155,
0.047975994646549225,
0.04984046146273613,
0.00934172235429287,
-0.06637132167816162,
-0.033731911331415176,
-0.036595094949007034,
-0.01361218560487032,
-0.03579286113381386,
-0.013324360363185406,
0.042727746069431305,
-0.009453400038182735,
-0.04704590514302254,
0.03650588542222977,
0.004537294618785381,
0.008427112363278866,
-0.006535167805850506,
0.050106801092624664,
-0.0039734188467264175,
0.02385689690709114,
-0.00832286849617958,
0.04229249805212021,
-0.008077803999185562,
0.03853386640548706,
0.037347499281167984,
-0.007711966522037983,
0.013719516806304455,
0.021663466468453407,
0.023984577506780624,
0.04852665588259697,
-0.012474210932850838,
0.04224991425871849,
-0.010025876574218273,
-0.04051190987229347,
0.01982024498283863,
-0.028416242450475693,
-0.011084333062171936,
0.050311874598264694,
0.01098873745650053,
-0.056206997483968735,
0.007380872964859009,
-0.025677211582660675,
-0.007701866794377565,
-0.015505819581449032,
0.007695914711803198,
-0.04404250159859657,
-0.09051763266324997,
0.021312737837433815,
0.047151219099760056,
-0.018614551052451134,
0.015399985946714878,
-0.03626856952905655,
-0.029151281341910362,
-0.038753680884838104,
0.01088368147611618,
0.02568330056965351,
-0.00040513736894354224,
0.041947562247514725,
-0.008720958605408669,
0.006010815035551786,
-0.03349151462316513,
-0.014470375142991543,
0.01160337682813406,
0.044698379933834076,
0.038329318165779114,
0.04470963403582573,
0.021115193143486977,
0.016681311652064323,
-0.0021261645015329123,
-0.02981877699494362,
0.03592008724808693,
-0.0068475245498120785,
-0.03025391884148121,
-0.032647136598825455,
0.03914777934551239,
-0.037237443029880524,
0.012812504544854164,
0.0273997001349926,
0.011440049856901169,
0.03855300322175026,
-0.0015224209055304527,
-0.07097823917865753,
-0.05146341398358345,
0.026944100856781006,
-0.011875775642693043,
0.023642590269446373,
-0.0361742228269577,
0.00828074011951685,
0.06535597145557404,
0.06959917396306992,
0.020453613251447678,
0.04470405727624893,
0.017861969769001007,
-0.025145813822746277,
0.005834487266838551,
-0.013183088973164558,
-0.03256066516041756,
-0.04358580708503723,
0.013825378380715847,
-0.017857003957033157,
-0.09663499891757965,
0.039881542325019836,
0.01009336020797491,
-0.031573716551065445,
0.01747776009142399,
0.05910695344209671,
-0.002537959022447467,
-0.008689486421644688,
-0.01172474306076765,
-0.014410007745027542,
-0.011734217405319214,
0.11087911576032639,
0.021615156903862953,
0.02783716842532158,
0.025518065318465233,
-0.00845753401517868,
0.02135947346687317,
-0.010576136410236359,
0.014317980036139488,
0.060011450201272964,
0.016086028888821602,
0.013940231874585152,
-0.011539009399712086,
0.04018956795334816,
0.008183549158275127,
-0.01924113556742668,
-0.006310698110610247,
-0.004756225738674402,
0.0028723389841616154,
0.014595812186598778,
0.045986779034137726,
0.005519409663975239,
-0.03301069512963295,
0.0326361320912838,
-0.005411140620708466,
-0.0518970862030983,
-0.034770943224430084,
-0.00812660064548254,
-0.0041962298564612865,
-0.04343362897634506,
-0.01820444129407406,
0.012773792259395123,
-0.010638653300702572,
-0.010956947691738605,
-0.017458869144320488,
-0.03281303495168686,
-0.00785007793456316,
0.045212265104055405,
-0.0281548872590065,
-0.028874941170215607,
0.05958181992173195,
0.028038904070854187,
-0.009968399070203304,
0.05066677927970886,
-0.04805998504161835,
-0.041972000151872635,
0.03402137756347656,
-0.04759722948074341,
-0.006077782716602087,
0.02494264952838421,
0.009627844206988811,
0.02219115011394024,
0.0031516882590949535,
0.01869320683181286,
0.060803983360528946,
-0.05413031950592995,
0.07669156044721603,
0.06796730309724808,
0.011784289963543415,
0.012796499766409397,
-0.01644882746040821,
0.006597630213946104,
0.010791868902742863,
0.028344137594103813,
-0.01652560941874981,
-0.10631870478391647,
0.020359456539154053,
-0.002007977105677128,
-0.016014911234378815,
-0.04510576277971268,
0.01512926910072565,
0.07264766842126846,
-0.0355725921690464,
0.04008050262928009,
0.01907747983932495,
-0.004763183183968067,
0.011938740499317646,
0.01615256257355213,
0.024927960708737373,
0.008669544011354446,
-0.009695525281131268,
-0.017387252300977707,
0.016723057255148888,
0.031674742698669434,
-0.00007486825052183121,
-0.021409794688224792,
0.027228087186813354,
0.02862284518778324,
0.013892383314669132,
-0.0024353773333132267,
-0.014391535893082619,
0.06726150214672089,
0.027331363409757614,
-0.0019256696105003357,
0.005306928884238005,
0.010008725337684155,
-0.007734161801636219,
0.02659614570438862,
-0.03265351057052612,
0.006067993119359016,
0.04973336309194565,
-0.06472010910511017,
-0.025774750858545303,
0.0012820051051676273,
-0.031376246362924576,
0.02985544130206108,
-0.021888505667448044,
-0.03845878317952156,
-0.05992093309760094,
0.030453534796833992,
0.03334100916981697,
-0.016721565276384354,
0.04570925980806351,
-0.0016222329577431083,
-0.02083364687860012,
-0.013094191439449787,
-0.053286824375391006,
-0.022699225693941116,
-0.02453281730413437,
-0.046394530683755875,
0.0051100850105285645,
0.009702866896986961,
-0.006192733068019152,
0.049948688596487045,
-0.006293701007962227,
-0.01602344401180744,
0.025576269254088402,
0.00432808930054307,
-0.02140580676496029,
-0.02650262974202633,
-0.013675299473106861,
0.0016325950855389237,
-0.02562873065471649,
-0.05973650887608528,
0.03351827338337898,
0.020606352016329765,
-0.04176105931401253,
0.025357641279697418,
-0.03283051401376724,
-0.004235029220581055,
0.019741671159863472,
0.014624354429543018,
-0.02394573763012886,
0.014940613880753517,
-0.016037609428167343,
0.00816391222178936,
-0.022635919973254204,
-0.021066632121801376,
-0.0881778746843338,
-0.07585695385932922,
0.02225879207253456,
-0.010594826191663742,
0.011182131245732307,
0.0089634470641613,
-0.009884330444037914,
0.043771110475063324,
0.04298843443393707,
-0.049345314502716064,
-0.012703387066721916,
0.0033790431916713715,
-0.0246737003326416,
-0.0014029847225174308,
0.005248181987553835,
0.012529989704489708,
0.0059429858811199665,
0.021096326410770416,
0.01848168671131134,
0.015902958810329437,
0.06389264017343521,
-0.019244130700826645,
0.024581335484981537,
0.05410830304026604,
0.035987455397844315,
-0.026891235262155533,
0.05465715751051903,
0.04056709632277489,
0.011306379921734333,
0.05332857370376587,
-0.009749486111104488,
0.010505086742341518,
0.014824600890278816,
-0.030833285301923752,
0.014923063106834888,
-0.01257272157818079,
0.011792464181780815,
-0.007626755628734827,
0.03253123536705971,
0.04934118315577507,
-0.02079915441572666,
0.007069830782711506,
0.03753200173377991,
0.04003315791487694,
-0.06029515340924263,
-0.01804310455918312,
0.06190275773406029,
0.08231719583272934,
-0.0057887183502316475,
-0.03209836408495903,
0.012248333543539047,
-0.0032915151678025723,
-0.01277388446033001,
-0.03929226100444794,
-0.04320661723613739,
0.03318658843636513,
0.060271043330430984,
0.000046133303840178996,
-0.005025612190365791,
-0.016159240156412125,
0.00723291328176856,
-0.05782996490597725,
-0.008154897950589657,
-0.04446205869317055,
0.07642542570829391,
0.017106562852859497,
0.030126795172691345,
0.0199733916670084,
-0.004124140366911888,
-0.022826580330729485,
0.029515095055103302,
-0.07222337275743484,
0.011962752789258957,
0.01701357215642929,
-0.0034372673835605383,
0.0011328032705932856,
-0.06468020379543304,
0.015657374635338783,
-0.032099805772304535,
0.017268193885684013,
-0.0008865263080224395,
0.022080235183238983,
-0.03572830930352211,
-0.000803859147708863,
-0.02229417860507965,
0.010314207524061203,
0.015678172931075096,
0.045605339109897614,
-0.0015658877091482282,
0.005730573087930679,
0.0014636849518865347,
0.04076112434267998,
-0.00539062125608325,
-0.02949264645576477,
-0.018723564222455025,
0.02311534993350506,
0.00823273230344057,
0.04458915814757347,
0.019215118139982224,
0.05688084289431572,
-0.03608251363039017,
-0.018176846206188202,
-0.008356718346476555,
0.03714657947421074,
0.039017558097839355,
-0.014791205525398254,
-0.009694952517747879,
-0.0286103542894125,
-0.004935300908982754,
-0.04000326618552208,
0.06302055716514587,
-0.008521976880729198,
-0.005916839465498924,
0.023741915822029114,
0.015965627506375313,
-0.05569804832339287,
0.030582888051867485,
0.06468608975410461,
0.0005222196341492236,
-0.04976467415690422,
0.0003274817718192935,
0.004562071058899164,
-0.011550703085958958,
-0.03249441832304001,
0.007804848253726959,
0.03524935245513916,
-0.010093895718455315,
-0.012777228839695454,
0.034133076667785645,
-0.03008972853422165,
-0.05587737262248993,
0.03020418807864189,
0.005492431111633778,
0.05067582428455353,
-0.004406068939715624,
-0.050114262849092484,
0.05716700106859207,
0.040273211896419525,
0.007773129269480705,
0.032445620745420456,
-0.004640114959329367,
-0.047601018100976944,
0.02495204098522663,
0.046080924570560455,
0.07187574356794357,
-0.024232568219304085,
-0.00499936006963253,
-0.050234321504831314,
-0.0015394099755212665,
0.039659880101680756,
-0.06184803694486618,
0.01748725399374962,
-0.03800061717629433,
0.009277718141674995,
-0.027441466227173805,
-0.006640258710831404,
-0.027963031083345413,
0.017585942521691322,
-0.035160407423973083,
0.0479724146425724,
-0.009518975391983986,
-0.009061322547495365,
0.02970556542277336,
0.012086358852684498,
0.008411020040512085,
0.03513171523809433,
-0.04627469554543495,
-0.059328045696020126,
-0.012572189792990685,
0.028285613283514977,
-0.014136172831058502,
-0.05996982380747795,
0.01784239150583744,
0.016985543072223663,
-0.0038566847797483206,
0.05129832401871681,
-0.0433943085372448,
0.015997741371393204,
0.021557509899139404,
-0.026936359703540802,
-0.04705012962222099,
-0.013084134086966515,
0.023143630474805832,
0.041091691702604294,
0.04104922339320183,
-0.02060534991323948,
0.049797024577856064,
0.02358442358672619,
-0.05139167606830597,
0.000038612539356108755,
-0.037020646035671234,
-0.021332288160920143,
-0.01561169233173132,
0.015873903408646584,
-0.03329823911190033,
-0.008553040213882923,
-0.044954124838113785,
0.02018614299595356,
-0.012558838352560997,
0.030736682936549187,
-0.007994035258889198,
-0.013732513412833214,
0.02951069548726082,
0.008317586965858936,
0.020166026428341866,
0.003574034897610545,
-0.024556200951337814,
0.007199288811534643,
0.021942174062132835,
0.011210642755031586,
0.03599541261792183,
-0.02261602319777012,
0.011766543611884117,
-0.02571304328739643,
-0.04114793241024017,
0.0173586867749691,
-0.03296327963471413,
-0.016094988211989403,
0.00319737964309752,
-0.050635840743780136,
0.017122961580753326,
-0.012838827446103096,
0.03758327662944794,
-0.015475306659936905,
0.019945314154028893,
-0.02025093510746956,
0.027588214725255966,
0.01755928061902523,
0.011497464030981064,
-0.03766954317688942,
0.03168143704533577,
-0.009240665473043919,
-0.03773044794797897,
-0.05465983226895332,
-0.012950773350894451,
0.01780184544622898,
0.0005370007129386067,
-0.0354270376265049,
-0.020472995936870575,
-0.03217092901468277,
-0.0025443986523896456,
-0.016756776720285416,
-0.018502920866012573,
0.032366037368774414,
0.0013720061397179961,
-0.024936597794294357,
0.024590665474534035,
0.01078431960195303,
0.08393140137195587,
0.01066680159419775,
0.010091427713632584,
0.028607891872525215,
-0.013987541198730469,
-0.004834506660699844,
0.0009688303107395768,
-0.0007067158003337681,
-0.027111206203699112,
-0.009601369500160217,
-0.018414737656712532,
0.030578503385186195,
0.0315958708524704,
-0.006775045767426491,
-0.005258294753730297,
-0.038605183362960815,
0.0013381114695221186,
0.009271546266973019,
-0.011267122812569141,
-0.0031331826467067003,
-0.01854489929974079,
0.021734759211540222,
-0.008634557016193867,
0.049044590443372726,
-0.0007814460550434887,
-0.013407996855676174,
-0.027281535789370537,
0.01006438210606575,
0.018103525042533875,
0.0025233160704374313,
0.10158431529998779,
0.019700033590197563,
-0.016606343910098076,
0.005087381694465876,
-0.028534099459648132,
0.033242642879486084,
-0.011305702850222588,
-0.012357024475932121,
-0.017909444868564606,
0.042371831834316254,
-0.009680804796516895,
-0.023770909756422043,
-0.03448353707790375,
0.026049232110381126,
0.04077616333961487,
0.008341063745319843,
-0.005749321077018976,
0.027385715395212173,
0.006975934840738773,
-0.019298452883958817,
-0.027283331379294395,
-0.040060240775346756,
0.00070348841836676,
0.007524088025093079,
0.045910101383924484,
-0.029069840908050537,
-0.0316290482878685,
0.0455162413418293,
0.0369274839758873,
0.0331854522228241,
0.06096843257546425,
-0.00517816748470068,
0.0006232319283299148,
0.020748864859342575,
-0.0003407516924198717,
-0.010548909194767475,
0.03167073801159859,
-0.03689355030655861,
0.04626057296991348,
-0.034944623708724976,
-0.019289866089820862,
0.03661876916885376,
0.060252584517002106,
-0.014848018996417522,
-0.07647638767957687,
-0.05832160636782646,
-0.021661382168531418,
0.024209873750805855,
0.014264191500842571,
-0.02631191723048687,
0.020132027566432953,
0.01774677447974682,
0.015062999911606312,
-0.021495187655091286,
0.028632977977395058,
-0.022920701652765274,
-0.037380117923021317,
-0.05622881278395653,
-0.002741827629506588,
-0.05762594938278198,
0.0018982506589964032,
0.022582776844501495,
-0.018521521240472794,
0.02261916548013687,
-0.017673995345830917,
0.0714205875992775,
-0.020419394597411156,
0.06600360572338104,
0.015615907497704029,
0.08782119303941727,
-0.012447557412087917,
0.014881079085171223,
0.009331881068646908,
-0.03215651214122772,
0.15484538674354553,
0.07918766885995865,
0.00011355352035025135,
-0.05911124870181084,
0.00037577032344415784,
0.029597332701086998,
-0.006557906977832317,
-0.03285077214241028,
-0.019279958680272102,
0.010188151150941849,
-0.007564677391201258,
0.05836007371544838,
0.031645480543375015,
0.016184579581022263,
0.017697786912322044,
0.008280284702777863,
-0.04438236355781555,
-0.011067520827054977,
0.017329521477222443,
0.01644539274275303,
0.011294305324554443,
-0.042965117841959,
-0.03977234661579132,
-0.02970406413078308,
0.04767245054244995,
0.008096076548099518,
-0.024689629673957825,
0.0023118809331208467,
0.016148991882801056,
0.03934028372168541,
-0.008004041388630867,
0.02556035667657852,
0.057435061782598495,
-0.010712342336773872,
0.0031633921898901463,
-0.033470652997493744,
0.00874839723110199,
-0.00467379204928875,
-0.023645984008908272,
0.04165944829583168,
0.03467831388115883,
-0.01338308583945036,
-0.004990629851818085,
0.019540876150131226,
-0.054062604904174805,
-0.027230357751250267,
-0.032151464372873306,
0.03811138868331909,
0.00043548093526624143,
-0.023553475737571716,
-0.009620290249586105,
-0.014022599905729294,
0.020550018176436424,
-0.037215378135442734,
-0.02868686057627201,
-0.0022237140219658613,
0.003147787181660533,
-0.03434153273701668,
-0.001755622448399663,
-0.010503886267542839,
0.02022371254861355,
0.010354508645832539,
0.0359555184841156,
-0.018543384969234467,
-0.021923784166574478,
-0.034663621336221695,
-0.03371588885784149,
0.06082085892558098,
0.010197686031460762,
-0.016923222690820694,
-0.0217581856995821,
-0.02317483350634575,
-0.00008089288894552737,
0.002806602045893669,
-0.01624525897204876,
-0.02337934449315071,
0.00520004378631711,
0.005749196745455265,
0.0006191733991727233,
-0.0042570605874061584,
0.03270767629146576,
0.020846281200647354,
-0.01504538394510746,
-0.019062835723161697,
-0.033701904118061066,
0.012848426587879658,
0.019853172823786736,
0.03357991576194763,
0.0048415702767670155,
-0.0040160128846764565,
-0.012899973429739475,
0.011033028364181519,
0.036780890077352524,
0.0034030056558549404,
-0.03644004836678505,
-0.031148837879300117,
-0.05618730187416077,
0.03427326679229736,
-0.015539783053100109,
0.0788300633430481,
0.01598580926656723,
-0.035501085221767426,
-0.005991395562887192,
0.009679717011749744,
0.010791067965328693,
0.008340585045516491,
-0.003170974086970091,
-0.08195266872644424,
0.006366868037730455,
-0.012122414074838161,
-0.005136287305504084,
-0.013119284063577652,
-0.03839936479926109,
-0.03258231282234192,
-0.049505945295095444,
0.028971612453460693,
-0.005135257728397846,
-0.05189383029937744,
-0.02677026018500328,
-0.044496890157461166,
0.0006321902037598193,
-0.007717764936387539,
0.008610752411186695,
-0.03218052163720131,
-0.02202645130455494,
-0.0027914675883948803,
0.026287591084837914,
-0.008752241730690002,
0.03862880542874336,
-0.017045948654413223,
-0.007912528701126575,
0.009054139256477356,
0.03856746107339859,
0.024471022188663483,
-0.004263029899448156,
-0.01602957583963871,
0.029642539098858833,
0.030743388459086418,
-0.029690703377127647,
-0.04197495058178902,
0.038610778748989105,
-0.0395723357796669,
-0.005279215518385172,
0.07526741921901703,
0.004721086006611586,
0.03884251415729523,
0.005343337543308735,
0.0013109368737787008,
-0.014488473534584045,
0.02318640612065792,
-0.01742785982787609,
-0.02428019978106022,
-0.02525637485086918,
-0.02878430113196373,
0.04481250420212746,
0.0057547371834516525,
-0.021990638226270676,
0.017362091690301895,
-0.014972029253840446,
-0.01804243214428425,
0.029500756412744522,
-0.014404398389160633,
-0.024894367903470993,
-0.0028713014908134937,
0.04107813909649849,
0.02247467078268528,
0.00877983309328556,
-0.026219967752695084,
0.008312656544148922,
0.048425957560539246,
-0.026187483221292496,
-0.012030069716274738,
-0.018424058333039284,
-0.012678456492722034,
-0.05385763943195343,
-0.015209917910397053,
0.021663405001163483,
0.0034244696144014597,
-0.00455138785764575,
-0.039898596704006195,
0.024108409881591797,
0.011859314516186714,
-0.03363761305809021,
0.021745122969150543,
0.007477257400751114,
0.0002657529548741877,
-0.03793074190616608,
0.026836959645152092,
-0.019431617110967636,
-0.001994442893192172,
0.009919362142682076,
0.009840243496000767,
0.03635129705071449,
-0.028043324127793312,
-0.007483062334358692,
-0.028662685304880142,
-0.008426050655543804,
0.013124438934028149,
-0.0025863333139568567,
-0.08298702538013458,
0.015275925397872925,
-0.019999058917164803,
-0.03200849890708923,
0.033469658344984055,
-0.05613159015774727,
-0.04422007501125336,
-0.0007019831682555377,
0.010465032421052456,
0.024905569851398468,
0.04793688654899597,
0.03409777209162712,
-0.02665288932621479,
-0.023847978562116623,
-0.01686037704348564,
0.005318963434547186,
0.009529788978397846,
-0.014383376576006413,
0.002373084658756852,
0.012438653968274593,
-0.02643069252371788,
-0.01050129160284996,
0.05336180701851845,
-0.005788139067590237,
-0.0030258321203291416,
-0.028712475672364235,
-0.024244261905550957,
0.039192844182252884,
-0.017854705452919006,
0.008252760395407677,
-0.0076386574655771255,
-0.0012026311596855521,
0.035142142325639725,
0.007826733402907848,
0.024383123964071274,
0.030344752594828606,
0.0005638563889078796,
0.003216172568500042,
0.001497881836257875,
0.047319699078798294,
-0.05662107095122337,
-0.07402926683425903,
-0.010660386644303799,
-0.04024513065814972,
0.01138534676283598,
-0.0039634727872908115,
-0.02384134754538536,
-0.08036832511425018,
0.007268501911312342,
-0.021083474159240723,
0.04271167516708374,
0.03025875799357891,
0.005408945493400097,
0.03873329237103462,
-0.07327000051736832,
0.025284912437200546,
-0.002218828769400716,
0.02160305716097355,
-0.043756596744060516,
-0.004794576670974493,
0.003099435241892934,
-0.007746092509478331,
0.044670961797237396,
0.018342450261116028,
-0.0019118011696264148,
-0.03292492404580116,
0.004790761042386293,
-0.019031183794140816,
-0.06327856332063675,
0.03725750371813774,
-0.03605585917830467,
-0.02764534205198288,
-0.037278901785612106,
-0.030603617429733276,
0.050056345760822296,
0.005267934408038855,
-0.009608537890017033,
0.001757830730639398,
-0.002175038680434227,
0.018392357975244522,
-0.004836187697947025,
0.02749764733016491,
-0.04183590039610863,
0.01530536636710167,
0.02391967363655567,
0.003258723998442292,
-0.0017297351732850075,
-0.014276767149567604,
0.034197140485048294,
0.002407605992630124,
0.08520934730768204,
-0.029590696096420288,
-0.010451209731400013,
-0.0186210498213768,
-0.014405396766960621,
-0.020787034183740616,
-0.06988468766212463,
-0.006686542648822069,
0.01638265699148178,
-0.011177738197147846,
0.008601429872214794,
0.009724801406264305,
-0.03041806071996689,
0.045993655920028687,
0.0016994427423924208,
0.04587177932262421,
-0.026136936619877815,
-0.054346371442079544,
0.01742706075310707,
0.023129116743803024,
-0.03393036872148514,
0.01784234307706356,
0.01821710541844368,
0.04585318639874458,
-0.022993316873908043,
0.014143547974526882,
-0.00936193112283945,
0.019396569579839706,
-0.04139997437596321,
-0.028562290593981743,
0.006605543661862612,
-0.00463008601218462,
0.009491395205259323,
0.04348613694310188,
-0.01722581870853901,
0.047402773052453995,
-0.02263992838561535,
0.037083327770233154,
0.0022805167827755213,
-0.028363483026623726,
0.015668371692299843,
0.01677895337343216,
-0.026205550879240036,
0.016357317566871643,
-0.036098893731832504,
0.001216256758198142,
0.03831665962934494,
-0.02163943275809288,
0.03921705111861229,
-0.0366852730512619,
0.028107669204473495,
-0.053963396698236465,
-0.007614159025251865,
0.02003457583487034,
-0.0001523765386082232,
-0.0386924110352993,
-0.00823199562728405,
0.05616408586502075,
0.04319722205400467,
0.01651591807603836,
-0.010003014467656612,
-0.041227735579013824,
0.05436970293521881,
0.03058701567351818,
-0.04406027868390083,
-0.004142652731388807,
-0.03645770996809006,
0.015910372138023376,
-0.0355447493493557,
-0.043645232915878296
] |
<p>Why are measures of dispersion calculated relative to some central point? Why wouldn't, for instance, all possible non-repeated, pairwise differences in the dataset be a valid measure of spread?</p> | 35,784 | [
-0.0016373321413993835,
0.016124969348311424,
0.021714583039283752,
-0.02413410134613514,
0.032014261931180954,
-0.013125981204211712,
0.0037717358209192753,
-0.0008360540377907455,
0.00772199546918273,
-0.01700126752257347,
0.011713004671037197,
0.01975172944366932,
0.09020291268825531,
-0.012841841205954552,
0.01669057458639145,
-0.00409995811060071,
-0.009964228607714176,
0.04630459100008011,
-0.02026805281639099,
-0.011004558764398098,
-0.0038532335311174393,
0.01813075877726078,
-0.0015481224982067943,
-0.011269668117165565,
-0.01859930343925953,
0.014681834727525711,
-0.0027906899340450764,
-0.02008660137653351,
0.03784477338194847,
0.039528172463178635,
-0.05578385666012764,
-0.05008125677704811,
0.024866394698619843,
0.03002209961414337,
0.030437154695391655,
0.005601468496024609,
-0.034361839294433594,
-0.015590468421578407,
-0.019419852644205093,
0.03218931704759598,
-0.0471249483525753,
-0.048874545842409134,
-0.003687635762616992,
0.03992865979671478,
-0.05775536596775055,
0.007256556302309036,
0.0120474174618721,
-0.03741228207945824,
0.035498619079589844,
-0.04526396840810776,
0.08513408154249191,
-0.0029846758116036654,
0.02212679386138916,
0.05100775137543678,
-0.004766140598803759,
0.04883962124586105,
0.06856443732976913,
0.04055033251643181,
-0.02235591970384121,
-0.04644353687763214,
-0.04395704343914986,
0.0018184351501986384,
-0.0007254765368998051,
-0.01795808970928192,
-0.030020995065569878,
0.0629882663488388,
0.03326060250401497,
-0.0013312173541635275,
0.016071803867816925,
-0.006841763854026794,
0.0011994094820693135,
0.04155224934220314,
0.02113744243979454,
-0.016636742278933525,
0.014841249212622643,
-0.009171049110591412,
0.04130345955491066,
0.00301962997764349,
0.04877346381545067,
0.021803593263030052,
0.01666039228439331,
-0.006464625708758831,
-0.00551960151642561,
0.017370590940117836,
0.02772463858127594,
-0.011560158804059029,
0.054547831416130066,
-0.051000840961933136,
0.015139316208660603,
0.029997671023011208,
-0.02389904484152794,
0.018060529604554176,
0.045749731361866,
-0.01008595060557127,
-0.0417938195168972,
0.013745315372943878,
-0.011585024185478687,
0.002171457279473543,
-0.007966502569615841,
0.00009002452134154737,
-0.02720182202756405,
-0.047725796699523926,
0.018345652148127556,
0.03783198073506355,
0.0045273443683981895,
-0.01764681562781334,
-0.06083539500832558,
0.023596905171871185,
-0.005396412685513496,
-0.0177502129226923,
0.01754469983279705,
0.013741477392613888,
0.025805851444602013,
0.011296914890408516,
0.043609146028757095,
0.01545019168406725,
0.0045698899775743484,
-0.04461842030286789,
0.03638638183474541,
0.05641680583357811,
0.00800621509552002,
-0.017491910606622696,
0.0286281518638134,
0.006816358771175146,
-0.030003622174263,
0.039501823484897614,
0.013732577674090862,
-0.0043355305679142475,
-0.054428696632385254,
0.004621186759322882,
0.012473447248339653,
0.00854422152042389,
0.020589446648955345,
0.006158844102174044,
0.011498413048684597,
0.0005884038400836289,
-0.10637630522251129,
-0.05469231680035591,
0.037997275590896606,
-0.019591381773352623,
0.002199543174356222,
-0.0263091791421175,
-0.013079510070383549,
0.02795054018497467,
0.03949904441833496,
-0.03195858374238014,
0.039385803043842316,
-0.0027927111368626356,
0.03060300275683403,
0.022963834926486015,
-0.00045149592915549874,
-0.033400438725948334,
-0.03256287798285484,
-0.039242714643478394,
-0.002730713225901127,
-0.06845666468143463,
-0.0026260598096996546,
0.04872429370880127,
-0.02085469663143158,
0.00029679934959858656,
0.009204902686178684,
-0.01373092271387577,
0.003625711193308234,
-0.00002695815419428982,
0.02822272665798664,
0.00023691655951552093,
0.05226680263876915,
-0.004555224906653166,
0.017971180379390717,
0.028937844559550285,
-0.003677072236314416,
-0.0013246792368590832,
0.02129736915230751,
0.06826881319284439,
0.045314375311136246,
-0.011912183836102486,
0.007489400915801525,
0.0024667263496667147,
0.02868453972041607,
0.015963060781359673,
-0.0679733008146286,
-0.007891835644841194,
0.0009280014783143997,
0.013805687427520752,
0.02462604083120823,
0.0738242045044899,
-0.05766400694847107,
-0.013181568123400211,
0.03765105828642845,
-0.02800283208489418,
-0.004700660239905119,
-0.06917530298233032,
0.040562838315963745,
0.005011245142668486,
-0.017769046127796173,
0.026308750733733177,
0.032173093408346176,
0.014048098586499691,
-0.013102773576974869,
-0.032563261687755585,
-0.015455206856131554,
-0.005847861059010029,
0.03321561589837074,
-0.02530590072274208,
0.021379662677645683,
0.07423844188451767,
0.012482314370572567,
-0.008611055091023445,
0.0429757758975029,
-0.042864780873060226,
-0.07597312331199646,
0.029053596779704094,
-0.03503560647368431,
0.03277108818292618,
-0.01230529509484768,
-0.03177375718951225,
-0.009310950525105,
0.007145441137254238,
-0.01592830754816532,
0.06571760028600693,
-0.05406009033322334,
0.07950406521558762,
0.07223410159349442,
-0.011347703635692596,
-0.0026206879410892725,
0.028169389814138412,
-0.004166904371231794,
-0.02924393117427826,
0.0075755552388727665,
-0.05021025240421295,
-0.05996357649564743,
-0.009793429635465145,
0.01665901578962803,
0.01062756683677435,
-0.016324691474437714,
-0.014179474674165249,
0.04495810344815254,
0.046236976981163025,
0.02006525918841362,
0.019096434116363525,
-0.0009610972483642399,
-0.03693699091672897,
0.019622523337602615,
0.02213292382657528,
0.023256277665495872,
-0.029115235432982445,
0.028057919815182686,
0.03957058861851692,
0.0360926054418087,
0.004314064979553223,
-0.0036279892083257437,
0.049748171120882034,
0.04003756120800972,
-0.004155147820711136,
-0.0002529580087866634,
0.006592283025383949,
0.021081889048218727,
-0.03150913864374161,
0.045859791338443756,
0.03536050021648407,
0.017858106642961502,
0.003651481820270419,
0.003224204061552882,
-0.05310659483075142,
0.05628267303109169,
0.0355561263859272,
-0.02076287940144539,
0.008521638810634613,
0.028789076954126358,
-0.028425732627511024,
0.011180730536580086,
-0.07198791205883026,
-0.042817581444978714,
-0.002186953090131283,
-0.008532638661563396,
0.06814046949148178,
0.03244897350668907,
0.031303100287914276,
-0.024973874911665916,
0.006851147394627333,
-0.027871273458003998,
-0.014324305579066277,
-0.009533035568892956,
0.031094228848814964,
-0.050551898777484894,
0.01923491805791855,
0.0001816065632738173,
-0.029333965852856636,
-0.004552036989480257,
-0.018971826881170273,
-0.005354087799787521,
0.007911082357168198,
-0.010258793830871582,
-0.025867914780974388,
-0.01493487972766161,
-0.037816740572452545,
-0.007026622071862221,
-0.0250505693256855,
-0.027947790920734406,
0.04261254146695137,
-0.05081778019666672,
-0.05512537062168121,
0.028413675725460052,
-0.029310304671525955,
-0.03195132315158844,
0.008625744841992855,
0.0044431183487176895,
0.06062477454543114,
-0.016318565234541893,
-0.003737039165571332,
0.050528332591056824,
-0.05506538599729538,
-0.03641222417354584,
-0.03793719783425331,
-0.08178660273551941,
0.013360565528273582,
-0.028879592195153236,
0.013794216327369213,
0.00906712282449007,
-0.006665722467005253,
0.10259523242712021,
0.04460136592388153,
0.0012568669626489282,
-0.013235187157988548,
-0.015121773816645145,
-0.024532824754714966,
-0.01814831979572773,
0.038354963064193726,
0.011287123896181583,
-0.0011789870914071798,
0.022262079641222954,
0.02792755886912346,
0.0702480748295784,
0.04877324029803276,
-0.021105274558067322,
-0.039713308215141296,
-0.010686896741390228,
0.022910011932253838,
-0.024405796080827713,
0.018561474978923798,
0.01851705275475979,
-0.018418990075588226,
-0.0064108907245099545,
0.02616744115948677,
0.0475023090839386,
0.011410964652895927,
-0.07240042835474014,
0.04502017796039581,
-0.007682149764150381,
0.020093247294425964,
-0.026774484664201736,
0.057869695127010345,
0.024064017459750175,
-0.0412495918571949,
-0.0060079158283770084,
0.005121310241520405,
0.05610111355781555,
-0.026639968156814575,
-0.00988440215587616,
0.06913281232118607,
0.03928610682487488,
-0.032249242067337036,
0.013478770852088928,
-0.007373827509582043,
0.021925432607531548,
-0.011877271346747875,
-0.002002772642299533,
-0.03243560343980789,
0.02392112836241722,
0.041946232318878174,
-0.0017917859368026257,
-0.039133865386247635,
-0.06105392426252365,
-0.01294290367513895,
-0.044835757464170456,
0.021430768072605133,
0.0002206393692176789,
0.025215143337845802,
0.004950429778546095,
0.05440732091665268,
0.012086248956620693,
-0.027629436925053596,
-0.02674986980855465,
0.017412809655070305,
-0.04755103215575218,
0.008481517434120178,
-0.029095875099301338,
-0.03762737661600113,
-0.012969710864126682,
-0.062117647379636765,
0.02568509802222252,
0.030792975798249245,
-0.007009404711425304,
-0.016553902998566628,
0.03111879527568817,
-0.033688340336084366,
-0.007114933338016272,
-0.004976585973054171,
-0.02932015433907509,
-0.016162512823939323,
0.036787014454603195,
0.03628896549344063,
-0.04815537482500076,
0.028709236532449722,
0.04312315583229065,
0.01006529200822115,
-0.01896025985479355,
-0.04968345910310745,
0.023040834814310074,
0.013627558015286922,
0.01444480661302805,
0.005410980898886919,
0.014228127896785736,
-0.03511407971382141,
0.02228069305419922,
0.03194088861346245,
0.049406182020902634,
0.007483478169888258,
-0.03223467618227005,
-0.0221115630120039,
-0.0078190378844738,
-0.00045183722977526486,
0.011660038493573666,
0.018488068133592606,
0.02467329055070877,
0.041476160287857056,
0.07503897696733475,
0.04261420667171478,
-0.0573238842189312,
0.0220447089523077,
0.026784444227814674,
0.006080900318920612,
-0.0019275943050161004,
-0.043315038084983826,
-0.030197683721780777,
-0.004304447211325169,
-0.0028944648802280426,
0.03955259546637535,
-0.007632219232618809,
-0.003124857787042856,
0.00276349950581789,
0.027972597628831863,
0.014337119646370411,
-0.045372817665338516,
-0.02063114568591118,
0.006666227709501982,
0.01880272664129734,
-0.028318937867879868,
-0.037126678973436356,
-0.017457792535424232,
-0.0016819963930174708,
0.04704085737466812,
0.02126966044306755,
-0.015180988237261772,
-0.09467306733131409,
0.008036506362259388,
0.031162701547145844,
0.0043619428761303425,
0.0020422106608748436,
-0.008949367329478264,
-0.013591074384748936,
-0.03133159130811691,
0.04041079059243202,
-0.03668515384197235,
0.010721943341195583,
-0.02945137396454811,
-0.0011091162450611591,
-0.023675475269556046,
-0.027007803320884705,
-0.024281995370984077,
0.03596748784184456,
-0.01033183466643095,
-0.0026276614516973495,
0.015313106589019299,
0.003675310406833887,
-0.04392358288168907,
0.025863749906420708,
-0.0059524597600102425,
0.06762567907571793,
0.0008928172755986452,
-0.016834910959005356,
0.014217935502529144,
0.030942687764763832,
0.008382810279726982,
-0.037073682993650436,
-0.005419121123850346,
0.02012515626847744,
0.006175607908517122,
0.05687789246439934,
-0.003263561986386776,
-0.05412118881940842,
0.006403600797057152,
0.014648279175162315,
0.018290845677256584,
0.023256411775946617,
-0.005766501650214195,
0.04837632551789284,
0.044231198728084564,
0.011164936237037182,
0.08868037164211273,
0.00990578904747963,
-0.004585574381053448,
-0.009771626442670822,
-0.044562384486198425,
0.0411636121571064,
-0.02495698630809784,
-0.007118527311831713,
-0.014522712677717209,
-0.0002684344653971493,
-0.024066077545285225,
0.023720839992165565,
0.015215156599879265,
0.003554542316123843,
-0.017341535538434982,
-0.027242152020335197,
-0.010033935308456421,
0.004902685061097145,
0.01592196710407734,
0.0011048429878428578,
0.025565756484866142,
0.037687476724386215,
0.00482225464656949,
0.00462346663698554,
0.023691175505518913,
-0.018673380836844444,
-0.004301477689296007,
-0.004323250148445368,
-0.00381882069632411,
-0.005306081846356392,
-0.05438624322414398,
-0.04012110456824303,
0.023365700617432594,
-0.015021499246358871,
0.024386513978242874,
-0.02329077199101448,
0.0021911400835961103,
0.016273636370897293,
-0.0635865181684494,
-0.02157672680914402,
-0.0009317246731370687,
-0.002140369266271591,
0.06202709674835205,
-0.04458990320563316,
0.031086351722478867,
-0.032805148512125015,
0.01794580928981304,
-0.11103089153766632,
-0.00852791778743267,
0.00945975724607706,
0.019821885973215103,
0.004077506717294455,
-0.044801123440265656,
-0.0038154602516442537,
0.01996094547212124,
-0.014402206055819988,
-0.026639772579073906,
0.04600602760910988,
0.029574697837233543,
-0.04436532035470009,
-0.002573417266830802,
-0.0025085946545004845,
0.06977453082799911,
-0.034993726760149,
-0.012870850041508675,
0.025419598445296288,
-0.012529268860816956,
0.012428333051502705,
0.014792957343161106,
0.036964498460292816,
-0.049546658992767334,
-0.019442494958639145,
-0.016228321939706802,
-0.012305518612265587,
0.04105209931731224,
-0.023601995781064034,
-0.03834395110607147,
-0.013676955364644527,
-0.012423550710082054,
0.021296342834830284,
-0.017215318977832794,
0.0027566172648221254,
-0.018710726872086525,
0.009337523020803928,
-0.030747046694159508,
0.007402073126286268,
-0.0308244526386261,
-0.010371099226176739,
0.054396189749240875,
0.014185951091349125,
-0.036301206797361374,
0.028363976627588272,
0.05119166895747185,
-0.00013540341751649976,
0.009341452270746231,
-0.013186480849981308,
-0.013162797316908836,
0.06179214268922806,
0.008707615546882153,
-0.009741120971739292,
0.018560897558927536,
0.009863772429525852,
-0.018628932535648346,
0.0053996192291378975,
-0.03788216412067413,
0.02358383499085903,
0.05579221993684769,
-0.024851832538843155,
0.040073927491903305,
0.0428747795522213,
-0.03124481812119484,
0.02315111830830574,
-0.009140059351921082,
0.02716973051428795,
0.002740357303991914,
-0.010134365409612656,
0.05593525618314743,
-0.017096467316150665,
-0.0016981716034933925,
0.013711024075746536,
0.07214759290218353,
0.03484458476305008,
0.0039057028479874134,
0.0036624500062316656,
-0.008014746941626072,
0.020027605816721916,
0.025249341502785683,
-0.03632604330778122,
0.03951708972454071,
-0.054016049951314926,
-0.01801503635942936,
-0.020344959571957588,
-0.03450801223516464,
0.0375184491276741,
-0.035886455327272415,
-0.020767686888575554,
-0.02517688274383545,
-0.015417828224599361,
-0.03548142686486244,
0.02075926959514618,
-0.02551310881972313,
0.031748391687870026,
0.01925039291381836,
-0.0029277813155204058,
0.0031608110293745995,
-0.024984080344438553,
-0.026626674458384514,
0.010501627810299397,
-0.07981222122907639,
-0.02898998185992241,
-0.03808165341615677,
-0.055403731763362885,
0.010105621069669724,
0.009386814199388027,
-0.044404201209545135,
0.01876462809741497,
-0.04011504724621773,
0.03551538661122322,
-0.00174914940726012,
-0.003070943523198366,
-0.02270083874464035,
0.07115884125232697,
0.029087817296385765,
0.004220287781208754,
0.019095268100500107,
-0.01738184690475464,
0.13089242577552795,
0.04229651764035225,
0.035995963960886,
-0.07185480743646622,
0.007880115881562233,
-0.007263044826686382,
-0.04381737485527992,
-0.009710718877613544,
0.019124913960695267,
0.005442433059215546,
0.02820681221783161,
0.05560515448451042,
0.031388163566589355,
0.02897483855485916,
-0.016087185591459274,
0.067337766289711,
-0.04626698046922684,
-0.022313538938760757,
0.028305567800998688,
-0.014718188904225826,
0.020470207557082176,
-0.03453546762466431,
-0.060774318873882294,
-0.004913275130093098,
-0.0035479695070534945,
0.013388745486736298,
-0.00051783217350021,
-0.03008115664124489,
-0.020365580916404724,
0.02023916319012642,
-0.042336635291576385,
-0.0011406183475628495,
0.017551330849528313,
-0.0011172726517543197,
-0.056638509035110474,
-0.014601408503949642,
0.03551844134926796,
-0.04738457873463631,
0.005331869702786207,
0.039102476090192795,
-0.034431081265211105,
0.009621373377740383,
0.020696211606264114,
0.015745563432574272,
-0.03607739880681038,
-0.03159559890627861,
-0.03541164472699165,
0.01443406380712986,
-0.01168944500386715,
-0.020671669393777847,
0.015612631104886532,
-0.017279362305998802,
-0.03348509222269058,
-0.0357137955725193,
-0.018708916381001472,
0.00415471475571394,
0.013999829068779945,
-0.004778656177222729,
-0.011574451811611652,
-0.01366973202675581,
-0.014500947669148445,
-0.015342708677053452,
0.04667383059859276,
0.01874103955924511,
0.007455255836248398,
-0.02133028768002987,
-0.012075847014784813,
0.06072685867547989,
0.0025381436571478844,
0.017239103093743324,
0.019100671634078026,
-0.022007063031196594,
-0.04455200210213661,
0.02090487815439701,
-0.003718347754329443,
0.005452981684356928,
0.011870733462274075,
0.0030949341598898172,
0.005277697462588549,
0.002295386977493763,
-0.026576068252325058,
0.019851775839924812,
-0.03149508684873581,
0.020988335832953453,
-0.04637490585446358,
-0.027580231428146362,
0.016062434762716293,
0.03598834201693535,
0.014306935481727123,
0.013455084525048733,
-0.04184919595718384,
0.0356748029589653,
0.0010105291148647666,
-0.034187521785497665,
-0.018275244161486626,
-0.021697720512747765,
-0.01695481687784195,
-0.016962803900241852,
0.02938099205493927,
0.023173168301582336,
0.006826149299740791,
-0.0011715854052454233,
-0.025149444118142128,
0.03379068523645401,
-0.021808192133903503,
0.0010616781655699015,
0.03577852621674538,
-0.05768483132123947,
-0.008274759165942669,
0.03674202039837837,
-0.023129846900701523,
-0.024171246215701103,
-0.03214554488658905,
-0.03822401911020279,
-0.028571484610438347,
0.03235882520675659,
0.03343234583735466,
0.008080653846263885,
-0.028425410389900208,
-0.015772830694913864,
0.017671819776296616,
-0.007128799334168434,
-0.015576694160699844,
-0.06776800751686096,
0.023296773433685303,
-0.02587335929274559,
-0.01363181322813034,
-0.0074456254951655865,
0.002399529330432415,
-0.0028981147333979607,
0.019924575462937355,
0.03914594650268555,
0.02394309639930725,
0.03515826538205147,
0.01984362117946148,
0.02027270942926407,
0.005694242659956217,
0.04786578193306923,
-0.01850445568561554,
-0.04434267431497574,
0.03786094859242439,
-0.021952150389552116,
-0.056784916669130325,
0.019501272588968277,
-0.025240756571292877,
0.030008617788553238,
0.016645092517137527,
0.01789793372154236,
-0.004246470518410206,
0.011615760624408722,
-0.025385618209838867,
-0.04076436907052994,
0.013439178466796875,
-0.004029741045087576,
-0.020266449078917503,
-0.03094928152859211,
0.004347816109657288,
0.010401658713817596,
-0.03171089291572571,
0.02007150463759899,
0.04402001202106476,
0.013547049835324287,
0.02502351626753807,
0.024995742365717888,
-0.03200323134660721,
0.020451340824365616,
0.00458792457357049,
-0.0013140614610165358,
0.028291745111346245,
0.07428692281246185,
-0.06403446197509766,
0.017242249101400375,
-0.0008655365672893822,
0.02895566076040268,
-0.10147631168365479,
0.003610579762607813,
-0.004879939369857311,
0.014092094264924526,
-0.004450483247637749,
-0.03103124350309372,
-0.0000478580295748543,
0.007244614418596029,
-0.04226768761873245,
0.06250304728746414,
-0.027778519317507744,
-0.01227706391364336,
-0.01805035211145878,
0.04127030819654465,
-0.038199447095394135,
0.06608659029006958,
0.047021109610795975,
0.022452643141150475,
0.011411640793085098,
-0.012367346324026585,
0.0031566983088850975,
-0.01348189264535904,
-0.016948958858847618,
-0.01374337263405323,
-0.02080675959587097,
-0.046053338795900345,
0.010160131379961967,
-0.00022250684560276568,
-0.03927195072174072,
0.021850766614079475,
-0.03362644091248512,
-0.00009874407987808809,
0.022247815504670143,
-0.019806133583188057,
0.0025305470917373896,
0.013838309794664383,
0.014255881309509277,
-0.0005267292144708335,
-0.031017085537314415,
0.006350251380354166,
0.012981925159692764,
0.0409611351788044,
-0.01926238462328911,
0.003031778149306774,
0.05035773664712906,
-0.028742441907525063,
-0.03191239386796951,
0.00837431475520134,
-0.020898541435599327,
-0.04916740208864212,
0.033858876675367355,
0.0206786897033453,
0.03302371874451637,
-0.036577530205249786,
0.030203934758901596,
-0.03799785301089287,
0.005061340052634478,
0.04332950711250305,
0.03815533220767975,
-0.044260431081056595,
0.041961975395679474,
-0.028182554990053177,
-0.03302489593625069,
-0.01308711152523756,
0.03473775088787079,
0.009589815512299538,
-0.06008324772119522,
-0.019342420622706413,
-0.024072062224149704,
-0.01821230724453926,
-0.007525711320340633,
0.022419007495045662,
-0.01604827493429184,
0.007050626445561647,
-0.0028274061623960733,
-0.0016069194534793496,
0.02751041390001774,
-0.021909762173891068,
-0.015494260936975479,
-0.08359925448894501,
0.08584058284759521,
0.009478175081312656,
-0.035036224871873856,
-0.06318746507167816,
-0.016610583290457726,
-0.03614171966910362,
0.038946732878685,
0.05164104700088501,
0.03482726961374283,
0.01528641115874052,
-0.015343309380114079,
0.03219280764460564,
0.01790628954768181,
-0.02494865655899048,
0.010175875388085842,
-0.024959145113825798,
-0.024047186598181725,
-0.010066010989248753,
-0.038309741765260696,
-0.03100365586578846,
0.017314240336418152,
-0.022163255140185356,
-0.005800195038318634,
0.037343040108680725,
0.020017355680465698,
0.007626269478350878,
0.05121544003486633,
0.015978995710611343,
-0.06533384323120117,
0.03332783654332161,
0.0059069013223052025,
0.01589677855372429,
0.04394447058439255,
-0.02703161910176277,
-0.05085242539644241,
0.03208640217781067,
-0.02977025881409645,
-0.015543625690042973,
-0.00626651244238019,
0.052825283259153366,
0.0026096124202013016,
-0.055284205824136734,
-0.010687561705708504,
0.02176554501056671,
-0.026364080607891083,
-0.007714255712926388,
0.03568359836935997,
0.017749425023794174,
0.03089030273258686,
0.02331015281379223,
-0.01869112439453602,
0.021242039278149605,
-0.020724207162857056,
0.009454754181206226,
0.04280700162053108,
0.016222119331359863,
0.010071801953017712,
-0.00821542739868164,
-0.0007067532860673964,
-0.042288217693567276,
0.02444886416196823,
-0.004702587611973286,
0.03710545226931572,
0.017663640901446342,
0.018643179908394814,
-0.0017622667364776134,
-0.016380684450268745,
0.01395553257316351,
0.016984635964035988,
-0.006942396983504295,
0.07963519543409348,
-0.00766345439478755,
0.012317952699959278,
-0.024678397923707962,
-0.022664448246359825,
-0.00003507473593344912,
0.01280574593693018,
0.020330417901277542,
0.04248369485139847,
0.0035726905334740877,
0.004917141981422901,
-0.0189836323261261,
-0.019733715802431107,
0.013356080278754234,
-0.009980786591768265,
0.029971446841955185,
-0.0029834830202162266,
-0.019656885415315628,
-0.030026253312826157,
-0.004774146713316441,
-0.0435921885073185,
0.0011477114167064428,
0.0002746749669313431,
0.05095016211271286,
0.020948849618434906,
0.026853585615754128,
-0.024528764188289642,
-0.015368958003818989,
0.020439397543668747,
-0.06964997947216034,
-0.045087121427059174,
-0.07562728226184845,
0.01990911364555359,
-0.0021861232817173004,
-0.03662000223994255
] |
<p>I am new to statistics and within the last two days I tried to get my head around PCA plots. Now, I kind of understand what they are showing but I am still not sure about the 95% confidence ellipse that is very often shown in such plots. The 2 dimensional PCA plot displays the two biggest variances (whatever these are) in the data but I don't know what the ellipse is trying to tell me and what it means if a sample/dot (whatever is displayed) is lying outside that ellipse.</p>
<p>Help is very much appreciated.</p> | 73,420 | [
-0.014055617153644562,
-0.029224751517176628,
0.01241921354085207,
0.003375640604645014,
0.02786731906235218,
0.005725053139030933,
0.004417066927999258,
-0.03255614638328552,
0.0008534562075510621,
-0.027887428179383278,
0.05143522471189499,
0.05023393779993057,
0.039783280342817307,
0.03075488656759262,
0.0022070729173719883,
0.025253457948565483,
-0.022815274074673653,
0.00670489901676774,
-0.002930436283349991,
-0.013079163618385792,
-0.016348835080862045,
-0.003965642768889666,
0.008666141889989376,
-0.018332192674279213,
-0.04050174355506897,
0.03794596344232559,
0.0345844067633152,
-0.03279705345630646,
0.05441039428114891,
0.06271056830883026,
-0.07991228997707367,
-0.049458879977464676,
0.01184089481830597,
0.026341380551457405,
0.006194460671395063,
-0.01266415510326624,
0.00507979653775692,
-0.021712487563490868,
-0.0039965128526091576,
0.04786476865410805,
-0.02734127640724182,
-0.006533331237733364,
0.008837107568979263,
0.02495773695409298,
0.0016202193219214678,
0.003469069954007864,
0.008503369055688381,
-0.03629995882511139,
0.03612562268972397,
-0.03814733028411865,
0.0762721449136734,
0.0018965030321851373,
0.018046945333480835,
0.027945641428232193,
0.016077876091003418,
0.02421145886182785,
0.035826146602630615,
0.05004144832491875,
-0.01628786139190197,
-0.09377646446228027,
-0.010224937461316586,
-0.006116617936640978,
-0.007318257354199886,
-0.008220312185585499,
-0.020313581451773643,
0.009810971096158028,
-0.020676536485552788,
-0.026342976838350296,
0.029498213902115822,
-0.005497179459780455,
0.018768182024359703,
0.015465489588677883,
0.013869648799300194,
-0.020644301548600197,
-0.03107440285384655,
-0.013852350413799286,
0.0159723162651062,
0.012259474024176598,
0.027860986068844795,
0.004822674207389355,
0.026971375569701195,
0.023992346599698067,
0.00005045293437433429,
0.011128164827823639,
-0.000027388916350901127,
0.03696608170866966,
0.0700414627790451,
-0.03896679729223251,
0.03273359313607216,
-0.006386651191860437,
-0.01928797736763954,
0.01897960528731346,
0.040708668529987335,
0.0014605927281081676,
-0.04909317195415497,
0.004081660881638527,
0.004897724837064743,
0.03722705692052841,
-0.02090568281710148,
-0.02564731054008007,
-0.009608089923858643,
-0.019606415182352066,
0.018595246598124504,
0.04201274737715721,
-0.02138197235763073,
-0.023390846326947212,
-0.007045846898108721,
0.019626589491963387,
0.0010664020664989948,
-0.025430046021938324,
-0.01744353026151657,
0.04085575044155121,
0.03714704513549805,
0.038346000015735626,
0.03522263839840889,
-0.010748697444796562,
0.008501030504703522,
-0.0017432225868105888,
0.014323893934488297,
0.05330094322562218,
0.04575190320611,
0.002349953865632415,
0.01568865217268467,
-0.01905600167810917,
-0.05286141857504845,
0.04276062548160553,
0.02418859675526619,
0.018196702003479004,
-0.030109453946352005,
0.09042256325483322,
-0.010605463758111,
0.0007566160638816655,
0.04827309399843216,
0.005839948076754808,
0.03967397287487984,
-0.001848499639891088,
-0.07784160226583481,
-0.033909425139427185,
0.055401403456926346,
0.012862916104495525,
-0.005582473240792751,
-0.0677327960729599,
0.005003162659704685,
0.05175827071070671,
0.03318636119365692,
-0.033023133873939514,
0.003566630184650421,
-0.001472414587624371,
0.037406254559755325,
0.010232575237751007,
-0.06035894155502319,
0.012463400140404701,
-0.0018401345005258918,
-0.03712162375450134,
-0.000130114407511428,
-0.06979921460151672,
0.012895457446575165,
0.03160762041807175,
-0.013901966623961926,
-0.038616765290498734,
0.004815193824470043,
-0.029518574476242065,
-0.005884772632271051,
-0.03586497902870178,
-0.026068704202771187,
-0.0004793954431079328,
0.0726967602968216,
-0.004032839089632034,
-0.003011325839906931,
0.027767347171902657,
-0.009358562529087067,
0.04083467274904251,
0.034803882241249084,
0.05437738448381424,
0.060382235795259476,
-0.002971068024635315,
0.005725379101932049,
-0.03734142333269119,
0.010718557983636856,
0.010638687759637833,
-0.062481705099344254,
-0.030845025554299355,
-0.00024062026932369918,
0.01191580668091774,
0.005140399560332298,
0.042078059166669846,
-0.0170269887894392,
-0.05462360009551048,
0.010554032400250435,
-0.03380338475108147,
-0.05274562910199165,
-0.05940575152635574,
0.012740163132548332,
-0.006857453379780054,
-0.04037638008594513,
0.02258402854204178,
0.03404095768928528,
-0.017182661220431328,
-0.03545565903186798,
-0.03612464293837547,
-0.04551522806286812,
-0.011084173806011677,
0.049496281892061234,
-0.05240112543106079,
0.016951296478509903,
0.04882051423192024,
0.03292170539498329,
-0.011507399380207062,
0.021666117012500763,
-0.052710842341184616,
0.0054205963388085365,
-0.015873413532972336,
-0.04264413192868233,
0.011381985619664192,
0.0005843719700351357,
-0.02608960121870041,
-0.010177225805819035,
0.01838846504688263,
-0.024222835898399353,
0.0001286587939830497,
-0.052681054919958115,
0.04117628559470177,
0.053914863616228104,
0.009576178155839443,
-0.01694837585091591,
-0.020544404163956642,
0.02580520696938038,
0.01393942255526781,
-0.02594635635614395,
0.011070594191551208,
-0.012821211479604244,
0.020696869120001793,
0.048809949308633804,
0.009520360268652439,
-0.02635892666876316,
-0.011966783553361893,
0.07132712751626968,
0.02222343720495701,
-0.014091617427766323,
0.038512248545885086,
-0.018894542008638382,
-0.008208702318370342,
-0.03150399029254913,
0.03069784678518772,
0.004717054311186075,
0.02318560890853405,
0.013349462300539017,
0.021153438836336136,
0.034656330943107605,
0.017464490607380867,
-0.014760737307369709,
0.05506811663508415,
-0.012201329693198204,
0.007346423342823982,
-0.007925665937364101,
0.025816259905695915,
0.05311662331223488,
-0.014949779026210308,
0.017666883766651154,
0.041889648884534836,
-0.014003220945596695,
-0.006132891401648521,
-0.0009127368684858084,
-0.021232273429632187,
0.015939485281705856,
0.06770338863134384,
-0.04311290383338928,
0.004416927229613066,
0.006793535314500332,
-0.01573753170669079,
-0.002587378490716219,
-0.017940839752554893,
-0.049575623124837875,
-0.028643129393458366,
-0.004830991383641958,
0.07235181331634521,
0.03641244024038315,
0.03502007946372032,
-0.00274843187071383,
-0.05018944665789604,
-0.013975010253489017,
-0.004363200627267361,
0.018470192328095436,
0.007130760699510574,
-0.06320617347955704,
-0.00036597601138055325,
-0.011355427093803883,
0.0004663256695494056,
0.018845073878765106,
-0.008262500166893005,
0.0039461455307900906,
0.001227273722179234,
-0.008634908124804497,
-0.01743861474096775,
-0.006985981948673725,
-0.007290183566510677,
0.03202157840132713,
-0.043334152549505234,
-0.032026637345552444,
0.009460698813199997,
-0.005169495940208435,
-0.008763144724071026,
0.017211735248565674,
-0.015283807180821896,
-0.0029609196353703737,
-0.023876674473285675,
0.007274467032402754,
0.019004328176379204,
-0.007407383061945438,
-0.004195644054561853,
0.010387461632490158,
0.022817488759756088,
-0.012684181332588196,
-0.008851364254951477,
-0.05431091785430908,
-0.015898581594228745,
0.02229434624314308,
-0.009248957969248295,
-0.023126661777496338,
-0.03547779098153114,
0.08581424504518509,
0.01951856166124344,
-0.038950756192207336,
-0.004004611633718014,
-0.010400916449725628,
-0.09286907315254211,
-0.019430195912718773,
0.013083530589938164,
0.014264235273003578,
0.014341960661113262,
0.013501697219908237,
-0.008854213170707226,
0.026267625391483307,
0.04079616069793701,
-0.025773005560040474,
0.009294124320149422,
0.015125465579330921,
-0.02047167532145977,
-0.017556466162204742,
0.027846505865454674,
0.036816373467445374,
-0.048565588891506195,
-0.014111554250121117,
-0.004587338771671057,
0.01992870308458805,
0.03383496403694153,
-0.01418160181492567,
0.0034208944998681545,
-0.05768293887376785,
0.03071448765695095,
-0.04837655648589134,
0.02704937942326069,
0.007005327381193638,
0.010528168641030788,
-0.0047678351402282715,
0.024290993809700012,
0.05560098960995674,
-0.03464538976550102,
-0.01558130793273449,
0.022326132282614708,
0.034630127251148224,
-0.008078476414084435,
0.004407759290188551,
-0.017894938588142395,
0.023422183468937874,
0.04003068432211876,
0.0018698384519666433,
-0.01008545234799385,
0.057312384247779846,
0.05517539009451866,
0.010608621872961521,
0.020247269421815872,
-0.05592716857790947,
0.028043221682310104,
-0.0755729153752327,
0.013549317605793476,
-0.01653958112001419,
0.008983700536191463,
-0.03416242450475693,
0.060745805501937866,
0.04511362314224243,
-0.005779815372079611,
-0.008233058266341686,
-0.0029905622359365225,
-0.05796470493078232,
0.021654944866895676,
-0.035043615847826004,
-0.012153679504990578,
-0.014058598317205906,
0.0007093778112903237,
0.04449249804019928,
0.00782069843262434,
0.005868291482329369,
0.026047026738524437,
0.03087908960878849,
-0.05287809297442436,
0.021165411919355392,
-0.021505340933799744,
0.03272828459739685,
-0.03327285125851631,
0.01911233738064766,
0.00944303348660469,
-0.0022516686003655195,
0.06705838441848755,
0.01462400984019041,
-0.03663410246372223,
-0.029765907675027847,
-0.007719985209405422,
0.0023819433990865946,
0.06315632164478302,
0.029856136068701744,
0.006547030061483383,
0.006207293830811977,
-0.009545125998556614,
0.015569589100778103,
0.002297410974279046,
0.0698527917265892,
0.023733913898468018,
0.0030180804897099733,
0.008981981314718723,
-0.026670953258872032,
-0.03169343248009682,
-0.04553021863102913,
-0.003079094225540757,
0.016349222511053085,
0.007385989185422659,
0.025131018832325935,
0.004480130970478058,
-0.07196507602930069,
0.005567736923694611,
0.052424777299165726,
0.024435944855213165,
0.027969587594270706,
-0.0613076388835907,
-0.038650911301374435,
-0.02132592722773552,
-0.009997332468628883,
0.001558756222948432,
-0.006996925454586744,
-0.004510596860200167,
-0.0018364626448601484,
0.07105910032987595,
-0.04456838220357895,
-0.0602816678583622,
-0.011665774509310722,
-0.01473069004714489,
0.027121007442474365,
-0.027405371889472008,
0.005266995169222355,
0.05488637089729309,
0.006348751951009035,
0.0367998443543911,
0.02945672906935215,
-0.0026097004301846027,
-0.07322649657726288,
-0.00919042807072401,
0.019232356920838356,
0.024051599204540253,
-0.011110463179647923,
-0.026365328580141068,
-0.04466855525970459,
-0.008952170610427856,
0.02425975725054741,
-0.025642743334174156,
0.01537319179624319,
-0.00850972905755043,
0.025673238560557365,
-0.06521183997392654,
-0.008139404468238354,
-0.05846763029694557,
-0.041448283940553665,
-0.030904021114110947,
0.023323507979512215,
-0.023258574306964874,
-0.06562057137489319,
-0.03796442225575447,
-0.0029154785443097353,
-0.010743633843958378,
0.07087966054677963,
-0.01067841611802578,
-0.00011492940393509343,
-0.009309308603405952,
0.026696866378188133,
-0.02233876660466194,
-0.06853475421667099,
0.026955097913742065,
0.0017001035157591105,
0.007076288107782602,
0.08593103289604187,
-0.039071861654520035,
-0.04726094752550125,
0.0016457285964861512,
-0.0061645288951694965,
-0.03243743255734444,
-0.0028989207930862904,
0.01821741834282875,
0.010432073846459389,
0.02686302736401558,
-0.016866102814674377,
0.05938027799129486,
-0.012449423782527447,
0.017124690115451813,
-0.03489898145198822,
-0.04826702922582626,
0.030883420258760452,
-0.0226124357432127,
0.011081359349191189,
-0.05844193324446678,
-0.012273521162569523,
-0.04000217840075493,
0.008190006017684937,
-0.02385575883090496,
0.03977685794234276,
-0.0050966572016477585,
-0.013331511989235878,
0.020528629422187805,
0.036388371139764786,
0.01805252954363823,
-0.008115963079035282,
-0.03583577647805214,
0.014383106492459774,
0.015758609399199486,
0.0007029283442534506,
0.026898805052042007,
0.001184342778287828,
0.028454983606934547,
0.023864852264523506,
-0.010757199488580227,
-0.0034310738556087017,
-0.053885966539382935,
-0.03426375240087509,
0.017817554995417595,
-0.07008547335863113,
0.018594026565551758,
-0.02100745588541031,
0.002653514500707388,
0.040762584656476974,
-0.06082814931869507,
-0.024309633299708366,
0.02060631290078163,
0.0022348547354340553,
0.07266386598348618,
-0.04133276641368866,
0.03006679005920887,
-0.0010636908700689673,
0.007284553721547127,
-0.05837678909301758,
-0.05230829492211342,
0.02651476487517357,
0.019256582483649254,
-0.034237537533044815,
-0.028322601690888405,
-0.046385589987039566,
0.019326146692037582,
-0.008991438895463943,
0.024205811321735382,
-0.009077562019228935,
-0.015386335551738739,
-0.03447671979665756,
0.023607635870575905,
-0.01056601107120514,
0.08887477219104767,
-0.01734093762934208,
-0.021701425313949585,
0.028882624581456184,
-0.02856973186135292,
-0.02854015864431858,
0.01888344995677471,
0.03266340494155884,
-0.020772162824869156,
0.005418787710368633,
-0.034468650817871094,
0.04507328197360039,
0.024963198229670525,
-0.02519296295940876,
0.007193476893007755,
0.002250047866255045,
0.027636604383587837,
0.04265119507908821,
-0.040796972811222076,
-0.031615715473890305,
-0.04489435255527496,
0.018031109124422073,
0.005554954521358013,
0.0022914200089871883,
-0.0029973580967634916,
-0.02187418006360531,
0.04440310224890709,
0.018207767978310585,
0.01647176407277584,
0.017582988366484642,
0.07951410114765167,
-0.025904865935444832,
0.024111581966280937,
-0.027120834216475487,
-0.03983554616570473,
-0.014908942393958569,
0.03156512603163719,
0.0036146119236946106,
0.04413342848420143,
0.014959408901631832,
-0.054415397346019745,
-0.017563821747899055,
-0.046149447560310364,
0.0001596099609741941,
0.0601254478096962,
-0.023643989115953445,
0.06148527190089226,
0.041218351572752,
0.003574961330741644,
-0.004353505093604326,
-0.0645863339304924,
0.013772336766123772,
-0.029340291395783424,
-0.022378621622920036,
0.03021707944571972,
-0.01823548413813114,
-0.004147498868405819,
0.03947470709681511,
0.037557829171419144,
0.040821950882673264,
0.04928111657500267,
0.0361001193523407,
0.034708451479673386,
0.01646878384053707,
0.017583636566996574,
-0.03683530539274216,
0.020506251603364944,
-0.0077039883472025394,
-0.003032619832083583,
-0.03270704671740532,
-0.0009203759836964309,
0.03312743827700615,
0.0169916283339262,
0.0042509096674621105,
-0.018709948286414146,
-0.016160527244210243,
-0.05787927657365799,
-0.00019593510660342872,
0.0070614200085401535,
-0.004526499193161726,
0.01380214560776949,
-0.017921270802617073,
0.029415739700198174,
0.026375913992524147,
0.03649416193366051,
-0.022623442113399506,
-0.05916804075241089,
-0.08841045200824738,
0.0013705008896067739,
-0.0326034352183342,
0.0278482586145401,
-0.030749130994081497,
-0.038789574056863785,
0.05166662484407425,
-0.026987668126821518,
0.004454770125448704,
0.0016374136321246624,
0.0341254398226738,
-0.013393907807767391,
0.073042131960392,
0.018001174554228783,
0.035332635045051575,
-0.018012207001447678,
-0.015139228664338589,
0.09858358651399612,
0.055147018283605576,
-0.004780371207743883,
-0.06904242187738419,
0.026761546730995178,
0.00015677075134590268,
0.026592906564474106,
-0.038520585745573044,
0.022598592564463615,
0.011599322780966759,
0.007867223583161831,
0.0703655555844307,
0.028283119201660156,
-0.005226156674325466,
-0.008300038985908031,
0.04384808987379074,
0.007290682755410671,
-0.05299631133675575,
-0.001599684590473771,
0.0213190745562315,
-0.030933521687984467,
-0.011422748677432537,
-0.0789957344532013,
0.04454968124628067,
0.002037626225501299,
-0.00045623473124578595,
-0.016265884041786194,
-0.03860366344451904,
0.0039726016111671925,
-0.0010091012809425592,
-0.012814311310648918,
0.013651974499225616,
0.04803884029388428,
0.01592973619699478,
-0.04187450185418129,
-0.01277916505932808,
0.025413841009140015,
-0.001044289325363934,
-0.017911959439516068,
0.012873614206910133,
-0.01773885264992714,
-0.0010127908317372203,
-0.014383766800165176,
0.02157074399292469,
-0.0334133580327034,
-0.060043815523386,
0.0014128473121672869,
0.050333116203546524,
-0.015718458220362663,
0.029818125069141388,
-0.048077188432216644,
-0.005666187033057213,
-0.007092804182320833,
-0.051968950778245926,
0.013616686686873436,
-0.003630410647019744,
0.005063362419605255,
0.000943488092161715,
-0.005849227774888277,
-0.0341583713889122,
-0.03313439339399338,
-0.02213870733976364,
0.02583467587828636,
0.010657785460352898,
0.02611325867474079,
0.017765657976269722,
-0.03978653997182846,
0.06649893522262573,
-0.01669008657336235,
0.005030965432524681,
0.018502945080399513,
0.026327334344387054,
-0.02497255429625511,
-0.007754453923553228,
0.026033328846096992,
-0.0016681808046996593,
0.01575065590441227,
0.021413002163171768,
-0.020822420716285706,
0.010179808363318443,
-0.031130069866776466,
0.008225561119616032,
-0.04823506996035576,
-0.022411542013287544,
-0.006691939663141966,
0.01728258840739727,
0.036997124552726746,
0.029659245163202286,
0.019145334139466286,
0.016534483060240746,
-0.0022853172849863768,
0.04040716961026192,
-0.024565890431404114,
-0.052423104643821716,
-0.013144416734576225,
0.02269151248037815,
-0.014915328472852707,
-0.03758769482374191,
0.00031473342096433043,
0.07039112597703934,
0.06795474141836166,
-0.00706180464476347,
0.0201430581510067,
0.0090935742482543,
-0.0008548656478524208,
-0.015527592040598392,
0.022140873596072197,
-0.056068576872348785,
0.007914483547210693,
-0.02114766277372837,
-0.02866700291633606,
-0.061593517661094666,
0.00539952190592885,
-0.007662761956453323,
-0.04498044028878212,
-0.007877167314291,
0.030403200536966324,
-0.009098352864384651,
0.00808108039200306,
0.013335105031728745,
-0.027865994721651077,
-0.01905948482453823,
-0.00985743012279272,
-0.030416099354624748,
0.01464618369936943,
0.02072795107960701,
-0.010906971991062164,
-0.002310836222022772,
0.002865477930754423,
-0.023908553645014763,
0.026421913877129555,
0.03903794288635254,
0.008315673097968102,
0.06195179000496864,
-0.0019581227097660303,
0.028381261974573135,
-0.003589013824239373,
0.03520754352211952,
-0.044960107654333115,
-0.013395825400948524,
0.06940512359142303,
-0.04945899173617363,
-0.056884147226810455,
0.01088105607777834,
0.008517507463693619,
0.03781707584857941,
0.007029978092759848,
-0.01306481659412384,
-0.05042218789458275,
0.022391734644770622,
-0.03829743340611458,
-0.04100492224097252,
-0.016251809895038605,
-0.005778803024441004,
0.008490100502967834,
-0.002924870466813445,
0.005922302138060331,
-0.0088646886870265,
0.008772344328463078,
0.03332923352718353,
0.05419646576046944,
0.006495968904346228,
-0.01691145822405815,
0.01779681071639061,
-0.014326539821922779,
0.03235464543104172,
0.009940986521542072,
0.010675628669559956,
0.04767245426774025,
0.03818168863654137,
-0.022858113050460815,
0.02749668061733246,
-0.024905266240239143,
0.0011128840269520879,
-0.07887697219848633,
-0.026460886001586914,
-0.02594783529639244,
0.025265546515583992,
0.029360178858041763,
-0.06631987541913986,
0.006897175684571266,
0.04981542378664017,
-0.030643651261925697,
0.03463578596711159,
-0.006778887007385492,
-0.009226915426552296,
-0.049362871795892715,
0.005101574119180441,
-0.00848822109401226,
0.0586404912173748,
0.03044772520661354,
0.009106039069592953,
0.0463918074965477,
0.02759244665503502,
-0.030715620145201683,
-0.023465394973754883,
0.0009611082496121526,
0.05106770619750023,
-0.01041983813047409,
-0.047829531133174896,
0.03921223431825638,
0.010440179146826267,
-0.0250660739839077,
0.016232287511229515,
-0.014364899136126041,
0.018020233139395714,
0.05585024878382683,
-0.004959007725119591,
0.0030221622437238693,
0.007416051812469959,
0.015316481702029705,
0.005430566146969795,
-0.051472947001457214,
-0.012004612013697624,
0.04399149864912033,
0.01989787630736828,
0.012924613431096077,
0.02146725356578827,
0.018837830051779747,
-0.024191197007894516,
-0.023957420140504837,
0.03478771820664406,
-0.021091317757964134,
0.0018536831485107541,
-0.004762913100421429,
-0.01330896932631731,
-0.015068914741277695,
-0.050513096153736115,
0.05270453542470932,
-0.01318000815808773,
-0.011331873945891857,
0.03028387390077114,
0.0011426862329244614,
-0.016028234735131264,
0.008432597853243351,
0.0010735287796705961,
-0.06030081585049629,
0.03365586698055267,
0.0055299741216003895,
-0.01353348046541214,
-0.05814935639500618,
0.00928151048719883,
-0.009822262451052666,
-0.010713871568441391,
0.01838899962604046,
-0.0197133906185627,
-0.032371070235967636,
0.03608952462673187,
0.013759585097432137,
-0.03789949044585228,
0.013050254434347153,
-0.03284243866801262,
-0.015257645398378372,
-0.09454098343849182,
0.07485704869031906,
-0.03627075254917145,
-0.07123009860515594,
-0.0496397390961647,
-0.0012060323497280478,
-0.01915145479142666,
0.04609208181500435,
-0.00717280013486743,
0.035754214972257614,
0.02280449867248535,
-0.0015132299158722162,
0.018607473000884056,
0.008410974405705929,
-0.04359225556254387,
0.035742033272981644,
-0.01182419341057539,
-0.009102340787649155,
-0.03408268839120865,
-0.015423335134983063,
0.01174609549343586,
0.03910161182284355,
0.018871238455176353,
0.009438084438443184,
0.05232924595475197,
0.009620958007872105,
-0.017421120777726173,
0.010232413187623024,
0.010757923126220703,
-0.0058746179565787315,
0.06990513205528259,
0.013427598401904106,
-0.020426051691174507,
0.021624889224767685,
-0.031131688505411148,
-0.032974593341350555,
0.02724192850291729,
-0.014258108101785183,
-0.010940107516944408,
-0.012019958347082138,
0.0029793858993798494,
0.0013913331786170602,
-0.05854468792676926,
0.012384031899273396,
0.003979733679443598,
-0.04822823405265808,
-0.001188378781080246,
0.034023918211460114,
0.045194920152425766,
0.03302440792322159,
-0.003959030378609896,
0.026433957740664482,
0.0017459184164181352,
-0.04124554991722107,
-0.0025650940369814634,
0.004256557673215866,
0.05395255610346794,
0.02288818545639515,
0.006798105780035257,
0.022246653214097023,
-0.006115993019193411,
0.013626312837004662,
-0.019449446350336075,
0.031921178102493286,
-0.042379338294267654,
-0.002986558247357607,
0.012487079948186874,
-0.02122488245368004,
0.05678754672408104,
-0.004125005565583706,
-0.012908309698104858,
0.05354620888829231,
-0.02769055962562561,
0.014070720411837101,
0.004745868965983391,
-0.022434284910559654,
0.007552247494459152,
-0.03994385153055191,
0.019373470917344093,
-0.0036390770692378283,
0.021412735804915428,
0.0020972404163330793,
-0.03670598194003105,
0.013286932371556759,
0.021376052871346474,
-0.0018453628290444613,
0.04690038040280342,
-0.016540387645363808,
0.023937365040183067,
-0.019118526950478554,
-0.03129175305366516,
-0.03081033192574978,
-0.001264905440621078,
0.0015248251147568226,
0.014154362492263317,
0.011265137232840061,
0.01622706465423107,
-0.04272957891225815,
0.027572136372327805,
0.04666890576481819,
-0.05332126468420029,
0.0008534694206900895,
-0.04119515419006348,
0.03915010392665863,
0.04036817327141762,
0.0023408501874655485
] |
<p>I am building a scoring model for rating an individual on trustworthiness. The parameters of the model are not fixed and I have no historical data to test. So to test the validity of the parameters and their weightings, I have built random samples using Monte Carlo simulation. I have now came across the term predictive modeling (logistic regression, etc). So here, does Monte Carlo or any other technique work?<br>
Could anyone clarify when to use simulation and when to use predictive modeling?</p> | 73,421 | [
-0.028725508600473404,
-0.0532563216984272,
-0.027447910979390144,
-0.03620079532265663,
0.03588219732046127,
-0.011193441227078438,
-0.0040666754357516766,
0.0021430838387459517,
0.05266059190034866,
-0.002259130124002695,
0.02821061760187149,
0.047751717269420624,
0.030328745022416115,
0.011246698908507824,
0.014725491404533386,
0.02320566587150097,
0.002272149547934532,
0.01069492008537054,
-0.015220137313008308,
0.021411767229437828,
-0.012468134053051472,
0.011411924846470356,
0.019365306943655014,
-0.037785790860652924,
-0.013043755665421486,
0.04158071428537369,
0.030735643580555916,
-0.05622675642371178,
-0.011885936371982098,
0.033131424337625504,
-0.03885801136493683,
0.005058908369392157,
0.04504043236374855,
0.06912501156330109,
0.028678687289357185,
-0.012222418561577797,
-0.05640297383069992,
-0.049249906092882156,
-0.019364595413208008,
0.02017074078321457,
-0.017652170732617378,
-0.02601541019976139,
0.02144816145300865,
0.01273325178772211,
0.0005591233493760228,
0.00348150753416121,
-0.02671273984014988,
-0.07072319090366364,
0.014889427460730076,
-0.02325981855392456,
0.03065376915037632,
-0.028576426208019257,
0.028571734204888344,
0.04296749085187912,
0.015172758139669895,
-0.03240412473678589,
0.05935479328036308,
0.07845691591501236,
-0.014045185409486294,
-0.04773364216089249,
-0.021529296413064003,
-0.010593612678349018,
-0.015667753294110298,
-0.019063198938965797,
-0.012636890634894371,
0.02216743864119053,
-0.0019808057695627213,
-0.04242461547255516,
0.05720408260822296,
-0.00984236691147089,
-0.004440199583768845,
0.0372425802052021,
0.03732616826891899,
0.012511404231190681,
0.04434721916913986,
0.008016523905098438,
-0.0110929599031806,
-0.0049555180594325066,
0.03147244080901146,
0.021008605137467384,
-0.004643857479095459,
0.02703847736120224,
0.009382857009768486,
0.0467449352145195,
-0.00817782524973154,
-0.037716928869485855,
0.026348434388637543,
-0.0227819811552763,
-0.00409344956278801,
0.008168584667146206,
-0.05359816178679466,
0.03523942828178406,
0.010549436323344707,
-0.01785074546933174,
-0.02756369672715664,
0.013013560324907303,
-0.032931145280599594,
0.06349370628595352,
0.02175917662680149,
0.0007689319318160415,
-0.012119424529373646,
-0.02475089579820633,
0.0016344623873010278,
0.03544586896896362,
-0.045846156775951385,
-0.01604866050183773,
0.011827437207102776,
-0.025696950033307076,
0.007341541349887848,
-0.03935358300805092,
-0.04207998514175415,
0.014903209172189236,
0.022922636941075325,
0.012654113583266735,
0.06449730694293976,
0.000159859933773987,
-0.014858360402286053,
-0.03422937169671059,
0.04857610538601875,
0.011130694299936295,
0.013219686225056648,
-0.036737725138664246,
0.03186593949794769,
-0.034598030149936676,
-0.06949972361326218,
-0.01913115382194519,
0.0076142847537994385,
0.008770454674959183,
-0.050664663314819336,
0.0437859408557415,
-0.006898249499499798,
-0.04856184497475624,
0.01742800511419773,
0.01824478805065155,
0.007299558725208044,
0.022526049986481667,
-0.09251676499843597,
-0.03700732812285423,
0.023141609504818916,
-0.025180760771036148,
0.06260418146848679,
-0.053429704159498215,
-0.004660501144826412,
0.011834622360765934,
0.03261667490005493,
0.027689827606081963,
0.03816724196076393,
0.0035959333181381226,
0.02716277353465557,
-0.007013658527284861,
-0.028807485476136208,
-0.013230630196630955,
-0.020307909697294235,
-0.00598165625706315,
-0.030276073142886162,
-0.1031184047460556,
-0.010428888723254204,
0.04903913289308548,
-0.019357701763510704,
-0.062027331441640854,
-0.005503907334059477,
-0.018730660900473595,
-0.010416761040687561,
-0.018220916390419006,
-0.0074628000147640705,
-0.032670050859451294,
0.0369686484336853,
0.010444069281220436,
0.033908091485500336,
0.01682615838944912,
-0.0010716456454247236,
0.01880669966340065,
0.02505153976380825,
0.04879585653543472,
0.05114596709609032,
0.014827952720224857,
0.020944122225046158,
-0.016480684280395508,
0.03313649818301201,
-0.027232559397816658,
-0.04336658492684364,
0.003720770822837949,
0.0026318032760173082,
-0.011594776064157486,
-0.013933602720499039,
0.019089382141828537,
0.02735234424471855,
-0.01227997150272131,
0.036416225135326385,
-0.044437628239393234,
-0.0457661971449852,
-0.0636315792798996,
0.02089380845427513,
-0.015158524736762047,
-0.010736312717199326,
0.023067567497491837,
-0.0077934530563652515,
0.01841452531516552,
-0.025794832035899162,
-0.01134243980050087,
-0.0434725396335125,
-0.0016234932700172067,
0.03848504647612572,
-0.059633709490299225,
0.03861422464251518,
0.06070433557033539,
0.013370297849178314,
-0.012868156656622887,
0.06450577825307846,
-0.06291660666465759,
-0.08572665601968765,
-0.010630331933498383,
-0.05114496126770973,
0.025919076055288315,
-0.02209741435945034,
-0.04574313759803772,
0.0245413426309824,
-0.021212009713053703,
-0.027664264664053917,
0.01998775452375412,
-0.03402521833777428,
0.07596307247877121,
0.0428193062543869,
-0.0009927965002134442,
-0.010903329588472843,
0.006974590942263603,
-0.009142695926129818,
0.02698730304837227,
-0.01600845344364643,
-0.042525991797447205,
-0.053636334836483,
-0.02818252518773079,
0.03697212040424347,
-0.011432903818786144,
-0.044402386993169785,
0.02505078911781311,
0.041844986379146576,
0.021065732464194298,
0.04656713828444481,
0.018421778455376625,
0.0030552216339856386,
-0.014765365980565548,
0.028238195925951004,
0.03260267525911331,
0.005801534280180931,
0.03218260779976845,
0.011262902989983559,
0.029730375856161118,
0.04569925367832184,
-0.005896964576095343,
0.011162732727825642,
0.05070848390460014,
0.013718342408537865,
-0.00765271345153451,
-0.017874911427497864,
-0.04401688650250435,
0.03507060930132866,
-0.02093595266342163,
0.012491879053413868,
0.0022038195747882128,
0.027631372213363647,
-0.015982717275619507,
-0.005750307347625494,
-0.02205619402229786,
0.024577546864748,
0.08994864672422409,
0.00601084902882576,
0.01803312450647354,
0.025688324123620987,
-0.02348100021481514,
0.02125888504087925,
0.0052925655618309975,
-0.02949870005249977,
-0.024720489978790283,
0.009607083164155483,
0.023980284109711647,
-0.007160469889640808,
0.05150375887751579,
-0.009662418626248837,
-0.06211862340569496,
-0.0017238111468032002,
-0.016320230439305305,
-0.004414028488099575,
0.022230887785553932,
-0.07578248530626297,
-0.03136950731277466,
-0.009196355007588863,
-0.033452752977609634,
0.04674515128135681,
0.0008461764664389193,
-0.018106812611222267,
0.023938361555337906,
-0.029057107865810394,
-0.0525943748652935,
-0.03216994181275368,
0.010825558565557003,
-0.006032339762896299,
-0.008725574240088463,
-0.030685437843203545,
0.0413052923977375,
0.020845483988523483,
-0.008474152535200119,
0.02070160210132599,
-0.043879300355911255,
-0.01985146291553974,
-0.021781597286462784,
-0.0013443842763081193,
0.024090193212032318,
-0.010147174820303917,
0.0373239740729332,
0.03228064253926277,
-0.024325238540768623,
0.013517847284674644,
-0.04294830560684204,
-0.03721454367041588,
0.04261386767029762,
-0.048445578664541245,
0.026917777955532074,
-0.002842406276613474,
-0.0016439198516309261,
0.0967564582824707,
0.010495389811694622,
-0.01699075847864151,
-0.006240677088499069,
-0.006628846749663353,
-0.0431685633957386,
-0.004704899154603481,
0.005789066199213266,
0.026092227548360825,
-0.008069822564721107,
0.03466822952032089,
-0.021737784147262573,
-0.008077547885477543,
0.034425392746925354,
0.003970175515860319,
0.0234918724745512,
-0.009433209896087646,
-0.00010105683031724766,
-0.026750897988677025,
0.02175999991595745,
-0.012425800785422325,
-0.05858162045478821,
0.0019964587409049273,
-0.012615839019417763,
0.03929385170340538,
0.02314063347876072,
-0.0347602516412735,
0.012630105949938297,
-0.014698495157063007,
0.014854933135211468,
-0.02055427059531212,
0.011130535043776035,
-0.00022604758851230145,
-0.06195560470223427,
-0.0007889564149081707,
0.015534856356680393,
0.003722147084772587,
-0.006615304853767157,
0.011253880336880684,
0.03111150674521923,
0.05462305620312691,
-0.006469296291470528,
0.003019554540514946,
-0.0042250207625329494,
-0.02457466721534729,
0.018558386713266373,
-0.016348624601960182,
-0.004600719548761845,
0.06592819839715958,
0.01924828812479973,
0.0332995168864727,
-0.0067060282453894615,
-0.023471856489777565,
-0.014072554185986519,
-0.043660447001457214,
0.04375435784459114,
-0.04231870546936989,
0.08775448799133301,
0.008842012844979763,
0.02823209948837757,
0.023302463814616203,
-0.012343577109277248,
0.029931915923953056,
0.017018398270010948,
-0.04039958864450455,
0.04626308009028435,
-0.014858802780508995,
-0.0016783926403149962,
0.004056841600686312,
-0.022063497453927994,
0.04031163826584816,
-0.025991132482886314,
-0.007489912677556276,
0.011594696901738644,
0.020146306604146957,
-0.006219017785042524,
0.00411558710038662,
-0.07132261246442795,
-0.04854738339781761,
-0.013506549410521984,
-0.0009521289030089974,
-0.0206976979970932,
-0.02384205535054207,
0.04087464511394501,
0.05761316046118736,
0.004735319409519434,
-0.019551942124962807,
-0.026956312358379364,
0.00369626865722239,
0.03056250512599945,
0.04033249616622925,
0.048394825309515,
0.04512839391827583,
-0.058844830840826035,
0.054926272481679916,
0.0075830561108887196,
0.06525888293981552,
0.03354089334607124,
-0.03359254077076912,
-0.014694060198962688,
-0.04677797108888626,
-0.02653505653142929,
0.0033677469473332167,
-0.01952139474451542,
-0.005973875988274813,
-0.008825999684631824,
0.029033439233899117,
-0.007467956747859716,
-0.038916535675525665,
-0.0026922733522951603,
0.07455722242593765,
0.022413665428757668,
-0.005811676383018494,
-0.009963112883269787,
-0.0005359507631510496,
0.01903311163187027,
-0.024122709408402443,
0.028955480083823204,
0.029825882986187935,
-0.035578250885009766,
0.025479713454842567,
0.017411425709724426,
-0.04040869325399399,
-0.015239463187754154,
-0.01097605749964714,
0.049589674919843674,
0.04547645151615143,
0.031912874430418015,
-0.061623383313417435,
0.033425986766815186,
0.020018573850393295,
0.02395486645400524,
0.03395754471421242,
0.02313467487692833,
-0.09104233980178833,
0.01613614335656166,
0.05481601133942604,
0.011926461942493916,
-0.060067422688007355,
-0.0184057354927063,
-0.02446325682103634,
0.014575008302927017,
0.032079972326755524,
-0.01900847814977169,
-0.0009018971468321979,
-0.005202482454478741,
0.02914634719491005,
-0.037001971155405045,
0.017303461208939552,
-0.0587431900203228,
0.004471259657293558,
-0.031755369156599045,
0.030997784808278084,
-0.02982664853334427,
-0.040595706552267075,
-0.0479465015232563,
0.024955447763204575,
0.024150965735316277,
0.08206317573785782,
-0.021749598905444145,
0.004302334040403366,
0.01081525906920433,
0.0043976930901408195,
0.017013555392622948,
-0.05080970376729965,
-0.011256208643317223,
0.00837709940969944,
-0.04598463326692581,
0.03679736331105232,
0.00010806861246237531,
-0.06340941786766052,
0.019325261935591698,
-0.007064351812005043,
0.00019666303705889732,
-0.015531159937381744,
-0.012201374396681786,
0.007053063716739416,
-0.011245762929320335,
-0.020657401531934738,
0.036696530878543854,
0.042451534420251846,
0.0002388780121691525,
0.002847386756911874,
-0.015001348219811916,
0.03748226538300514,
-0.007869605906307697,
0.016831129789352417,
-0.012000797316432,
-0.009186719544231892,
-0.015665819868445396,
0.009803935885429382,
0.031054262071847916,
0.03489059954881668,
-0.03317893296480179,
-0.0315803587436676,
0.0010837269946932793,
0.02250974252820015,
0.0043111639097332954,
-0.0043030669912695885,
-0.010974187403917313,
0.00021407465101219714,
0.0029388575349003077,
-0.02447042614221573,
-0.027548372745513916,
0.0008310135453939438,
0.026462111622095108,
0.01051849965006113,
-0.050388939678668976,
-0.014029406942427158,
-0.04492681846022606,
-0.023947041481733322,
0.06203221529722214,
-0.00906496774405241,
0.043265074491500854,
0.021731821820139885,
0.041157349944114685,
-0.0034341742284595966,
-0.07505067437887192,
-0.02086765319108963,
-0.013836579397320747,
0.012478278018534184,
0.06280513107776642,
-0.01381966844201088,
0.00011483243724796921,
-0.028849657624959946,
-0.014034428633749485,
-0.0461224764585495,
-0.03637209162116051,
0.019752878695726395,
-0.0065774861723184586,
-0.017686141654849052,
-0.027458885684609413,
0.03547149896621704,
-0.02323799394071102,
-0.04057272523641586,
-0.01777667924761772,
0.055855244398117065,
0.006859834771603346,
-0.038719866424798965,
0.00454971008002758,
-0.010792880319058895,
0.07541469484567642,
0.02595917135477066,
-0.016555016860365868,
0.004356218967586756,
-0.039011772722005844,
-0.018932083621621132,
-0.000821666035335511,
0.030739033594727516,
-0.04579870030283928,
-0.004649403505027294,
-0.021991072222590446,
-0.007841859944164753,
0.07259155809879303,
0.00016859875177033246,
0.006919648498296738,
0.023960258811712265,
0.033395152539014816,
0.012229685671627522,
-0.02904166281223297,
0.010886861942708492,
-0.01030945498496294,
0.00870951171964407,
-0.014084720984101295,
0.034171752631664276,
0.01317910198122263,
0.01313761156052351,
0.043924275785684586,
-0.001475826371461153,
0.023318087682127953,
0.04003444314002991,
0.033596985042095184,
-0.01606353186070919,
0.005659186746925116,
-0.03500298038125038,
-0.03757999837398529,
0.03494163602590561,
0.008601047098636627,
0.005784166511148214,
0.02890392206609249,
0.02939884178340435,
-0.017026962712407112,
-0.0446239709854126,
-0.04104311391711235,
-0.024763789027929306,
0.0673174187541008,
-0.017288262024521828,
0.0452260822057724,
0.051692698150873184,
-0.0006944831693544984,
-0.0026095733046531677,
-0.03530170023441315,
-0.015010944567620754,
0.006479746196419001,
-0.00881813932210207,
0.0377328097820282,
-0.03887251392006874,
0.01460484229028225,
0.013777446001768112,
-0.0330045111477375,
0.034213483333587646,
0.03903038054704666,
0.027700655162334442,
0.04046875983476639,
0.007409416604787111,
-0.039658453315496445,
-0.00200373656116426,
0.04038554057478905,
-0.05637313053011894,
0.0017045321874320507,
-0.034761942923069,
0.03778316080570221,
0.03562546521425247,
0.0395025871694088,
-0.022461002692580223,
-0.05708820000290871,
0.0016141746891662478,
-0.050333172082901,
-0.0239720456302166,
0.011635085567831993,
0.00917152501642704,
0.021757738664746284,
0.018288908526301384,
0.009143101051449776,
0.0017171265790238976,
0.03408683463931084,
-0.013747913762927055,
-0.09827009588479996,
-0.03126075491309166,
0.017097728326916695,
-0.025740057229995728,
0.014937076717615128,
0.04918850213289261,
-0.016157707199454308,
-0.012919646687805653,
-0.03666616976261139,
0.02900625579059124,
0.012471004389226437,
0.02901470847427845,
-0.056316815316677094,
0.09202516078948975,
-0.014903592877089977,
0.018030427396297455,
0.012195650488138199,
0.018800515681505203,
0.11254287511110306,
0.058894265443086624,
0.034454356878995895,
-0.03311486914753914,
0.03821375593543053,
-0.004157433286309242,
0.003162102308124304,
0.0011330109555274248,
-0.00751134566962719,
0.019119910895824432,
0.010659988969564438,
0.018386002629995346,
0.005706990137696266,
-0.008751291781663895,
0.006930386647582054,
0.058801714330911636,
-0.04273202270269394,
-0.03689379245042801,
-0.010859662666916847,
-0.021522728726267815,
0.0012688887072727084,
-0.005779390688985586,
-0.00882020778954029,
0.02941814251244068,
-0.0009780512191355228,
-0.02379416860640049,
-0.0027021458372473717,
0.0022615829948335886,
0.003549380926415324,
0.025918293744325638,
-0.008342333137989044,
-0.0039634788408875465,
0.026436295360326767,
0.023633314296603203,
0.00003739197563845664,
-0.023312930017709732,
0.023579994216561317,
-0.018029380589723587,
0.022107280790805817,
0.03363434597849846,
-0.02155064046382904,
-0.008228140883147717,
-0.02504655532538891,
0.0054685682989656925,
-0.06276660412549973,
-0.04519328102469444,
-0.0514434315264225,
0.015289530158042908,
-0.01791374199092388,
-0.03065781109035015,
-0.0025049273390322924,
-0.019696203991770744,
-0.007450745906680822,
-0.02347377873957157,
-0.016381269320845604,
0.033317744731903076,
0.025793729349970818,
-0.05057032033801079,
-0.04519123584032059,
-0.043226368725299835,
0.0561220683157444,
-0.01743054948747158,
0.04878527671098709,
0.03424614667892456,
-0.02385064773261547,
0.01260725874453783,
-0.045409195125103,
0.031715698540210724,
-0.011954213492572308,
0.00478343153372407,
0.02492627687752247,
-0.011021427810192108,
-0.047563549131155014,
-0.00304992264136672,
-0.011260231956839561,
0.009270157665014267,
0.02019909955561161,
-0.03858933225274086,
0.01547497883439064,
-0.030341241508722305,
-0.04395598545670509,
0.00850041676312685,
-0.046395543962717056,
-0.017042914405465126,
-0.05069570615887642,
0.00810542143881321,
0.030312884598970413,
0.03789006173610687,
0.02075868472456932,
-0.0026636167895048857,
-0.01049692090600729,
-0.02297690324485302,
0.012011843733489513,
-0.08010274916887283,
-0.007345756981521845,
0.016221407800912857,
-0.07745636254549026,
0.0046173990704119205,
-0.014029582031071186,
0.06100859120488167,
0.014237753115594387,
0.023447925224900246,
-0.018230745568871498,
0.016369309276342392,
0.010109635069966316,
0.030015496537089348,
0.028435688465833664,
-0.02820773422718048,
-0.022653665393590927,
-0.009597355499863625,
0.0197294931858778,
-0.011789086274802685,
-0.0030880498234182596,
-0.022732634097337723,
-0.01968502439558506,
0.026786455884575844,
-0.028169013559818268,
-0.007213623728603125,
0.024710578843951225,
0.000296687037916854,
0.037615712732076645,
-0.03420714661478996,
0.014839889481663704,
-0.014918644912540913,
0.0007058542687445879,
0.005316421389579773,
-0.008218030445277691,
-0.03233020752668381,
0.022781580686569214,
-0.025684267282485962,
-0.012191936373710632,
0.04163435846567154,
0.010445770807564259,
0.009382686577737331,
-0.016240568831562996,
0.03675401210784912,
0.003130835248157382,
0.028984440490603447,
-0.042234987020492554,
0.011001464910805225,
0.022797081619501114,
-0.031537700444459915,
-0.023980051279067993,
0.021539729088544846,
-0.008440302684903145,
0.02975371666252613,
-0.005486194510012865,
0.02025407925248146,
0.008930660784244537,
0.01754993572831154,
-0.047032248228788376,
-0.025267716497182846,
-0.00902294460684061,
-0.0007989064906723797,
-0.00034855701960623264,
0.010194816626608372,
0.007953413762152195,
0.016932234168052673,
-0.001000111922621727,
0.01365727186203003,
0.04145124554634094,
0.027007384225726128,
0.004220633301883936,
0.014203445985913277,
0.0217281486839056,
0.01168453972786665,
0.027630265802145004,
-0.0032525898423045874,
-0.01373213343322277,
0.06876831501722336,
0.017447179183363914,
0.061178311705589294,
-0.0066902050748467445,
-0.022303104400634766,
-0.07483925670385361,
-0.04067908972501755,
0.030200786888599396,
-0.012399761937558651,
0.04138566926121712,
-0.04098738729953766,
-0.03681434690952301,
0.02666056714951992,
-0.025017956271767616,
0.012706765905022621,
0.022322943434119225,
-0.02159036509692669,
-0.028916647657752037,
-0.015542061068117619,
-0.015442791394889355,
0.03536411002278328,
0.03237393498420715,
0.0188019797205925,
-0.008632775396108627,
0.013401572592556477,
0.012654881924390793,
-0.0009554619318805635,
0.0018001041607931256,
0.029558129608631134,
-0.004546180367469788,
-0.039346855133771896,
0.022085048258304596,
-0.047034963965415955,
-0.027973104268312454,
0.03578442707657814,
0.04045672342181206,
0.0403633788228035,
0.02404101751744747,
0.010582257062196732,
-0.004000447690486908,
0.04463285207748413,
0.055006321519613266,
-0.01384181622415781,
0.006580085027962923,
0.028589501976966858,
0.03869660571217537,
0.036277540028095245,
-0.014520718716084957,
-0.0018505899934098125,
-0.02475178800523281,
-0.034606389701366425,
-0.02503574639558792,
0.03705152869224548,
0.01585938036441803,
-0.04081648960709572,
-0.01366698369383812,
-0.006493974477052689,
-0.01585402712225914,
-0.02436010167002678,
-0.0023062224499881268,
-0.023660937324166298,
0.007120578549802303,
0.06518599390983582,
0.03295106440782547,
0.009651807136833668,
0.02010972425341606,
-0.02295289747416973,
-0.023395255208015442,
0.03214272856712341,
-0.0072051119059324265,
-0.016012147068977356,
-0.03170180320739746,
-0.014963407069444656,
0.023562340065836906,
-0.014202142134308815,
-0.049448881298303604,
0.019281510263681412,
-0.03725166618824005,
0.033667951822280884,
-0.027544768527150154,
0.02065061591565609,
0.08097270876169205,
-0.035309791564941406,
0.0044145118445158005,
-0.06995479762554169,
0.12894122302532196,
-0.015172857791185379,
-0.03297233581542969,
-0.03375821188092232,
0.00429869070649147,
-0.01606053113937378,
-0.011206496506929398,
0.05002298206090927,
0.009651687927544117,
0.021637851372361183,
-0.009355347603559494,
0.0025869267992675304,
-0.017363345250487328,
-0.04682598635554314,
0.013201175257563591,
-0.006641370709985495,
-0.00017573269724380225,
-0.029221637174487114,
0.013733671978116035,
-0.004367480985820293,
0.032077815383672714,
0.02241929993033409,
-0.03472830727696419,
0.02114276960492134,
0.02319682575762272,
-0.003934741020202637,
0.031086398288607597,
0.012658372521400452,
0.02213115058839321,
0.054690778255462646,
-0.007934074848890305,
0.002805240685120225,
-0.0024940413422882557,
-0.016292870044708252,
-0.053557444363832474,
0.031136715784668922,
-0.04781540855765343,
-0.00869644433259964,
0.0016209526220336556,
-0.014672288671135902,
-0.030097147449851036,
-0.03133310750126839,
0.0017236255807802081,
0.05829595401883125,
-0.0026622472796589136,
0.0454682931303978,
0.023278217762708664,
0.02169673517346382,
0.01730821095407009,
-0.005342955235391855,
-0.004581485874950886,
0.020724641159176826,
-0.029030708596110344,
-0.03702313080430031,
0.011031273752450943,
0.061652034521102905,
-0.017757011577486992,
0.02156267687678337,
0.04553399235010147,
-0.004796316381543875,
0.023823769763112068,
-0.009946534410119057,
0.060748253017663956,
-0.02553490735590458,
-0.0019836043938994408,
0.011781970970332623,
0.022362438961863518,
0.03600640594959259,
-0.009031976573169231,
-0.013677301816642284,
0.07530512660741806,
-0.057648587971925735,
-0.01640147715806961,
-0.06257621943950653,
-0.011989722959697247,
-0.028900163248181343,
-0.02170914225280285,
0.0016896103043109179,
0.027040770277380943,
0.035581354051828384,
-0.006683762185275555,
-0.009628957137465477,
0.018612006679177284,
0.017924195155501366,
-0.01426587626338005,
0.026026709005236626,
-0.014652276411652565,
0.01944616623222828,
-0.04959946498274803,
-0.036461152136325836,
0.00002008461524383165,
-0.024540554732084274,
0.022571442648768425,
0.017034735530614853,
0.02205502800643444,
0.0042433892376720905,
-0.02725619077682495,
-0.009093979373574257,
0.0679171159863472,
-0.05556919425725937,
0.01700824685394764,
-0.05687437579035759,
0.0019026125082746148,
-0.002875466365367174,
-0.017431480810046196
] |
<p>I was studying Deep Belief Network (DBN) and have questions. </p>
<p>1) According to the definition of DBN, DBN is formed by stacking RBM on top of each other such that the hidden layer in a lower layer becomes the input layer in the above layer. However, when I read the papers by Geoff Hinton (for example, "a fast learning algorithm for deep belief nets"), his DBN doesn't seem to have multiple RBMs. His DBN has only one RBM (i.e., undirected Markov Random Field with two layers) which sits on top while the other layers have only directional edges. I am confused by this difference. </p>
<p>Are these two architectures essentially same? When the term, "DBN" is used in literatures, does it refer to Geoff Hinton's DBN? Or does it refer to a general class of multi-layer architectures with one or multiple RBMs.</p>
<p>2) Following up the above question, does anybody know why Geoff Hinton's DBN has undirected RBM (called associative memory) on top? What role does it play? What would happen if, instead of undirected edges, directed edges are used on top?</p>
<p>Thanks,</p> | 451 | [
-0.04164332151412964,
0.0015141346957534552,
0.004009754862636328,
-0.011967157013714314,
0.024993324652314186,
-0.002686877502128482,
0.011782263405621052,
-0.016461187973618507,
0.04544255882501602,
-0.043716639280319214,
0.01443474180996418,
0.033881090581417084,
0.027345040813088417,
0.017339568585157394,
0.01601037196815014,
0.015306402929127216,
0.02118939347565174,
-0.014023764058947563,
0.020747408270835876,
-0.023295292630791664,
0.005785967223346233,
0.031426988542079926,
0.010174284689128399,
0.007198254577815533,
0.009285947307944298,
0.037216704338788986,
0.013976570218801498,
-0.0024075163528323174,
0.015461409464478493,
0.0563647598028183,
-0.015875516459345818,
-0.005350049119442701,
-0.023498352617025375,
0.014245916157960892,
0.03552718088030815,
-0.026807360351085663,
-0.006269456353038549,
-0.05712875723838806,
-0.02960294671356678,
0.0212563406676054,
-0.0024568280205130577,
-0.030004961416125298,
-0.018839368596673012,
0.0633712112903595,
-0.05196748673915863,
0.027189137414097786,
-0.021653009578585625,
-0.02443191036581993,
-0.0055079334415495396,
-0.03964649513363838,
0.036395344883203506,
-0.0435805507004261,
0.0218521561473608,
0.059326544404029846,
-0.009967805817723274,
0.031213097274303436,
0.04442457854747772,
0.10347919911146164,
-0.009400555863976479,
-0.02903066761791706,
-0.016274450346827507,
-0.03475731983780861,
0.011206691153347492,
-0.01200045645236969,
-0.025610433891415596,
0.04887395724654198,
0.016632623970508575,
-0.041441623121500015,
0.003762240754440427,
0.0018804206047207117,
-0.004156618379056454,
-0.03449443727731705,
0.032336317002773285,
-0.014897627755999565,
0.009554405696690083,
0.015202963724732399,
0.0007415261934511364,
-0.004698986653238535,
0.0265783853828907,
0.02033986896276474,
0.01290807779878378,
0.023965777829289436,
0.026168402284383774,
0.005761753302067518,
-0.0028844724874943495,
-0.0015520078595727682,
0.09381213784217834,
-0.009969230741262436,
0.008727243170142174,
0.024441508576273918,
-0.02824285998940468,
0.04529043659567833,
0.012398411519825459,
-0.013007999397814274,
-0.013106306083500385,
0.011169498786330223,
-0.004721655044704676,
0.019461870193481445,
0.0011393597815185785,
-0.03362585976719856,
0.016861580312252045,
-0.009601193480193615,
0.011703846976161003,
0.05481035262346268,
0.012914440594613552,
-0.01462892908602953,
-0.017703479155898094,
0.036647483706474304,
-0.05157720670104027,
0.028409365564584732,
-0.05363457649946213,
0.05448349937796593,
-0.019701028242707253,
0.009294507093727589,
0.021498220041394234,
-0.015793737024068832,
0.004970826208591461,
0.0019554556347429752,
0.021025223657488823,
0.07214781641960144,
0.024056721478700638,
-0.02931426465511322,
0.03933677449822426,
-0.05379253625869751,
-0.08748599141836166,
0.014167793095111847,
0.02652805857360363,
0.0036153087858110666,
-0.020439306274056435,
0.04236872121691704,
0.023984575644135475,
-0.03880384936928749,
0.02364294044673443,
0.019345959648489952,
0.03499668464064598,
0.003036458743736148,
-0.08605284988880157,
-0.04401785507798195,
0.03190809115767479,
-0.025397375226020813,
0.026961205527186394,
-0.04723495990037918,
0.04210419952869415,
0.03087977133691311,
0.06206898018717766,
-0.018964121118187904,
0.03739766404032707,
0.024126244708895683,
0.005149815697222948,
0.0008331905701197684,
-0.020131397992372513,
-0.0035958110820502043,
-0.02532804384827614,
0.027682561427354813,
-0.061035171151161194,
-0.08962784707546234,
0.025581784546375275,
-0.006391000002622604,
-0.0388529933989048,
-0.02993922494351864,
0.03517531976103783,
-0.007960858754813671,
-0.019236387684941292,
0.004708131775259972,
-0.016255853697657585,
-0.00726361246779561,
0.055125899612903595,
0.02363782748579979,
0.058125611394643784,
0.041999395936727524,
-0.010021152906119823,
-0.0059381029568612576,
0.022343425080180168,
0.05480002239346504,
0.04830512776970863,
-0.02628183737397194,
-0.021723344922065735,
-0.01830291375517845,
0.024174174293875694,
0.007997626438736916,
-0.024076547473669052,
-0.02681398205459118,
-0.016683142632246017,
0.022023772820830345,
-0.023071996867656708,
0.011007464490830898,
0.012981555424630642,
-0.03035225160419941,
0.004024398047477007,
-0.03549983724951744,
-0.02016559988260269,
-0.04986272007226944,
0.04058113321661949,
-0.03861838951706886,
0.04810471460223198,
0.0287115927785635,
0.006100052036345005,
-0.0036453234497457743,
-0.019073806703090668,
-0.00003552816269802861,
-0.01740392856299877,
-0.017822327092289925,
0.005479145795106888,
-0.006958435755223036,
0.0074546970427036285,
0.03135175257921219,
0.0019226744771003723,
-0.00964114349335432,
0.03415161743760109,
-0.04999803751707077,
-0.022472301498055458,
0.039146069437265396,
-0.012719791382551193,
0.0046373759396374226,
-0.03417235240340233,
-0.011051398701965809,
0.017115186899900436,
-0.009520025923848152,
-0.010607068426907063,
0.010091938078403473,
-0.07590426504611969,
0.061601750552654266,
0.04943762347102165,
-0.002325208857655525,
0.03976713865995407,
0.034770939499139786,
0.03628649190068245,
-0.01918494701385498,
-0.006187260616570711,
0.011218034662306309,
-0.08063838630914688,
-0.008752726949751377,
0.03567004203796387,
0.004120555240660906,
-0.005811448208987713,
0.03832300752401352,
0.01278909295797348,
0.05947420373558998,
0.007351107429713011,
0.01680002361536026,
-0.02910052426159382,
-0.0020924669224768877,
-0.004164425656199455,
0.009064998477697372,
0.004839777015149593,
-0.0035813802387565374,
-0.025704503059387207,
-0.026108525693416595,
0.036002494394779205,
-0.008636868558824062,
-0.06007719784975052,
0.048677559942007065,
0.023988036438822746,
0.02507878839969635,
-0.014494528993964195,
-0.024199986830353737,
0.021229689940810204,
-0.0256245955824852,
-0.010104545392096043,
0.039412956684827805,
0.009534630924463272,
0.011344699189066887,
-0.015959743410348892,
-0.06303580850362778,
0.022886518388986588,
0.051078569144010544,
-0.03236449509859085,
-0.017465297132730484,
0.028496453538537025,
-0.053609929978847504,
0.0021521917078644037,
-0.036969587206840515,
0.017765892669558525,
-0.026702992618083954,
0.027760779485106468,
0.02241462655365467,
-0.04051549732685089,
0.05289493128657341,
-0.05596740171313286,
0.016263796016573906,
0.002159307710826397,
-0.0274793803691864,
0.029691196978092194,
-0.014842592179775238,
-0.08676522970199585,
0.017170866951346397,
-0.0019676319789141417,
-0.029853174462914467,
0.059286609292030334,
-0.007946406491100788,
-0.0354144312441349,
-0.0005084533477202058,
-0.040335215628147125,
-0.054388366639614105,
-0.07189860939979553,
-0.02552613615989685,
0.04445498436689377,
0.0006260788068175316,
-0.05291377380490303,
0.06145322322845459,
0.017419636249542236,
0.010677391663193703,
0.001414487138390541,
-0.03012794628739357,
0.00870300829410553,
-0.00477389944717288,
-0.00581877026706934,
0.004254951141774654,
-0.00047469412675127387,
-0.008636479265987873,
0.03984997794032097,
-0.030172012746334076,
0.00685702171176672,
-0.04845714196562767,
-0.0799834355711937,
0.055781904608011246,
-0.006982586346566677,
-0.013501397334039211,
0.0035161259584128857,
0.03360121324658394,
0.05653439462184906,
0.020275793969631195,
-0.040496110916137695,
-0.003761367406696081,
-0.021698860451579094,
-0.006680450867861509,
-0.023874718695878983,
0.026111550629138947,
0.01964341290295124,
0.01464779581874609,
0.028950924053788185,
-0.0011510851327329874,
0.012299877591431141,
0.03129863739013672,
-0.009297260083258152,
-0.011713598854839802,
0.03504092991352081,
0.012745989486575127,
-0.02673039212822914,
0.04424889013171196,
0.04748527333140373,
-0.04082949459552765,
0.010962531901896,
-0.015003644861280918,
-0.010738127864897251,
-0.010382073000073433,
-0.0021713885944336653,
0.035482797771692276,
-0.039842404425144196,
-0.0053627099841833115,
-0.009310591034591198,
0.02880035527050495,
-0.014342655427753925,
-0.031041190028190613,
0.010124774649739265,
0.02543487399816513,
0.05547691136598587,
-0.026134630665183067,
-0.0014177788980305195,
0.012356441468000412,
0.023606186732649803,
-0.03457688167691231,
0.013163546100258827,
-0.019489413127303123,
-0.017048120498657227,
-0.013727177865803242,
0.006488317623734474,
0.025159351527690887,
0.034142233431339264,
0.03493993729352951,
-0.005872848443686962,
0.05200204253196716,
-0.022614557296037674,
-0.007874722592532635,
-0.04904928058385849,
0.034051563590765,
-0.013937108218669891,
0.04893212020397186,
-0.011969419196248055,
0.04194575175642967,
-0.009331639856100082,
0.003574652597308159,
0.013619441539049149,
0.0034344117157161236,
-0.055179040879011154,
-0.0178137868642807,
-0.02731604129076004,
0.028892818838357925,
0.010554082691669464,
-0.004443816374987364,
0.034889038652181625,
-0.04259459301829338,
-0.05459052324295044,
-0.016231536865234375,
0.06098213046789169,
-0.07132264226675034,
0.041706424206495285,
-0.02469148486852646,
-0.0291388351470232,
0.0015734455082565546,
-0.003885116660967469,
0.032204098999500275,
-0.0012678987113758922,
0.04795784503221512,
0.040690403431653976,
0.015161422081291676,
-0.0013018002500757575,
-0.02004287950694561,
0.02003861963748932,
0.022541623562574387,
0.03187006339430809,
0.039655957370996475,
0.019076069816946983,
-0.021982043981552124,
0.006584562361240387,
0.0366482138633728,
0.05209200829267502,
-0.010078508406877518,
-0.009006664156913757,
-0.008719746954739094,
-0.07713137567043304,
-0.010267231613397598,
-0.03706156462430954,
0.03151597082614899,
-0.01306657399982214,
0.02371056005358696,
0.030427169054746628,
0.03730381652712822,
-0.05357100069522858,
0.012671015225350857,
0.05039340630173683,
-0.018758995458483696,
-0.045135747641325,
-0.05386224761605263,
-0.019790945574641228,
-0.03654755279421806,
-0.009790086187422276,
0.0648750513792038,
-0.012429951690137386,
-0.030683692544698715,
0.021746093407273293,
0.03870999813079834,
-0.06916287541389465,
-0.002779625589028001,
-0.02843884564936161,
0.02978503704071045,
0.031042704358696938,
-0.007862958125770092,
0.03328968584537506,
-0.03519348427653313,
0.027217572554945946,
0.0445101372897625,
0.00874963030219078,
0.018588440492749214,
-0.05342656373977661,
0.0030407984741032124,
0.05048484355211258,
0.02372097223997116,
-0.04416777566075325,
-0.022422725334763527,
-0.055774006992578506,
-0.028320187702775,
0.020207883790135384,
0.00581761309877038,
0.0311140064150095,
-0.008845701813697815,
0.005947263911366463,
-0.01693274825811386,
-0.01024701539427042,
0.01322873868048191,
-0.009960700757801533,
-0.005046755075454712,
0.03391484171152115,
-0.0028937419410794973,
-0.009067234583199024,
-0.03362438082695007,
-0.020539307966828346,
0.017579102888703346,
0.03762851655483246,
-0.023298807442188263,
0.02348555624485016,
-0.011585508473217487,
0.04656315967440605,
0.020329559221863747,
-0.08608543872833252,
0.003301878459751606,
-0.009131067432463169,
-0.012826019898056984,
0.04396999254822731,
-0.0333612821996212,
-0.0396198034286499,
0.020531203597784042,
0.007666970137506723,
-0.028494402766227722,
0.010664837434887886,
-0.0274454765021801,
0.05387798696756363,
0.053457871079444885,
-0.013986101374030113,
0.05809647962450981,
-0.019314231351017952,
0.015786776319146156,
0.014662351459264755,
-0.005795987322926521,
0.032973192632198334,
-0.03263531252741814,
0.01252210047096014,
-0.013523215427994728,
0.035414211452007294,
-0.011783089488744736,
0.049311261624097824,
0.02333860844373703,
0.031400419771671295,
0.008446535095572472,
-0.02347750775516033,
-0.007405622862279415,
0.02540728449821472,
0.016304295510053635,
-0.03284561634063721,
0.0036378365475684404,
0.011771767400205135,
0.0037885690107941628,
-0.006730580702424049,
-0.0232384130358696,
-0.028625313192605972,
0.029446974396705627,
0.014649518765509129,
-0.016981882974505424,
-0.016660556197166443,
-0.07603290677070618,
-0.022236304357647896,
0.030724065378308296,
-0.021330121904611588,
0.05675987899303436,
0.027858352288603783,
0.019500913098454475,
-0.0008301244815811515,
-0.059738416224718094,
-0.023133277893066406,
-0.00234322645701468,
-0.025503287091851234,
-0.00696537597104907,
-0.043705735355615616,
0.031143793836236,
-0.00950352568179369,
0.002791816368699074,
-0.052471909672021866,
-0.03905908390879631,
0.003398417728021741,
0.0066778226755559444,
-0.013311606831848621,
-0.0714864432811737,
0.04481253772974014,
-0.0019379481673240662,
-0.017025090754032135,
-0.007642657961696386,
0.08372990787029266,
-0.02536061219871044,
-0.0018158691236749291,
0.02291439287364483,
-0.009303499013185501,
0.03137042000889778,
0.01501175295561552,
0.0034911397378891706,
-0.007637071888893843,
-0.013776631094515324,
-0.011814812198281288,
-0.015082859434187412,
0.026698868721723557,
-0.013495689257979393,
0.004693979397416115,
-0.03857360780239105,
0.020761441439390182,
0.060087062418460846,
-0.03554908186197281,
0.033820390701293945,
0.036349818110466,
0.0050115338526666164,
-0.03519788384437561,
-0.012165476568043232,
-0.017053088173270226,
-0.02532920241355896,
-0.005189924035221338,
0.021296417340636253,
0.01313328929245472,
-0.014221911318600178,
-0.03466445207595825,
0.026306679472327232,
-0.017215749248862267,
-0.003170238109305501,
-0.00412308145314455,
0.05671754851937294,
-0.010982350446283817,
0.01459475327283144,
-0.017745845019817352,
-0.07615979760885239,
0.06419146806001663,
-0.05638502538204193,
0.027379468083381653,
0.023860476911067963,
0.03611559793353081,
-0.04635685682296753,
-0.007963960990309715,
-0.01973639242351055,
0.010880357585847378,
0.06986510753631592,
-0.019951632246375084,
0.03713339567184448,
0.014203434810042381,
-0.013073505833745003,
0.014799540862441063,
-0.0227446798235178,
-0.02584131993353367,
0.019512956961989403,
-0.034115180373191833,
0.050341613590717316,
-0.04064738005399704,
-0.014797084964811802,
0.03676389157772064,
0.02070760540664196,
0.035555560141801834,
0.010971881449222565,
0.023160558193922043,
0.03603395074605942,
0.02223782427608967,
-0.0011350229615345597,
-0.04360175505280495,
0.045627158135175705,
-0.04057186469435692,
-0.002418961375951767,
0.00977962464094162,
-0.04086698591709137,
0.09020455181598663,
0.04244515672326088,
0.01511283591389656,
-0.04853738099336624,
-0.03197823092341423,
-0.03192202374339104,
0.022183718159794807,
-0.0073455017991364,
0.04034171625971794,
-0.012894179672002792,
-0.004840938374400139,
0.033787596970796585,
-0.023167835548520088,
0.002864616457372904,
0.0014691444812342525,
-0.07902868092060089,
-0.06817329674959183,
0.001970916287973523,
-0.01893533766269684,
0.031920041888952255,
0.005646770354360342,
-0.05757434666156769,
0.017816167324781418,
-0.0414852611720562,
0.019375238567590714,
0.005408033728599548,
0.021562371402978897,
0.006462086457759142,
0.03578706458210945,
-0.023177022114396095,
0.06291472911834717,
0.01583114080131054,
-0.03474567458033562,
0.11194426566362381,
0.06463081389665604,
0.026033304631710052,
-0.06411217153072357,
-0.02867722697556019,
-0.023470768705010414,
0.013496678322553635,
-0.011221286840736866,
0.0430716797709465,
0.022397594526410103,
0.008273681625723839,
-0.04346142336726189,
0.029938850551843643,
0.02828451804816723,
-0.020931458100676537,
0.018266983330249786,
-0.0619797520339489,
-0.013094523921608925,
0.04101767763495445,
0.005462969187647104,
-0.0031863844487816095,
-0.008645613677799702,
-0.05466802045702934,
-0.02118976041674614,
0.0029595824889838696,
0.0017450597370043397,
0.00300067407079041,
-0.03562313690781593,
0.03729506582021713,
0.006114970427006483,
-0.007385021075606346,
-0.027758251875638962,
-0.024747978895902634,
-0.04017391428351402,
0.022659948095679283,
0.025288457050919533,
0.02163766510784626,
-0.014918421395123005,
0.025839848443865776,
0.015003261156380177,
0.034956082701683044,
-0.015588670037686825,
-0.0016666933661326766,
0.012803861871361732,
-0.031132632866501808,
-0.006697684060782194,
-0.029157385230064392,
0.026141896843910217,
-0.024716904386878014,
-0.011280003003776073,
0.04429285600781441,
-0.024726470932364464,
-0.006117918528616428,
-0.046308841556310654,
-0.0295973252505064,
0.04854857176542282,
0.05585433915257454,
0.012699228711426258,
-0.05465563386678696,
-0.02384749986231327,
0.04531504586338997,
-0.04243089258670807,
0.024564554914832115,
-0.005250550340861082,
-0.024709884077310562,
0.00043888523941859603,
-0.04301853105425835,
0.030102746561169624,
0.004516421351581812,
0.0008351571741513908,
-0.04514280706644058,
0.010788966901600361,
-0.004333158023655415,
0.00024337302602361888,
0.0302372295409441,
-0.026093674823641777,
0.024748941883444786,
-0.015324313193559647,
-0.025822702795267105,
0.007711209822446108,
-0.022811459377408028,
-0.003921018913388252,
-0.01920800656080246,
0.0031866885256022215,
-0.014734646305441856,
0.0258793942630291,
0.06246282532811165,
0.00498401653021574,
0.03555814176797867,
0.018162569031119347,
0.022954856976866722,
-0.006735474336892366,
0.00976813118904829,
-0.02727924846112728,
-0.03776051476597786,
0.011159837245941162,
-0.01477565336972475,
-0.024367384612560272,
-0.0309553574770689,
0.027001895010471344,
0.035923443734645844,
0.018389444798231125,
-0.02876121550798416,
0.013844907283782959,
-0.011319554410874844,
0.007664678618311882,
-0.008026354014873505,
-0.024733789265155792,
-0.002190126571804285,
0.007694215048104525,
0.013141781091690063,
-0.0666021853685379,
-0.016689443960785866,
-0.02354472316801548,
-0.006723132450133562,
-0.010755930095911026,
0.006756360176950693,
-0.05065986514091492,
-0.019896870478987694,
0.028028592467308044,
0.056949108839035034,
-0.0034372741356492043,
-0.004405738320201635,
-0.02623017691075802,
0.03676370531320572,
-0.01437154971063137,
-0.02280968241393566,
-0.028409775346517563,
0.05264458432793617,
0.02134317345917225,
-0.038952481001615524,
0.016011320054531097,
-0.0005664185155183077,
-0.029281361028552055,
-0.017243707552552223,
0.003605328034609556,
-0.002682259539142251,
0.042168550193309784,
-0.02506408840417862,
-0.03258289024233818,
0.009925664402544498,
-0.01449406798928976,
-0.037366870790719986,
0.030508296564221382,
0.0476188026368618,
0.009751085191965103,
-0.002119875978678465,
-0.03974192962050438,
-0.021342681720852852,
0.03599799796938896,
-0.04270175099372864,
-0.014766012318432331,
0.004828509874641895,
-0.010250266641378403,
0.004854029975831509,
-0.0018644401570782065,
0.012452775612473488,
0.005887862294912338,
-0.020660538226366043,
0.004404427018016577,
0.021065860986709595,
0.01693289540708065,
-0.010996556840837002,
0.020198024809360504,
-0.01367849763482809,
0.01651088334619999,
-0.018460514023900032,
0.006779888644814491,
0.027188604697585106,
0.026053940877318382,
-0.04273409768939018,
0.059244222939014435,
0.022029267624020576,
0.005753855686634779,
-0.0677967369556427,
0.012090343050658703,
0.011517724022269249,
0.006844199728220701,
0.06783311814069748,
-0.059482645243406296,
0.0031879658345133066,
0.017584655433893204,
-0.0655074492096901,
0.022371677681803703,
0.00554609764367342,
0.009011351503431797,
-0.015227233991026878,
-0.0038387475069612265,
-0.017870783805847168,
0.05270638316869736,
0.02635531686246395,
0.03894961625337601,
0.03760472685098648,
-0.009781306609511375,
-0.01690267212688923,
-0.016547363251447678,
-0.056453507393598557,
0.056897856295108795,
0.0033214539289474487,
-0.018285468220710754,
0.062302250415086746,
-0.07955922931432724,
-0.040774647146463394,
0.038537003099918365,
-0.012005473487079144,
0.0011607911437749863,
0.019561486318707466,
-0.010074538178741932,
0.019382964819669724,
-0.00906800851225853,
0.03702101111412048,
-0.03810299187898636,
0.037460796535015106,
0.018715079873800278,
0.013879452832043171,
0.0006144659128040075,
-0.0016238557873293757,
-0.00044101476669311523,
0.0006871967925690114,
0.014966648072004318,
-0.019383329898118973,
0.01868203841149807,
-0.010749150067567825,
-0.01646316424012184,
-0.017829708755016327,
-0.0005424549453891814,
0.02131953090429306,
-0.020960435271263123,
0.0006019988795742393,
-0.020420601591467857,
-0.021295173093676567,
-0.006382264196872711,
0.027805227786302567,
-0.0086330221965909,
0.013585841283202171,
0.024592090398073196,
-0.042075805366039276,
-0.010229218751192093,
0.0001948415010701865,
-0.019967416301369667,
-0.0312943309545517,
0.03090292029082775,
0.02732389234006405,
-0.05088561400771141,
-0.014065940864384174,
-0.05028689280152321,
-0.03189901262521744,
0.03106064349412918,
-0.04022861644625664,
0.05832653120160103,
0.020245905965566635,
-0.04974786937236786,
0.008445031940937042,
-0.07295569032430649,
0.07066774368286133,
0.01100507378578186,
-0.010195860639214516,
-0.021906383335590363,
0.011300330981612206,
0.0018256820039823651,
-0.048064224421978,
0.08426644653081894,
-0.0003534105489961803,
0.028144529089331627,
-0.025179462507367134,
-0.0017425233963876963,
0.014126424677670002,
-0.008350014686584473,
-0.012206334620714188,
-0.023898355662822723,
-0.014958895742893219,
-0.025042632594704628,
-0.031778499484062195,
0.0032025345135480165,
0.002527574310079217,
0.01612389087677002,
-0.019995002076029778,
0.02182895317673683,
-0.010530928149819374,
0.03629881516098976,
-0.005654643755406141,
0.005125304684042931,
0.005580152850598097,
0.03430750593543053,
-0.018203292042016983,
-0.015469041652977467,
0.04163074493408203,
0.00938262790441513,
-0.06936292350292206,
0.030895095318555832,
0.016931822523474693,
-0.027049696072936058,
-0.010560563765466213,
0.01720615290105343,
0.059063032269477844,
-0.06694892048835754,
-0.02618258446455002,
0.005202552769333124,
-0.03387506306171417,
0.03155706077814102,
0.08060742169618607,
-0.025388270616531372,
0.028198478743433952,
-0.0026269243098795414,
0.026462484151124954,
0.014624061994254589,
0.009274709038436413,
0.0026211515069007874,
0.01535481121391058,
0.020402617752552032,
-0.003507954301312566,
0.06943001598119736,
0.02735508605837822,
-0.030326975509524345,
0.06023208051919937,
-0.04106450825929642,
0.029098035767674446,
-0.03709065914154053,
-0.034540895372629166,
0.022326944395899773,
0.02211470901966095,
0.013500457629561424,
0.008868328295648098,
-0.013756163418293,
0.06421638280153275,
-0.04283958673477173,
0.021963631734251976,
0.01416024286299944,
-0.03544730693101883,
-0.006077622529119253,
0.007916077971458435,
0.024962862953543663,
0.03069174475967884,
0.014864595606923103,
-0.009980372153222561,
0.002386741805821657,
-0.005168656352907419,
0.046444401144981384,
-0.01661253534257412,
0.019338706508278847,
-0.029131906107068062,
0.0015800361288711429,
0.012075172737240791,
-0.016772937029600143,
-0.012690878473222256,
-0.00009520159801468253,
0.015991749241948128,
0.030005354434251785,
0.03151366114616394,
0.02327197603881359,
-0.02398321032524109,
-0.006040302570909262,
0.02363406866788864,
-0.08263757079839706,
-0.02237311564385891,
-0.07839798182249069,
-0.006484760902822018,
0.0265251025557518,
-0.011239331215620041
] |
<p>Is there a standard hypothesis test for differences in the mean of a continuous dependent variable with respect to a single ordered categorical variable. </p>
<p>By specifying that the independent variable is ordered, I also mean to impose the assumption that the dependent variable is monotonic in the independent variable.</p> | 14,632 | [
-0.05762014538049698,
0.006071994546800852,
0.0024494179524481297,
0.01021029893308878,
0.030440500006079674,
0.013628083281219006,
0.020896051079034805,
0.016279952600598335,
0.015307401306927204,
-0.031603582203388214,
0.03164045512676239,
0.025273989886045456,
0.07019256055355072,
0.0011166059412062168,
0.038285814225673676,
0.014919633977115154,
-0.018371330574154854,
0.016365256160497665,
0.0021484089083969593,
0.012183666229248047,
-0.029971277341246605,
0.01309838518500328,
0.026148932054638863,
-0.005449950695037842,
0.0022674340289086103,
0.028847159817814827,
0.0087426220998168,
-0.010926548391580582,
-0.008340309374034405,
0.04639342427253723,
-0.035222798585891724,
-0.018399393185973167,
0.00838271901011467,
0.052583031356334686,
0.025078458711504936,
-0.011867113411426544,
0.0025330735370516777,
-0.01904275082051754,
-0.03577491268515587,
0.0283807460218668,
-0.018183914944529533,
-0.016276884824037552,
-0.0008951571653597057,
0.04103853181004524,
0.0060346233658492565,
0.022380705922842026,
0.020139263942837715,
-0.04234190285205841,
0.02363438718020916,
-0.0316624790430069,
0.09205291420221329,
-0.05413338541984558,
0.03242959454655647,
0.019351232796907425,
-0.03900821506977081,
0.017937447875738144,
0.026717672124505043,
0.03765638545155525,
0.0035151424817740917,
-0.03903663158416748,
-0.023544492200016975,
-0.03717031702399254,
0.0107779735699296,
0.0047943489626049995,
-0.04789082705974579,
0.03149159625172615,
-0.03281508386135101,
-0.0391271710395813,
0.031748004257678986,
-0.010064381174743176,
-0.014999400824308395,
0.013160250149667263,
0.037431731820106506,
0.010555585846304893,
-0.004819873720407486,
-0.011702335439622402,
0.006568701937794685,
0.012046042829751968,
0.026989394798874855,
0.03559434041380882,
0.018703632056713104,
-0.014114738442003727,
0.0008318155305460095,
0.055474311113357544,
0.005751112475991249,
-0.025467291474342346,
0.05807049199938774,
-0.02172219567000866,
-0.009714623913168907,
0.030945537611842155,
-0.037614431232213974,
-0.05791584774851799,
0.04480800777673721,
0.011487512849271297,
-0.04746032506227493,
0.005323975812643766,
-0.05112750828266144,
0.023039560765028,
-0.031072789803147316,
-0.011388878338038921,
0.019482653588056564,
-0.02517041191458702,
0.026065919548273087,
0.03813374415040016,
0.018527807667851448,
0.02457599900662899,
-0.020047610625624657,
0.03966144099831581,
-0.010982404462993145,
-0.013444386422634125,
-0.02289266511797905,
0.02655656635761261,
0.021784111857414246,
0.023165708407759666,
0.01198810338973999,
-0.009561935439705849,
-0.028628766536712646,
-0.020190896466374397,
0.03734208270907402,
0.05782613530755043,
0.09947522729635239,
-0.03713318333029747,
0.012328702956438065,
-0.004623343702405691,
-0.04189605265855789,
0.01935182325541973,
0.02351415529847145,
0.009201397188007832,
0.0032197500113397837,
0.053137414157390594,
-0.015985099598765373,
0.010832349769771099,
0.04438139498233795,
-0.018332235515117645,
0.028411030769348145,
0.009484177455306053,
-0.08531450480222702,
-0.06212673708796501,
0.022004814818501472,
0.01255430281162262,
0.02736331894993782,
-0.05566328018903732,
-0.012675139121711254,
0.03408469259738922,
0.008238456211984158,
0.0030792744364589453,
0.023923594504594803,
-0.012341611087322235,
0.019565686583518982,
0.03249893710017204,
-0.011368502862751484,
-0.03755662590265274,
0.016686223447322845,
-0.021508891135454178,
-0.013528415933251381,
-0.09023455530405045,
0.003529042238369584,
-0.0050304061733186245,
-0.0014614772517234087,
0.019482489675283432,
0.04575285688042641,
0.03407059982419014,
-0.01978171244263649,
-0.008732637390494347,
0.05444106087088585,
-0.02298538014292717,
0.04627533257007599,
-0.022286606952548027,
0.021810326725244522,
-0.021150637418031693,
0.023644505068659782,
0.03227244317531586,
0.020599009469151497,
0.041488468647003174,
0.05001422017812729,
-0.045780956745147705,
-0.0007609861786477268,
-0.025750543922185898,
0.009135794825851917,
0.01074792817234993,
-0.003155537648126483,
0.0033619124442338943,
-0.03935858979821205,
-0.02624044567346573,
-0.017760101705789566,
0.03592963516712189,
-0.0011309069814160466,
-0.009933607652783394,
0.035223715007305145,
-0.06559041142463684,
-0.05457350239157677,
-0.06382308155298233,
-0.005143679212778807,
0.009836734272539616,
-0.03555861487984657,
0.04094984382390976,
0.03589565306901932,
0.08254016190767288,
-0.026958564296364784,
0.004710323177278042,
0.015018455684185028,
-0.028929980471730232,
0.010984756052494049,
-0.03307804837822914,
0.03309241309762001,
0.033017825335264206,
0.0718759149312973,
-0.020479312166571617,
0.011660192161798477,
-0.01499885879456997,
-0.061630863696336746,
0.02797568030655384,
-0.06367411464452744,
0.019321998581290245,
0.027600808069109917,
0.03226330131292343,
0.013906299136579037,
0.025554925203323364,
-0.025604896247386932,
0.04607941582798958,
-0.0482340045273304,
0.08060447126626968,
0.04618765786290169,
0.03253538906574249,
0.009133502840995789,
0.009906863793730736,
0.03239927068352699,
-0.01577814482152462,
-0.014821194112300873,
-0.0331464484333992,
-0.018928783014416695,
0.0010078179184347391,
0.03199893608689308,
0.015795819461345673,
-0.05043511092662811,
0.03267800807952881,
0.054106906056404114,
0.028184164315462112,
0.02552562765777111,
0.023385636508464813,
0.008218091912567616,
-0.05434553697705269,
0.02146531641483307,
0.02367529831826687,
0.015248188748955727,
0.019389724358916283,
0.03113815374672413,
-0.010801289230585098,
0.057512469589710236,
-0.009472629986703396,
0.004438184201717377,
0.0013941845390945673,
-0.00943714752793312,
0.010463629849255085,
0.0061981407925486565,
-0.031217046082019806,
0.05838235467672348,
-0.032699085772037506,
0.0038914026226848364,
0.04094585031270981,
-0.012662303633987904,
-0.0032554189674556255,
0.02978418953716755,
-0.008121914230287075,
0.031870171427726746,
0.03366555646061897,
-0.04401259124279022,
0.03941601887345314,
0.0334872305393219,
-0.020751064643263817,
0.010173349641263485,
-0.05074595659971237,
-0.03657057508826256,
-0.03905026614665985,
-0.01941869780421257,
-0.0081528564915061,
-0.001798461191356182,
0.02128763683140278,
0.007119324523955584,
0.03901311010122299,
0.00341124483384192,
-0.04816479980945587,
-0.0004589255549944937,
-0.010495183058083057,
-0.03921908885240555,
-0.020215727388858795,
-0.0034789263736456633,
-0.02912566438317299,
0.017708338797092438,
-0.02876073308289051,
-0.012784209102392197,
0.036310870200395584,
-0.007030490320175886,
-0.062449805438518524,
-0.01480086985975504,
-0.015881601721048355,
-0.009318520314991474,
-0.019653305411338806,
-0.029131174087524414,
0.012931117787957191,
-0.003087566699832678,
-0.031204814091324806,
0.017207041382789612,
-0.04810135066509247,
-0.009890662506222725,
-0.012388058006763458,
-0.015356307849287987,
0.008587891235947609,
0.006925573572516441,
-0.000685833627358079,
0.018806204199790955,
-0.035593532025814056,
0.001625241246074438,
-0.07157088071107864,
-0.08524084836244583,
0.04703228175640106,
-0.03462408110499382,
0.0396399162709713,
0.005091061815619469,
-0.026589591056108475,
0.046193044632673264,
0.03639751672744751,
-0.0154976025223732,
-0.06927735358476639,
-0.004989455919712782,
-0.01923597976565361,
0.0265479888767004,
0.000592898519244045,
0.010967876762151718,
0.02738126553595066,
0.027622463181614876,
0.03916911408305168,
0.02661914937198162,
-0.0072013018652796745,
0.02431454509496689,
-0.026170985773205757,
0.022909274324774742,
0.015635032206773758,
-0.01950213685631752,
0.02626744657754898,
0.01646999828517437,
-0.014960039407014847,
0.013603449799120426,
0.017875319346785545,
0.02765578031539917,
0.0043565938249230385,
-0.015374459326267242,
0.03530088812112808,
-0.004466323181986809,
-0.025181608274579048,
-0.016823817044496536,
0.036808811128139496,
0.03791981562972069,
0.0035666413605213165,
0.0007827658555470407,
0.025857022032141685,
-0.008792632259428501,
-0.003938731271773577,
0.03154129534959793,
0.028834331780672073,
0.035362809896469116,
-0.020178740844130516,
-0.028652312234044075,
-0.019156021997332573,
-0.04520030692219734,
0.055207349359989166,
-0.040683019906282425,
-0.04266832768917084,
0.0377676784992218,
0.021497685462236404,
0.026082919910550117,
-0.010682147927582264,
-0.02131650783121586,
0.04792732000350952,
-0.05696887522935867,
0.010033901780843735,
-0.000661442696582526,
0.046456653624773026,
0.017505865544080734,
0.04520636424422264,
0.016993815079331398,
-0.007095055188983679,
0.0044279457069933414,
-0.01746639423072338,
-0.05448710545897484,
0.03774561360478401,
-0.025345370173454285,
0.03948130086064339,
0.024507027119398117,
-0.02742544561624527,
0.018217792734503746,
-0.022048914805054665,
0.0209332387894392,
-0.007638227194547653,
0.03758558630943298,
-0.03686382994055748,
0.0013827397488057613,
-0.03550524637103081,
-0.04153139144182205,
0.01409120298922062,
0.0000012756150908899144,
0.0007432353449985385,
-0.06574298441410065,
0.031980689615011215,
0.014629759825766087,
-0.01690167374908924,
-0.026612941175699234,
-0.04176340997219086,
0.030772732570767403,
0.00906667672097683,
0.028550704941153526,
0.022246036678552628,
0.028236979618668556,
-0.03380605950951576,
0.06265329569578171,
-0.010361861437559128,
0.040959522128105164,
0.0026058622170239687,
-0.012896276079118252,
-0.008838157169520855,
-0.04193330928683281,
-0.017698554322123528,
-0.0089344447478652,
0.02602475695312023,
0.016165470704436302,
-0.009310364723205566,
0.0545840859413147,
0.017546003684401512,
-0.040916115045547485,
0.019408248364925385,
0.04954702407121658,
0.015474606305360794,
-0.013858530670404434,
-0.013706406578421593,
-0.025431500747799873,
-0.027078375220298767,
-0.0021103525068610907,
0.038733504712581635,
0.010896541178226471,
-0.0025303582660853863,
0.037506431341171265,
0.020880574360489845,
0.009233248420059681,
-0.03793738782405853,
-0.04824279248714447,
-0.030107472091913223,
0.0060393414460122585,
-0.005653350614011288,
-0.04633016139268875,
0.03555958345532417,
0.01431297231465578,
0.020824069157242775,
0.04837945103645325,
-0.0032900881487876177,
-0.09092387557029724,
0.055344946682453156,
0.053191859275102615,
0.0432908870279789,
-0.03151588514447212,
-0.011726794764399529,
-0.0047746035270392895,
0.023559845983982086,
0.08530014753341675,
-0.009892874397337437,
-0.0001309883955400437,
-0.01959305629134178,
0.02185506373643875,
-0.01680949702858925,
-0.013788394629955292,
-0.04720901697874069,
0.017454326152801514,
0.00042195769492536783,
-0.01320604421198368,
0.018652409315109253,
-0.01746945083141327,
-0.06468699872493744,
0.018876010552048683,
0.018530597910284996,
0.03953021019697189,
-0.008598240092396736,
0.00019855721620842814,
0.015057330019772053,
-0.02776491641998291,
-0.03270586207509041,
-0.03999270498752594,
0.031772810965776443,
-0.005734400823712349,
-0.0025970921851694584,
0.031169630587100983,
0.013247033581137657,
-0.008188439533114433,
-0.0030615683645009995,
-0.012581134214997292,
-0.03526805341243744,
0.01801869086921215,
0.006562842987477779,
0.046622175723314285,
0.006158262491226196,
-0.0036583596374839544,
0.034933798015117645,
0.013250269927084446,
0.017816876992583275,
-0.019351178780198097,
-0.00868389755487442,
0.040472403168678284,
-0.019771737977862358,
-0.02343270182609558,
-0.025558920577168465,
-0.02027830481529236,
-0.005975400563329458,
0.022887224331498146,
-0.014660676009953022,
0.02319672517478466,
-0.015078859403729439,
-0.01693285070359707,
-0.0060148159973323345,
0.00953106489032507,
0.014798624441027641,
-0.01432698406279087,
-0.0007475094171240926,
0.014778323471546173,
-0.02131049335002899,
-0.027883708477020264,
0.053002700209617615,
-0.0311354398727417,
-0.0017688579391688108,
-0.0268291924148798,
-0.041642069816589355,
0.021470677107572556,
-0.023341752588748932,
-0.03156670182943344,
0.022814394906163216,
-0.016521839424967766,
0.039039794355630875,
-0.014131632633507252,
0.03474636748433113,
-0.014584236778318882,
-0.05043346434831619,
-0.017287317663431168,
0.037895601242780685,
0.010025129653513432,
0.025727560743689537,
-0.06280353665351868,
0.025891685858368874,
-0.001013644621707499,
-0.01424399483948946,
-0.07464339584112167,
-0.07905825227499008,
0.008722052909433842,
0.0023064319975674152,
-0.008642506785690784,
-0.03073558770120144,
0.024441072717308998,
-0.009530752897262573,
0.0023557585664093494,
-0.03758920729160309,
0.06619733572006226,
0.005551057867705822,
-0.026729874312877655,
-0.034198567271232605,
0.001225363346748054,
0.05412362143397331,
0.02090323530137539,
-0.04249931499361992,
0.006308733019977808,
0.00659733172506094,
-0.009541508741676807,
-0.01880641095340252,
-0.008742496371269226,
-0.024655519053339958,
0.017268074676394463,
-0.022993408143520355,
-0.011597760953009129,
0.009188467636704445,
-0.03767996281385422,
-0.057343270629644394,
0.029008787125349045,
-0.0016011391999199986,
0.006620417349040508,
-0.04766717553138733,
0.01188572496175766,
-0.039193104952573776,
-0.004300656728446484,
-0.019002322107553482,
0.003982765134423971,
-0.0036265472881495953,
-0.0407862663269043,
0.009816685691475868,
0.027058195322752,
-0.0640302449464798,
0.03135448694229126,
0.045253120362758636,
0.025048697367310524,
-0.003427597228437662,
0.0022810292430222034,
-0.011589491739869118,
-0.01686895452439785,
-0.019957054406404495,
-0.027200745418667793,
-0.009351778775453568,
0.017023427411913872,
-0.038274116814136505,
-0.017501095309853554,
-0.00894352700561285,
-0.014486052095890045,
0.04468606412410736,
0.011348668485879898,
0.05298926308751106,
0.06460975110530853,
-0.0034529033582657576,
0.0040978360921144485,
0.00761245796456933,
0.0051812040619552135,
0.011186874471604824,
0.010870764963328838,
0.04333902895450592,
0.0013910367852076888,
0.03409092128276825,
0.05161828547716141,
0.05903865769505501,
-0.0010413381969556212,
0.0732957050204277,
0.005632307380437851,
0.0024886459577828646,
0.04346003010869026,
-0.05337625741958618,
-0.039490148425102234,
0.05508565530180931,
-0.07255896925926208,
0.027243180200457573,
-0.06482546776533127,
-0.00821696873754263,
0.03700563684105873,
0.03181622922420502,
0.004039134364575148,
-0.04919665679335594,
-0.029395291581749916,
-0.050485141575336456,
0.030330654233694077,
0.013618349097669125,
0.02170714922249317,
0.039577022194862366,
-0.03055364266037941,
0.024407245218753815,
-0.0003331325715407729,
0.015113679692149162,
-0.057376474142074585,
-0.04349913448095322,
-0.03133976459503174,
0.006290421821177006,
-0.04045553877949715,
0.01812118850648403,
-0.006992029026150703,
-0.039211101830005646,
0.02327999658882618,
-0.06064750626683235,
0.003713243408128619,
0.043583422899246216,
0.005622012075036764,
0.018870733678340912,
0.06413402408361435,
-0.005135352723300457,
0.021247293800115585,
-0.0069089350290596485,
-0.027856841683387756,
0.11412318795919418,
0.08238030970096588,
0.04809938371181488,
-0.06926222890615463,
0.05210522934794426,
0.01935415156185627,
0.018627608194947243,
-0.039542388170957565,
0.01785154826939106,
-0.01616394706070423,
-0.011038132011890411,
0.017219820991158485,
0.0897960215806961,
0.015714867040514946,
0.001537080854177475,
0.06523807346820831,
-0.022332603111863136,
-0.02013970911502838,
0.012431032955646515,
0.016296707093715668,
-0.006771556567400694,
-0.027563011273741722,
-0.024072034284472466,
-0.006500122603029013,
0.0077157276682555676,
-0.022093091160058975,
-0.007064175326377153,
0.0037801414728164673,
-0.019280429929494858,
0.014289584942162037,
-0.0273910965770483,
0.004457677714526653,
0.04807468131184578,
0.005736195482313633,
-0.041542939841747284,
-0.021175893023610115,
0.014052481390535831,
-0.029900427907705307,
0.02313181385397911,
0.02466229349374771,
0.010832197964191437,
-0.005930980667471886,
0.001101367874071002,
-0.004767090547829866,
-0.038928963243961334,
-0.002198978327214718,
-0.024198155850172043,
0.009803255088627338,
0.003216714598238468,
-0.00020929044694639742,
-0.035575877875089645,
-0.006172028370201588,
-0.026845121756196022,
-0.02320687100291252,
-0.04410958290100098,
0.027163267135620117,
0.015957539901137352,
-0.01922280713915825,
-0.021451741456985474,
-0.03409602493047714,
0.02035384066402912,
-0.021413559094071388,
0.01704517938196659,
0.0151551878079772,
-0.05680425837635994,
-0.02416800521314144,
-0.015286674723029137,
0.06432811915874481,
-0.007444031536579132,
-0.056244295090436935,
0.00545667065307498,
-0.015833770856261253,
-0.0009364841389469802,
0.03157040849328041,
-0.020671052858233452,
-0.03028678707778454,
0.04249913617968559,
0.003294530790299177,
-0.039693914353847504,
-0.02329413592815399,
-0.007976545952260494,
-0.01468402799218893,
-0.02061016857624054,
-0.007463404443114996,
-0.039235856384038925,
0.024443598464131355,
0.04913650080561638,
0.02131110429763794,
0.03239569067955017,
0.0018127522198483348,
0.044771693646907806,
0.06906121224164963,
0.02994396723806858,
-0.06464485079050064,
-0.032998181879520416,
-0.023646393790841103,
-0.01982305757701397,
-0.027039283886551857,
-0.030782394111156464,
0.03612793982028961,
0.03968336805701256,
0.010006102733314037,
-0.006616867613047361,
0.0198507159948349,
-0.01297071948647499,
0.04168388247489929,
0.0406649112701416,
-0.06346507370471954,
-0.026712974533438683,
0.013379990123212337,
-0.02695862017571926,
-0.015625406056642532,
-0.0471317395567894,
-0.07327914983034134,
-0.0077342926524579525,
-0.009116746485233307,
-0.05079251900315285,
-0.02770487777888775,
-0.018876459449529648,
-0.0020059479866176844,
0.020757710561156273,
-0.024362491443753242,
-0.012081252411007881,
-0.017938314005732536,
-0.04075931757688522,
-0.005154130049049854,
0.011886323802173138,
-0.014880675822496414,
0.04763408750295639,
-0.015163961797952652,
0.015528632327914238,
0.01164067629724741,
0.017480362206697464,
0.004175099078565836,
0.050764039158821106,
-0.0031424087937921286,
0.04317881911993027,
0.03695708140730858,
-0.03375949338078499,
-0.006145413499325514,
0.02867555245757103,
-0.014433156698942184,
0.017298519611358643,
0.019321169704198837,
0.02294892631471157,
0.015333333984017372,
-0.011185781098902225,
-0.01484189834445715,
-0.007661572191864252,
0.01325029693543911,
-0.034143250435590744,
-0.0011919785756617785,
-0.022843273356556892,
-0.027902277186512947,
0.013977710157632828,
0.0028347354382276535,
-0.010979469865560532,
0.021755995228886604,
-0.03832045570015907,
0.008889447897672653,
0.04429597780108452,
-0.0018848379841074347,
-0.000719795236364007,
0.022953258827328682,
0.001498256460763514,
0.017863309010863304,
0.029077693819999695,
0.006863536778837442,
0.033560384064912796,
0.03657365217804909,
-0.02696830779314041,
0.02426679991185665,
-0.0017797842156141996,
0.016961997374892235,
-0.09799867868423462,
-0.005387478042393923,
0.005873327609151602,
0.02143009938299656,
0.0399601012468338,
-0.06192415952682495,
0.03677050769329071,
0.011224894784390926,
-0.06541979312896729,
-0.011727787554264069,
-0.006437103729695082,
-0.03984379395842552,
-0.05815569683909416,
-0.028350183740258217,
-0.006135269533842802,
0.055388521403074265,
0.016437696292996407,
0.04278866946697235,
0.04115773364901543,
0.026368191465735435,
0.013416158966720104,
-0.027839239686727524,
-0.013199100270867348,
0.002084136940538883,
0.0651913583278656,
-0.06697966903448105,
0.033533960580825806,
-0.016238169744610786,
-0.03775349631905556,
0.04816446453332901,
0.005792251322418451,
0.021175455302000046,
0.01611284166574478,
0.0785815566778183,
-0.007865657098591328,
0.06300103664398193,
0.004233050625771284,
0.004989498294889927,
-0.04471130296587944,
0.002537376247346401,
-0.000045532935473602265,
0.026327060535550117,
-0.02762541174888611,
-0.02274245209991932,
0.046980392187833786,
-0.011871150694787502,
-0.008868607692420483,
-0.011301935650408268,
-0.01798800192773342,
-0.029937466606497765,
-0.018263282254338264,
-0.0028245048597455025,
0.006659110076725483,
0.01735064387321472,
0.04687891900539398,
-0.03139587864279747,
-0.015268374234437943,
0.005485150031745434,
0.00988701730966568,
-0.04327364265918732,
-0.015111984685063362,
0.01157897338271141,
-0.0221876073628664,
-0.008839946240186691,
-0.0016401056200265884,
0.02746082842350006,
-0.06682100147008896,
-0.006843469105660915,
-0.05309446156024933,
-0.007010552566498518,
-0.04428279399871826,
-0.029710803180933,
0.0172249898314476,
0.02807188779115677,
-0.03202185779809952,
-0.013680925592780113,
0.011055275797843933,
-0.011918292380869389,
0.028794504702091217,
-0.06891069561243057,
0.08411382883787155,
0.031814880669116974,
0.014885828830301762,
-0.003971396014094353,
0.00179192959330976,
-0.04788227379322052,
-0.02809309959411621,
0.07552557438611984,
-0.005364636890590191,
-0.011582178063690662,
0.014396066777408123,
0.028187220916152,
-0.018041186034679413,
-0.0531429685652256,
0.00817331112921238,
-0.032671160995960236,
-0.008797083981335163,
-0.018129458650946617,
-0.02825663797557354,
0.02207285352051258,
0.00026961503317579627,
0.03292464092373848,
-0.013872657902538776,
0.013907545246183872,
-0.011736174114048481,
0.020070789381861687,
0.018079658970236778,
0.022944161668419838,
-0.03633546829223633,
0.05158598721027374,
-0.012897884473204613,
0.0098242973908782,
-0.016277406364679337,
-0.005723725073039532,
-0.07815104722976685,
0.03930766507983208,
-0.008834325708448887,
-0.01035738829523325,
-0.02357763610780239,
0.04521447792649269,
-0.02516675367951393,
-0.02569815330207348,
-0.011666376143693924,
-0.0022104147356003523,
-0.04030700400471687,
-0.000018743563487078063,
0.018011843785643578,
0.04855102300643921,
0.03360404074192047,
0.0038111938629299402,
-0.01365987304598093,
-0.0023352699354290962,
-0.015124154277145863,
0.05120416358113289,
0.01628992334008217,
0.028922874480485916,
0.037551168352365494,
0.007167904172092676,
0.009302318096160889,
-0.0602576844394207,
0.023005150258541107,
-0.0003259494842495769,
0.014883395284414291,
0.036759037524461746,
-0.019318552687764168,
0.013652808964252472,
0.021771444007754326,
0.042446963489055634,
0.00842643715441227,
0.019262811169028282,
0.03033742867410183,
-0.001347484765574336,
0.010651852935552597,
-0.02624404802918434,
0.02457868680357933,
-0.02772926539182663,
-0.018118934705853462,
0.03450574725866318,
-0.02026779018342495,
-0.019708136096596718,
0.0030491501092910767,
0.010908709838986397,
-0.009331095032393932,
0.024635327979922295,
-0.01788364164531231,
0.00458938255906105,
-0.006211807485669851,
0.00545981852337718,
0.005838359240442514,
-0.037132952362298965,
-0.05904718488454819,
-0.02505778893828392,
0.04517458379268646,
0.02481182850897312,
0.05156721547245979,
0.003441305598244071,
-0.002245715819299221,
-0.01765172928571701,
0.06090680509805679,
-0.07872501015663147,
-0.037424471229314804,
-0.06006291136145592,
-0.008465363644063473,
0.005384331569075584,
-0.020302241668105125
] |
<p>Last week I had an interesting discussion with a good friend of mine. He had been playing some <a href="http://en.wikipedia.org/wiki/Online_poker">online poker</a> and suggested that there is a relationship between new subscription/additional money transfer and the cards that you're dealt, i.e. you get good cards to get hooked. The sites would probably be risking a lot if this was true but the problem still fascinates me.</p>
<p>My first approach to this was to ask my friend to define "good cards" and do a simple <a href="http://en.wikipedia.org/wiki/Binomial_test">binomial test</a>. My friend had though a hard time defining what exactly good cards are. If he gets really bad cards he knows to fold while if he gets good cards he knows to go all in - the bad cards are the ones in between.</p>
<p>My other approach would be to calculate the exact probability of each given hand and then to see if it differs from the expected, perhaps using a <a href="http://en.wikipedia.org/wiki/Wilcoxon_signed-rank_test">Wilcoxon signed-rank test</a> since this should detect a different distribution shape as well as a true shift. I guess the hard part is to calculate the exact probability. </p>
<p>The data would consist of the first 0-100 dealt cards compared with 300-400 dealt cards a week later (or a friend that's been on the site for a while).</p>
<p><strong>Question</strong>: How would you suggest to approach the issue?</p>
<p><strong>How Texas hold'em works</strong></p>
<p>I'm no expert gamer (I've only played Texas hold'em 3-4 times) but it's fairly simple, you can find more details on the Wikipedia page <a href="http://en.wikipedia.org/wiki/Texas_hold_%27em">here</a>. </p>
<p>The main difference from regular poker is that you only get 2 cards at start. You don't get to switch these cards. On the table are another 5 cards face down. By combining your two with the tables 5 you choose the best possible 5 card-poker hand. </p>
<p>For instance if you get 2 aces you have a good start and you will probably go in strong, likewise if you have a 7 and a 2 your chances to win are very slim and you quickly fold. The hard part is perhaps a queen and a 9 where you might end up without anything although your cards are above the "average". You can find a list of the poker hands <a href="http://en.wikipedia.org/wiki/List_of_poker_hands">here</a>.</p> | 73,422 | [
-0.00859033316373825,
-0.026339422911405563,
0.024196216836571693,
-0.06705264747142792,
0.03609658405184746,
0.006569963879883289,
0.0437665656208992,
-0.01601145975291729,
0.03909730911254883,
-0.06110724061727524,
0.021329209208488464,
0.010736238211393356,
0.019743910059332848,
0.05955403670668602,
-0.020718997344374657,
0.01697544753551483,
-0.002432877430692315,
-0.045634061098098755,
-0.02885253354907036,
0.013458103872835636,
0.00048732158029451966,
0.008245998993515968,
-0.013013207353651524,
-0.013657470233738422,
-0.045179277658462524,
0.019771356135606766,
0.02207835018634796,
-0.024681227281689644,
0.01716417819261551,
0.056501831859350204,
-0.07327468693256378,
-0.055144745856523514,
0.029236001893877983,
0.03162528946995735,
0.02595827542245388,
0.015849284827709198,
0.005517966579645872,
-0.05174638330936432,
-0.008061377331614494,
0.014577621594071388,
-0.01798376254737377,
0.003997045569121838,
0.010848045349121094,
0.02138487622141838,
-0.009025944396853447,
0.023708513006567955,
-0.0009962852345779538,
-0.03687259182333946,
0.07348484545946121,
-0.043523844331502914,
0.06920259445905685,
-0.0037140962667763233,
-0.0008841087110340595,
0.028678467497229576,
-0.0038998981472104788,
-0.00891424622386694,
0.013331293128430843,
0.05208780616521835,
-0.04121169075369835,
-0.030326317995786667,
-0.005948164500296116,
-0.03291154280304909,
-0.03292650729417801,
-0.0309431329369545,
-0.0062723588198423386,
0.012772466987371445,
0.006990713533014059,
-0.04276389628648758,
0.018571509048342705,
-0.026418356224894524,
0.0007177028455771506,
0.0206002127379179,
0.020451514050364494,
0.0046224589459598064,
0.005089643876999617,
0.004080303478986025,
-0.018619941547513008,
0.036225225776433945,
0.014444062486290932,
0.04286246746778488,
-0.008076493628323078,
-0.008821985684335232,
0.02386612445116043,
0.0673169493675232,
0.059232790023088455,
-0.022865187376737595,
0.06013904884457588,
-0.03990595042705536,
0.021254556253552437,
0.025493407621979713,
-0.01100981142371893,
-0.02342992275953293,
0.03055410273373127,
-0.05657210946083069,
-0.04440109431743622,
0.019913623109459877,
-0.006993480958044529,
0.000548700918443501,
0.0035734358243644238,
-0.022876795381307602,
-0.016914963722229004,
-0.06743306666612625,
-0.005737551487982273,
0.05807826668024063,
0.007710185367614031,
-0.02644374780356884,
-0.010896151885390282,
-0.0028548853006213903,
-0.018059806898236275,
-0.0026651937514543533,
-0.02475201152265072,
0.051725879311561584,
-0.0038595006335526705,
0.023356933146715164,
-0.008308936841785908,
0.013380706310272217,
-0.01694539748132229,
-0.01857866905629635,
0.05308955907821655,
0.04811418801546097,
0.029643243178725243,
-0.025032594799995422,
0.023994948714971542,
-0.03955117613077164,
-0.03802592307329178,
0.027271693572402,
0.054613690823316574,
0.030793948099017143,
-0.059415169060230255,
0.07248935103416443,
0.008195468224585056,
0.004963799379765987,
0.04139524698257446,
-0.01253132801502943,
0.04325798153877258,
0.03175739943981171,
-0.09114587306976318,
-0.031202903017401695,
0.05033236742019653,
0.018202967941761017,
-0.023495526984333992,
-0.03640211373567581,
-0.031404826790094376,
0.05374213680624962,
0.0430392324924469,
-0.025130541995167732,
0.05097045749425888,
-0.02611847221851349,
0.04247429594397545,
0.010788659565150738,
-0.007283700164407492,
0.008590969257056713,
-0.07055245339870453,
-0.0010587042197585106,
-0.01701795868575573,
-0.011555624194443226,
0.019695738330483437,
0.03423308581113815,
-0.017285775393247604,
-0.017740381881594658,
0.021850304678082466,
0.027078701183199883,
-0.024429136887192726,
-0.03369949012994766,
-0.024252312257885933,
-0.01411467231810093,
0.05399636924266815,
0.004283636808395386,
0.007972792722284794,
-0.03358377516269684,
-0.031832773238420486,
0.004652461502701044,
0.02107238583266735,
0.01947200298309326,
0.03369593992829323,
-0.08005805313587189,
0.012407943606376648,
-0.041437841951847076,
-0.0028249933384358883,
-0.0061264196410775185,
-0.00698948884382844,
0.004894359968602657,
-0.035155050456523895,
-0.018336549401283264,
0.03788403421640396,
0.01619255356490612,
-0.00490264268592,
-0.017260754480957985,
0.034493450075387955,
-0.06426222622394562,
-0.05947273224592209,
-0.04505627602338791,
0.006599866785109043,
0.0033936442341655493,
-0.004148556850850582,
0.0048567852936685085,
0.0225217342376709,
-0.011455131694674492,
-0.019323177635669708,
-0.0031670881435275078,
-0.015225240960717201,
-0.00864475592970848,
-0.0015206217067316175,
-0.0528472363948822,
-0.008193349465727806,
0.06759165227413177,
0.018390068784356117,
-0.006919814273715019,
0.023557383567094803,
-0.07481812685728073,
-0.056771498173475266,
0.012699219398200512,
-0.03973103687167168,
0.04266825690865517,
0.011350235901772976,
0.03391587734222412,
0.017417816445231438,
-0.00725393695756793,
0.01131152268499136,
0.005962214898318052,
-0.05392574518918991,
0.015063458122313023,
0.051324065774679184,
-0.02030613273382187,
0.03663046285510063,
0.014325041323900223,
0.005979316309094429,
-0.008340549655258656,
-0.02820207178592682,
-0.028117025271058083,
-0.06120354309678078,
-0.03415247052907944,
0.037132978439331055,
-0.012004069983959198,
-0.026739640161395073,
-0.0018368365708738565,
0.08645370602607727,
0.04037746042013168,
-0.007365615107119083,
0.03552298992872238,
0.005032378248870373,
-0.011898279190063477,
-0.029116475954651833,
-0.004726107697933912,
-0.001139033236540854,
0.028420928865671158,
0.022633599117398262,
-0.0006246931152418256,
-0.003034843597561121,
0.03825949877500534,
-0.029546603560447693,
-0.006835529115051031,
0.019349869340658188,
0.03917643055319786,
-0.024386009201407433,
-0.01710272766649723,
0.06933838129043579,
-0.017110304906964302,
-0.011749046854674816,
0.02716103196144104,
-0.012598196044564247,
-0.004566325340420008,
-0.014052581042051315,
-0.03639407083392143,
0.03867468237876892,
0.05179480463266373,
0.012527325190603733,
0.03412272408604622,
0.03333436697721481,
-0.04241736978292465,
-0.002407327527180314,
0.0026713486295193434,
-0.024759724736213684,
0.004605503287166357,
0.010071833617985249,
0.007199087180197239,
0.0025664244312793016,
-0.016815045848488808,
-0.02436886727809906,
-0.007751030381768942,
-0.02139233984053135,
0.022551557049155235,
0.01113922894001007,
-0.008839539252221584,
-0.06796199828386307,
0.021007072180509567,
-0.007902193814516068,
-0.005573784001171589,
0.04480146989226341,
0.032753024250268936,
-0.015040830709040165,
0.04270206391811371,
0.0013849412789568305,
-0.04558992385864258,
-0.003739019390195608,
-0.02406989596784115,
0.015038163401186466,
-0.015683883801102638,
-0.04065489023923874,
0.08507813513278961,
0.010539677925407887,
-0.07234244793653488,
0.020633697509765625,
-0.028204046189785004,
-0.0038922266103327274,
-0.018058381974697113,
-0.025390153750777245,
-0.015112663619220257,
0.014367135241627693,
0.008786596357822418,
-0.018372466787695885,
0.04125779867172241,
-0.007477873470634222,
-0.08928333967924118,
-0.07350242137908936,
0.036511246114969254,
-0.010096580721437931,
0.019099727272987366,
-0.0024009128101170063,
-0.030096884816884995,
0.08086218684911728,
0.055706001818180084,
0.02711613103747368,
-0.044950224459171295,
0.03547283634543419,
-0.03479660674929619,
-0.023890387266874313,
0.030453858897089958,
0.012730592861771584,
0.0037600186187773943,
0.04463203623890877,
0.015882888808846474,
0.020770059898495674,
0.03180086240172386,
-0.017351876944303513,
-0.019721470773220062,
0.059860873967409134,
0.018859602510929108,
-0.005373893305659294,
0.041555099189281464,
-0.007673679850995541,
-0.06309449672698975,
-0.056833866983652115,
0.03151186555624008,
-0.0019983872771263123,
0.026051944121718407,
-0.007219422142952681,
0.03125318884849548,
-0.0015001206193119287,
-0.006589838303625584,
0.006363094784319401,
0.03901645168662071,
0.010760615579783916,
-0.05480881780385971,
-0.011841032654047012,
0.019144801422953606,
0.025740038603544235,
0.013583541847765446,
0.08607673645019531,
0.04288257658481598,
0.023920869454741478,
-0.03541266545653343,
-0.025300417095422745,
-0.00968749076128006,
-0.03364500775933266,
0.016733568161725998,
-0.050992075353860855,
-0.029185578227043152,
0.0065078227780759335,
0.00468840729445219,
0.009390223771333694,
-0.00926651805639267,
-0.026877062395215034,
-0.024058854207396507,
-0.029436767101287842,
0.01496859360486269,
-0.03129753842949867,
0.044097285717725754,
-0.00123880454339087,
0.04241116717457771,
0.032415661960840225,
-0.0036279577761888504,
-0.022126134485006332,
0.03845750540494919,
-0.06655796617269516,
0.00546183530241251,
-0.010527950711548328,
-0.0020485578570514917,
-0.008045627735555172,
0.0006424847524613142,
0.020813897252082825,
0.01169933658093214,
-0.015928946435451508,
-0.011944380588829517,
0.013274536468088627,
-0.03624928370118141,
0.010436948388814926,
-0.0377056859433651,
-0.05676495283842087,
0.02103227563202381,
0.008111432194709778,
0.023264924064278603,
-0.005600024946033955,
0.04323391243815422,
0.021817749366164207,
-0.002967867534607649,
0.01735318824648857,
-0.028828654438257217,
0.03429092466831207,
0.03927213326096535,
0.0264582596719265,
0.004848112817853689,
0.00918082520365715,
-0.05262352153658867,
0.020621314644813538,
-0.005654623731970787,
0.015018852427601814,
0.03561175987124443,
-0.023954376578330994,
0.023565562441945076,
-0.06945653259754181,
-0.028271682560443878,
0.02145303599536419,
-0.014128376729786396,
0.007230375427752733,
0.007563171908259392,
0.045939844101667404,
-0.0017130248015746474,
-0.03202594071626663,
-0.0003633108572103083,
0.047398537397384644,
0.0179204773157835,
-0.013611488975584507,
-0.02862306870520115,
0.011676312424242496,
0.005678539164364338,
-0.0019611052703112364,
0.009148490615189075,
0.031546443700790405,
-0.004910843912512064,
-0.015920281410217285,
0.06518615782260895,
-0.002426146762445569,
-0.04471726343035698,
0.03613376244902611,
-0.020611140877008438,
0.005899746902287006,
-0.0366533100605011,
-0.0068711284548044205,
0.032149236649274826,
0.027783123776316643,
0.008200647309422493,
-0.020024845376610756,
-0.004537691827863455,
-0.08049697428941727,
-0.03963838517665863,
0.049192287027835846,
0.044161636382341385,
-0.006641967222094536,
-0.0033385902643203735,
-0.00890300702303648,
-0.00613004807382822,
-0.011316337622702122,
-0.012106609530746937,
0.02920086309313774,
-0.004412921145558357,
0.0225495845079422,
-0.03536054119467735,
-0.044217728078365326,
-0.056567102670669556,
0.02750697359442711,
-0.03597564622759819,
0.026204973459243774,
-0.03207538649439812,
-0.02324577420949936,
-0.025775786489248276,
0.006211009342223406,
0.03744139149785042,
0.05598438158631325,
-0.01562430802732706,
-0.006008035968989134,
0.014724845066666603,
-0.000732655928004533,
-0.045114800333976746,
-0.07365301996469498,
0.038384005427360535,
0.022934183478355408,
0.004071461968123913,
0.06452543288469315,
-0.005162409972399473,
-0.021571539342403412,
-0.006217505782842636,
0.03554287552833557,
0.0007864810759201646,
0.01636207476258278,
-0.023623233661055565,
0.053915344178676605,
0.029394643381237984,
0.04639827087521553,
0.04485860839486122,
0.005967761855572462,
-0.02093450538814068,
0.005412767641246319,
0.04039868712425232,
-0.012499654665589333,
-0.0395873598754406,
0.045778386294841766,
-0.05673212558031082,
-0.0013209055177867413,
-0.056327737867832184,
0.012476195581257343,
-0.02938394993543625,
0.04170508310198784,
0.010845668613910675,
0.03190279006958008,
-0.020227234810590744,
0.0002750083804130554,
0.0006970469257794321,
0.008899210952222347,
-0.01597771793603897,
0.023642145097255707,
-0.0012100342428311706,
0.0035108153242617846,
0.0476219579577446,
-0.009506596252322197,
0.009678180329501629,
-0.005314446985721588,
-0.0074905408546328545,
0.001133551704697311,
-0.04809480160474777,
-0.013000653125345707,
-0.019555849954485893,
0.0047965822741389275,
0.1047632098197937,
0.005673618521541357,
0.03452282398939133,
0.0014694923302158713,
0.0025390777736902237,
-0.0060722967609763145,
0.02555728144943714,
-0.019501248374581337,
-0.013925077393651009,
0.004209943115711212,
0.0009450181969441473,
0.031762585043907166,
-0.03205244988203049,
-0.05409795045852661,
-0.03288615494966507,
-0.01016431488096714,
0.0004052487784065306,
-0.008784562349319458,
-0.008240397088229656,
0.005521539598703384,
0.0005433708429336548,
0.00432445527985692,
-0.009835029020905495,
-0.010468821972608566,
-0.010859856382012367,
0.04133874922990799,
0.02398080751299858,
-0.019642412662506104,
0.07359546422958374,
0.008193356916308403,
-0.02611183375120163,
0.007835390977561474,
0.007487413939088583,
-0.016629571095108986,
-0.0100388890132308,
-0.025944719091057777,
-0.044290006160736084,
-0.022659899666905403,
-0.04031921550631523,
0.004186360631138086,
0.03167347237467766,
-0.014287857338786125,
0.012295394204556942,
0.0013765089679509401,
-0.00785391591489315,
0.007828962057828903,
-0.011762718670070171,
0.000016890706319827586,
0.007626769132912159,
-0.015363353304564953,
-0.020889848470687866,
-0.019717181101441383,
0.00911836139857769,
-0.03611937537789345,
0.0005964451702311635,
0.04470716044306755,
-0.025911761447787285,
0.025355443358421326,
0.047249939292669296,
-0.020138399675488472,
-0.05303647369146347,
0.019200997427105904,
-0.021537452936172485,
0.05130430683493614,
-0.008320227265357971,
-0.006632694508880377,
0.001755180419422686,
0.015925271436572075,
-0.034722715616226196,
-0.026741206645965576,
-0.03677671402692795,
0.02121335081756115,
0.059239353984594345,
0.06260278820991516,
0.0468846894800663,
0.024199610576033592,
-0.001211899914778769,
-0.0019658440724015236,
0.014561966061592102,
-0.0039467038586735725,
-0.035850439220666885,
-0.010981586761772633,
0.006724081933498383,
-0.022226860746741295,
0.02044079080224037,
0.03953270986676216,
0.018959807232022285,
0.020806385204195976,
0.06975419819355011,
0.0220062006264925,
-0.008187543600797653,
0.08142662048339844,
-0.03708115220069885,
-0.05239603668451309,
0.02583298273384571,
-0.09444404393434525,
0.035292915999889374,
-0.03581008315086365,
0.008105076849460602,
0.030256379395723343,
0.023466074839234352,
-0.011489727534353733,
-0.04856285825371742,
-0.028278585523366928,
-0.0810270756483078,
-0.013123568147420883,
-0.007438862230628729,
0.03174736723303795,
0.049284111708402634,
-0.004397065378725529,
0.05322268232703209,
-0.04002395644783974,
0.0210029948502779,
-0.035435549914836884,
-0.06499452143907547,
-0.029432198032736778,
-0.008726979605853558,
-0.06148576736450195,
0.016839763149619102,
-0.009428733959794044,
-0.0008914315258152783,
0.029634574428200722,
-0.06263183802366257,
-0.005258313845843077,
0.036400437355041504,
0.009358209557831287,
-0.016574827954173088,
0.08336159586906433,
-0.04343404993414879,
0.044496532529592514,
-0.04330212622880936,
-0.03464233875274658,
0.1441451758146286,
0.05851897597312927,
0.03162166476249695,
-0.03466828912496567,
0.0018660455243662,
-0.012199804186820984,
0.0541616789996624,
0.01553321909159422,
-0.0018176945159211755,
0.0058564539067447186,
0.0052041285671293736,
0.021012013778090477,
0.041919924318790436,
0.0034418299328535795,
-0.025431979447603226,
0.035431426018476486,
-0.03387122228741646,
0.00271350028924644,
0.018435431644320488,
0.029693393036723137,
-0.0010147953871637583,
0.0023776551242917776,
-0.062364812940359116,
0.05270868539810181,
-0.0034338675905019045,
-0.03939397633075714,
0.009138735011219978,
0.0026316025760024786,
-0.005820140242576599,
-0.00751930708065629,
0.008574644103646278,
0.0010543898679316044,
0.04307965934276581,
-0.04342663288116455,
-0.012812416069209576,
0.0225860383361578,
0.03270842880010605,
-0.03523603454232216,
0.010806669481098652,
0.05955323949456215,
-0.002578513463959098,
-0.03876378387212753,
0.002151843858882785,
0.015274634584784508,
-0.04501801356673241,
-0.03575282543897629,
-0.07357724010944366,
-0.004295391030609608,
0.0023093647323548794,
-0.015948902815580368,
-0.024406475946307182,
-0.03330950438976288,
0.0027038927655667067,
-0.03667311742901802,
-0.013766084797680378,
0.02951260656118393,
-0.002763299969956279,
-0.0037460410967469215,
-0.047100234776735306,
-0.02150702103972435,
0.0014336125459522009,
0.032854802906513214,
0.004493995103985071,
0.053368788212537766,
-0.019073639065027237,
-0.061616115272045135,
-0.03578907623887062,
0.02050418220460415,
0.021253786981105804,
-0.015560731291770935,
0.004816963337361813,
0.009139955043792725,
-0.0029665776528418064,
-0.0020119058899581432,
-0.04264736920595169,
-0.005844734143465757,
0.023075494915246964,
0.022488601505756378,
0.0006719222874380648,
0.02984091080725193,
-0.05824790149927139,
0.019702795892953873,
-0.050377123057842255,
-0.0036834110505878925,
-0.029115092009305954,
-0.00245091924443841,
-0.012767537496984005,
0.026529734954237938,
0.04199637472629547,
-0.006171935237944126,
0.03239128738641739,
0.08008894324302673,
0.04168584197759628,
-0.03633597120642662,
-0.024963214993476868,
-0.005830773152410984,
-0.05713691562414169,
-0.03139469400048256,
-0.013392333872616291,
0.07641489803791046,
0.02458791807293892,
-0.017235899344086647,
0.023180408403277397,
-0.014311037957668304,
-0.018148334696888924,
0.011606729589402676,
0.00844603218138218,
-0.02703600935637951,
-0.02639257162809372,
0.012807417660951614,
-0.0272188950330019,
0.00326903467066586,
-0.02841743268072605,
-0.016386469826102257,
0.009509462863206863,
-0.011843527667224407,
-0.01702578365802765,
-0.016787000000476837,
0.003156570252031088,
-0.02181350626051426,
0.034274496138095856,
0.008947685360908508,
0.00028568817651830614,
0.006991892587393522,
-0.009404825046658516,
0.004642318468540907,
0.03997433930635452,
-0.004103254526853561,
-0.002210586564615369,
0.0065103741362690926,
-0.008453035727143288,
0.0166840311139822,
0.0017211586236953735,
-0.0023484232369810343,
0.004505004733800888,
0.017620479688048363,
0.00042380046215839684,
-0.0015252927551046014,
-0.02619374729692936,
-0.01683272235095501,
0.0191109050065279,
-0.048510994762182236,
0.03224748745560646,
0.022398170083761215,
0.0033405947033315897,
0.03849543631076813,
-0.014517724514007568,
-0.022070815786719322,
0.02750287763774395,
0.028651466593146324,
-0.02056196890771389,
-0.04582584649324417,
-0.001711770542897284,
-0.0001758717990014702,
0.03189382702112198,
0.015324135310947895,
0.02016315422952175,
0.009242313914000988,
-0.0034484341740608215,
-0.02003912441432476,
0.017599880695343018,
0.008114301599562168,
0.02287222072482109,
-0.004741007462143898,
-0.02909606508910656,
-0.0003712069883476943,
-0.013690276071429253,
-0.022010866552591324,
0.0522376224398613,
0.04993157833814621,
-0.02781621553003788,
0.05097612366080284,
-0.025351285934448242,
0.00175035884603858,
-0.05974183231592178,
-0.019617820158600807,
0.06883034855127335,
-0.001966716255992651,
0.043027009814977646,
-0.06114721670746803,
-0.0008806651458144188,
0.03563952445983887,
-0.05533812940120697,
0.051822539418935776,
0.05442303419113159,
0.01726829633116722,
-0.05439385399222374,
0.006985880434513092,
-0.020738620311021805,
0.007400243543088436,
0.01803475245833397,
0.03007170371711254,
0.024995118379592896,
0.040498171001672745,
-0.0030010854825377464,
0.009466955438256264,
0.005617779679596424,
0.03797636926174164,
0.004099608398973942,
-0.051127564162015915,
-0.0006511984975077212,
-0.018070107325911522,
-0.028669914230704308,
0.021084949374198914,
-0.03707502409815788,
0.04271118715405464,
-0.010705574415624142,
0.03671487048268318,
0.012525509111583233,
0.016224026679992676,
0.011430778540670872,
-0.017640994861721992,
0.04806350916624069,
-0.0214784387499094,
0.015105905942618847,
0.04879344627261162,
-0.0021623040083795786,
0.01920037344098091,
0.03986145183444023,
-0.026360103860497475,
0.006346013396978378,
-0.015487220138311386,
-0.04959306865930557,
0.005299261771142483,
0.0075322482734918594,
0.004776497837156057,
0.04035792872309685,
0.022686263546347618,
-0.029874233528971672,
-0.006174636073410511,
-0.014277681708335876,
0.015379246324300766,
0.00737213809043169,
-0.0023779389448463917,
-0.00027195291477255523,
-0.03329535946249962,
-0.052073217928409576,
0.048220694065093994,
-0.011383570730686188,
-0.015439309179782867,
-0.05202425643801689,
-0.020895306020975113,
0.0007042661309242249,
0.02607947587966919,
0.011006463319063187,
-0.0028504175134003162,
-0.010775118134915829,
0.0008840247173793614,
-0.015453769825398922,
0.045739077031612396,
-0.002129786182194948,
-0.004776672925800085,
0.054286468774080276,
-0.07547120004892349,
0.05472511053085327,
0.04067247360944748,
-0.017145905643701553,
-0.011782069690525532,
-0.03378748148679733,
-0.017193296924233437,
-0.03110424429178238,
0.03303062170743942,
0.005751744378358126,
-0.022455211728811264,
0.016973979771137238,
0.009983778931200504,
-0.016470177099108696,
-0.07090797275304794,
-0.0006961257895454764,
-0.007426154334098101,
-0.009758210740983486,
0.041882116347551346,
0.0016828282969072461,
0.006021134555339813,
0.023876303806900978,
0.03253402188420296,
-0.02093450538814068,
-0.0026115947403013706,
0.0005556901451200247,
0.0065734838135540485,
0.04045125097036362,
0.010788272134959698,
-0.041020311415195465,
0.03386461362242699,
0.0025317862164229155,
-0.015450590290129185,
-0.018974512815475464,
-0.040876664221286774,
-0.046123355627059937,
0.06503259390592575,
-0.0061729843728244305,
0.00931599736213684,
0.031339872628450394,
-0.013669515028595924,
0.014409054070711136,
-0.035130154341459274,
-0.044509224593639374,
0.029452720656991005,
0.014473791234195232,
0.005762543994933367,
0.008892254903912544,
0.008406741544604301,
-0.0025086463429033756,
0.003580420045182109,
0.03649669513106346,
-0.019574495032429695,
-0.05387618765234947,
-0.003618838032707572,
-0.022015545517206192,
0.029423432424664497,
-0.0019754315726459026,
0.048006728291511536,
0.017420748248696327,
0.022953715175390244,
0.0012516452698037028,
-0.002216937253251672,
0.03131924569606781,
-0.025345195084810257,
0.017074115574359894,
0.004591253586113453,
0.0014784131199121475,
-0.023117834702134132,
-0.013189592398703098,
-0.019110681489109993,
0.049674928188323975,
0.04213080555200577,
0.005715745035558939,
-0.0005413313629105687,
0.03563357889652252,
-0.029186338186264038,
-0.001069229212589562,
0.008844036608934402,
0.01485493779182434,
-0.03179129213094711,
-0.023262420669198036,
0.005524725653231144,
0.009354248642921448,
0.027554720640182495,
-0.013878765515983105,
0.020636793226003647,
0.016751855611801147,
0.018598023802042007,
-0.017498191446065903,
-0.04068893566727638,
0.023534048348665237,
-0.026520956307649612,
0.014600943773984909,
0.01855771616101265,
0.0012122794287279248,
-0.0040849051438272,
-0.0037845904007554054,
0.020304962992668152,
0.06053297966718674,
-0.070834681391716,
0.027021175250411034,
-0.07401206344366074,
0.008529962971806526,
0.0404534786939621,
-0.017969755455851555
] |
<p>For a linear regression fit for a problem with p variables X_i ranging between 0 and 1, where p>20 (I don't know if that is relevant or not), and the number of samples is about 1000, I wanted to estimate the variance contribution for each of the variables using the regression coefficients. If I understood correctly var(A*X) = A^2*var(X), and therefore I thought that taking the square of the regression coefficients and multiplying that with the variance for each of the variables should give a vector containing all the variance contributions of the different variables. </p>
<p>The problem is that I expected the sum of those variance contributions to be equal to the sum of the total regression model variance, but it isn't. The sum of the variances is some times up to 50% larger, then the total variance of the regression model.</p>
<p>here some <code>Matlab</code> like pseudo code to explain the problem more in detail. </p>
<pre><code>X %sample matrix
Y %output sample matrix
Linmodel=polyfitn(X,Y) %fit a model
for ii=1:nr_colsX
VARCONT(ii)=var(Linmodel.COEF(ii)*X(:,ii))) %variance of the contributions
VARRC(ii)=(Linmodel.COEF(ii)).^2*var(X(:,ii)) %variance based on Reg. Coef.
end
SVC=sum(VARCONT(ii)) %sum of the variance contributions
SVSRC=sum(VARRC)
VY=var(Y) %sum of the variance of the samples
VYmod=var(polyvaln(Linmodel,X)) %sum of the variance of the model on the samples
XR=rand(100000,nr_colsX) %sum of the variance of the model with large number of samples
VYmodR=var(polyvaln(Linmodel,XR))
</code></pre>
<p>for one of the models that are supposed to be almost linear, VY is almost equal to VYmod.
but SVC is about 50% largen then that. and VYmodR comes more in the direction of SVC. </p>
<p>1) Could some body please explain me why the sum of the variance contributions from the Regression coefficients, can be quite a bit larger then the variance of the regression model? </p>
<p>2) If this is so as it seems to be the case should there then not be some sort of upper bound for the sum of the square of the regression coefficients, such that the sum of their squares, multiplied by the variances of the input, should not be larger then the total variance of the output? Because it seems strange to me that the output of an interpolation model could result in a larger variance, then the variance of the data output points used for the interpolation. </p>
<p>Any help is highly appreciated, but any help that is written in a way, such that also just a silly engineer as me can understand it is appreciated even more. </p> | 35,792 | [
-0.042907729744911194,
0.03166012465953827,
-0.00638597970828414,
-0.018422815948724747,
0.04565610736608505,
0.010061719454824924,
-0.017116766422986984,
-0.02887297421693802,
0.041926026344299316,
-0.05039602518081665,
0.061672914773225784,
0.05171538144350052,
0.06722009927034378,
0.012740705162286758,
0.04788439720869064,
0.015884097665548325,
0.004364651162177324,
0.0058563826605677605,
0.012793516740202904,
0.007658709306269884,
-0.018975768238306046,
0.029980074614286423,
-0.031769465655088425,
-0.015843214467167854,
-0.02080383710563183,
0.06302022188901901,
0.022453932091593742,
-0.02476523444056511,
0.034859154373407364,
0.047007348388433456,
-0.02854938432574272,
-0.02257451042532921,
0.03253574296832085,
0.013333995826542377,
0.02429293654859066,
0.010616574436426163,
0.01677778922021389,
-0.05204296484589577,
0.03252735733985901,
0.04763604328036308,
-0.0369260236620903,
0.0023605613969266415,
0.001323582255281508,
0.029448507353663445,
0.004390701651573181,
0.033764008432626724,
0.031362470239400864,
-0.01733340509235859,
0.07973325252532959,
-0.021014520898461342,
0.0874602422118187,
0.002365688094869256,
0.039799463003873825,
0.00033471008646301925,
-0.03644179180264473,
-0.0022926158271729946,
0.03573796898126602,
0.019090421497821808,
0.020692413672804832,
-0.0373770073056221,
0.01924373209476471,
-0.0035991338081657887,
-0.003300237702205777,
-0.04413412883877754,
-0.03489327430725098,
-0.001913629937916994,
-0.007364855147898197,
-0.039274439215660095,
0.02025335282087326,
-0.007870800793170929,
0.031823985278606415,
0.022156361490488052,
-0.00414614612236619,
-0.04116710275411606,
-0.007032786961644888,
0.004696073476225138,
-0.0066580744460225105,
0.021449796855449677,
0.06186981871724129,
-0.010659017600119114,
0.008943453431129456,
0.029430359601974487,
0.021448438987135887,
0.010977866128087044,
0.03303177282214165,
-0.0200792346149683,
0.00998582225292921,
0.01295179221779108,
0.0319838672876358,
0.0013311679940670729,
-0.0046721938997507095,
0.023437514901161194,
0.06794948875904083,
0.024935252964496613,
-0.022008217871189117,
0.010149945504963398,
-0.0225649606436491,
0.05310092121362686,
0.02821815386414528,
0.005165532696992159,
-0.02737635187804699,
-0.027745850384235382,
-0.004504554904997349,
0.013317374512553215,
-0.01397507544606924,
-0.03516685962677002,
0.012386617250740528,
0.004810384940356016,
0.001702062669210136,
-0.04479511082172394,
-0.01343551930040121,
0.016970036551356316,
-0.017604995518922806,
0.009612263180315495,
0.00015147206431720406,
-0.0231393501162529,
0.012920529581606388,
-0.011886052787303925,
0.010547525249421597,
0.07113425433635712,
-0.003536504926159978,
-0.021091312170028687,
0.010880121961236,
-0.031320590525865555,
-0.037899985909461975,
0.027393929660320282,
0.010393280535936356,
-0.010732551105320454,
-0.05201294273138046,
0.029301464557647705,
0.015392282977700233,
-0.0527542345225811,
0.011501221917569637,
0.008116314187645912,
0.009498072788119316,
-0.041223470121622086,
-0.08481797575950623,
-0.07215795665979385,
0.014533951878547668,
-0.032874856144189835,
0.022168753668665886,
-0.02881142869591713,
0.00941796600818634,
0.023922763764858246,
0.08060994744300842,
0.008263952098786831,
0.0768570527434349,
0.0084046870470047,
-0.02719251811504364,
-0.009655590169131756,
-0.05561636760830879,
-0.036557652056217194,
-0.019388094544410706,
0.0013869998510926962,
0.002670576795935631,
-0.07455386966466904,
0.010501768440008163,
-0.013497368432581425,
-0.020383192226290703,
0.03742152824997902,
-0.023875299841165543,
0.03437820449471474,
-0.022302579134702682,
-0.012753741815686226,
-0.0139053575694561,
-0.028818629682064056,
0.0838172510266304,
0.008219336159527302,
0.05288020893931389,
0.021165866404771805,
-0.056177202612161636,
-0.003066085511818528,
0.0028389717917889357,
0.032185424119234085,
0.03487992286682129,
0.006570660043507814,
0.003850961336866021,
-0.008498124778270721,
0.027729734778404236,
0.053568035364151,
-0.04845559224486351,
-0.05756266042590141,
0.03166145831346512,
0.01630435883998871,
0.031155621632933617,
0.06674203276634216,
-0.0055716815404593945,
-0.004452510736882687,
0.03825882822275162,
-0.02412623167037964,
-0.05050385743379593,
-0.04348798468708992,
-0.005357325542718172,
-0.020596696063876152,
-0.06463565677404404,
-0.01851486600935459,
0.01571454480290413,
0.02906421385705471,
0.048627596348524094,
-0.03369797393679619,
-0.034296732395887375,
-0.002093950053676963,
0.05526159331202507,
-0.01865764707326889,
-0.0053955623880028725,
0.018962804228067398,
0.05336986854672432,
-0.022133836522698402,
0.059520043432712555,
-0.025712689384818077,
-0.03169824928045273,
0.012063281610608101,
-0.03480339050292969,
0.009224002249538898,
0.014460088685154915,
-0.06231500953435898,
0.0173475481569767,
0.015443818643689156,
-0.021281648427248,
0.030951587483286858,
-0.012354078702628613,
0.028997110202908516,
0.06755518913269043,
0.018066754564642906,
-0.031443510204553604,
0.03916418179869652,
-0.008797215297818184,
-0.010362761095166206,
-0.043110720813274384,
-0.01254491787403822,
-0.0050068083219230175,
-0.0031250149477273226,
0.03282351419329643,
0.05913352593779564,
-0.029860710725188255,
-0.029514947906136513,
0.058542970567941666,
0.02596696838736534,
0.02409219928085804,
0.026569517329335213,
0.0013642656849697232,
-0.023613886907696724,
0.02481534332036972,
-0.014230159111320972,
0.03994710370898247,
0.005442534573376179,
-0.028630517423152924,
0.026156354695558548,
0.02931072749197483,
0.01112433709204197,
-0.023134075105190277,
0.02458869107067585,
0.004395259078592062,
-0.022832417860627174,
-0.02098969928920269,
0.00025517871836200356,
0.0014408595161512494,
0.025996778160333633,
0.0025082577485591173,
0.027850082144141197,
-0.0020354632288217545,
0.0005619957228191197,
-0.029043374583125114,
-0.03911276534199715,
0.006970504764467478,
0.011144737713038921,
-0.05253206938505173,
0.006255673710256815,
0.007488570176064968,
-0.03904908522963524,
0.009002253413200378,
-0.015549355186522007,
-0.013558443635702133,
-0.06448747962713242,
0.030528929084539413,
0.026915283873677254,
0.01060928963124752,
0.004960685037076473,
-0.01344545092433691,
-0.017120596021413803,
-0.035152699798345566,
0.005335528869181871,
0.01348146889358759,
-0.008368417620658875,
-0.04046662896871567,
0.025698712095618248,
0.005541507620364428,
-0.031063979491591454,
0.03466174006462097,
0.021261068060994148,
-0.02122868038713932,
0.024716539308428764,
-0.01414826512336731,
-0.0758909285068512,
-0.02180413343012333,
-0.03621140867471695,
-0.02395261824131012,
-0.025316713377833366,
-0.01813034527003765,
-0.009459896944463253,
0.04166122525930405,
-0.04448480159044266,
0.050247132778167725,
-0.03527258336544037,
-0.016262898221611977,
-0.03386930376291275,
-0.01417226530611515,
-0.011944882571697235,
0.016614597290754318,
0.02275119163095951,
0.015608293935656548,
-0.01469432283192873,
-0.0315072238445282,
-0.05550480633974075,
-0.038382042199373245,
-0.014505581930279732,
0.011347540654242039,
0.014741374179720879,
-0.013543518260121346,
-0.007083723787218332,
0.05615446716547012,
0.014937706291675568,
-0.0008042351109907031,
-0.04554889351129532,
0.01896175742149353,
-0.012069237418472767,
-0.021467454731464386,
0.04714697599411011,
0.000394138740375638,
0.01242047268897295,
0.05212453380227089,
-0.048652391880750656,
0.01414836198091507,
0.05311162769794464,
-0.041346628218889236,
0.03701893612742424,
0.01932394877076149,
-0.008376589976251125,
-0.023267172276973724,
0.05455359071493149,
0.0309956856071949,
0.005619850941002369,
0.01847861334681511,
-0.030126430094242096,
-0.009473600424826145,
0.0028483422938734293,
-0.02626361884176731,
-0.0070218853652477264,
-0.006333133205771446,
0.021580098196864128,
-0.04504673182964325,
0.01722935400903225,
0.014342210255563259,
-0.04112851619720459,
-0.002051055897027254,
-0.0007058329065330327,
0.027750471606850624,
-0.005231023300439119,
-0.009722201153635979,
0.04227834194898605,
0.030834106728434563,
0.006105959415435791,
0.01983763836324215,
-0.028826171532273293,
-0.0010549182770773768,
-0.005681016482412815,
-0.02570885233581066,
-0.01411486603319645,
0.0723472610116005,
0.05636681988835335,
-0.004512985702604055,
-0.016879050061106682,
-0.046246934682130814,
0.0016542678931728005,
-0.027127157896757126,
-0.01044004037976265,
-0.051103003323078156,
0.07313733547925949,
-0.0023714748676866293,
0.033101245760917664,
0.005418454762548208,
0.01572054624557495,
0.0257929265499115,
-0.036272212862968445,
-0.06056147441267967,
0.03947945684194565,
0.04288005456328392,
-0.029324404895305634,
-0.015056679956614971,
-0.009001564234495163,
0.02941671945154667,
-0.01600697636604309,
0.03430637717247009,
0.016673026606440544,
-0.010929754003882408,
-0.025834638625383377,
0.03476694971323013,
0.006048260722309351,
0.005215811543166637,
-0.017374705523252487,
0.016139661893248558,
-0.006182800978422165,
-0.025109214708209038,
-0.004934822674840689,
0.008362538181245327,
-0.015989454463124275,
0.000895584118552506,
-0.054359279572963715,
0.005507833324372768,
0.021832965314388275,
0.04126619175076485,
0.018692733719944954,
0.052456267178058624,
-0.05403677746653557,
0.032029371708631516,
0.009329872205853462,
0.053983237594366074,
0.060842156410217285,
0.020021874457597733,
0.016509108245372772,
-0.03368575498461723,
-0.01259669754654169,
0.013073121197521687,
-0.015776993706822395,
0.007739714812487364,
0.009230443276464939,
0.027069060131907463,
0.03807666525244713,
-0.022552739828824997,
-0.0026294738054275513,
0.03153865039348602,
0.027711492031812668,
0.003006420098245144,
-0.008219577372074127,
0.025522425770759583,
0.00761739257723093,
0.011288597248494625,
-0.013177677057683468,
-0.0038270370569080114,
0.004242378287017345,
-0.02565169893205166,
0.053450196981430054,
-0.048007506877183914,
-0.0029497984796762466,
0.004339860286563635,
0.04374578595161438,
0.06029026582837105,
0.0034701768308877945,
-0.044281598180532455,
-0.007167424540966749,
0.029372965916991234,
0.026278609409928322,
0.05708038806915283,
-0.006740342825651169,
-0.06511057913303375,
-0.039791353046894073,
0.023950617760419846,
0.04406590014696121,
-0.04982778802514076,
-0.018126806244254112,
-0.0001405745279043913,
-0.05495123192667961,
0.033576980233192444,
-0.019930951297283173,
-0.0013797961873933673,
-0.01382529828697443,
0.06614401191473007,
-0.034454796463251114,
-0.04360013082623482,
-0.0773189440369606,
0.007779386825859547,
-0.05139172822237015,
0.035564593970775604,
-0.06683076173067093,
-0.045646823942661285,
-0.04325950890779495,
0.033323101699352264,
0.01981482468545437,
0.035304583609104156,
-0.06014179065823555,
-0.007305341772735119,
0.0424240306019783,
0.04849981144070625,
-0.02098940685391426,
-0.058147549629211426,
0.029186150059103966,
0.01633264124393463,
-0.04569806158542633,
0.04947017505764961,
-0.02444549649953842,
-0.047657184302806854,
0.04022201895713806,
0.0023859639186412096,
-0.012301401235163212,
0.006417716853320599,
-0.013111175037920475,
0.03927326202392578,
0.029896851629018784,
-0.0021471327636390924,
0.06484101712703705,
0.020514944568276405,
-0.002095667878165841,
0.007341078016906977,
-0.03975199535489082,
-0.014961413107812405,
-0.012116976082324982,
-0.06395751982927322,
-0.04730575531721115,
-0.0232035331428051,
0.013108908198773861,
0.022704483941197395,
0.011337490752339363,
0.03580937162041664,
-0.03280866518616676,
0.030005576089024544,
0.016290701925754547,
0.05231895670294762,
0.01868165098130703,
-0.027461279183626175,
-0.012440874241292477,
0.042628321796655655,
0.03669806569814682,
-0.03695639222860336,
0.019749708473682404,
0.01898937299847603,
-0.014570617116987705,
0.022827254608273506,
-0.008151198737323284,
-0.029342947527766228,
-0.021375536918640137,
0.0047121839597821236,
-0.029458332806825638,
-0.03039756417274475,
0.0029184287413954735,
-0.019490446895360947,
0.045903608202934265,
0.0014431205345317721,
-0.013562027364969254,
-0.006369193084537983,
0.03074016608297825,
-0.03142356500029564,
-0.015072686597704887,
-0.05961662903428078,
0.0012543877819553018,
-0.020010637119412422,
0.01187928207218647,
-0.042154375463724136,
-0.05744538456201553,
0.01968083158135414,
-0.013211850076913834,
-0.03378590941429138,
-0.025994308292865753,
-0.05345749109983444,
-0.0048792134039103985,
-0.02136213891208172,
0.004789553117007017,
0.030657842755317688,
-0.043647535145282745,
0.019212964922189713,
-0.022288337349891663,
0.01188774686306715,
0.04588421434164047,
-0.036711834371089935,
0.0040679569356143475,
0.03849916532635689,
-0.025415100157260895,
-0.03459402173757553,
0.05137265473604202,
-0.02112491801381111,
-0.03575953096151352,
0.017556404694914818,
-0.0025627627037465572,
-0.03476826101541519,
0.05573330074548721,
0.023071009665727615,
-0.009563935920596123,
0.007421809248626232,
-0.02839735895395279,
0.008395865559577942,
-0.02906131185591221,
-0.00849055778235197,
0.014838933013379574,
0.01929931528866291,
-0.008453558199107647,
-0.011991231702268124,
-0.0240462739020586,
0.006997846066951752,
0.009064444340765476,
0.023919621482491493,
-0.000035560955438995734,
-0.002115709939971566,
0.07978092133998871,
-0.02154511958360672,
0.015141671523451805,
-0.009202199056744576,
-0.006565541960299015,
0.01893448643386364,
0.0468161478638649,
0.008988780900835991,
0.013557362370193005,
0.0486946702003479,
0.0008275905274786055,
-0.030839692801237106,
-0.054624710232019424,
0.004306900314986706,
0.07414567470550537,
-0.041193924844264984,
0.03490738943219185,
0.04840115085244179,
0.00754066975787282,
0.008146723732352257,
-0.03082512505352497,
-0.043326158076524734,
0.023084374144673347,
0.0027196379378437996,
0.05183883011341095,
-0.010107133537530899,
-0.03436804935336113,
0.06666707247495651,
0.01826830767095089,
0.008513692766427994,
0.04687991365790367,
-0.01859648898243904,
0.01016568299382925,
-0.007386843673884869,
-0.016316404566168785,
-0.04924861341714859,
0.009948894381523132,
-0.03022903762757778,
0.03478448465466499,
-0.025340838357806206,
-0.02607082761824131,
0.03716570511460304,
0.05506283789873123,
0.016087107360363007,
-0.04853517562150955,
-0.040419284254312515,
-0.03846130892634392,
-0.027048880234360695,
0.00642950925976038,
-0.008802383206784725,
0.019876699894666672,
-0.005708863493055105,
0.03860685974359512,
0.012700199149549007,
0.04494689777493477,
-0.08835310488939285,
-0.0659705400466919,
-0.028954343870282173,
-0.004597929306328297,
-0.023144135251641273,
0.013682419434189796,
-0.012525759637355804,
-0.039102546870708466,
0.030927268788218498,
-0.03921811655163765,
0.027828030288219452,
-0.01543179526925087,
0.03505111113190651,
0.011561651714146137,
0.022798852995038033,
-0.012662594206631184,
0.03431576490402222,
-0.018418213352560997,
0.035067662596702576,
0.140260249376297,
0.05716874450445175,
0.0009276719065383077,
-0.01383785530924797,
0.00934872031211853,
-0.007523530162870884,
-0.025683114305138588,
-0.0002852425095625222,
-0.020725229755043983,
-0.007918954826891422,
0.008844861760735512,
0.0667322427034378,
0.025415576994419098,
0.008597370237112045,
-0.0003083301708102226,
-0.01079213060438633,
-0.0386844277381897,
-0.028155891224741936,
0.011621699668467045,
0.034295689314603806,
0.007079587783664465,
-0.04239204525947571,
-0.047701187431812286,
0.009706065058708191,
-0.025875722989439964,
-0.0019648210145533085,
-0.06289452314376831,
0.04444048926234245,
-0.022276870906352997,
0.01875203102827072,
-0.025430213660001755,
0.04684644937515259,
0.001366201089695096,
-0.007199919782578945,
-0.012159815989434719,
0.015767669305205345,
0.053712230175733566,
-0.0146831925958395,
-0.00927785411477089,
0.01504784356802702,
-0.00688729714602232,
0.003920429851859808,
-0.025547383353114128,
0.0063787056133151054,
-0.035136960446834564,
-0.0048383669927716255,
-0.038321353495121,
0.05309715121984482,
0.01751563884317875,
-0.01502691488713026,
-0.009517750702798367,
0.017969070002436638,
0.007733888924121857,
-0.04009512811899185,
0.014366677030920982,
0.00232091941870749,
0.0037833855021744967,
-0.006292089819908142,
-0.021826423704624176,
-0.0113782724365592,
0.001753348857164383,
0.007064126897603273,
0.00013980276708025485,
0.03356144577264786,
-0.05727789178490639,
-0.009687399491667747,
-0.03378290310502052,
0.05618952214717865,
-0.021686803549528122,
0.013128931634128094,
0.03475325554609299,
-0.02952447161078453,
0.0031295286025851965,
-0.019507549703121185,
0.009773864410817623,
-0.016677355393767357,
0.06223028525710106,
-0.05180150270462036,
-0.009859766811132431,
-0.025343937799334526,
-0.06427110731601715,
-0.004397300537675619,
-0.022535163909196854,
-0.015594376251101494,
-0.05927750840783119,
0.002383016049861908,
0.02733071893453598,
0.012334123253822327,
0.02133350633084774,
0.005869572050869465,
0.0007032258436083794,
0.04921165853738785,
-0.004558734130114317,
-0.027649765834212303,
-0.028531121090054512,
-0.005669672507792711,
-0.004030982032418251,
0.029887672513723373,
0.00916734617203474,
0.046270404011011124,
0.06977926939725876,
0.025387175381183624,
-0.02454197220504284,
0.03721897676587105,
-0.016650749370455742,
0.0032133664935827255,
0.026294158771634102,
-0.04213964566588402,
0.019852517172694206,
-0.0031710246112197638,
0.007785039488226175,
-0.05016472935676575,
0.037767574191093445,
-0.0546792671084404,
-0.07814983278512955,
0.01697978749871254,
0.006297354586422443,
-0.024915266782045364,
0.030215676873922348,
-0.03586000204086304,
0.026920972391963005,
-0.04246138036251068,
0.0014970868360251188,
-0.001858557341620326,
0.02165357582271099,
-0.02009160816669464,
0.0016254016663879156,
-0.043440476059913635,
0.033910151571035385,
-0.04407567158341408,
0.013624874874949455,
0.03993343561887741,
0.03264661133289337,
0.03801023215055466,
-0.011561891064047813,
-0.003040198003873229,
0.007444124203175306,
0.048417869955301285,
-0.015885619446635246,
-0.013319369405508041,
0.05289937183260918,
-0.029000768437981606,
-0.059946976602077484,
0.01182282343506813,
-0.004898248706012964,
0.04473680630326271,
0.039620786905288696,
0.005439567379653454,
-0.035470619797706604,
0.0332004651427269,
-0.021231014281511307,
0.017317969352006912,
-0.01281388197094202,
0.01804541051387787,
0.03693288564682007,
-0.014816531911492348,
0.041063092648983,
0.0005234426353126764,
-0.006455652881413698,
0.025466598570346832,
0.05321107059717178,
-0.04211089760065079,
-0.005053315777331591,
0.007230802904814482,
-0.04039887711405754,
-0.01610361784696579,
0.013511797413229942,
0.012274724431335926,
0.017760999500751495,
0.0549355074763298,
-0.044354286044836044,
0.003243526443839073,
-0.0077691758051514626,
0.022560706362128258,
-0.0768236517906189,
-0.03567809611558914,
-0.0448017343878746,
0.009749170392751694,
0.024085206910967827,
-0.05222051590681076,
-0.005999496206641197,
0.03587507829070091,
-0.07645219564437866,
-0.029577258974313736,
-0.03029942698776722,
0.019112827256321907,
-0.033748552203178406,
0.021763885393738747,
-0.047989148646593094,
0.011116288602352142,
0.018562374636530876,
0.00955287553369999,
0.03495809808373451,
0.04500557482242584,
0.024016553536057472,
-0.05563006177544594,
-0.03752731904387474,
-0.005530619062483311,
-0.013129083439707756,
-0.04549015685915947,
0.02585187926888466,
-0.014626520685851574,
-0.01265171729028225,
0.025424961000680923,
-0.04242817312479019,
0.028660990297794342,
0.02574605867266655,
0.03350018337368965,
0.01663867011666298,
0.046453267335891724,
-0.0015354461502283812,
0.008027217350900173,
0.017743531614542007,
-0.005509866867214441,
0.01349224615842104,
-0.0036027124151587486,
-0.014183536171913147,
0.021120069548487663,
0.03078552708029747,
-0.014704558067023754,
0.004808455239981413,
0.009765533730387688,
0.0012748971348628402,
0.004898999352008104,
0.008467712439596653,
0.012523929588496685,
-0.03382659703493118,
-0.049191564321517944,
0.0063325949013233185,
-0.03327808529138565,
-0.041153911501169205,
0.02800331450998783,
0.05402376875281334,
-0.016534943133592606,
-0.008640841580927372,
0.004215172026306391,
-0.012914135120809078,
0.026430990546941757,
0.010236957110464573,
-0.024985672906041145,
-0.046634793281555176,
-0.011914946138858795,
0.015523510985076427,
-0.03680426627397537,
0.014664829708635807,
-0.0034557741601020098,
-0.03178538754582405,
0.03521386533975601,
-0.007390715181827545,
-0.019101660698652267,
0.009095322340726852,
-0.016248565167188644,
0.04886694625020027,
-0.0916375145316124,
0.05513107031583786,
-0.00439766701310873,
-0.022049080580472946,
-0.03582221642136574,
0.02775566652417183,
-0.022877709940075874,
0.035351935774087906,
0.02306060865521431,
0.002820750931277871,
0.011223774403333664,
0.027266493067145348,
0.01352060679346323,
0.020544761791825294,
-0.05577488988637924,
0.06526857614517212,
-0.016491128131747246,
0.012181112542748451,
0.0072839888744056225,
-0.007612770888954401,
0.02581055276095867,
-0.0016073082806542516,
0.04240879788994789,
-0.01730404421687126,
0.012927215546369553,
-0.0015139331808313727,
-0.012730125337839127,
0.022126540541648865,
0.014989263378083706,
-0.004586090799421072,
0.031754933297634125,
-0.012592446990311146,
0.00257378863170743,
0.05804896727204323,
0.012691114097833633,
-0.04798585921525955,
-0.032374925911426544,
-0.02344173938035965,
-0.004605869762599468,
0.04305577278137207,
0.02061212994158268,
0.02303553745150566,
-0.032245341688394547,
0.004598984494805336,
0.02771514467895031,
-0.0418337807059288,
-0.02898428961634636,
0.0590219721198082,
0.013631848618388176,
0.030335446819663048,
-0.004929857328534126,
0.01079148892313242,
0.004394603427499533,
-0.021905161440372467,
-0.014907374046742916,
-0.000020510753529379144,
0.05472191050648689,
-0.0013188035227358341,
-0.011733781546354294,
0.051994066685438156,
-0.044341810047626495,
0.049836426973342896,
-0.0036422614939510822,
0.013862710446119308,
-0.036800697445869446,
-0.005408585537225008,
0.015060149133205414,
-0.020363787189126015,
0.013672507368028164,
-0.010270925238728523,
-0.0013473695144057274,
0.06684219837188721,
-0.05570916831493378,
-0.006306739989668131,
0.003952507395297289,
0.00006054408731870353,
0.001317867310717702,
-0.009302402846515179,
-0.04646023362874985,
0.030061546713113785,
0.0002461405238136649,
-0.002647282090038061,
-0.025237811729311943,
-0.01117472629994154,
0.04459758847951889,
-0.01683664880692959,
0.016093719750642776,
-0.011682291515171528,
0.03529534488916397,
-0.002127979649230838,
-0.025667686015367508,
-0.013715769164264202,
0.0017262804321944714,
0.05016763508319855,
0.00974255707114935,
0.01064080186188221,
-0.0399976447224617,
-0.01967504806816578,
0.00946676917374134,
0.03228548914194107,
-0.04886842519044876,
0.012742944061756134,
-0.007424087729305029,
0.01090362761169672,
-0.01922488957643509,
-0.012683942914009094
] |
<p>The <code>chisq.test</code> function in R includes a <code>y =</code> argument, which is to <code>NULL</code> by default. The help page doesn't explain what this argument does, and playing round with numbers doesn't give any clues, for example all these give exactly same results:</p>
<pre><code>chisq.test(x=c(20, 10, 5, 3, 2, 1, 0), y = 100:106)
chisq.test(x=c(20, 10, 5, 3, 2, 1, 0), y = 0:6)
chisq.test(x=c(20, 10, 5, 3, 2, 1, 0), y = 5:11)
</code></pre> | 18,145 | [
-0.041870683431625366,
-0.02495325729250908,
-0.006577434483915567,
-0.03831271827220917,
0.044896215200424194,
0.015201838687062263,
-0.0182765144854784,
-0.03133232519030571,
-0.01941770128905773,
-0.02324184961616993,
0.04069983959197998,
0.0697670578956604,
0.023822098970413208,
0.015771595761179924,
0.027127781882882118,
0.030955571681261063,
-0.020492225885391235,
0.025493429973721504,
-0.009310009889304638,
0.03212575986981392,
0.007482367567718029,
0.01063611451536417,
0.01232216227799654,
-0.010291720740497112,
-0.006901600398123264,
0.02428273856639862,
0.022110551595687866,
-0.014238524250686169,
0.011303458362817764,
0.07489054650068283,
-0.058118391782045364,
-0.037439510226249695,
0.0013763114111497998,
0.01139204390347004,
0.0035711301025003195,
0.006267067510634661,
0.026486944407224655,
-0.027475228533148766,
-0.022908879444003105,
0.04698596149682999,
-0.02634693868458271,
0.022367997094988823,
0.008656719699501991,
0.03951184079051018,
-0.015769103541970253,
0.03610815107822418,
0.0013065459206700325,
-0.008210448548197746,
0.014672032557427883,
-0.019527876749634743,
0.06532313674688339,
-0.018674597144126892,
0.015216025523841381,
0.001509754452854395,
0.002949340268969536,
-0.011006231419742107,
0.050810448825359344,
0.02683255635201931,
-0.039182424545288086,
-0.09473089873790741,
-0.018431812524795532,
-0.05995028093457222,
0.0004948629066348076,
-0.015520259737968445,
-0.017012955620884895,
0.014146166853606701,
0.016925709322094917,
-0.019976286217570305,
0.004611784126609564,
-0.04259556904435158,
0.007159483153373003,
0.05015934631228447,
0.009639252908527851,
-0.02563573233783245,
0.03663915395736694,
-0.042718417942523956,
0.026997027918696404,
-0.017165983095765114,
0.012026628479361534,
0.0483432412147522,
0.009592128917574883,
0.039033886045217514,
0.03319285064935684,
0.002411027206107974,
0.023099593818187714,
0.00043083017226308584,
0.037398576736450195,
-0.01125847827643156,
0.015844091773033142,
0.003195680445060134,
-0.007445488125085831,
0.014554940164089203,
0.03183620050549507,
0.034462250769138336,
-0.035968516021966934,
0.04871957749128342,
-0.027891865000128746,
0.05448342114686966,
0.012424089014530182,
-0.013955419883131981,
-0.006972919218242168,
-0.025774294510483742,
0.051877379417419434,
0.0570688396692276,
-0.06145639717578888,
-0.00818447396159172,
0.01396673172712326,
-0.0005790825234726071,
-0.016062434762716293,
-0.0075025553815066814,
-0.01893932744860649,
0.021999651566147804,
-0.02343502826988697,
0.03941604867577553,
0.036465972661972046,
-0.026280468329787254,
-0.028678296133875847,
0.014267217367887497,
0.05450066924095154,
0.019448138773441315,
0.03606859967112541,
-0.02245897427201271,
0.009222430177032948,
-0.036302193999290466,
-0.009684852324426174,
-0.00650010397657752,
-0.030321616679430008,
0.01383920107036829,
-0.048914823681116104,
0.031314149498939514,
-0.03294168412685394,
-0.028841903433203697,
0.039711616933345795,
-0.003846337553113699,
0.05628340691328049,
-0.027324143797159195,
-0.08254837989807129,
-0.06648406386375427,
0.01508688647300005,
-0.031334150582551956,
-0.031032493337988853,
-0.08481554687023163,
0.0067771789617836475,
0.007364721968770027,
0.07132750749588013,
-0.004462595097720623,
0.012448413297533989,
-0.003272606059908867,
-0.017094505950808525,
0.015923738479614258,
-0.012147468514740467,
-0.023376643657684326,
-0.03135997802019119,
-0.02611386962234974,
0.019197184592485428,
-0.04588262364268303,
0.02789139561355114,
-0.006080519873648882,
-0.012954536825418472,
-0.05328957363963127,
0.007738454267382622,
-0.02656957507133484,
0.020224204286932945,
-0.014977517537772655,
-0.022207429632544518,
-0.052291903644800186,
0.06504855304956436,
0.04681970179080963,
-0.033213380724191666,
0.04324881359934807,
-0.018454084172844887,
0.016071796417236328,
-0.006183636374771595,
0.04442382603883743,
0.028504135087132454,
-0.009588000364601612,
-0.008593250997364521,
-0.018474239856004715,
0.03351695463061333,
0.003337845206260681,
-0.06029704958200455,
-0.025683362036943436,
-0.0010612164624035358,
-0.012010828591883183,
0.013550502248108387,
0.014436827041208744,
-0.002052947646006942,
0.006357062142342329,
0.07407533377408981,
-0.07243984937667847,
-0.03016000986099243,
-0.05606299266219139,
-0.01442764326930046,
0.007376837078481913,
-0.007973939180374146,
-0.014000277034938335,
0.027394132688641548,
0.013608582317829132,
0.012494748458266258,
-0.0052565401419997215,
-0.01771041937172413,
0.002767092315480113,
0.05493929237127304,
-0.019330738112330437,
-0.028589976951479912,
0.03938467800617218,
0.0350339375436306,
-0.02379409782588482,
0.04427040368318558,
-0.022809801623225212,
-0.012579398229718208,
0.004997276235371828,
-0.01086975447833538,
0.039068251848220825,
0.005952519364655018,
-0.01270154770463705,
0.032627277076244354,
0.016094785183668137,
-0.023464065045118332,
0.04581071436405182,
-0.07635033130645752,
0.03913996368646622,
0.04440658912062645,
0.026423674076795578,
-0.01491139829158783,
-0.011145509779453278,
0.004826772026717663,
0.05212688446044922,
-0.004499371163547039,
0.05440361797809601,
-0.05538233369588852,
-0.0341082438826561,
0.029547324404120445,
-0.005355756729841232,
-0.03795357793569565,
-0.007446765899658203,
0.013440639711916447,
0.007761286571621895,
-0.04421374201774597,
0.03801450505852699,
0.0013581948587670922,
-0.022052956745028496,
0.014186582528054714,
-0.0037561662029474974,
0.02172992192208767,
0.04750851169228554,
0.07094620913267136,
-0.0019284714944660664,
0.023616040125489235,
0.023671254515647888,
-0.0277313981205225,
0.045360177755355835,
-0.02335958182811737,
0.007647411432117224,
0.001781544997356832,
-0.04226695001125336,
0.02446306310594082,
-0.004130112938582897,
-0.00380130996927619,
0.017011813819408417,
0.012942423112690449,
-0.016338136047124863,
-0.01756138727068901,
-0.007389361038804054,
0.0020105289295315742,
0.017893165349960327,
-0.033837851136922836,
0.03659360483288765,
0.018961289897561073,
-0.019505059346556664,
0.007765882648527622,
-0.017737938091158867,
0.006658098194748163,
-0.07852132618427277,
0.0037272556219249964,
0.0529903769493103,
0.035677555948495865,
0.025460345670580864,
-0.046922195702791214,
-0.06609443575143814,
-0.022100530564785004,
-0.03106318600475788,
0.037209030240774155,
0.007107642944902182,
-0.003955522086471319,
0.00866782944649458,
-0.027029208838939667,
-0.0071419100277125835,
0.010228365659713745,
-0.015138846822082996,
-0.031480010598897934,
0.02446575090289116,
-0.021064646542072296,
-0.001043882337398827,
-0.012414827011525631,
-0.0361967571079731,
0.016892073675990105,
-0.028850499540567398,
0.023788800463080406,
0.06274300813674927,
-0.003449523588642478,
-0.07351106405258179,
0.05470047518610954,
-0.07609578222036362,
0.007812677882611752,
-0.03197011351585388,
-0.018399549648165703,
0.006291973404586315,
-0.000594250624999404,
0.012056373059749603,
0.03247341141104698,
-0.03495443984866142,
0.019571755081415176,
-0.04587789252400398,
-0.041792936623096466,
-0.013340613804757595,
-0.016400625929236412,
-0.011491742916405201,
0.009981129318475723,
0.02247260883450508,
0.066656194627285,
0.032540399581193924,
0.011154192499816418,
-0.06314882636070251,
0.030543843284249306,
-0.03994808346033096,
0.012472957372665405,
0.03875581547617912,
0.05560939759016037,
0.011398264206945896,
0.014559724368155003,
-0.0022396009881049395,
0.07465758174657822,
0.06481959670782089,
-0.0032287747599184513,
0.00859401561319828,
-0.01779630221426487,
-0.000009721036803966854,
-0.023528728634119034,
0.02338487096130848,
-0.016133517026901245,
-0.020638855174183846,
0.018321029841899872,
-0.024472396820783615,
0.01872946135699749,
-0.04020756855607033,
-0.0177536029368639,
0.014642585068941116,
-0.006229889113456011,
0.037790168076753616,
-0.002269471064209938,
0.07800880819559097,
-0.0038437936455011368,
-0.024465646594762802,
0.0015201009809970856,
-0.004392274189740419,
0.06353408843278885,
-0.025167634710669518,
-0.0336497463285923,
0.009086760692298412,
-0.0031937884632498026,
-0.05488809943199158,
0.029325682669878006,
0.003384559415280819,
-0.012492609210312366,
0.029074927791953087,
-0.05612586811184883,
-0.009200990200042725,
0.04640813171863556,
0.04899044707417488,
0.02976185828447342,
0.035724300891160965,
-0.06429272145032883,
0.03844304382801056,
-0.05034731328487396,
-0.0016370299272239208,
-0.02613418735563755,
0.02508385293185711,
0.05847715213894844,
0.038469210267066956,
0.030418740585446358,
-0.004696650896221399,
-0.03318482264876366,
-0.024760805070400238,
-0.07105149328708649,
-0.0018360737012699246,
0.010593567974865437,
-0.015115522779524326,
-0.023176586255431175,
-0.006887251511216164,
0.026484359055757523,
-0.000806710624601692,
0.03203940764069557,
-0.0014025879791006446,
-0.011443518102169037,
-0.04122000187635422,
0.020102273672819138,
0.027318164706230164,
0.016712576150894165,
0.0015288711292669177,
0.01832132413983345,
0.03829551115632057,
-0.01832856610417366,
-0.008883358910679817,
0.007619563024491072,
-0.005521534476429224,
-0.010487178340554237,
0.0035021654330193996,
-0.006405222695320845,
0.010857741348445415,
0.00782036129385233,
0.002104808809235692,
0.04003676399588585,
-0.04711295664310455,
-0.00921517051756382,
-0.00007074409950291738,
0.042291611433029175,
0.07275456190109253,
-0.01367105171084404,
0.013098550960421562,
-0.0245948676019907,
0.02824835479259491,
-0.007824714295566082,
0.008158565498888493,
0.011185606941580772,
0.01604410633444786,
0.06917212903499603,
0.06296941637992859,
0.012469423934817314,
0.016629306599497795,
0.06897677481174469,
0.05299512669444084,
-0.0062463292852044106,
-0.010213986970484257,
0.008516205474734306,
-0.033270303159952164,
0.031849879771471024,
-0.005423485767096281,
0.009646870195865631,
-0.0021830738987773657,
0.029532447457313538,
-0.0020718437153846025,
-0.041337303817272186,
0.0006231229053810239,
-0.0382530502974987,
0.035872507840394974,
0.04858161881566048,
-0.007869420573115349,
-0.005545136984437704,
0.015596818178892136,
0.0370057076215744,
0.01639311946928501,
0.03830926865339279,
-0.052834849804639816,
-0.05973280593752861,
-0.01101566944271326,
0.04222136735916138,
0.03268473967909813,
-0.027971042320132256,
-0.005679712630808353,
-0.042899757623672485,
0.007515269797295332,
-0.004198163747787476,
-0.04738140478730202,
0.03148653358221054,
-0.04188353195786476,
0.02082659676671028,
-0.028844159096479416,
0.017096543684601784,
-0.02525698021054268,
0.037345632910728455,
-0.027410557493567467,
0.01801910623908043,
-0.0355113223195076,
-0.059663619846105576,
-0.07972222566604614,
0.02314731664955616,
-0.029034897685050964,
0.038218509405851364,
-0.07361678034067154,
-0.006952994037419558,
0.0061507332138717175,
0.02364778146147728,
-0.003054460510611534,
-0.039303217083215714,
0.02851768583059311,
0.010231580585241318,
0.043431367725133896,
0.06978616118431091,
-0.005475629586726427,
-0.004422119818627834,
0.004029659554362297,
-0.007653196342289448,
-0.03695817291736603,
0.02435235120356083,
-0.04733903333544731,
-0.004129702690988779,
0.021508634090423584,
0.002356029348447919,
0.02360519953072071,
0.005640984978526831,
-0.010610511526465416,
-0.0009510759264230728,
-0.0918133482336998,
-0.012362170964479446,
-0.023248014971613884,
-0.007952049374580383,
-0.06240629032254219,
-0.009576769545674324,
-0.0006073886179365218,
0.006992070935666561,
0.0039986209012568,
0.018719526007771492,
-0.05010678991675377,
0.016863005235791206,
-0.00853036716580391,
0.027770213782787323,
-0.006914024241268635,
-0.02467401698231697,
0.015866594389081,
0.005560737568885088,
0.0018770542228594422,
0.020140167325735092,
0.03436017408967018,
-0.029336178675293922,
-0.0017576322425156832,
0.03144805133342743,
-0.017859164625406265,
0.0036600271705538034,
0.010030291974544525,
0.007666588760912418,
0.0264436062425375,
-0.02144918404519558,
-0.006744877435266972,
-0.036178410053253174,
0.0030860072001814842,
-0.000012304849406064022,
-0.00803854689002037,
-0.023699799552559853,
0.020609114319086075,
-0.03894248604774475,
-0.010737735778093338,
-0.027537137269973755,
0.0806838646531105,
0.016474425792694092,
0.02302658185362816,
-0.04806089773774147,
-0.030197931453585625,
-0.00685020349919796,
-0.03159784525632858,
-0.031893081963062286,
-0.051945921033620834,
-0.05051960423588753,
0.013297496363520622,
-0.0033778240904212,
-0.0034097826573997736,
0.04278150200843811,
-0.030403055250644684,
0.018009431660175323,
-0.027507314458489418,
-0.02232290431857109,
0.06778404861688614,
-0.0007387971854768693,
-0.03496032580733299,
0.02294994704425335,
-0.04163810983300209,
0.015046137385070324,
0.05808502063155174,
0.017364636063575745,
-0.038537558168172836,
0.004699105396866798,
0.016150694340467453,
-0.019648456946015358,
0.026596544310450554,
-0.018929265439510345,
-0.026967711746692657,
-0.01398790068924427,
-0.01120090950280428,
0.0005569986533373594,
-0.049953192472457886,
-0.006095326039940119,
-0.03811466693878174,
-0.0033130720257759094,
-0.022879673168063164,
-0.013322314247488976,
-0.029422197490930557,
0.007458217442035675,
0.04666595533490181,
0.002317179227247834,
-0.028740044683218002,
0.024755509570240974,
0.08313020318746567,
0.00009127307566814125,
-0.03271735832095146,
-0.015931399539113045,
0.0084425313398242,
0.03373859077692032,
0.022385867312550545,
-0.011567777954041958,
-0.014173786155879498,
0.0004065852554049343,
-0.012236688286066055,
0.01936623640358448,
-0.029655830934643745,
0.020823653787374496,
0.03332424908876419,
-0.021624155342578888,
0.05349506065249443,
0.038350652903318405,
-0.03138808533549309,
0.009507723152637482,
-0.033727820962667465,
0.014730189926922321,
-0.02985302545130253,
0.006024814210832119,
0.058279652148485184,
0.02370968647301197,
-0.0034787363838404417,
0.0635300725698471,
0.021353352814912796,
0.0064528766088187695,
0.02702755108475685,
0.031313568353652954,
-0.005996339023113251,
0.015822172164916992,
-0.03949214145541191,
-0.01851125992834568,
0.03640129789710045,
-0.006837898399680853,
0.032754622399806976,
-0.02927282452583313,
-0.007558654993772507,
0.03610018268227577,
0.03246045857667923,
-0.01324846874922514,
-0.005826764740049839,
0.009066062979400158,
-0.036014046519994736,
-0.014142132364213467,
0.046999238431453705,
-0.021625062450766563,
0.03974166139960289,
0.003379028756171465,
0.025271572172641754,
0.017878342419862747,
0.023352624848484993,
-0.03669878467917442,
-0.052405647933483124,
-0.018212758004665375,
0.01050556544214487,
-0.029658811166882515,
0.03388263285160065,
0.026366230100393295,
-0.020721837878227234,
-0.03349611908197403,
-0.04227803647518158,
0.021969441324472427,
0.002262224443256855,
0.014675039798021317,
-0.03247222676873207,
0.028127655386924744,
-0.022766539826989174,
-0.0004054909513797611,
-0.03970981761813164,
-0.04423831030726433,
0.12167028337717056,
0.08206608891487122,
0.04687469080090523,
-0.09621533006429672,
0.011647379957139492,
0.009728745557367802,
0.008826649747788906,
-0.02223648689687252,
-0.03633331134915352,
0.04929761216044426,
0.02834659069776535,
0.054571911692619324,
0.05446132272481918,
0.031087560579180717,
-0.02117583155632019,
0.030896546319127083,
-0.02766389027237892,
-0.032063938677310944,
-0.014567206613719463,
0.0068272193893790245,
-0.014578159898519516,
-0.058084242045879364,
-0.07808789610862732,
0.005013139918446541,
0.09138718992471695,
-0.0059252167120575905,
-0.02421719580888748,
-0.011126250959932804,
-0.016253825277090073,
0.03238609433174133,
-0.04204704239964485,
0.0051985145546495914,
0.004694238770753145,
0.00048013118794187903,
0.00033571181120350957,
-0.007663214113563299,
0.0049147214740514755,
-0.00032552238553762436,
0.025690646842122078,
0.03984896466135979,
0.016449447721242905,
0.012291336432099342,
-0.007738166488707066,
0.045960284769535065,
-0.04394776001572609,
-0.015563588589429855,
-0.007498272228986025,
0.025351611897349358,
-0.03357577696442604,
-0.044538162648677826,
-0.022321563214063644,
0.03694584593176842,
-0.015009310096502304,
-0.042414214462041855,
0.0012340499088168144,
0.02591392770409584,
0.02350480854511261,
-0.0008038810919970274,
-0.010300902649760246,
-0.008610537275671959,
0.025276342406868935,
-0.027984866872429848,
0.03724471479654312,
0.042171090841293335,
-0.025989960879087448,
-0.02387971617281437,
-0.03343462198972702,
0.058055661618709564,
-0.03705025836825371,
0.023078683763742447,
0.02601514384150505,
-0.015621732920408249,
-0.01581420563161373,
0.0008876536157913506,
0.028601914644241333,
-0.012699959799647331,
0.024961860850453377,
-0.03325938060879707,
-0.010904030874371529,
0.0015396689996123314,
-0.03894076868891716,
0.035782311111688614,
0.014102349989116192,
-0.03948613628745079,
-0.02105034328997135,
-0.03524916619062424,
0.02429014816880226,
0.04423383250832558,
-0.008193864487111568,
0.02475605718791485,
-0.03207514062523842,
0.04792296513915062,
-0.04860914126038551,
-0.019911549985408783,
-0.06626171618700027,
0.035673804581165314,
-0.026347022503614426,
-0.01787191443145275,
-0.01244796346873045,
0.02906392142176628,
0.034295883029699326,
0.029862217605113983,
-0.010528051294386387,
0.013420556671917439,
-0.03961990401148796,
-0.008263288997113705,
0.030085889622569084,
-0.025896470993757248,
-0.000498532026540488,
0.012359995394945145,
0.01752650924026966,
-0.051433395594358444,
-0.0321391336619854,
-0.030855458229780197,
-0.04542439058423042,
0.02562939189374447,
-0.002970963018015027,
-0.07260455191135406,
-0.008185851387679577,
-0.011168715544044971,
-0.006896839011460543,
0.001722173299640417,
0.027416428551077843,
-0.02814958244562149,
0.00915569718927145,
-0.00615733303129673,
-0.06590646505355835,
-0.01113193016499281,
-0.02608354575932026,
-0.028002573177218437,
0.015134411863982677,
-0.000883721630088985,
-0.02693125046789646,
0.02601819671690464,
0.013530672527849674,
-0.005186277907341719,
0.03775005042552948,
0.04320191219449043,
-0.007412821054458618,
-0.020790595561265945,
0.01007053442299366,
-0.07128919661045074,
-0.0275309719145298,
0.019323499873280525,
-0.028359752148389816,
0.02014130912721157,
0.011585366912186146,
0.01684800162911415,
0.01487521082162857,
0.03280298784375191,
-0.019799208268523216,
0.013925044797360897,
-0.012525965459644794,
0.018801100552082062,
0.03574543446302414,
0.02500607632100582,
-0.02851026877760887,
-0.015645332634449005,
-0.008096217177808285,
0.023991575464606285,
0.03307678550481796,
0.013335454277694225,
-0.012957482598721981,
0.041217025369405746,
-0.005072298925369978,
0.03623775765299797,
0.019780078902840614,
-0.03204101324081421,
-0.023876767605543137,
0.0473325252532959,
-0.040988270193338394,
0.045836664736270905,
-0.02001633308827877,
0.006885269656777382,
-0.12669195234775543,
0.004598802421241999,
0.017974918708205223,
0.009366631507873535,
0.01500933151692152,
-0.050538185983896255,
0.045383207499980927,
0.005645148456096649,
-0.05317395180463791,
0.014148366637527943,
-0.0025213209446519613,
-0.002382286824285984,
-0.03708506003022194,
0.013197069056332111,
-0.01360397133976221,
0.0005827598506584764,
0.0706852376461029,
-0.019024889916181564,
0.01759731024503708,
-0.025727640837430954,
-0.007920917123556137,
-0.01053923275321722,
0.029804755002260208,
0.02983279898762703,
-0.030562514439225197,
-0.05162839591503143,
0.051010292023420334,
0.009949203580617905,
-0.009667381644248962,
0.010948401875793934,
0.0016545475227758288,
0.05127718299627304,
0.000432141765486449,
0.0219150111079216,
0.003723597852513194,
0.05576426163315773,
0.028692662715911865,
0.007841315120458603,
-0.027541587129235268,
0.00912416074424982,
0.0013595751952379942,
0.0105810035020113,
-0.021027658134698868,
-0.007120497990399599,
0.042770612984895706,
0.013498873449862003,
0.0046712253242731094,
0.025104185566306114,
-0.0341438390314579,
-0.01958107016980648,
0.003492876188829541,
-0.006825776305049658,
0.02034970000386238,
-0.0201837457716465,
-0.024918805807828903,
-0.03619590029120445,
-0.010554233565926552,
0.057326462119817734,
0.037193480879068375,
0.0034511254634708166,
0.018409190699458122,
-0.01724797487258911,
-0.009227988310158253,
0.03347953408956528,
0.059915341436862946,
-0.0006175036542117596,
-0.014123265631496906,
-0.019880767911672592,
-0.005297074094414711,
0.02124791219830513,
0.016728036105632782,
0.01786310225725174,
0.014892449602484703,
0.031007321551442146,
0.020717713981866837,
-0.012614701874554157,
0.012002930976450443,
-0.003597630187869072,
0.018031643703579903,
-0.07393640279769897,
0.03868352994322777,
-0.003505072556436062,
-0.0051342821680009365,
-0.023431863635778427,
0.0023364212829619646,
-0.08990350365638733,
0.0016215202631428838,
0.050341084599494934,
0.03663443401455879,
-0.023089934140443802,
0.004812364466488361,
0.024915361776947975,
0.00786747969686985,
-0.031345199793577194,
0.03615908324718475,
0.0004449396801646799,
-0.024592559784650803,
-0.03885537013411522,
0.00013309829228091985,
0.003179741557687521,
0.021943138912320137,
-0.025372548028826714,
-0.02536209672689438,
-0.024788768962025642,
-0.028910230845212936,
-0.025018911808729172,
0.02668108604848385,
0.059753768146038055,
0.007284803315997124,
0.016842495650053024,
0.026817793026566505,
-0.010117492638528347,
0.041743163019418716,
0.004808706231415272,
-0.06237217038869858,
0.031209753826260567,
-0.029194116592407227,
0.009746546857059002,
0.013686852529644966,
0.01250105258077383,
0.0020028194412589073,
-0.027471311390399933,
0.004120794590562582,
0.02489568293094635,
0.007148757576942444,
-0.0319589264690876,
0.022901728749275208,
0.05320080742239952,
0.046964604407548904,
0.017236080020666122,
-0.0020013132598251104,
-0.000845125934574753,
-0.0016390947857871652,
0.007381377276033163,
0.008720602840185165,
-0.004810511600226164,
-0.009713619016110897,
-0.016470743343234062,
0.03389870375394821,
-0.007325556594878435,
0.02082858234643936,
-0.026304252445697784,
0.06382833421230316,
0.014063692651689053,
0.011258465237915516,
0.003567146835848689,
-0.030349278822541237,
0.01292109489440918,
-0.01956036128103733,
-0.0156126469373703,
0.04322351515293121,
-0.043284013867378235,
0.04777238517999649,
-0.03681709244847298,
-0.04358809441328049,
0.0025512140709906816,
-0.033076751977205276,
-0.011711080558598042,
-0.0019370261579751968,
-0.021851500496268272,
0.017900828272104263,
0.0024824305437505245,
-0.018058372661471367,
0.03716627135872841,
-0.046650901436805725,
0.009480306878685951,
-0.01408447790890932,
0.019473835825920105,
0.016971567645668983,
0.01355668529868126,
-0.0038118897937238216,
-0.0021341003011912107,
0.03590542450547218,
0.04162051901221275,
0.007405894808471203,
-0.06438837945461273,
0.007250433787703514,
0.03303470462560654,
0.033238161355257034,
-0.0427047535777092,
-0.03194203972816467,
-0.008832219056785107,
0.034765470772981644,
-0.001730500953271985,
-0.026616999879479408
] |
<p>The dependent variable of my problem is highly concentrated around zero. Here is a stemplot</p>
<pre><code> The decimal point is 6 digit(s) to the right of the |
-2 | 511
-1 | 92221
-0 | 87777666666665555555555555555444444444444444444444444444444433333333+2428
0 | 00000000000000000000000000000000000000000000000000000000000000000000+2113
1 | 00000000000000000000000000000000000011111111111111111111111111111122+110
2 | 0000000000111111233333444444555666666677778889
3 | 00112457778889
4 | 11233456999
5 | 0000389
6 | 01477
7 | 259
8 | 033
9 | 002356
10 | 9
11 |
12 |
13 | 069
14 |
15 |
16 |
17 | 13
</code></pre>
<p>Normally when I have a dependent variable (DV) that looks like this I apply a logarithmic transformation for reasons both economical and mathematical. But obviously this will not work in this case as I have values below zero.</p>
<p>Is there another monotonically increasing transformation function that will reduce the peakedness of this distribution?</p> | 73,423 | [
-0.016928156837821007,
-0.005541787948459387,
0.0001577338553033769,
-0.012180197983980179,
0.040582284331321716,
-0.0236622653901577,
-0.024545986205339432,
-0.008346746675670147,
0.03996256738901138,
-0.06146876513957977,
0.05614779517054558,
0.01689729653298855,
0.02120949886739254,
0.011211811564862728,
0.01868034154176712,
0.024812953546643257,
-0.03712598234415054,
0.013112817890942097,
0.001023855758830905,
-0.03184448927640915,
0.0016397121362388134,
0.0034462970215827227,
0.011890917085111141,
-0.026542263105511665,
-0.02193809114396572,
0.031006401404738426,
-0.001940108952112496,
-0.014888878911733627,
-0.02637026645243168,
0.04248737543821335,
-0.0318046510219574,
-0.0473901703953743,
0.02449665777385235,
0.07989814132452011,
0.004068503621965647,
0.028369169682264328,
-0.01753276214003563,
-0.02292441390454769,
-0.038139231503009796,
0.010892350226640701,
-0.02256275899708271,
0.0074255215004086494,
-0.03440815582871437,
0.02644372172653675,
0.03807005286216736,
0.019869588315486908,
-0.018314393237233162,
-0.012029752135276794,
0.004057897720485926,
-0.0023544097784906626,
0.07657892256975174,
-0.014145717024803162,
0.018602607771754265,
-0.024320151656866074,
-0.017938710749149323,
-0.05801411345601082,
0.0573401004076004,
0.07005847990512848,
0.003620637347921729,
-0.06935779750347137,
-0.02793579176068306,
-0.02730478346347809,
0.005834691692143679,
0.0031428716611117125,
-0.014201752841472626,
0.05574004724621773,
0.004954193718731403,
-0.016016317531466484,
0.03745609521865845,
-0.045745790004730225,
0.009452750906348228,
0.027253657579421997,
0.018870998173952103,
-0.011512842029333115,
0.0018397173844277859,
-0.019344989210367203,
0.03429761901497841,
-0.011363138444721699,
0.03649262338876724,
0.0024830736219882965,
0.012569391168653965,
0.030680427327752113,
-0.03099721111357212,
0.04204527661204338,
-0.0004975791089236736,
0.0017977120587602258,
0.05550725385546684,
-0.006898939143866301,
0.030186409130692482,
0.04760333523154259,
-0.01874932460486889,
-0.028463920578360558,
0.06825001537799835,
-0.006289136130362749,
-0.023251459002494812,
0.043490272015333176,
0.005664237774908543,
0.012657207436859608,
-0.021600589156150818,
0.006014325190335512,
-0.037284016609191895,
-0.047070376574993134,
-0.014345147646963596,
0.04336680844426155,
-0.0035029426217079163,
0.049876946955919266,
-0.016165556386113167,
-0.03509754687547684,
-0.013340913690626621,
-0.021438784897327423,
-0.03515559434890747,
-0.024539602920413017,
0.020377373322844505,
0.0007164322305470705,
0.029397232457995415,
-0.028536804020404816,
-0.03512274846434593,
-0.01755226030945778,
0.0347001887857914,
0.0017059168312698603,
0.03125965595245361,
-0.011696330271661282,
0.07023894786834717,
-0.021972032263875008,
-0.07524929195642471,
0.054685551673173904,
0.023113619536161423,
0.02168159931898117,
-0.027859997004270554,
0.0251777246594429,
-0.01990007609128952,
-0.029138147830963135,
0.10001896321773529,
-0.026892974972724915,
0.04211607575416565,
0.03575048968195915,
-0.05113430693745613,
-0.0672820582985878,
0.016110489144921303,
0.02204740233719349,
0.013041757047176361,
-0.05264783278107643,
0.0127369724214077,
0.06404608488082886,
0.037951868027448654,
-0.01150465663522482,
0.01312611997127533,
0.012559978291392326,
0.015318707562983036,
0.038533348590135574,
0.01008641254156828,
-0.014622741378843784,
-0.02421085350215435,
-0.05450226366519928,
-0.021455025300383568,
-0.037188541144132614,
0.015194359235465527,
0.021402345970273018,
-0.02884070947766304,
-0.018824314698576927,
0.036082543432712555,
-0.02248438261449337,
-0.010478312149643898,
-0.04441971331834793,
-0.018939675763249397,
-0.013347170315682888,
0.045416396111249924,
0.020676711574196815,
0.019241508096456528,
-0.015413717366755009,
0.00032725711935199797,
0.05519559234380722,
-0.00759192043915391,
0.038624294102191925,
0.04619510471820831,
-0.04789407178759575,
0.0017450375016778708,
-0.03888635337352753,
0.012611795216798782,
0.04513205215334892,
-0.026938974857330322,
-0.034796446561813354,
-0.029056457802653313,
-0.01671467162668705,
0.00870149303227663,
0.023240691050887108,
-0.0015492693055421114,
-0.016321126371622086,
0.025362316519021988,
-0.049027375876903534,
-0.04930996522307396,
-0.026903070509433746,
0.005170716904103756,
0.00458461744710803,
0.0006493899854831398,
-0.003259242046624422,
-0.009000920690596104,
0.01650775596499443,
0.011426951736211777,
-0.010260051116347313,
0.04682350531220436,
-0.02285955101251602,
0.036480288952589035,
-0.043585143983364105,
-0.0010367895010858774,
0.0168951153755188,
0.0480751097202301,
-0.0125454505905509,
0.05210518464446068,
-0.005384529009461403,
0.03140706196427345,
-0.0050312839448452,
-0.0251249298453331,
0.0171415526419878,
-0.03766463324427605,
-0.0004413753922563046,
0.058167144656181335,
-0.0019757021218538284,
-0.0011558884289115667,
0.028025399893522263,
-0.05497661605477333,
0.06782970577478409,
0.12590056657791138,
0.018430398777127266,
0.026188408955931664,
0.0052461219020187855,
-0.005869628861546516,
0.05564350262284279,
-0.03924909979104996,
-0.014920382760465145,
-0.021448267623782158,
0.01739453710615635,
0.005564337596297264,
-0.0005327644175849855,
-0.026655105873942375,
0.0011991008650511503,
0.046958863735198975,
0.01193940732628107,
0.018126752227544785,
0.034375857561826706,
-0.01104721985757351,
0.017602520063519478,
0.003784658620133996,
0.007877934724092484,
0.02173025719821453,
0.000004014735168311745,
0.023226093500852585,
0.0181704331189394,
0.002524212934076786,
0.0015846401220187545,
-0.038287557661533356,
0.006461223587393761,
0.010757296346127987,
0.010906343348324299,
-0.032520223408937454,
0.006612129509449005,
0.03828059509396553,
-0.03740470111370087,
0.016802318394184113,
0.05331961438059807,
-0.036085549741983414,
0.00852782279253006,
-0.009204036556184292,
-0.037515442818403244,
0.03686487674713135,
0.07434462010860443,
0.008178476244211197,
-0.01835521310567856,
0.024303222075104713,
-0.013103839941322803,
0.03210068494081497,
-0.0324443019926548,
-0.043226685374975204,
-0.0389726348221302,
0.01334100216627121,
0.033508528023958206,
0.04068329930305481,
0.020086131989955902,
-0.02594056911766529,
-0.001420039450749755,
-0.01930374465882778,
-0.0015828653704375029,
0.002353937830775976,
0.0410003587603569,
-0.07833491265773773,
-0.03511590138077736,
0.0011679608142003417,
-0.021537546068429947,
0.03550181910395622,
0.0035056478809565306,
-0.013744007796049118,
-0.016258718445897102,
-0.005041211377829313,
-0.058504097163677216,
-0.023607058450579643,
-0.003502529812976718,
-0.01243545114994049,
-0.04259468987584114,
-0.018114259466528893,
0.05683913454413414,
0.024803023785352707,
-0.059948377311229706,
-0.00915369763970375,
-0.0406390056014061,
-0.02131929062306881,
-0.043081510812044144,
-0.023705443367362022,
-0.0029062016401439905,
-0.011709815822541714,
0.0008562443545088172,
-0.007490280084311962,
-0.015207010321319103,
0.003808314446359873,
-0.0798151046037674,
-0.0741831436753273,
0.0020087093580514193,
-0.023553194478154182,
0.04007231071591377,
0.020632466301321983,
-0.04187115654349327,
0.052958328276872635,
0.05148913711309433,
-0.03634742274880409,
-0.061890751123428345,
-0.023395152762532234,
-0.008843931369483471,
0.006246586330235004,
-0.012683073058724403,
0.049977533519268036,
0.017679274082183838,
0.004348175134509802,
-0.024724114686250687,
0.03146103397011757,
0.03994537517428398,
0.001190991373732686,
-0.035131264477968216,
0.054629772901535034,
-0.017010927200317383,
-0.017998795956373215,
0.01706787385046482,
0.031240273267030716,
-0.030238714069128036,
0.06784314662218094,
-0.004428167827427387,
-0.003186322282999754,
-0.014803069643676281,
-0.03658439591526985,
0.025408120825886726,
0.0024457776453346014,
0.020060742273926735,
-0.011697775684297085,
-0.002096503507345915,
0.04090028628706932,
-0.029386034235358238,
-0.02182559296488762,
0.03917202726006508,
0.05429789796471596,
-0.015954745933413506,
0.005308224819600582,
0.03421713784337044,
0.042724449187517166,
-0.020201968029141426,
0.009214605204761028,
-0.011188196949660778,
-0.014060338959097862,
0.042776595801115036,
-0.0005295880837365985,
-0.01447389554232359,
0.03194797411561012,
0.01785811223089695,
0.04218755289912224,
0.01110789179801941,
-0.012823403812944889,
0.015287413261830807,
-0.025920383632183075,
0.0037712266203016043,
-0.03322760760784149,
0.07366329431533813,
0.044472984969615936,
0.0424535907804966,
0.049108605831861496,
0.016193602234125137,
-0.018553810194134712,
0.01721935160458088,
-0.05284903198480606,
0.033804044127464294,
-0.014931119047105312,
0.03554844483733177,
-0.0017187288030982018,
0.005440026521682739,
-0.002681286772713065,
-0.03173516318202019,
-0.013665207661688328,
0.021838026121258736,
0.04949387162923813,
-0.036958422511816025,
-0.010704558342695236,
0.006484631914645433,
0.014116049744188786,
-0.05129498243331909,
0.024940816685557365,
0.025303352624177933,
-0.027942460030317307,
0.06761922687292099,
0.020077228546142578,
-0.0024624511133879423,
-0.02002420276403427,
0.00011793897283496335,
0.016163432970643044,
0.031824711710214615,
0.031763955950737,
0.03049401380121708,
0.012793200090527534,
-0.03830234706401825,
-0.0006614064332097769,
0.017824485898017883,
0.024920590221881866,
0.0269367303699255,
-0.008620907552540302,
0.013564215041697025,
-0.039283156394958496,
-0.03868090733885765,
-0.004674858413636684,
0.005029021296650171,
0.009853847324848175,
0.013757983222603798,
0.0443870909512043,
0.00996106956154108,
-0.020486338064074516,
0.04675595834851265,
0.08648655563592911,
-0.00017026621208060533,
-0.009446317330002785,
-0.018645886331796646,
-0.01825140230357647,
-0.018271218985319138,
0.020180709660053253,
-0.0017191973747685552,
0.02178136445581913,
-0.022052934393286705,
-0.005818137899041176,
0.05956180766224861,
0.013811810873448849,
-0.030473381280899048,
0.008476458489894867,
0.016455071046948433,
0.03723008930683136,
-0.016826754435896873,
-0.028432847931981087,
0.016580777242779732,
-0.016247006133198738,
0.011777111329138279,
0.04017535224556923,
0.0035493229515850544,
-0.10064887255430222,
-0.004123071674257517,
0.02272896282374859,
0.068659707903862,
-0.05577046051621437,
0.019274236634373665,
-0.054164160043001175,
-0.014062737114727497,
0.03295958787202835,
-0.04038531333208084,
-0.005028372164815664,
0.034158945083618164,
-0.0024757878854870796,
-0.01905873604118824,
-0.046686768531799316,
-0.0573926717042923,
0.007333511486649513,
-0.03377590328454971,
0.01681745983660221,
-0.04985983669757843,
-0.009568441659212112,
-0.05571000650525093,
0.019196340814232826,
-0.013285484164953232,
0.047343336045742035,
0.022172022610902786,
-0.04525274410843849,
-0.009684771299362183,
0.015693338587880135,
-0.011692878790199757,
-0.042356040328741074,
0.014021803624927998,
-0.025453360751271248,
0.0011103000724688172,
0.04804956912994385,
-0.02198711968958378,
-0.04282142594456673,
0.04496145620942116,
-0.017289772629737854,
0.00682284589856863,
0.022532351315021515,
-0.0043534087017178535,
0.05785951763391495,
0.048160370439291,
-0.001790387905202806,
0.021152624860405922,
0.0654802992939949,
-0.00791171845048666,
-0.001695839804597199,
-0.03905932232737541,
-0.015361732803285122,
-0.03175022453069687,
0.02369821071624756,
-0.03790134936571121,
-0.0070972926914691925,
-0.012440118007361889,
0.011909283697605133,
-0.013337031938135624,
0.05232980474829674,
0.00322733330540359,
0.020252078771591187,
0.027368364855647087,
0.008292592130601406,
-0.0024966991040855646,
-0.020104562863707542,
-0.009038131684064865,
0.03195934370160103,
0.026223711669445038,
-0.03685840219259262,
0.01632457785308361,
-0.00910224113613367,
-0.010086563415825367,
-0.003641366958618164,
-0.02809309773147106,
-0.03722362592816353,
-0.04184502735733986,
-0.016367746517062187,
0.025980262085795403,
-0.03471161052584648,
0.034045010805130005,
0.01871485263109207,
0.0075749545358121395,
0.03440861403942108,
-0.017051933333277702,
-0.004891461227089167,
0.013420592062175274,
0.0010929363779723644,
0.026728618890047073,
-0.0442890003323555,
0.013527601957321167,
-0.029618896543979645,
-0.0014971897471696138,
-0.0615948848426342,
-0.019823703914880753,
0.010683417320251465,
0.00852846447378397,
0.005379829555749893,
-0.016067780554294586,
-0.030629081651568413,
0.01735161617398262,
0.009807145223021507,
-0.00204707239754498,
0.04200361669063568,
-0.0005395442130975425,
-0.03808656707406044,
-0.0012708058347925544,
0.03048638440668583,
0.0816466361284256,
-0.04654794931411743,
0.002450354630127549,
0.03151348978281021,
-0.008301991969347,
-0.015656784176826477,
0.0060747405514121056,
0.029150133952498436,
-0.057398583739995956,
-0.009005310013890266,
0.014792891219258308,
-0.010939514264464378,
0.024563785642385483,
-0.017155878245830536,
-0.03186224028468132,
-0.019541775807738304,
0.0132147753611207,
0.004161662422120571,
-0.00808363314718008,
-0.012618115171790123,
0.003088396741077304,
-0.007694167084991932,
-0.021153803914785385,
0.009678401052951813,
-0.046916887164115906,
-0.01753360591828823,
-0.020688794553279877,
0.01464205700904131,
-0.01611008308827877,
0.013299104757606983,
0.04010298475623131,
0.0043754191137850285,
-0.006180971395224333,
0.03857811167836189,
-0.044106755405664444,
0.014261996373534203,
0.024185199290513992,
0.009486551396548748,
-0.011698617599904537,
0.012764115817844868,
-0.03154342621564865,
0.000973415735643357,
-0.05493650212883949,
0.014076520688831806,
0.05497654154896736,
0.022571664303541183,
0.02769751101732254,
-0.018537767231464386,
0.03008531779050827,
0.00769788259640336,
-0.005501571111381054,
-0.014947998337447643,
-0.0009157809545286,
-0.007419068831950426,
0.03073503077030182,
-0.007073067594319582,
0.009789901785552502,
0.0192713662981987,
0.03996822237968445,
0.01855831779539585,
0.07701248675584793,
0.015167420729994774,
-0.03812141343951225,
0.07446589320898056,
-0.035102952271699905,
0.02899099700152874,
0.021061746403574944,
-0.027035744860768318,
0.05460941791534424,
-0.02329261042177677,
-0.032269783318042755,
0.032040536403656006,
0.008746775798499584,
-0.002197503112256527,
-0.06200667470693588,
-0.04399031400680542,
-0.05176495388150215,
-0.012835259549319744,
0.01492201630026102,
-0.01642484962940216,
0.03710804507136345,
-0.016732964664697647,
0.011066521517932415,
-0.004544450901448727,
0.024840114638209343,
-0.07436109334230423,
-0.029974939301609993,
-0.015192452818155289,
-0.05584859848022461,
-0.05953303351998329,
0.03177918121218681,
0.01071317307651043,
-0.00621951837092638,
0.035754721611738205,
-0.026849595829844475,
0.024806587025523186,
0.028767498210072517,
-0.003195112571120262,
0.03144574910402298,
0.09168899804353714,
0.016647959128022194,
0.03157803416252136,
0.019765978679060936,
-0.031644538044929504,
0.13875460624694824,
0.061178434640169144,
0.02687343955039978,
-0.05678578093647957,
0.011403716169297695,
0.028872713446617126,
0.03998718783259392,
-0.037785500288009644,
0.002255552913993597,
0.01812819577753544,
-0.031290456652641296,
0.019580086693167686,
0.05934921279549599,
0.008337782695889473,
0.04698677733540535,
0.05411555990576744,
-0.02917521633207798,
-0.029942067340016365,
0.0020981549751013517,
0.030185110867023468,
0.016912449151277542,
-0.031221473589539528,
-0.07553423941135406,
-0.0023797086905688047,
0.01220158115029335,
-0.029000794515013695,
-0.021949363872408867,
0.0027494607493281364,
0.026482123881578445,
0.0034998145420104265,
-0.016813097521662712,
0.006145953666418791,
0.05579423904418945,
-0.0069359950721263885,
0.022573739290237427,
-0.010741106234490871,
0.019476788118481636,
-0.023050494492053986,
0.01259875763207674,
0.07442723959684372,
-0.006166771985590458,
0.02357259765267372,
0.006230490282177925,
-0.005515179131180048,
-0.014435874298214912,
-0.013863716274499893,
-0.05481322854757309,
-0.003628755686804652,
0.014328102581202984,
-0.011156458407640457,
0.014880884438753128,
-0.013726593926548958,
-0.005051405169069767,
-0.03461498022079468,
-0.01705656759440899,
0.027164094150066376,
-0.0038238163106143475,
0.01847143843770027,
-0.018143901601433754,
0.01820734702050686,
0.01900528557598591,
-0.017200306057929993,
-0.017204659059643745,
0.020328408107161522,
-0.017542697489261627,
-0.0263869259506464,
-0.009186618030071259,
0.07930508255958557,
-0.02010817639529705,
-0.004101994447410107,
-0.018251854926347733,
0.024282528087496758,
-0.008168995380401611,
0.014330568723380566,
-0.021806830540299416,
-0.0008029218879528344,
0.014307175762951374,
-0.0008368912385776639,
0.005652595777064562,
-0.013198088854551315,
-0.024340219795703888,
0.021419061347842216,
-0.03137562796473503,
0.000962875026743859,
-0.030390899628400803,
0.03200659155845642,
0.0015963009791448712,
0.037289172410964966,
0.02745097316801548,
0.0033158757723867893,
-0.04068047180771828,
0.08278976380825043,
0.028711561113595963,
-0.06480870395898819,
0.00553714158013463,
-0.005483197048306465,
-0.027879798784852028,
0.003900448326021433,
-0.019434496760368347,
0.04715753719210625,
0.006951263174414635,
-0.00015838963736314327,
-0.005852664355188608,
0.0020968809258192778,
-0.019129544496536255,
0.001807340420782566,
-0.0017567494651302695,
-0.05147304758429527,
-0.005965162068605423,
-0.009305124171078205,
-0.037112217396497726,
-0.031738217920064926,
-0.009878368116915226,
-0.025952409952878952,
-0.01880226843059063,
-0.01458671037107706,
0.016033288091421127,
-0.036911845207214355,
0.03049704246222973,
-0.027134831994771957,
-0.03570890426635742,
0.01238764077425003,
0.016569126397371292,
0.013149633072316647,
-0.02752521261572838,
-0.046526506543159485,
-0.014805984683334827,
0.015617072582244873,
0.04048328846693039,
-0.011808407492935658,
0.0374046191573143,
0.03377999737858772,
0.034748341888189316,
0.03670084848999977,
-0.014049412682652473,
0.0172970462590456,
0.011509529314935207,
0.032186489552259445,
-0.06091025099158287,
0.021707937121391296,
0.027506845071911812,
-0.02108749933540821,
-0.0024478721898049116,
0.0193609781563282,
-0.020055314525961876,
0.03245214745402336,
-0.031117958948016167,
0.010938511230051517,
-0.016812067478895187,
0.032189711928367615,
0.015829479321837425,
0.0026678775902837515,
0.008810233324766159,
-0.024631483480334282,
0.03841777145862579,
0.025537697598338127,
-0.006715150084346533,
0.0023081498220562935,
0.0011245700297877192,
0.032626260071992874,
0.07695885747671127,
-0.013178065419197083,
0.010884195566177368,
-0.0033848420716822147,
-0.002851842436939478,
0.03696398437023163,
0.009839609265327454,
0.010460466146469116,
0.03835925832390785,
0.045907340943813324,
-0.0003247192653361708,
-0.00041310422238893807,
-0.04918321967124939,
-0.040671732276678085,
-0.07977723330259323,
-0.010664524510502815,
0.01130914781242609,
-0.03302796930074692,
0.025562401860952377,
-0.026304399594664574,
-0.02442367747426033,
0.010601023212075233,
-0.03874814510345459,
0.012361742556095123,
-0.012674221768975258,
0.020838843658566475,
-0.02084377594292164,
-0.04283428192138672,
-0.009243490174412727,
0.03279605135321617,
0.029074067249894142,
0.046439703553915024,
0.06051419675350189,
-0.008176317438483238,
-0.010072308592498302,
-0.04473293200135231,
0.014643541537225246,
0.016993120312690735,
0.0006369550246745348,
-0.05737956613302231,
0.010703178122639656,
-0.0594552680850029,
-0.016531165689229965,
0.019533654674887657,
-0.03754357993602753,
0.007522645406424999,
-0.010118861682713032,
0.022597508504986763,
0.015340269543230534,
0.07531432807445526,
0.027150733396410942,
0.011988911777734756,
-0.05479760840535164,
0.008875629864633083,
-0.006861172150820494,
-0.01554021704941988,
-0.04533863440155983,
0.026713479310274124,
0.010444187559187412,
-0.0011255333665758371,
-0.03378533199429512,
-0.001005533616989851,
-0.022379066795110703,
0.0194837786257267,
-0.02117355726659298,
-0.006461475044488907,
0.04262498393654823,
-0.03554413095116615,
0.00012699744547717273,
-0.066818468272686,
-0.029810208827257156,
0.008185265585780144,
0.012003140524029732,
0.02744993008673191,
0.007370756473392248,
-0.006213549990206957,
-0.03478574752807617,
-0.044879667460918427,
0.03526526689529419,
-0.025936488062143326,
-0.04797450080513954,
0.0015235578175634146,
-0.03478201851248741,
-0.027299964800477028,
-0.015047202818095684,
-0.011787716299295425,
-0.04033001512289047,
0.021463192999362946,
-0.034156523644924164,
0.048254262655973434,
0.029407039284706116,
0.00722483778372407,
0.047172676771879196,
-0.09956175088882446,
0.07347530126571655,
-0.012743636965751648,
0.030725965276360512,
-0.003985152579843998,
-0.0335383340716362,
-0.027170667424798012,
0.0339849591255188,
0.05534612387418747,
0.025047065690159798,
-0.0054455772042274475,
0.01639571227133274,
-0.013002406805753708,
-0.001873421249911189,
-0.07150506973266602,
-0.010660482570528984,
0.003708491101861,
-0.02085162326693535,
-0.00899609737098217,
0.01383606344461441,
0.007654787506908178,
0.009767676703631878,
-0.01851167157292366,
-0.015797318890690804,
-0.034199271351099014,
-0.003197810612618923,
-0.026801101863384247,
-0.05343036353588104,
-0.02407483384013176,
-0.01791415363550186,
0.04524451866745949,
-0.0037341993302106857,
-0.007396602537482977,
-0.0029793677385896444,
0.003735452191904187,
-0.08740122616291046,
0.03408470004796982,
-0.04438008368015289,
-0.03063184954226017,
-0.025246277451515198,
0.019932560622692108,
0.04636723920702934,
-0.030684614554047585,
0.03641023486852646,
-0.002334324177354574,
-0.02101435884833336,
-0.051721662282943726,
0.023410024121403694,
0.024376388639211655,
0.024808503687381744,
0.010183728300035,
0.012875981628894806,
-0.03437119722366333,
0.01895814947783947,
0.017491258680820465,
-0.0022792199160903692,
0.009766986593604088,
-0.03189511224627495,
0.015344790183007717,
0.001820761477574706,
-0.020869018509984016,
-0.003201981307938695,
0.034389011561870575,
0.00293873087503016,
0.007024487946182489,
-0.02136298455297947,
0.022552113980054855,
0.004908552393317223,
0.023489419370889664,
-0.002339313505217433,
0.0011054003844037652,
0.02867930941283703,
0.06278753280639648,
0.03245437145233154,
-0.028167681768536568,
-0.014177666045725346,
-0.027151059359312057,
0.0008334113517776132,
-0.030051112174987793,
0.0000406340004701633,
-0.04322751238942146,
-0.0013754316605627537,
0.008182036690413952,
0.017945846542716026,
0.021119341254234314,
0.0019021716434508562,
0.006204873789101839,
-0.04468237981200218,
-0.016985978931188583,
0.013317057862877846,
-0.01495718490332365,
-0.05421758070588112,
-0.057971011847257614,
0.016519695520401,
0.035263702273368835,
0.05502508580684662,
0.008956191129982471,
-0.04044326767325401,
0.01952843926846981,
0.06244559586048126,
-0.022981608286499977,
-0.036518245935440063,
-0.029905429109930992,
-0.03524240478873253,
0.008105538785457611,
-0.022362370043992996
] |
<p>IMDB uses a Bayesian estimate to compute its top 250 films. Let's say I know all the variables needed to compute this Bayesian estimate for these films. I also have the production company associated with each film. How could I fairly rank the production companies based on the weighted rank (and review counts) of their films? I'd be using all films with a more than m reviews. As a refresher, IMDB uses <code>weighted rating (WR) = (v / (v+m)) × R + (m / (v+m)) × C</code>.</p>
<p>It probably doesn't matter, but I'm using R to do the analysis in case there are some packages that can help solve this.</p> | 73,424 | [
-0.02185814082622528,
-0.03637673333287239,
-0.00824973825365305,
-0.0591309629380703,
0.031833913177251816,
0.004518477711826563,
0.008581534028053284,
0.0103328637778759,
0.02043861709535122,
-0.021282784640789032,
0.01319003477692604,
0.09673060476779938,
0.06912757456302643,
0.036947283893823624,
0.01677895151078701,
0.005822416394948959,
0.004233696963638067,
0.003592301392927766,
-0.012105506844818592,
-0.02264903299510479,
-0.014164772816002369,
0.050765205174684525,
0.023287910968065262,
-0.026880288496613503,
-0.05379308760166168,
0.024733873084187508,
0.026193875819444656,
-0.020857365801930428,
0.01406532060354948,
0.006213541608303785,
-0.03817959129810333,
-0.015389990992844105,
0.057046279311180115,
0.026017330586910248,
0.017288800328969955,
-0.010507950559258461,
-0.031409088522195816,
0.0012096549617126584,
-0.0591948926448822,
0.02080477401614189,
0.015203261747956276,
-0.017604634165763855,
0.014703143388032913,
0.015208068303763866,
-0.0036724575329571962,
0.005558103322982788,
-0.008414220996201038,
-0.016884395852684975,
0.029685689136385918,
-0.03919333219528198,
0.0984768345952034,
0.010036741383373737,
0.010417962446808815,
0.01400595623999834,
-0.047870736569166183,
-0.009858238510787487,
0.04963831976056099,
0.05138542875647545,
-0.01693885400891304,
-0.053897425532341,
-0.04111858457326889,
-0.017005886882543564,
-0.0015382780693471432,
-0.008035162463784218,
-0.013528591021895409,
0.02459459938108921,
0.004822052549570799,
-0.00752197066321969,
0.06579139828681946,
0.019524747505784035,
-0.015629522502422333,
0.03541164472699165,
0.029527099803090096,
-0.02329573594033718,
0.010280661284923553,
-0.033794552087783813,
0.033620089292526245,
0.031843651086091995,
0.0525987446308136,
0.024970240890979767,
-0.03989868983626366,
0.03234130144119263,
0.012043646536767483,
0.0761314406991005,
0.02372271753847599,
-0.03156043589115143,
0.06169179454445839,
-0.03873110190033913,
0.019307252019643784,
0.011881519109010696,
-0.012670127674937248,
0.0019040750339627266,
0.03808211535215378,
0.013379429467022419,
-0.05966963246464729,
0.011630326509475708,
-0.0227263905107975,
0.04502682760357857,
0.010868117213249207,
-0.025574415922164917,
-0.005603545345366001,
-0.0460067093372345,
0.011038015596568584,
0.057320721447467804,
-0.021211085841059685,
-0.017979972064495087,
-0.03043033741414547,
-0.005543562583625317,
-0.017301414161920547,
0.004437902942299843,
-0.044468384236097336,
0.007390432991087437,
0.037302225828170776,
-0.0441710501909256,
0.0187175665050745,
-0.03327341005206108,
0.010972920805215836,
-0.006412194576114416,
0.04652394726872444,
0.06390327960252762,
0.026209551841020584,
-0.04143718257546425,
0.042849164456129074,
-0.028026157990098,
-0.047266069799661636,
-0.027136467397212982,
0.024563098326325417,
-0.018238069489598274,
-0.028260421007871628,
0.052764274179935455,
-0.017782149836421013,
-0.028257358819246292,
0.029105806723237038,
-0.02796805277466774,
0.022411689162254333,
-0.01122185681015253,
-0.0851985365152359,
-0.058961715549230576,
0.019158292561769485,
-0.03204873204231262,
0.01715678907930851,
-0.06745720654726028,
0.01076347567141056,
0.03158174082636833,
0.060493215918540955,
0.03430095314979553,
0.036676518619060516,
0.04679998755455017,
0.026867792010307312,
-0.036190956830978394,
0.007057055830955505,
-0.07209121435880661,
-0.015178890898823738,
-0.003796397242695093,
-0.021957457065582275,
-0.11288988590240479,
-0.01340978592634201,
-0.022556563839316368,
-0.0005566845647990704,
0.029619814828038216,
0.03398173302412033,
-0.004389840178191662,
-0.040577974170446396,
-0.017503898590803146,
0.019010916352272034,
-0.017309455201029778,
0.006321300752460957,
0.01053705532103777,
0.03700963407754898,
-0.0030824977438896894,
-0.016948210075497627,
0.0012122862972319126,
0.03446841239929199,
0.023633265867829323,
0.046150289475917816,
-0.019472556188702583,
0.02607632987201214,
-0.008266543038189411,
0.05527031049132347,
0.009648638777434826,
-0.01446511223912239,
-0.04694843292236328,
-0.00884760357439518,
-0.0010026833042502403,
0.03032699041068554,
0.013893140479922295,
0.0020746549125760794,
0.020505009219050407,
0.06411778926849365,
-0.02677340805530548,
-0.016458239406347275,
-0.047063134610652924,
-0.01681322231888771,
-0.000689780164975673,
-0.02030881866812706,
-0.015740586444735527,
-0.008268933743238449,
0.005823476240038872,
-0.030018014833331108,
-0.0033128918148577213,
-0.03861726075410843,
-0.027264246717095375,
0.048131298273801804,
-0.005724174901843071,
-0.01992146112024784,
0.01738511584699154,
0.0507698729634285,
-0.003704365808516741,
0.03758436068892479,
-0.033156853169202805,
-0.09232308715581894,
0.023135624825954437,
-0.0041795168071985245,
0.010439627803862095,
0.008586909621953964,
-0.05197712033987045,
0.03371386602520943,
-0.014736678451299667,
0.0016506696119904518,
-0.0005414265906438231,
-0.05690331012010574,
0.06904866546392441,
0.06605581939220428,
0.037952255457639694,
0.015714135020971298,
0.017017409205436707,
0.004501920659095049,
0.01563326083123684,
0.0024775329511612654,
-0.01660057343542576,
-0.05498598888516426,
-0.017699740827083588,
0.0021691436413675547,
-0.019917700439691544,
-0.03877057880163193,
0.012975162826478481,
0.03701045364141464,
0.02356773056089878,
0.02658652886748314,
0.022415736690163612,
-0.0001761683524819091,
-0.029142534360289574,
0.04038732871413231,
-0.003249119268730283,
0.011868339031934738,
-0.01965313032269478,
-0.0036340593360364437,
0.0396217480301857,
0.04982944205403328,
-0.033030636608600616,
0.010897384956479073,
0.03456404432654381,
-0.00870369654148817,
0.0171994399279356,
-0.014980502426624298,
-0.037356745451688766,
0.03708793595433235,
-0.03829023241996765,
0.007210483308881521,
0.05439315736293793,
0.006006717216223478,
0.016507402062416077,
0.03646652400493622,
-0.03674595057964325,
0.0053182318806648254,
0.04118499159812927,
-0.03928452357649803,
0.0147317536175251,
0.042615409940481186,
-0.01854441687464714,
0.026523839682340622,
-0.029245633631944656,
-0.01863088086247444,
-0.03137456998229027,
0.04767409339547157,
0.053358983248472214,
-0.006200232543051243,
0.017965756356716156,
-0.013671688735485077,
-0.025436818599700928,
-0.015682311728596687,
-0.04256405681371689,
-0.00385243259370327,
0.01073794811964035,
-0.04384993761777878,
-0.009660682640969753,
0.030196307227015495,
-0.015269233845174313,
0.03494581952691078,
-0.010340363718569279,
-0.05389886349439621,
0.009325483813881874,
0.024386312812566757,
-0.047396548092365265,
-0.01032992172986269,
-0.005707870703190565,
0.02099875546991825,
-0.017764832824468613,
-0.021369533613324165,
0.02656327374279499,
0.021094147115945816,
-0.023973315954208374,
0.02938847616314888,
-0.03469529747962952,
-0.015590700320899487,
0.008198218420147896,
-0.0030803631525486708,
-0.0033816960640251637,
0.016697648912668228,
-0.00023508879530709237,
0.03217620402574539,
-0.02038070186972618,
0.001862366683781147,
-0.06308942288160324,
-0.06157112866640091,
0.018550479784607887,
-0.01711304485797882,
0.015057983808219433,
0.023190567269921303,
-0.025482892990112305,
0.051328957080841064,
0.04841519147157669,
-0.029374483972787857,
-0.01423090510070324,
-0.026686305180191994,
-0.01864430494606495,
0.006033335346728563,
0.015877965837717056,
-0.0007626123842783272,
-0.002470445353537798,
0.02295948751270771,
0.034821704030036926,
0.00592693081125617,
0.03714817762374878,
-0.038121651858091354,
0.010654888115823269,
0.006356194149702787,
-0.002190551022067666,
-0.011249078437685966,
0.011651724576950073,
0.03296414017677307,
-0.00011155034007970244,
0.04185926169157028,
0.020486455410718918,
0.0025621301028877497,
-0.01577654667198658,
-0.024724995717406273,
-0.02508128620684147,
0.010036522522568703,
-0.003114622551947832,
-0.04282839968800545,
0.029028646647930145,
0.01665426418185234,
-0.007210555952042341,
0.022627541795372963,
-0.01751089096069336,
0.048455074429512024,
-0.032290540635585785,
0.01946718990802765,
0.04908156767487526,
0.03269580751657486,
-0.02742163836956024,
-0.029383180662989616,
-0.04697871580719948,
-0.008142296224832535,
-0.01738860458135605,
-0.024350633844733238,
-0.020814044401049614,
0.012848448939621449,
0.02772553265094757,
0.03211970254778862,
-0.04006046801805496,
-0.047101691365242004,
0.031213313341140747,
-0.04948250576853752,
-0.03036092221736908,
-0.019576052203774452,
0.05377974361181259,
0.009046457707881927,
0.044324859976768494,
0.020888252183794975,
0.0014486293075606227,
0.018320349976420403,
-0.03111099638044834,
-0.04266919195652008,
0.020477933809161186,
-0.019171321764588356,
0.025635337457060814,
-0.005943064112216234,
-0.01616043597459793,
0.0182033684104681,
-0.007457064930349588,
-0.002327804919332266,
-0.016638897359371185,
0.028460117056965828,
-0.04279507324099541,
-0.00830629002302885,
-0.053438831120729446,
-0.026297418400645256,
0.031240759417414665,
0.02131631225347519,
0.004531817510724068,
-0.025270670652389526,
0.04307854175567627,
0.04089679196476936,
-0.038544151932001114,
-0.009428421966731548,
-0.006786658428609371,
0.009482829831540585,
0.003943357151001692,
0.046545449644327164,
0.013059407472610474,
0.044880110770463943,
-0.03135786950588226,
0.017340561375021935,
-0.02238212339580059,
0.01926967315375805,
0.05808888375759125,
-0.038673918694257736,
-0.022314617410302162,
-0.03321133181452751,
-0.01602298952639103,
-0.0034136176109313965,
0.010598470456898212,
-0.02260213904082775,
-0.019914139062166214,
0.050661951303482056,
0.039266105741262436,
-0.055791858583688736,
0.02432950586080551,
0.04980715736746788,
0.037158865481615067,
0.00427901279181242,
0.003739007515832782,
0.019019030034542084,
-0.009588459506630898,
-0.020766081288456917,
0.02390216290950775,
0.01875676028430462,
0.016013823449611664,
0.0053451103158295155,
0.04268427565693855,
-0.061166856437921524,
-0.09220291674137115,
0.01077759824693203,
-0.01802493818104267,
0.028762051835656166,
-0.0019498395267874002,
-0.037960126996040344,
0.005600318778306246,
0.04957456514239311,
0.048992086201906204,
0.03138691559433937,
-0.011252498254179955,
-0.10520922392606735,
-0.010477256961166859,
0.0532277375459671,
0.03240591660141945,
-0.02231597527861595,
-0.0166587233543396,
-0.054341912269592285,
0.007078326307237148,
0.046299178153276443,
-0.0397406741976738,
0.012019307352602482,
0.003590435953810811,
0.04133932292461395,
0.01614629663527012,
-0.034372661262750626,
-0.011313462629914284,
0.03193394094705582,
0.0013364875921979547,
0.01591918244957924,
0.024514412507414818,
-0.04270915314555168,
-0.035221293568611145,
0.024442987516522408,
0.019450124353170395,
0.04823997616767883,
-0.011731976643204689,
-0.03881116956472397,
-0.0033303278032690287,
0.012984772212803364,
-0.03666548803448677,
-0.030420036986470222,
0.011990837752819061,
-0.005818729754537344,
-0.01251833513379097,
0.07227946817874908,
-0.010848618112504482,
-0.02339787594974041,
0.022988907992839813,
0.02116544172167778,
-0.012560694478452206,
0.0018146298825740814,
-0.010288795456290245,
0.015137521550059319,
0.03190501034259796,
0.012631054036319256,
0.018315888941287994,
0.02118312567472458,
-0.025423675775527954,
0.02604900486767292,
-0.01366641279309988,
0.012684726156294346,
-0.04034486413002014,
-0.00429451884701848,
-0.028005439788103104,
-0.012353016994893551,
-0.025854390114545822,
0.006372771225869656,
0.0037320032715797424,
0.0314018689095974,
-0.04258010908961296,
0.010132544673979282,
-0.010409228503704071,
-0.018761858344078064,
-0.030358707532286644,
-0.03536446765065193,
0.005083000753074884,
0.002083416795358062,
-0.00954827293753624,
0.004361128434538841,
0.039986561983823776,
-0.010046758688986301,
0.02648964524269104,
-0.02010773867368698,
-0.03692527115345001,
0.02589227631688118,
-0.0013047155225649476,
0.02406134456396103,
0.00540141062811017,
-0.04690321162343025,
0.07096728682518005,
-0.004529165104031563,
0.014634337276220322,
-0.004245436750352383,
-0.023216381669044495,
-0.02234060689806938,
-0.000311325304210186,
-0.03175169229507446,
0.021036336198449135,
-0.027330776676535606,
0.02118825726211071,
-0.015869777649641037,
-0.017440252006053925,
-0.05151280015707016,
-0.022631514817476273,
-0.003902530064806342,
0.01718507520854473,
-0.008008508011698723,
-0.0471726655960083,
0.041008539497852325,
0.007321404758840799,
0.007278484757989645,
-0.03362211585044861,
0.03277600184082985,
0.0005467029404826462,
0.009578125551342964,
0.008424904197454453,
-0.009647100232541561,
0.0796702653169632,
0.011971927247941494,
-0.028261631727218628,
0.039954885840415955,
0.002947398694232106,
0.000259116553934291,
-0.006007727235555649,
0.026147257536649704,
-0.03980096057057381,
-0.030348045751452446,
-0.00019299554696772248,
0.0046134465374052525,
0.02452458068728447,
-0.013606538064777851,
0.04151434451341629,
0.010668057948350906,
0.0074469177052378654,
-0.004511041101068258,
-0.010351289995014668,
-0.01913740672171116,
-0.03255545347929001,
-0.004053816664963961,
-0.06796493381261826,
0.008078199811279774,
0.009141204878687859,
-0.016201915219426155,
0.03482583910226822,
0.022994646802544594,
0.0163965355604887,
0.02048923820257187,
0.06566420942544937,
0.025725925341248512,
0.002742467448115349,
0.027229592204093933,
-0.011194271966814995,
0.022788111120462418,
0.0007170464377850294,
-0.03344180807471275,
0.009349409490823746,
0.03056395798921585,
-0.02123568207025528,
0.006545140407979488,
-0.059881165623664856,
0.006016762461513281,
0.08068055659532547,
0.0019148424034938216,
0.040110450237989426,
0.018951058387756348,
0.018172480165958405,
0.028471730649471283,
-0.026600191369652748,
-0.04329615831375122,
0.0027471850626170635,
0.006584540940821171,
0.02760124020278454,
-0.00929254014045,
0.04240356758236885,
0.02838677167892456,
0.003125008661299944,
0.01537057664245367,
-0.007239885162562132,
-0.00787899736315012,
0.03924940153956413,
0.023874154314398766,
-0.006056332960724831,
-0.0161318089812994,
0.018038876354694366,
-0.02050239033997059,
-0.0016737710684537888,
-0.05130163952708244,
-0.04538546875119209,
0.03024502657353878,
0.02366536669433117,
0.0008276295848190784,
-0.05968422070145607,
-0.057235606014728546,
-0.04677371308207512,
0.033171579241752625,
0.009504951536655426,
-0.01131719071418047,
0.014670468866825104,
0.0350063256919384,
0.016408441588282585,
0.00018376021762378514,
0.036592382937669754,
-0.027435658499598503,
-0.0526600256562233,
-0.048639941960573196,
0.0026286866050213575,
-0.03458006680011749,
-0.002324024448171258,
-0.007567196618765593,
-0.00959780253469944,
0.024993592873215675,
-0.03628772124648094,
0.016559908166527748,
-0.004656190052628517,
0.02031484805047512,
0.007287139538675547,
0.051195450127124786,
-0.010015337727963924,
0.013935055583715439,
0.01854575239121914,
-0.0052124084904789925,
0.12839053571224213,
0.09875554591417313,
0.06393032521009445,
-0.03573299199342728,
0.0135001540184021,
0.015939118340611458,
-0.013335966505110264,
-0.05750783905386925,
0.053887203335762024,
0.014568633399903774,
-0.0011770850978791714,
0.034612517803907394,
0.024326492100954056,
0.040814824402332306,
0.025234851986169815,
0.05613658204674721,
-0.0535736083984375,
-0.02083970420062542,
-0.013094175606966019,
-0.0025021203327924013,
0.03520422428846359,
-0.05402201786637306,
-0.0667852908372879,
0.05344796180725098,
0.016738643869757652,
-0.010236959904432297,
-0.034256890416145325,
-0.016367526724934578,
-0.038318175822496414,
0.029092028737068176,
0.024690229445695877,
0.0016981794033199549,
-0.005976737476885319,
0.017415080219507217,
0.023595117032527924,
0.0029406968969851732,
0.042015254497528076,
-0.036965806037187576,
-0.006031927186995745,
0.024991806596517563,
-0.008792263455688953,
-0.009473564103245735,
-0.03441494330763817,
0.008471189998090267,
-0.04641850292682648,
-0.003606438636779785,
-0.025820745155215263,
-0.009877101518213749,
0.0021021096035838127,
0.009304303675889969,
-0.007559368386864662,
-0.03416739031672478,
0.002419494790956378,
-0.044307366013526917,
0.008358020335435867,
0.05665448680520058,
0.03527626022696495,
0.0028554622549563646,
-0.046986110508441925,
0.01894277334213257,
0.029514437541365623,
0.002620500745251775,
0.016932806000113487,
0.024509120732545853,
-0.006012715864926577,
-0.06344752758741379,
-0.07433067262172699,
0.03085372969508171,
0.005147330462932587,
-0.011153277941048145,
-0.01617303304374218,
-0.014285153709352016,
-0.02068975567817688,
-0.02742784656584263,
-0.014239925891160965,
0.013963517732918262,
-0.0013782060705125332,
0.0069107916206121445,
0.0021802233532071114,
-0.024627426639199257,
-0.045835185796022415,
0.045496899634599686,
-0.019201718270778656,
-0.05890326574444771,
-0.04322200268507004,
-0.00995184388011694,
0.039782825857400894,
0.04989233985543251,
0.02578151598572731,
0.031030695885419846,
-0.005315424408763647,
0.040036220103502274,
0.00031955173471942544,
-0.05849052220582962,
-0.014564840123057365,
-0.00025914632715284824,
-0.03144477307796478,
-0.013597839511930943,
0.022587887942790985,
0.07828265428543091,
0.004023575223982334,
-0.01048336923122406,
0.014193219132721424,
0.04069088399410248,
-0.03178228810429573,
0.028655892238020897,
0.0044682263396680355,
-0.060574352741241455,
0.010390635579824448,
-0.002011555479839444,
-0.024373456835746765,
-0.053650617599487305,
-0.011235542595386505,
-0.02034349925816059,
0.012670233845710754,
0.01710340566933155,
-0.028558406978845596,
-0.03395633026957512,
-0.01464361697435379,
-0.007428174372762442,
0.01705082878470421,
0.0013159498339518905,
0.023752890527248383,
0.011280398815870285,
-0.002664078725501895,
-0.02534579299390316,
0.022988278418779373,
-0.02210880070924759,
-0.01924273744225502,
-0.050047196447849274,
-0.015908438712358475,
0.0038600806146860123,
-0.02225779928267002,
0.004615724086761475,
-0.015763910487294197,
0.0014739495236426592,
0.0016277878312394023,
0.02792094461619854,
0.012062919326126575,
-0.010505041107535362,
0.013742725364863873,
-0.05431064963340759,
-0.0059369937516748905,
-0.0049854363314807415,
-0.0038550489116460085,
0.05799512937664986,
0.03314900025725365,
0.008937720209360123,
-0.025481754913926125,
0.04167816787958145,
-0.03798903897404671,
-0.015471233986318111,
-0.002280553337186575,
-0.011899186298251152,
0.03852491080760956,
0.01805896870791912,
0.032702893018722534,
0.01606578379869461,
0.0012572119012475014,
0.01504658255726099,
0.0800333172082901,
0.005059034563601017,
-0.006694528739899397,
-0.016990313306450844,
0.004128085914999247,
0.0180944986641407,
0.023394716903567314,
-0.010165787301957607,
0.0501127690076828,
0.04679381847381592,
-0.03567661717534065,
0.013482916168868542,
0.010952348820865154,
-0.003921983763575554,
-0.07986876368522644,
-0.025063980370759964,
0.0006447440246120095,
-0.04191598668694496,
0.06009453907608986,
-0.03613824024796486,
0.023127594962716103,
0.01698918640613556,
-0.02494359388947487,
0.03158944100141525,
0.037092454731464386,
0.0024959684815257788,
-0.029552221298217773,
0.03401082381606102,
-0.02328386716544628,
0.029991885647177696,
-0.0073150936514139175,
0.006360724102705717,
0.06125178933143616,
-0.010495767928659916,
0.003605165285989642,
-0.024078983813524246,
0.001417160383425653,
0.04585186764597893,
-0.013149121776223183,
-0.04787444323301315,
0.059281665831804276,
-0.042784858494997025,
-0.011339101009070873,
0.05631209909915924,
0.015307203866541386,
0.04631359130144119,
0.010171707719564438,
0.006571382749825716,
-0.010158970952033997,
0.0532122477889061,
0.012377897277474403,
-0.0002759430790320039,
-0.014986855909228325,
0.011239641346037388,
0.04930198937654495,
0.038958001881837845,
0.01729644648730755,
0.04818343743681908,
0.049521781504154205,
-0.020537156611680984,
0.004881914705038071,
0.00331086665391922,
0.023861536756157875,
0.005490490235388279,
-0.02391328662633896,
0.005257501732558012,
-0.006620644126087427,
0.000004140046712564072,
-0.004583441652357578,
-0.05917254090309143,
0.04212173447012901,
0.026202820241451263,
-0.04400404542684555,
-0.014588839374482632,
0.025669170543551445,
0.012294959276914597,
-0.06285063922405243,
-0.014744997024536133,
-0.0000023865370621933835,
-0.05050206556916237,
-0.0250255074352026,
0.030996793881058693,
0.012232303619384766,
-0.03387424722313881,
-0.07485910505056381,
-0.006707265041768551,
-0.0396563820540905,
0.05640845000743866,
-0.03432447835803032,
0.013217260129749775,
0.029894275590777397,
0.01834935136139393,
0.014181889593601227,
-0.06689052283763885,
0.07963328808546066,
0.015115453861653805,
-0.010875326581299305,
-0.059413086622953415,
-0.04115511104464531,
0.004388346802443266,
-0.006279837340116501,
0.06740079075098038,
0.01416904479265213,
0.014384187757968903,
-0.03708536922931671,
-0.0012592354323714972,
-0.0057257357984781265,
-0.05385144427418709,
0.04242090880870819,
0.01344049908220768,
-0.03529665619134903,
-0.06888971477746964,
0.014359815046191216,
0.020096777006983757,
-0.016740646213293076,
-0.014042827300727367,
-0.02091371640563011,
-0.019375057891011238,
-0.011006306856870651,
0.020721375942230225,
0.0026871548034250736,
-0.02448265813291073,
0.009161802940070629,
0.04705116152763367,
0.02479737438261509,
0.023425664752721786,
0.03987925499677658,
0.017633140087127686,
-0.048758912831544876,
0.06806513667106628,
-0.00471836281940341,
-0.048567842692136765,
0.007272412534803152,
-0.020794441923499107,
-0.027651740238070488,
-0.08449496328830719,
-0.0023735896684229374,
0.04657972604036331,
-0.029020993039011955,
0.011573098599910736,
-0.0027562242466956377,
0.008837453089654446,
0.03810945525765419,
0.018235644325613976,
0.005034247413277626,
0.011559532023966312,
-0.03501511737704277,
0.040485139936208725,
0.012621358036994934,
0.03825012966990471,
0.009696921333670616,
0.04628608003258705,
0.002229818142950535,
-0.022250477224588394,
0.029737524688243866,
0.005810210946947336,
0.019391588866710663,
-0.043811287730932236,
-0.01085736881941557,
-0.002996268216520548,
0.0009017831762321293,
0.004229461774230003,
-0.02459399774670601,
-0.007046594750136137,
0.056075431406497955,
-0.02512454241514206,
0.013728363439440727,
-0.05175231769680977,
0.007019043434411287,
-0.04422156140208244,
-0.03266914188861847,
-0.013182665221393108,
0.015436598099768162,
-0.00019328533380758017,
0.006956558208912611,
-0.007308416999876499,
-0.025073377415537834,
-0.0320168100297451,
-0.03909209370613098,
0.04462435096502304,
-0.004521127324551344,
0.000765893782954663,
-0.02400493621826172,
-0.035978030413389206,
-0.02076427824795246,
0.0001444004592485726,
0.0009229606948792934,
0.025363663211464882,
0.017131365835666656,
-0.006257784552872181,
0.008309001103043556,
-0.01827980950474739,
0.03645901754498482,
-0.041076723486185074,
0.00674690306186676,
-0.0692300945520401,
0.0100135812535882,
-0.009794453158974648,
-0.01574506051838398
] |
<p>Official stats on how many videos (rather than how many hours or what volume of data) seem quite hard to come by. </p>
<p>My current idea is something like this:</p>
<p>A youtube URL is like: <a href="http://www.youtube.com/watch?v=w1sjRD7NSec" rel="nofollow">http://www.youtube.com/watch?v=w1sjRD7NSec</a></p>
<p>where</p>
<pre><code> id = w1sjRD7NSec
</code></pre>
<p>Assuming that each character in the id can be upper (26) or lower (26) case letter or number (10)</p>
<p>the number of combinations should be</p>
<pre><code> = (26 + 26 +10 ) ^ 11
= 62^11
= 5.2 x 10 ^19
</code></pre>
<p>So if I write a script to try random urls of 100/1000/whatever videos, and Z% are successful, then will </p>
<pre><code> Z% x 5.2 x 10 ^19
</code></pre>
<p>give me the number of videos that exist (or at least are downloadable), albeit with a very low confidence?</p> | 12,795 | [
-0.029188022017478943,
-0.05201198160648346,
0.0021192266140133142,
-0.022254232317209244,
0.04068801924586296,
-0.003387455129995942,
-0.004584415350109339,
-0.03511393070220947,
-0.013231998309493065,
0.005000187084078789,
-0.0013463929062709212,
0.06656070053577423,
0.028606612235307693,
0.023774515837430954,
0.04313156381249428,
-0.0009081034222617745,
-0.0014619542052969337,
-0.009670797735452652,
0.017011301591992378,
0.023699039593338966,
-0.0043944488279521465,
0.03019433282315731,
0.025050561875104904,
0.0006691843154840171,
-0.032989371567964554,
-0.016897166147828102,
0.02583306096494198,
-0.020548265427350998,
0.01791948452591896,
0.018007496371865273,
-0.03390362858772278,
-0.03696808964014053,
0.044441256672143936,
0.06678718328475952,
0.029997728765010834,
0.013767626136541367,
-0.041596248745918274,
-0.025007957592606544,
-0.041040826588869095,
-0.0026713970582932234,
-0.009676788933575153,
0.024575617164373398,
-0.047612473368644714,
0.02248213440179825,
-0.0016371150268241763,
0.0077568041160702705,
-0.020244335755705833,
-0.006646633613854647,
0.03111577033996582,
-0.05085694417357445,
0.09756667166948318,
0.01197410374879837,
0.036989253014326096,
0.013273775577545166,
-0.03448650240898132,
-0.003401472233235836,
0.06029872968792915,
0.05738203600049019,
-0.014249315485358238,
-0.04678359627723694,
-0.011637957766652107,
-0.02613573521375656,
-0.008736430667340755,
-0.031228750944137573,
-0.031682200729846954,
0.02590281143784523,
0.0016975394682958722,
0.015512622892856598,
0.025543471798300743,
-0.009091770276427269,
0.011437790468335152,
0.03426843881607056,
0.042698655277490616,
0.004615534096956253,
0.009537740610539913,
-0.04001815617084503,
0.039619579911231995,
0.01059382501989603,
0.030811090022325516,
0.0595034696161747,
-0.03796776384115219,
-0.02697458304464817,
0.004144763574004173,
0.01051631011068821,
0.07143892347812653,
0.0030448068864643574,
0.05576978996396065,
-0.02861516736447811,
-0.002827433170750737,
0.00654470082372427,
-0.013896089047193527,
-0.03370512276887894,
0.04269879683852196,
0.04365219548344612,
-0.030977485701441765,
0.04544447362422943,
-0.03696836531162262,
0.05993175134062767,
0.002940064063295722,
-0.030493510887026787,
0.0027358410879969597,
-0.014948260970413685,
-0.0008864380652084947,
0.07661473006010056,
-0.04497223719954491,
-0.024010516703128815,
-0.03132779151201248,
-0.033706605434417725,
-0.029675548896193504,
-0.009554953314363956,
0.01631457358598709,
0.02886667475104332,
0.013659941963851452,
-0.02489881031215191,
-0.0036569845397025347,
-0.011422482319176197,
0.016651857644319534,
0.00965252798050642,
0.04538875073194504,
0.043765436857938766,
0.04402954876422882,
-0.024397091940045357,
0.03453464433550835,
-0.07172536849975586,
-0.008435233496129513,
-0.01892159879207611,
-0.003143848618492484,
-0.006820407696068287,
-0.010129256173968315,
0.043562889099121094,
-0.03772253170609474,
-0.026333287358283997,
0.02037518471479416,
-0.00923143420368433,
0.05801238864660263,
-0.017453297972679138,
-0.0509200282394886,
-0.053445421159267426,
0.0382341593503952,
-0.016222845762968063,
-0.005820834543555975,
-0.03928836062550545,
0.05343034490942955,
0.01155715063214302,
0.018446680158376694,
0.00240546022541821,
0.03941332921385765,
0.022278685122728348,
-0.0034733526408672333,
0.020306896418333054,
-0.06731769442558289,
0.016038402915000916,
0.00621012644842267,
-0.01322546973824501,
0.0034984645899385214,
-0.07671718299388885,
0.031239302828907967,
0.007213927805423737,
0.011472804471850395,
-0.010597181506454945,
0.001155572128482163,
-0.0007355219568125904,
-0.031499773263931274,
0.012399345636367798,
0.014552190899848938,
-0.04620957002043724,
0.06838840991258621,
0.02791462652385235,
0.07183081656694412,
0.04526503384113312,
-0.046052053570747375,
-0.008977710269391537,
0.06332606822252274,
-0.010987646877765656,
0.06813765317201614,
0.02087029442191124,
0.014087244868278503,
-0.0321185402572155,
0.044090453535318375,
0.011061407625675201,
-0.016245152801275253,
-0.03162868693470955,
-0.023541148751974106,
0.002009703777730465,
0.04422842711210251,
0.03849227726459503,
0.012135927565395832,
0.005605834536254406,
0.034099988639354706,
-0.04730657488107681,
-0.01509189885109663,
-0.03478635475039482,
0.012495598755776882,
0.006846656557172537,
-0.007161295041441917,
0.010763023048639297,
-0.0032735359854996204,
0.03701861947774887,
0.010369808413088322,
-0.01661759242415428,
-0.03315988928079605,
0.008389444090425968,
0.03991726413369179,
-0.01934885047376156,
-0.03164297342300415,
0.05731279030442238,
0.017308365553617477,
-0.039589621126651764,
0.07742731273174286,
-0.057236198335886,
-0.06455481052398682,
-0.03918619453907013,
-0.03764032945036888,
0.017421914264559746,
0.004399470053613186,
-0.024228643625974655,
0.0355713777244091,
0.023759352043271065,
-0.01602482609450817,
0.014184598810970783,
-0.044537946581840515,
0.0589018277823925,
0.06069009378552437,
0.08056473731994629,
-0.0047487677074968815,
-0.03215295821428299,
0.004477492533624172,
-0.005486172158271074,
-0.009895458817481995,
0.0031343235168606043,
-0.06785088777542114,
-0.00728073064237833,
0.052735503762960434,
-0.004412464797496796,
-0.05865743011236191,
-0.004070568829774857,
0.05822288244962692,
-0.00003705457129399292,
0.010653184726834297,
0.04764563962817192,
-0.021047115325927734,
0.007714219391345978,
-0.013384988531470299,
0.03226449340581894,
0.0281638465821743,
0.030809246003627777,
-0.024454530328512192,
0.025279520079493523,
-0.0025037266314029694,
0.007001424208283424,
-0.013149580918252468,
-0.02410484105348587,
0.004179474897682667,
-0.007914558984339237,
-0.028946341946721077,
-0.009587710723280907,
0.018078450113534927,
0.009150154888629913,
-0.03926874324679375,
0.03671225905418396,
0.026644980534911156,
-0.007563353981822729,
-0.0188736729323864,
-0.04399442300200462,
-0.0024389696773141623,
0.015718672424554825,
-0.05191526561975479,
-0.02958739921450615,
0.026653774082660675,
0.00514448806643486,
0.006900690030306578,
-0.03233826905488968,
-0.002348268171772361,
-0.054803963750600815,
0.04018266126513481,
-0.009636519476771355,
-0.0018844042206183076,
0.04171345382928848,
-0.03703002259135246,
-0.0281708762049675,
-0.01819019205868244,
-0.01525144837796688,
0.013157323934137821,
0.0037083798088133335,
-0.04127918928861618,
-0.011863794177770615,
0.04588484764099121,
-0.03866622596979141,
0.02328314259648323,
-0.022452132776379585,
-0.01653917320072651,
0.009561263024806976,
0.003841415513306856,
-0.021147290244698524,
-0.011540595442056656,
-0.023832498118281364,
0.05252356827259064,
-0.02911164052784443,
0.0030650703702121973,
0.02532835118472576,
-0.0016974132740870118,
-0.10376477241516113,
0.05184153839945793,
-0.034210581332445145,
-0.06756661087274551,
-0.02973976545035839,
0.01124873012304306,
0.002881149062886834,
-0.07823711633682251,
0.004556059837341309,
0.020410826429724693,
0.022600708529353142,
0.019033148884773254,
-0.052329570055007935,
-0.04318734630942345,
0.008063243702054024,
0.023283572867512703,
0.0413363054394722,
0.019813530147075653,
-0.012491602450609207,
0.07271876931190491,
-0.007996216416358948,
-0.015122667886316776,
-0.0313759483397007,
-0.026167254894971848,
0.024956444278359413,
-0.011459413915872574,
0.033371422439813614,
0.0145779550075531,
-0.03308805078268051,
0.00007977056520758197,
0.0179847851395607,
0.0030198106542229652,
0.05846906825900078,
-0.005360578186810017,
0.025843212381005287,
0.020835058763623238,
0.024908948689699173,
-0.02863895706832409,
0.0323992483317852,
0.06871285289525986,
-0.017806267365813255,
0.02416503243148327,
-0.0038226956967264414,
0.027035098522901535,
-0.010617285966873169,
-0.05281967297196388,
0.02617807872593403,
0.0013659207616001368,
0.03273839130997658,
-0.007491952273994684,
0.007642886135727167,
-0.019791176542639732,
-0.03882049024105072,
-0.003607182763516903,
0.045295294374227524,
0.05948399752378464,
-0.02899111807346344,
-0.016653725877404213,
0.02910732850432396,
0.09038858860731125,
-0.030594682320952415,
-0.015840299427509308,
-0.029148703441023827,
-0.011089972220361233,
-0.025965610519051552,
0.008228226564824581,
-0.016200346872210503,
0.05310530588030815,
0.030987922102212906,
-0.0007010081899352372,
0.005022766999900341,
-0.0034201759845018387,
0.004199600778520107,
-0.0770888477563858,
-0.027780435979366302,
-0.06645546108484268,
0.01755983941257,
-0.010827925056219101,
0.05120863392949104,
0.0008130538044497371,
0.007687416858971119,
-0.007537372875958681,
0.03239847719669342,
-0.08698021620512009,
0.01750490441918373,
-0.008672727271914482,
-0.012369493953883648,
-0.04580847918987274,
-0.04149125516414642,
0.02570979855954647,
0.003782328451052308,
0.037068527191877365,
0.012012987397611141,
0.016167547553777695,
-0.03155295178294182,
0.017006834968924522,
-0.002106494503095746,
0.010987484827637672,
-0.006863788701593876,
0.0029868094716221094,
0.011217726394534111,
0.030353659763932228,
0.014633014798164368,
-0.008771545253694057,
-0.015352078713476658,
-0.034310098737478256,
-0.004651916213333607,
0.015510091558098793,
-0.005293332971632481,
0.002496342873200774,
0.003865049686282873,
0.04607853665947914,
-0.01270480640232563,
-0.008878268301486969,
-0.04133651778101921,
0.009353862144052982,
0.031358830630779266,
0.02352341264486313,
-0.0009783994173631072,
-0.06695977598428726,
0.010871580801904202,
0.029910216107964516,
-0.018212975934147835,
-0.021242540329694748,
0.03133782744407654,
0.03828119859099388,
-0.008506887592375278,
-0.018125610426068306,
0.02448822557926178,
0.089017353951931,
-0.02625245228409767,
-0.02126469835639,
-0.0290392879396677,
-0.023698583245277405,
0.001779395155608654,
-0.0023702187463641167,
-0.02557712234556675,
-0.0023758970201015472,
0.020593946799635887,
0.006722106598317623,
0.008577789179980755,
-0.03884759917855263,
-0.04611656442284584,
0.04300522059202194,
-0.02561095543205738,
0.07169097661972046,
-0.013457597233355045,
-0.014211433008313179,
-0.0074203950352966785,
0.026814909651875496,
0.010375600308179855,
-0.005230030044913292,
-0.021667638793587685,
-0.07755453884601593,
-0.007334166206419468,
0.07797613739967346,
0.0851401835680008,
-0.04160938784480095,
-0.01879073865711689,
-0.05790704861283302,
-0.016563845798373222,
0.020813383162021637,
-0.0359775684773922,
0.05228568613529205,
-0.0006575020961463451,
-0.002614829456433654,
-0.023644011467695236,
-0.029103366658091545,
-0.0015992603730410337,
-0.002085093641653657,
-0.05022227019071579,
0.011037907563149929,
-0.015780912712216377,
0.006448035594075918,
-0.039037108421325684,
0.06850603222846985,
0.050591256469488144,
0.058759115636348724,
-0.040445830672979355,
0.0015457595000043511,
-0.017072340473532677,
0.004353594034910202,
-0.01666886918246746,
-0.0569329559803009,
0.01553194411098957,
-0.0031135715544223785,
-0.018250593915581703,
0.039577875286340714,
-0.02294827066361904,
-0.03256906941533089,
0.04701128229498863,
0.03978656977415085,
-0.004768475890159607,
0.005567129235714674,
0.00447143753990531,
-0.0068331509828567505,
0.029577286913990974,
0.02493416517972946,
0.03181793540716171,
0.03928004577755928,
0.016821306198835373,
0.021765779703855515,
-0.014297427609562874,
0.019857529550790787,
0.004320646170526743,
0.018180234357714653,
-0.03828342631459236,
0.0039231195114552975,
-0.046950146555900574,
0.024043750017881393,
0.015077703632414341,
0.024405578151345253,
-0.040027081966400146,
0.009205320850014687,
-0.001561950659379363,
0.05433127284049988,
0.01247680839151144,
0.00574718602001667,
0.04923778772354126,
0.004634209908545017,
-0.04353775456547737,
0.021198999136686325,
0.021183012053370476,
-0.007205875590443611,
0.01565634086728096,
0.003726223949342966,
-0.032320328056812286,
-0.014000795781612396,
-0.012703374028205872,
-0.010092917829751968,
0.054453860968351364,
-0.0020051817409694195,
0.03271985799074173,
-0.021495439112186432,
-0.006942624691873789,
0.021427592262625694,
-0.028019195422530174,
0.001790656242519617,
0.007700272835791111,
-0.0032594173680990934,
0.032126519829034805,
-0.005903302691876888,
0.018424415960907936,
-0.012689433060586452,
-0.03762325271964073,
-0.06639637053012848,
-0.060746930539608,
0.05255425348877907,
0.005022185388952494,
-0.026621393859386444,
-0.0363633893430233,
-0.012322659604251385,
0.0072863660752773285,
0.0053428662940859795,
-0.014353499747812748,
0.03413459658622742,
-0.04497580602765083,
-0.003623257391154766,
-0.013021443039178848,
0.010686080902814865,
0.056032031774520874,
0.02648039162158966,
-0.01974426954984665,
0.0027594631537795067,
0.025974124670028687,
-0.0035459822975099087,
0.01763617992401123,
-0.010059854947030544,
-0.03592918813228607,
-0.010526194237172604,
-0.019046692177653313,
-0.000003115946128673386,
0.04348895326256752,
-0.03021099418401718,
-0.014941142871975899,
-0.019846362993121147,
0.02936670370399952,
0.03281618282198906,
-0.06492672115564346,
0.014362569898366928,
0.02456403337419033,
-0.017716936767101288,
-0.0010194384958595037,
0.009030735120177269,
-0.053606681525707245,
0.012721068225800991,
0.006885550916194916,
0.010485412552952766,
-0.011261402629315853,
-0.0171803068369627,
0.0488334558904171,
0.015545845963060856,
0.0017549635376781225,
-0.015619417652487755,
-0.01726381480693817,
0.04332743212580681,
-0.01941743493080139,
0.008265407755970955,
0.038460031151771545,
0.02808600291609764,
-0.01534118503332138,
-0.039333950728178024,
-0.03997524455189705,
-0.01296098344027996,
0.05537865310907364,
0.013504340313374996,
0.0034444122575223446,
0.04446011409163475,
0.0023519464302808046,
0.027665672823786736,
0.02656913548707962,
-0.01482928916811943,
0.006835725158452988,
0.05400073155760765,
0.009574657306075096,
0.03247402608394623,
-0.0055189551785588264,
0.04044058173894882,
-0.020372740924358368,
0.07039076834917068,
0.005607299506664276,
0.06677339226007462,
-0.013824284076690674,
0.04230836033821106,
-0.08141408115625381,
-0.037471238523721695,
0.004474503453820944,
-0.04601217433810234,
0.026151439175009727,
0.010143480263650417,
-0.017763551324605942,
0.04335266724228859,
0.0081477090716362,
-0.008616598322987556,
-0.025972476229071617,
-0.03931637108325958,
-0.032365743070840836,
0.012681576423346996,
0.006999512203037739,
0.02236105129122734,
0.005993332713842392,
-0.05569453537464142,
0.036333270370960236,
0.03376706689596176,
0.05847196280956268,
-0.0005356187466531992,
-0.07673317939043045,
0.002496464876458049,
0.010720372200012207,
-0.06799052655696869,
0.05116794630885124,
0.04553557559847832,
0.0035170582123100758,
-0.0016261537093669176,
-0.03892157971858978,
0.021716676652431488,
0.03651872277259827,
0.06796689331531525,
-0.04903135076165199,
0.056850533932447433,
0.010026787407696247,
0.03063044138252735,
-0.0067179566249251366,
-0.03989633172750473,
0.10519124567508698,
0.07325363904237747,
0.003069296246394515,
-0.022740937769412994,
-0.005433342885226011,
0.0032389804255217314,
-0.003947094082832336,
-0.03888917341828346,
0.011385494843125343,
0.015008952468633652,
-0.018690085038542747,
0.07446462661027908,
-0.006951251067221165,
-0.012508044019341469,
-0.012301953509449959,
0.03678669035434723,
-0.03898797556757927,
-0.027855854481458664,
0.013964379206299782,
0.007873396389186382,
-0.00969504565000534,
-0.027258025482296944,
-0.06543852388858795,
0.0020611018408089876,
0.002485748380422592,
-0.031102975830435753,
-0.03264324739575386,
-0.020695719867944717,
-0.026591649278998375,
0.01745573803782463,
-0.02497432939708233,
0.0025874862913042307,
0.0027953339740633965,
-0.013540007174015045,
0.0168113075196743,
0.004715782590210438,
-0.007416482083499432,
-0.0025949301198124886,
0.008265573531389236,
0.06494400650262833,
0.018539801239967346,
-0.0023312147241085768,
-0.02867714874446392,
-0.00015919531870167702,
-0.06335986405611038,
-0.0012737773358821869,
-0.05786541476845741,
0.01447215024381876,
-0.007069115526974201,
0.001211504335515201,
-0.038155172020196915,
-0.020081287249922752,
-0.02623135596513748,
-0.03796190768480301,
-0.011974404565989971,
0.025930020958185196,
0.043962713330984116,
-0.012054580263793468,
-0.002301516244187951,
-0.004626442212611437,
-0.004002907779067755,
-0.0041040885262191296,
0.03333505988121033,
0.009670454077422619,
-0.014735744334757328,
-0.0017086939187720418,
-0.022716717794537544,
0.040279533714056015,
-0.006736298091709614,
-0.0013322943123057485,
-0.004973710514605045,
-0.030014917254447937,
-0.036592405289411545,
-0.012258959002792835,
0.01728205941617489,
-0.011935887858271599,
0.030893046408891678,
0.006788697559386492,
0.004041884560137987,
-0.016185641288757324,
0.010710295289754868,
0.0007556095370091498,
-0.021837985143065453,
-0.023264525458216667,
-0.05506183207035065,
0.03009307198226452,
0.016928192228078842,
0.018688246607780457,
-0.012151848524808884,
0.0219161007553339,
-0.008678029291331768,
0.043185777962207794,
-0.004923617001622915,
-0.019865289330482483,
-0.037890926003456116,
-0.0007195905200205743,
-0.013764636591076851,
-0.035320449620485306,
-0.0007434551371261477,
0.045897845178842545,
0.030566316097974777,
-0.0036009284667670727,
0.014313380233943462,
-0.018978377804160118,
-0.0004864716320298612,
0.02448057383298874,
-0.014893983490765095,
-0.05890415608882904,
-0.025246331468224525,
-0.016490355134010315,
0.011401919648051262,
-0.02468833513557911,
0.0012260022340342402,
-0.008528170175850391,
-0.01561184786260128,
0.0465191975235939,
-0.014525695703923702,
-0.030507920309901237,
-0.01956394501030445,
-0.023743929341435432,
0.019142096862196922,
0.0028339114505797625,
-0.00737288361415267,
-0.010528759099543095,
0.018659207969903946,
-0.01934627629816532,
0.01635706052184105,
-0.009371754713356495,
0.008099991828203201,
-0.0032708796206861734,
-0.01590709574520588,
0.0211948212236166,
0.027745520696043968,
0.009835101664066315,
-0.03117607720196247,
0.01234496384859085,
-0.038099177181720734,
0.013624786399304867,
-0.03853882849216461,
-0.07186605781316757,
0.0342661589384079,
-0.04096712917089462,
-0.042280424386262894,
0.04351293668150902,
-0.015792807564139366,
0.02204711362719536,
0.02915002778172493,
-0.014232919551432133,
0.0065183015540242195,
0.05982106551527977,
0.007223160937428474,
-0.021405255421996117,
0.026033228263258934,
0.015142276883125305,
0.02429119497537613,
0.011621130630373955,
0.020795034244656563,
0.017773058265447617,
0.0038676909171044827,
-0.007788767106831074,
0.054819345474243164,
0.034598808735609055,
-0.0026814641896635294,
0.02852059155702591,
0.018646888434886932,
0.032742924988269806,
0.002837748033925891,
-0.003963611554354429,
0.008492880500853062,
0.013811769895255566,
-0.036804694682359695,
0.04251205548644066,
0.0019279131665825844,
0.014512695372104645,
-0.06460355222225189,
-0.02206648513674736,
0.016860321164131165,
0.006902738474309444,
0.021394358947873116,
-0.04537709802389145,
0.0031262461561709642,
0.013751803897321224,
-0.07543310523033142,
0.019376017153263092,
0.006272903177887201,
-0.018630456179380417,
-0.03684878349304199,
0.05782696604728699,
-0.004923741798847914,
0.014977334067225456,
0.031262416392564774,
0.03825320303440094,
0.03887002170085907,
0.010333841666579247,
-0.038193266838788986,
-0.0014146717730909586,
0.02148221619427204,
-0.006911690346896648,
0.0017686726059764624,
-0.034971583634614944,
0.04356136918067932,
-0.0160687118768692,
-0.02250032126903534,
0.006216969806700945,
-0.007558399345725775,
0.028027109801769257,
0.010835031047463417,
0.04019344970583916,
-0.009764490649104118,
0.05527470260858536,
0.05133195221424103,
-0.0022379099391400814,
-0.04234686121344566,
0.017432762309908867,
0.012627684511244297,
0.04173194617033005,
-0.0005067933234386146,
0.03558254614472389,
-0.007618434261530638,
-0.00258544716052711,
-0.03481505438685417,
0.02092004381120205,
0.016057342290878296,
0.01590537279844284,
-0.018262416124343872,
-0.01588461920619011,
0.031140316277742386,
-0.009199121035635471,
0.00245623174123466,
-0.060655154287815094,
-0.004340203478932381,
0.03383994102478027,
0.014214565046131611,
-0.002557081403210759,
0.017541227862238884,
0.03125401958823204,
-0.0014575511449947953,
-0.03382359445095062,
-0.009414386004209518,
-0.012248195707798004,
-0.0697363093495369,
-0.009417534805834293,
0.005371567327529192,
-0.004377408418804407,
0.02072853222489357,
-0.01113926898688078,
-0.007842717692255974,
0.06268429756164551,
0.03555482625961304,
0.010240674950182438,
0.03767276555299759,
0.004216316621750593,
-0.006625669077038765,
-0.0580117329955101,
0.05454809591174126,
-0.013386420905590057,
0.011645043268799782,
-0.07887329161167145,
-0.008841587230563164,
-0.002102675149217248,
0.007657897192984819,
0.03979168087244034,
-0.006686669774353504,
-0.0008424754487350583,
-0.07124674320220947,
0.026751136407256126,
0.008780352771282196,
-0.05807036906480789,
0.029094533994793892,
-0.025549648329615593,
-0.05016855150461197,
-0.019600506871938705,
0.015261884778738022,
0.0202617309987545,
-0.03276488929986954,
0.015055261552333832,
-0.04510287940502167,
-0.04615134373307228,
-0.03983684256672859,
-0.010367291048169136,
0.03817049041390419,
0.01270840410143137,
-0.008361938409507275,
0.032615046948194504,
-0.004314041696488857,
0.020706605166196823,
0.026738356798887253,
0.018088679760694504,
-0.03089234232902527,
0.04772772267460823,
-0.041474878787994385,
0.0010742571903392673,
-0.004389221780002117,
-0.041248466819524765,
0.02095049060881138,
-0.05732470378279686,
-0.016241971403360367,
0.031526971608400345,
-0.03057781420648098,
-0.011492736637592316,
0.009682836011052132,
0.012318813242018223,
0.061546776443719864,
-0.016163229942321777,
0.006449851673096418,
0.010355613194406033,
-0.0286698117852211,
-0.03036249242722988,
0.01145392656326294,
-0.007947648875415325,
-0.03867113217711449,
0.018083740025758743,
0.007957926951348782,
0.037221815437078476,
0.05003747344017029,
0.04661814123392105,
0.060645587742328644,
-0.023585665971040726,
-0.006204818841069937,
-0.016897160559892654,
-0.033893994987010956,
-0.01629699021577835,
0.03834860771894455,
-0.04185973480343819,
0.04432845488190651,
-0.026508545503020287,
0.01778632216155529,
-0.049175117164850235,
-0.030350783839821815,
-0.022875793278217316,
-0.008744527585804462,
0.006074715405702591,
0.02158740721642971,
-0.045904818922281265,
-0.006042682100087404,
0.021536242216825485,
0.02770308405160904,
0.03873931244015694,
-0.04984667897224426,
0.025383470579981804,
-0.011312943883240223,
0.012418214231729507,
-0.003513090079650283,
-0.027106501162052155,
-0.04787440225481987,
0.0030284461099654436,
0.030110588297247887,
0.0307477954775095,
-0.02356884442269802,
-0.023951342329382896,
-0.02223227173089981,
-0.02998599410057068,
0.016443870961666107,
-0.00797808263450861,
0.002445053542032838,
-0.05880117416381836,
0.023478256538510323,
0.008304750546813011,
0.003267095424234867
] |
<p>I am measuring the evolution of the brain response to a visual stimulation over time. The measures are done every seconds from 1 second to 14 seconds (each measure at time t gives a value summarizing the magnitude of the brain response from time 0 to time t). I have 8 subjects and 2 experimental conditions. For each subject and condition I replicate the measurement 12 times. I obtain therefore for each subject and condition 12 growth curves.</p>
<p>My aim is to assess the influence of the experimental condition on the response profile. The responses appear to be fairly linear in time. Additionally, a noticeable aspect of the obtained results is the increase of the response variability over time (for each subject individually as well as between subjects).
I am not sure about how to specify properly my random effect for the linear mixed model (using the nlme package).</p>
<p>My initial idea was to start with the following model (time being coded as an integer and condition and subject as factors):<code>lm0 <- lme( response ~ time*condition, random = ~time | subject/condition, data = psdData)</code>.</p>
<p>Now due to the increase of variability of the response over time, I also get an increase of variability of the residuals over time.
I initially wanted to try correcting for this using correlation structures, unfortunately, due to the replications, it seems that I cannot use the correlation option; when trying <code>lm1 <- update(lm0, corr = corCAR1(form = ~time))</code> or <code>lm1 <- update(lm0, corr = corCAR1(form = ~time | subject/condition))</code>, I obtain the error:</p>
<pre><code>Error in Initialize.corCAR1(X[[2L]], ...) : covariate must have unique values within groups for "corCAR1" objects
</code></pre>
<p>and when trying <code>lm1 <- update(lm0, corr = corCAR1(form = ~time | replicate/subject/condition))</code>, I obtain the error:</p>
<pre><code>Error in lme.formula(response ~ time * condition, data = psdData, : incompatible formulas for groups in 'random' and 'correlation'
</code></pre>
<p>As I didn't manage to use correlation structures, I tried to use variance functions to model heteroscedasticity: <code>lm1 <- update(lm0, weights = varPower(form = ~ time))</code></p>
<p>But when looking at the residuals, it still displayed an increased variance over time. Same thing happened when using "varExp" or "varConstPower".</p>
<p>I tried then another model, this time considering trials as units of measurements (and not subject as previously) and including the trial to trial variability within each subject.
I created the factor <code>trialInSub <- condition:replicate</code> which list all 24 trials of each subject (12 per condition) and wrote the model:</p>
<pre><code>lm0 <- lme( response ~ time*condition, random = ~time | subject/trialInSub, data = psdData)
</code></pre>
<p>giving a random intercept and slope for each subject and for each trial within subject.</p>
<p>As this model fits a line for each replicate, I don't have anymore the issue about increasing variance over time.
However when looking at the autocorrelation of the models residuals, I would suspect something is wrong with the model: from lag 2 to 7, the autocorrelation decreases from 0.5 to -0.5 and from lag 7 to 10 increases back to 0.04.
Additionally I have a clear linear trend when plotting residuals against fitted values of the model for time = 1 (it looks fairly normally distributed for all other times) I tried different correlation structures but it didn't change much my results.</p>
<p>I am really not sure that I handle the problem in a proper way and that the models I tried really reflect the design of the experiment and the structure of the data.
I hope someone can direct me towards a solution that would be statistically sound.</p> | 35,796 | [
-0.02232467383146286,
0.000436035159509629,
0.016810745000839233,
-0.04631412774324417,
0.024019883945584297,
-0.023109031841158867,
-0.01874491386115551,
-0.0198410302400589,
0.0341465100646019,
-0.042761705815792084,
0.03573261573910713,
0.0742974653840065,
0.07570287585258484,
0.04614521190524101,
0.0041266088373959064,
-0.010585945099592209,
0.015429284423589706,
0.01832057349383831,
-0.02996089495718479,
-0.013902945443987846,
-0.028833404183387756,
0.028401155024766922,
0.004243089351803064,
-0.031747180968523026,
-0.002864738227799535,
0.04159987345337868,
0.00893776211887598,
-0.0452519915997982,
0.010526699014008045,
0.04058445245027542,
-0.06107035651803017,
-0.0376066230237484,
0.0015506114577874541,
-0.004802302923053503,
0.015667883679270744,
-0.020583104342222214,
0.000433892389992252,
-0.01998283714056015,
0.007684103678911924,
0.006353618111461401,
-0.009971808642148972,
0.02371762879192829,
-0.0008497911039739847,
0.05054005980491638,
0.012119778431952,
0.01273007970303297,
-0.026107879355549812,
0.008564132265746593,
0.07861042022705078,
-0.01924523524940014,
0.08839249610900879,
-0.002002561232075095,
0.017820363864302635,
-0.00008032120240386575,
-0.012323793955147266,
0.003006109967827797,
0.05697892978787422,
0.040686219930648804,
0.023297658190131187,
-0.03208445757627487,
-0.022243766114115715,
-0.0305744931101799,
0.024619370698928833,
0.017664195969700813,
-0.012108824215829372,
-0.01323763933032751,
0.033991578966379166,
0.024786770343780518,
0.028560083359479904,
-0.05678443983197212,
0.03832065686583519,
0.008778886869549751,
0.016148939728736877,
-0.030938249081373215,
0.012172109447419643,
-0.014857697300612926,
-0.0004877064493484795,
-0.036010999232530594,
0.031143054366111755,
0.05348291993141174,
0.014578456059098244,
-0.002314942888915539,
-0.02352648600935936,
0.012475041672587395,
0.02272864617407322,
-0.0353783555328846,
0.0798250138759613,
-0.014727076515555382,
0.021461905911564827,
0.0428897887468338,
-0.02233027294278145,
0.04624204710125923,
0.024807104840874672,
0.014021068811416626,
-0.03486622869968414,
0.030962688848376274,
-0.009733639657497406,
0.03190375491976738,
0.012470814399421215,
0.0005853584152646363,
-0.01221069972962141,
-0.06007649376988411,
0.022068701684474945,
0.009541592560708523,
-0.03662658482789993,
-0.0019646715372800827,
0.010829807259142399,
-0.0150819206610322,
-0.008591008372604847,
-0.0345565490424633,
0.0005437907529994845,
0.012810362502932549,
-0.002694548573344946,
0.02627710998058319,
0.010894322767853737,
-0.0782703310251236,
-0.01400490291416645,
-0.001795434858649969,
0.038377441465854645,
0.05453765019774437,
0.01657397300004959,
-0.0313773937523365,
0.02169533632695675,
-0.009730801917612553,
-0.01570684090256691,
0.016464445739984512,
0.017548436298966408,
-0.002787028905004263,
-0.02408478409051895,
0.07560692727565765,
0.028328338637948036,
-0.05157836526632309,
0.062429189682006836,
-0.012915492057800293,
0.020672982558608055,
-0.0006068710936233401,
-0.09310857951641083,
-0.050330497324466705,
0.024969637393951416,
-0.00796628650277853,
0.027194859459996223,
-0.05855384096503258,
-0.0025745227467268705,
0.0176087636500597,
0.0388515405356884,
0.010822865180671215,
0.02587226964533329,
0.031507447361946106,
0.037700481712818146,
0.02287796139717102,
-0.058757007122039795,
0.007809152826666832,
-0.028687981888651848,
-0.00045834711636416614,
-0.04750846326351166,
-0.09715189784765244,
0.006734258960932493,
0.01116755697876215,
-0.005388564895838499,
0.03114965930581093,
0.006820313166826963,
-0.02777162380516529,
-0.020626738667488098,
-0.01382614765316248,
-0.0009697561035864055,
-0.013169758021831512,
0.036633577197790146,
-0.033504925668239594,
0.0559115968644619,
0.008734787814319134,
-0.024065950885415077,
-0.001019005780108273,
0.002647084416821599,
0.026693126186728477,
0.007304543163627386,
-0.034301966428756714,
0.05061851814389229,
0.03504794463515282,
-0.03796781599521637,
0.05549617484211922,
-0.045182518661022186,
-0.018161989748477936,
-0.05129649117588997,
-0.016937680542469025,
0.0554090179502964,
0.008391445502638817,
-0.022313125431537628,
0.0011469688033685088,
0.01699935458600521,
-0.0253608338534832,
-0.04759427532553673,
-0.07046132534742355,
0.017668263986706734,
-0.0004275638493709266,
-0.04602598398923874,
0.009048965759575367,
-0.04274666681885719,
0.052139393985271454,
0.06962411850690842,
-0.008737650699913502,
-0.03159065544605255,
0.013190553523600101,
0.06615983694791794,
-0.016929809004068375,
0.010161747224628925,
-0.005930010695010424,
0.03947144374251366,
-0.008474013768136501,
0.029189687222242355,
-0.01819148100912571,
0.005711369216442108,
0.01103278435766697,
-0.02449362725019455,
0.026174990460276604,
-0.015235653147101402,
-0.007795469369739294,
0.011985698714852333,
0.024984801188111305,
-0.0506720095872879,
0.05768786743283272,
-0.04371815547347069,
0.03911839425563812,
0.0922236442565918,
-0.022706899791955948,
-0.008798826485872269,
0.02353033795952797,
-0.0004804358468391001,
0.026437116786837578,
-0.055230673402547836,
-0.009927515871822834,
-0.05236395075917244,
-0.005015871021896601,
0.021664690226316452,
0.028154486790299416,
0.008369029499590397,
-0.005250686313956976,
0.039695218205451965,
0.026125885546207428,
0.034405358135700226,
0.024989226832985878,
-0.001812855596654117,
-0.042789191007614136,
0.00964612327516079,
0.03314703330397606,
0.03385983780026436,
-0.015625813975930214,
0.012770028784871101,
-0.03683455288410187,
0.007983125746250153,
0.017949098721146584,
0.030439456924796104,
0.0213487409055233,
-0.009436470456421375,
-0.017775481566786766,
-0.04701189696788788,
-0.024372978135943413,
0.03339536115527153,
0.015479076653718948,
0.021489206701517105,
0.042274583131074905,
0.0278531014919281,
-0.03854607418179512,
-0.018481435254216194,
-0.025745490565896034,
-0.018229061737656593,
0.018647342920303345,
-0.019601697102189064,
-0.04220561310648918,
0.0014429951552301645,
0.009244166314601898,
0.017177803441882133,
-0.017237547785043716,
-0.030990831553936005,
-0.04726402834057808,
0.029336897656321526,
0.007483066525310278,
-0.012318827211856842,
0.014397713355720043,
-0.07620085775852203,
0.03995053097605705,
0.0001901020877994597,
0.026267103850841522,
0.03941956162452698,
-0.021028513088822365,
-0.056904371827840805,
-0.017365355044603348,
-0.009696699678897858,
0.007419205736368895,
0.02851555123925209,
0.004968172870576382,
-0.009222825057804585,
0.02672591805458069,
-0.0053703198209404945,
-0.06677204370498657,
-0.015647510066628456,
-0.04110227897763252,
0.01287904568016529,
0.00737169710919261,
-0.005007901694625616,
0.03994996100664139,
0.02314450778067112,
-0.06562026590108871,
0.02533491514623165,
-0.02318570390343666,
0.023429306223988533,
0.004728850442916155,
-0.02698599360883236,
-0.0026741507463157177,
0.0038224535528570414,
-0.024980345740914345,
0.03211897239089012,
-0.011666092090308666,
-0.0448840968310833,
-0.06628284603357315,
-0.07908475399017334,
0.011619284749031067,
0.02228114940226078,
0.03160887956619263,
-0.002208480378612876,
0.024972710758447647,
0.06855171918869019,
0.026335913687944412,
-0.021626630797982216,
-0.07233726233243942,
0.015684254467487335,
0.0013431379338726401,
-0.03810631483793259,
0.04284537583589554,
0.005415407475084066,
0.014481775462627411,
0.015291346237063408,
-0.04073823615908623,
0.017159881070256233,
0.05542128160595894,
-0.000250363809755072,
-0.02115592174232006,
0.03083319216966629,
0.008042698726058006,
-0.0072988723404705524,
0.029396751895546913,
0.05703768879175186,
-0.013432839885354042,
0.005342068150639534,
0.014076056890189648,
0.010557636618614197,
-0.04779137670993805,
-0.05907374992966652,
0.0014726286754012108,
-0.023266643285751343,
0.00853030290454626,
-0.06482037901878357,
0.025234874337911606,
-0.008919830434024334,
-0.048716068267822266,
-0.03557131066918373,
0.014076413586735725,
0.04321826621890068,
0.003677243599668145,
-0.005627292208373547,
0.059852421283721924,
0.02476767636835575,
-0.02343449555337429,
0.021086111664772034,
-0.0313185378909111,
0.008354400284588337,
0.05005090683698654,
-0.05725117772817612,
0.017737863585352898,
0.042928602546453476,
0.00533774821087718,
0.03429519012570381,
0.007294256240129471,
-0.025744710117578506,
0.021178942173719406,
-0.04395582526922226,
0.02642403170466423,
-0.04502958059310913,
0.05059155076742172,
0.03908287733793259,
0.03785292059183121,
0.037990134209394455,
-0.04397628456354141,
0.02117983065545559,
-0.02600874751806259,
-0.061493899673223495,
0.026280054822564125,
-0.005111146252602339,
-0.015924587845802307,
0.030567746609449387,
-0.04246676340699196,
-0.010339821688830853,
-0.0008066883310675621,
0.0018584976205602288,
-0.023572871461510658,
0.031777169555425644,
-0.011190504767000675,
0.0031967712566256523,
-0.007975676096975803,
0.00766178360208869,
-0.06316383183002472,
0.016128992661833763,
0.019270217046141624,
-0.0003532894770614803,
0.0071756886318326,
0.035909704864025116,
0.037376485764980316,
-0.011764158494770527,
-0.026562007144093513,
-0.0274277925491333,
0.028483953326940536,
0.08810309320688248,
-0.027296189218759537,
-0.008203194476664066,
-0.03716805949807167,
0.0599336177110672,
-0.00704135000705719,
0.00967776495963335,
0.08098077028989792,
0.016509266570210457,
0.017263246700167656,
-0.021356388926506042,
-0.002007383154705167,
0.022981317713856697,
0.0003856676339637488,
0.009455080144107342,
-0.012028193101286888,
0.029087433591485023,
0.03607762232422829,
-0.017852772027254105,
0.019606895744800568,
0.030879756435751915,
-0.018204478546977043,
0.0012112598633393645,
-0.05162800848484039,
-0.003268796019256115,
-0.004968654364347458,
0.01380813680589199,
0.0541873462498188,
0.02736583724617958,
0.02582394890487194,
0.004034774377942085,
0.023751989006996155,
-0.04172102361917496,
-0.010662349872291088,
-0.01611107401549816,
0.0386883020401001,
0.01010944228619337,
0.008206143975257874,
0.0014967272290959954,
-0.00022932045976631343,
0.016060199588537216,
0.03041202202439308,
0.03080640360713005,
0.006397389806807041,
-0.06262880563735962,
-0.021224696189165115,
0.023740239441394806,
0.017440836876630783,
-0.009270703420042992,
0.00795596931129694,
-0.040128130465745926,
-0.03507889062166214,
0.017579277977347374,
0.00938461348414421,
0.033363837748765945,
-0.0221248809248209,
0.010152101516723633,
-0.013871288858354092,
-0.04275619611144066,
-0.054094910621643066,
0.020782293751835823,
-0.045836687088012695,
0.032759085297584534,
-0.02874460443854332,
-0.029332205653190613,
0.020845185965299606,
0.020523807033896446,
0.014645803719758987,
0.06908052414655685,
-0.045910656452178955,
-0.00069486687425524,
0.020379958674311638,
-0.0570276714861393,
0.0015950036467984319,
-0.027935873717069626,
0.042167287319898605,
-0.0030437882523983717,
0.0002487475285306573,
0.04608553647994995,
0.017423521727323532,
0.0012750114547088742,
0.0071112411096692085,
0.014902970753610134,
0.014178957790136337,
-0.04963348060846329,
-0.017092127352952957,
0.0786261036992073,
0.02762644924223423,
0.008047851733863354,
0.05183866247534752,
0.0030622011981904507,
0.0065377564169466496,
0.015095372684299946,
-0.05159587413072586,
-0.02540850080549717,
-0.008889243006706238,
-0.022039417177438736,
-0.050861794501543045,
0.00003801967250183225,
0.00768303032964468,
0.06967030465602875,
-0.007547257002443075,
0.012037776410579681,
-0.02529839053750038,
0.015165864489972591,
0.03462417796254158,
0.033347588032484055,
-0.0284330565482378,
-0.008120269514620304,
0.022376231849193573,
-0.026210300624370575,
0.00041611705091781914,
0.005737622268497944,
0.0022085770033299923,
-0.04471597075462341,
-0.008907842449843884,
0.035502683371305466,
-0.03769180178642273,
-0.016927551478147507,
0.01561837550252676,
0.0011749689001590014,
-0.01770324632525444,
-0.0160283874720335,
0.016582831740379333,
0.02795768901705742,
0.050480324774980545,
0.02021600306034088,
-0.026741454377770424,
0.029145827516913414,
0.04790031164884567,
-0.021422049030661583,
0.030829887837171555,
-0.020639069378376007,
0.009909826330840588,
-0.027724776417016983,
0.0004986316780559719,
-0.08072695136070251,
-0.05123492330312729,
0.01908295974135399,
-0.017346154898405075,
0.004834022838622332,
-0.02089819684624672,
-0.03386871889233589,
-0.008105795830488205,
0.011470911093056202,
-0.017882512882351875,
0.05228051170706749,
-0.013267600908875465,
0.029286248609423637,
-0.030582770705223083,
0.009955430403351784,
0.07122015953063965,
-0.024249285459518433,
-0.01949862763285637,
0.020464090630412102,
-0.014809874817728996,
-0.034659188240766525,
-0.01387649867683649,
-0.013773132115602493,
-0.06084907427430153,
-0.0024523024912923574,
-0.05521104112267494,
0.021558577194809914,
0.06050769239664078,
-0.013725352473556995,
-0.03943478316068649,
0.006097606848925352,
-0.02706630900502205,
0.03574090451002121,
-0.06308180093765259,
-0.004097673576325178,
-0.0062323762103915215,
-0.0036475621163845062,
-0.004577271174639463,
0.009874398820102215,
-0.021373070776462555,
-0.012818976305425167,
0.00939321331679821,
-0.0029335287399590015,
-0.023901913315057755,
0.04653584212064743,
0.06852870434522629,
0.002293071709573269,
-0.022241804748773575,
-0.0018935872940346599,
-0.023490548133850098,
0.019615886732935905,
0.0030151328537613153,
-0.00034208092256449163,
-0.003489199560135603,
-0.00021469095372594893,
-0.01671372354030609,
-0.02189009264111519,
-0.002363884821534157,
-0.010813686065375805,
0.06483930349349976,
0.00016856375441420823,
0.046506814658641815,
0.06666222214698792,
-0.03085501119494438,
-0.004905407316982746,
-0.03447658196091652,
0.0007317097042687237,
-0.006348466034978628,
-0.004387843422591686,
0.06468940526247025,
-0.04371875151991844,
-0.03280416503548622,
0.03077080473303795,
0.03640285134315491,
0.03960297629237175,
0.03991328552365303,
-0.012408362701535225,
0.00613816874101758,
0.03321214020252228,
-0.018282053992152214,
-0.06947237253189087,
-0.0023847497068345547,
-0.022296784445643425,
0.03713284060359001,
-0.0399923250079155,
-0.03635294362902641,
-0.005982015747576952,
0.05925183743238449,
-0.027741780504584312,
-0.031092358753085136,
-0.030751941725611687,
-0.0407382994890213,
-0.031158942729234695,
0.035673316568136215,
-0.038656529039144516,
0.03459819033741951,
0.0336742140352726,
0.05886846408247948,
0.01563231460750103,
0.006389871705323458,
-0.04471564665436745,
-0.08727795630693436,
-0.008214711211621761,
-0.0029420589562505484,
-0.004084967542439699,
0.08234982937574387,
-0.02214212156832218,
-0.027120880782604218,
0.013516219332814217,
-0.02371201291680336,
0.027544807642698288,
0.018633142113685608,
0.037395916879177094,
0.008536430075764656,
0.05033868923783302,
0.0049974918365478516,
-0.020379401743412018,
-0.04974302649497986,
0.005815034732222557,
0.1481008380651474,
0.06188923865556717,
0.03814332187175751,
-0.04429197311401367,
0.04412288963794708,
0.027757905423641205,
-0.013151248916983604,
-0.006563136819750071,
-0.00423860689625144,
0.032610852271318436,
-0.024839097633957863,
0.027395008131861687,
0.03729936107993126,
0.021251151338219643,
-0.01846388354897499,
0.029648104682564735,
-0.01867048442363739,
-0.0069731250405311584,
0.001531644375063479,
0.015861451625823975,
0.015173585154116154,
-0.010219017043709755,
-0.0489685982465744,
0.011881666257977486,
-0.030937928706407547,
-0.0021888981573283672,
-0.011861076578497887,
-0.011974560096859932,
-0.0075492034666240215,
-0.014862315729260445,
-0.025586459785699844,
0.024907920509576797,
-0.003085215575993061,
0.0022246341686695814,
0.009141827002167702,
-0.02707037143409252,
0.02111927606165409,
-0.01335583720356226,
0.05111662298440933,
0.049505796283483505,
-0.007262457627803087,
-0.000959533907007426,
-0.018373562023043633,
0.009558644145727158,
0.000653401599265635,
-0.03282980993390083,
-0.012046165764331818,
0.0724140927195549,
-0.012354081496596336,
-0.016770265996456146,
0.011126190423965454,
0.0049391514621675014,
0.0004228258621878922,
-0.044264473021030426,
-0.04127349331974983,
0.026925090700387955,
-0.012053100392222404,
0.014084377326071262,
0.021435916423797607,
-0.012406057678163052,
-0.01393989846110344,
-0.013131792657077312,
0.04373544454574585,
0.00556387472897768,
-0.006917976774275303,
-0.004006527364253998,
-0.056560222059488297,
0.02436286397278309,
0.04227682575583458,
0.041463714092969894,
0.022497335448861122,
-0.038565583527088165,
-0.04572093486785889,
0.019330760464072227,
0.03483980521559715,
0.024814583361148834,
0.019758407026529312,
-0.007297618314623833,
-0.014052698388695717,
-0.04350500926375389,
-0.0501222163438797,
-0.025045175105333328,
0.013335336931049824,
-0.015465615317225456,
-0.017294375225901604,
-0.02447858639061451,
0.02428918145596981,
0.04685279726982117,
-0.006762965116649866,
-0.023974038660526276,
-0.019704146310687065,
0.046618081629276276,
0.008982113562524319,
-0.049118202179670334,
-0.02624131366610527,
0.017104817554354668,
0.007249756250530481,
-0.018487105146050453,
-0.00493233697488904,
0.03734205663204193,
-0.006620080675929785,
-0.00782773643732071,
-0.0031275844667106867,
0.027109012007713318,
0.017781991511583328,
-0.0017949843313544989,
0.05361941456794739,
0.014133126474916935,
-0.001851641689427197,
-0.03761513903737068,
0.005615859292447567,
0.00470297085121274,
0.008748969994485378,
-0.06222710385918617,
-0.049626681953668594,
-0.010669886134564877,
-0.03315487876534462,
0.016112448647618294,
0.0036976374685764313,
-0.017795713618397713,
-0.007292659487575293,
-0.01621345244348049,
0.018369683995842934,
-0.023691289126873016,
-0.01984897255897522,
-0.017852578312158585,
0.0069082509726285934,
-0.002443180186673999,
0.055225830525159836,
-0.028905829414725304,
0.01880999654531479,
0.04006711021065712,
-0.007198851555585861,
0.016833992674946785,
-0.016511019319295883,
-0.0053797936998307705,
0.026240598410367966,
0.036507803946733475,
0.023664873093366623,
-0.029093772172927856,
-0.00693120900541544,
-0.05998574569821358,
-0.02550528198480606,
0.03133956342935562,
-0.0005946727469563484,
0.009548399597406387,
0.033109117299318314,
0.016235927119851112,
-0.02444303408265114,
0.032151442021131516,
-0.012698945589363575,
-0.009782171808183193,
-0.014684969559311867,
0.021656740456819534,
0.03097301349043846,
0.0016541038639843464,
0.02330116368830204,
0.021326471120119095,
0.005065580364316702,
0.015470671467483044,
0.048186175525188446,
-0.008685275912284851,
-0.0016266932943835855,
-0.023808758705854416,
-0.024757597595453262,
0.017993459478020668,
0.010609280318021774,
-0.01431761123239994,
0.05230221524834633,
0.03361034393310547,
-0.03360364958643913,
0.03621584549546242,
-0.011625193990767002,
0.005757683422416449,
-0.08750806003808975,
-0.029613573104143143,
-0.013329991139471531,
0.018121806904673576,
0.02507583610713482,
-0.04149247705936432,
-0.039200130850076675,
0.028929101303219795,
-0.025294672697782516,
0.004856077488511801,
0.0023999784607440233,
0.004771939944475889,
-0.0019357340643182397,
0.0239594466984272,
-0.014731707982718945,
-0.01300814375281334,
0.03594076633453369,
0.018800944089889526,
0.019977105781435966,
0.021360615268349648,
0.022489264607429504,
-0.017922526225447655,
-0.013391624204814434,
-0.015526738949120045,
0.04505176842212677,
-0.05785704031586647,
0.004918698221445084,
-0.046620097011327744,
-0.0052554006688296795,
-0.01309000514447689,
0.017952129244804382,
0.012842618860304356,
0.004678224213421345,
0.04585937410593033,
-0.00034896258148364723,
0.047197889536619186,
-0.00659678690135479,
-0.018717175349593163,
0.03157120943069458,
-0.03679371252655983,
0.01563570275902748,
0.010911185294389725,
-0.02815784327685833,
0.002198080997914076,
-0.010142199695110321,
0.008518118411302567,
-0.035773247480392456,
0.029554685577750206,
-0.005622382741421461,
-0.039565522223711014,
-0.003399250563234091,
0.017604559659957886,
0.009795942343771458,
-0.056721217930316925,
0.005813138093799353,
-0.028539862483739853,
0.0010102002415806055,
0.033989544957876205,
0.030839793384075165,
-0.04078340902924538,
0.011048458516597748,
-0.03294304385781288,
-0.007727507967501879,
-0.032307617366313934,
0.014277423731982708,
-0.011925683356821537,
-0.05244959890842438,
-0.015155076049268246,
-0.012931608594954014,
0.005726370494812727,
-0.007615636568516493,
0.022916674613952637,
-0.045888010412454605,
0.034938324242830276,
-0.020173795521259308,
-0.012629629112780094,
-0.024441523477435112,
-0.021895620971918106,
0.03245287388563156,
-0.08811569213867188,
0.01442231610417366,
0.013778186403214931,
-0.03031208924949169,
-0.060729801654815674,
-0.004119145683944225,
-0.06127436086535454,
0.07379763573408127,
0.03040054254233837,
0.006618627812713385,
-0.008175037801265717,
0.01747865602374077,
0.024312790483236313,
0.028888603672385216,
-0.026490796357393265,
0.08159983158111572,
-0.009480524808168411,
0.006408162880688906,
-0.010428185574710369,
0.0081504350528121,
0.012040962465107441,
-0.02405940368771553,
-0.013894681818783283,
-0.017528284341096878,
0.01548281591385603,
-0.02294035442173481,
-0.01967448554933071,
0.04543851315975189,
0.014424283057451248,
-0.0396747887134552,
0.0035703100729733706,
-0.026530152186751366,
0.010190886445343494,
0.007481500972062349,
0.02060983143746853,
-0.06802433729171753,
0.01876906491816044,
-0.03397520259022713,
-0.00783471018075943,
0.029138466343283653,
-0.013405073434114456,
-0.007008428685367107,
-0.06080344691872597,
0.012002101168036461,
0.025052741169929504,
0.016678664833307266,
-0.02468239702284336,
0.05763057991862297,
0.018225032836198807,
0.05100670084357262,
-0.004619698040187359,
0.008647852577269077,
-0.020560186356306076,
0.0022794678807258606,
0.003953456878662109,
0.0314684621989727,
0.02980855107307434,
-0.03153494745492935,
-0.020513644441962242,
0.022303089499473572,
-0.01900923252105713,
0.041972219944000244,
-0.024602197110652924,
0.041761476546525955,
-0.005683720111846924,
0.011834358796477318,
0.03287755697965622,
-0.020536277443170547,
0.04069748520851135,
-0.002833052771165967,
0.00208439864218235,
0.03711596876382828,
-0.08630502223968506,
0.009250661358237267,
-0.016415342688560486,
-0.020300494506955147,
-0.01883152686059475,
0.015613782219588757,
0.03849852830171585,
0.047474540770053864,
-0.0014785085804760456,
0.003606244456022978,
-0.03513872250914574,
-0.032811686396598816,
0.009711628779768944,
-0.027268007397651672,
0.029135754331946373,
0.010333492420613766,
0.00451894523575902,
-0.009080799296498299,
-0.01891019195318222,
-0.031354013830423355,
-0.05042538046836853,
0.0026323962956666946,
0.017261965200304985,
0.023648669943213463,
-0.07559873163700104,
-0.006960560102015734,
0.0018795335199683905,
0.029552383348345757,
-0.034672729671001434,
-0.026730354875326157,
-0.018267706036567688,
0.024303633719682693,
0.00831337459385395,
0.018710844218730927
] |
<p>I'm very in to Sports analysis and am keen to look at finessing my analysis models that I have worked up (I don't have a great maths background, I've just done a little bit of reading).</p>
<p>Standard deviation of Game Results about prediction from a Ratings system (in this case least squares regression with a few tweaks) equals the stochastic element in a normal distribution function where:</p>
<p>x = the margin of victory that you are trying to get a % against (e.g. it could be a point spread e.g. % to cover)
the mean = the predicted margin of victory derived in this case from my least squares regression to create power ratings for teams
sigma = standard deviation of error on the difference between the predicted margin of victory and actual margin of victory based on past results.</p>
<p>Based on the above I would treat in Excel terms a win % for team A as:</p>
<p>1-NORMDIST(0.5,mean,sigma,true) - with the mean and sigma having values obviously.</p>
<p>Based on Stern "The Probability of Winning an American Football Game" American Statistician (August 1991) - the sigma value (stochastic element? - sorry this isn't my usual thing) is approximately 13.86. How would you go about refining this for other sports? - e.g. Australian Rules Football. I said this could be done for any sport (and I believe it can within reason unless the results or the sport doesn't lend itself to this type of analysis).</p>
<p>Looking at past AFL results from the end of the season point of view the standard deviations are as follows (have only started looking at these in the last two days):</p>
<p>2009: 31.34 (150+ results)
2010: 33.44 (150+ results
2011: 34.91 (150+ results)
2012: 25.62 (only approximately 70 results so far as it is mid season)</p>
<p>As you feed more data into the model for 2012 it will build up a more accurate picture but looking at past data I'm putting the sigma value for AFL at around 33.5 (above the 25.62 value). Is there anyway of defining a best fit value? Where I don't have a great background in this kind of thing, if someone could give me some gentle nudges in the right direction in terms of where I should be looking or what I could be applying I would be grateful.</p>
<p>I believe this can definitely be applied to other sports as well e.g.:</p>
<p>English Premiership:</p>
<p>2008/2009: 1.45 (Season with over 300+ results)
2009/2010: 1.52
2010/2011: 1.54
2011/2012: 1.64 (but when looking over the last 100 results around the 1.50 mark)</p>
<p>I've also looked at the percentages that this then gives for home wins, away wins and draws and they are virtually identical to the percentages for bookmakers odds (except they work to 105-106% instead of 100% so they have an edge which accounts for the small differences).</p>
<p>NBA:</p>
<p>2008/2009: 11.30 (Season with 1000+ results)
2009/2010: 11.56
2010/2011: 10.88
2011/2012: 11.36</p>
<p>Thanks in advance for any advice,</p> | 73,425 | [
-0.030853962525725365,
-0.018167585134506226,
-0.029706913977861404,
0.00963703915476799,
0.07455883920192719,
0.02378494292497635,
0.021283360198140144,
-0.02550666220486164,
0.015672340989112854,
-0.03157087042927742,
0.011699485592544079,
-0.001533369766548276,
0.02341615967452526,
0.032847024500370026,
0.01631809026002884,
-0.02496963180601597,
0.008933931589126587,
-0.026390524581074715,
-0.018421610817313194,
0.003310393076390028,
0.014549892395734787,
-0.0014589207712560892,
-0.00928741879761219,
0.005466052796691656,
-0.03751261904835701,
0.05467210337519646,
0.013516191393136978,
-0.02886155992746353,
0.01782592572271824,
0.028312887996435165,
-0.010388955473899841,
-0.031594179570674896,
0.020305683836340904,
0.024814283475279808,
0.029474560171365738,
0.026580816134810448,
0.010724878869950771,
-0.028590604662895203,
-0.019177336245775223,
0.024389715865254402,
-0.01723191700875759,
0.01695052906870842,
0.016115961596369743,
0.031242046505212784,
-0.0199961569160223,
0.042112480849027634,
-0.0515146441757679,
-0.04683459922671318,
0.033362556248903275,
-0.03712411969900131,
0.08392363786697388,
0.007067064289003611,
0.04645800590515137,
0.011602602899074554,
-0.021744845435023308,
-0.014082860201597214,
0.047215647995471954,
0.06780845671892166,
0.007172157056629658,
-0.08262637257575989,
0.019575608894228935,
-0.023897739127278328,
-0.039531417191028595,
0.01322951354086399,
-0.020496681332588196,
0.006929383613169193,
-0.01050643902271986,
-0.02789759263396263,
0.06820472329854965,
0.002892945194616914,
0.01311725564301014,
0.01481670793145895,
0.03623132407665253,
0.0002694919239729643,
-0.00133045413531363,
-0.031244758516550064,
0.011367578990757465,
-0.002942978637292981,
0.048674143850803375,
0.013764243572950363,
0.0036481928545981646,
0.03950332850217819,
0.030542641878128052,
0.045001450926065445,
0.05703155696392059,
0.020571637898683548,
0.06729293614625931,
-0.05390967056155205,
0.018430018797516823,
0.03822595998644829,
-0.028430422767996788,
-0.0033326868433505297,
0.05339791625738144,
-0.03148067370057106,
-0.03974257409572601,
0.04129303991794586,
-0.032260216772556305,
0.03564934805035591,
-0.0031043102499097586,
-0.000836607301607728,
0.010318760760128498,
-0.05947481840848923,
0.0013324936153367162,
0.053998690098524094,
-0.001014236593618989,
-0.054983414709568024,
-0.0671592727303505,
-0.02854991890490055,
0.0016718488186597824,
-0.03002542443573475,
-0.02664460800588131,
0.04677682742476463,
0.008864822797477245,
0.010875070467591286,
-0.015024327673017979,
-0.009207542985677719,
-0.004100389778614044,
-0.01569695584475994,
0.03550412505865097,
0.04603715240955353,
0.008352631703019142,
-0.0336187519133091,
0.004695775453001261,
-0.03732297569513321,
-0.0472942516207695,
0.026909958571195602,
-0.000021474455934367143,
0.014975992031395435,
-0.031395185738801956,
0.017072098329663277,
-0.01767469011247158,
-0.004462553653866053,
0.05274750664830208,
0.002318137791007757,
0.019780512899160385,
-0.005041069816797972,
-0.08746565133333206,
-0.02117573469877243,
0.039619140326976776,
0.0003743964771274477,
0.014406134374439716,
-0.0827072262763977,
-0.032016459852457047,
0.023077702149748802,
0.062741719186306,
0.03938862681388855,
0.04884113743901253,
-0.007619940675795078,
0.0488167405128479,
0.0017486867727711797,
0.014926212839782238,
-0.0007848999230191112,
-0.03428340703248978,
-0.043121058493852615,
-0.03142048045992851,
-0.05965810269117355,
0.006224339362233877,
0.009564151056110859,
-0.0022128876298666,
0.001960814232006669,
-0.010758153162896633,
0.012242583557963371,
-0.011457965709269047,
-0.02094721607863903,
0.032526448369026184,
-0.019686570391058922,
0.045960474759340286,
-0.005491959862411022,
0.03713954612612724,
-0.02419261448085308,
-0.024195484817028046,
-0.015849651768803596,
0.04528523236513138,
0.0031278845854103565,
0.06704948097467422,
-0.02455991506576538,
0.013441316783428192,
-0.0120928306132555,
-0.006542243994772434,
-0.043655768036842346,
-0.04957229644060135,
0.007877674885094166,
-0.03759021684527397,
0.01804591342806816,
0.03853631019592285,
0.0733548253774643,
0.031249618157744408,
-0.00013781452435068786,
0.04663965478539467,
-0.04761410877108574,
-0.051985856145620346,
-0.06624636799097061,
0.020442727953195572,
-0.008268015459179878,
0.006942262873053551,
0.015039240010082722,
-0.022297438234090805,
0.02085897885262966,
-0.02057822421193123,
0.006994679104536772,
0.0005726523231714964,
0.026526272296905518,
0.05062682926654816,
-0.04150824621319771,
0.010708367452025414,
0.07602579891681671,
0.04137532785534859,
-0.0022531168069690466,
0.02443721331655979,
-0.039123084396123886,
-0.06312686949968338,
-0.0052262782119214535,
-0.037269096821546555,
0.012238938361406326,
-0.009521541185677052,
-0.0036624534986913204,
0.006611148826777935,
-0.002761583309620619,
0.00212423806078732,
-0.010192271322011948,
-0.044862598180770874,
0.0499412976205349,
0.0671207383275032,
0.008970413357019424,
-0.0008341577486135066,
0.012146084569394588,
-0.013718229718506336,
0.011721376329660416,
0.0007931547588668764,
-0.024988077580928802,
-0.05108427256345749,
0.0079033263027668,
0.0057422020472586155,
0.037083614617586136,
-0.04311444237828255,
-0.007848449982702732,
0.08957475423812866,
-0.0331391915678978,
0.008496008813381195,
0.013697320595383644,
-0.00841096043586731,
-0.0009104452910833061,
-0.028120819479227066,
0.00415329122915864,
0.01425921730697155,
-0.022402675822377205,
0.016596371307969093,
0.032575275748968124,
-0.0043486496433615685,
0.019867101684212685,
-0.012176301330327988,
0.02537095732986927,
0.029451938346028328,
-0.0028881835751235485,
-0.008206604048609734,
-0.02321065030992031,
0.06435921043157578,
0.00608188146725297,
-0.007256976328790188,
0.03332475945353508,
0.016539378091692924,
-0.023710792884230614,
-0.011208179406821728,
-0.02058934047818184,
0.0016673053614795208,
0.047577470541000366,
0.011314207687973976,
-0.001830210443586111,
0.011033470742404461,
-0.018231811001896858,
-0.0020828156266361475,
-0.015439889393746853,
-0.027381516993045807,
-0.010902280919253826,
-0.025776365771889687,
0.042412884533405304,
0.01689831167459488,
0.021896356716752052,
0.01339221652597189,
-0.009368253871798515,
-0.001305285026319325,
0.026830270886421204,
0.0033165698405355215,
-0.004224557429552078,
-0.052935194224119186,
-0.030571600422263145,
0.013345117680728436,
0.02004897966980934,
-0.011170681565999985,
-0.03459230437874794,
-0.013230780139565468,
0.05401032418012619,
-0.014864993281662464,
-0.04024282842874527,
-0.035072144120931625,
-0.020675458014011383,
0.0005862766411155462,
-0.0033146128989756107,
-0.014977768063545227,
0.06325141340494156,
0.012631164863705635,
-0.027908537536859512,
0.03407899662852287,
0.012961181811988354,
-0.006961493752896786,
-0.03534530848264694,
-0.0013737957924604416,
-0.005782249383628368,
0.0021309787407517433,
0.04114452004432678,
0.027776915580034256,
-0.017095768824219704,
-0.009305065497756004,
-0.05442346632480621,
-0.03834596276283264,
0.032073669135570526,
-0.028520338237285614,
0.021508317440748215,
-0.034620512276887894,
-0.0387873612344265,
0.08085427433252335,
0.016637444496154785,
0.0034732050262391567,
-0.025163089856505394,
0.027423644438385963,
-0.023346368223428726,
-0.019398456439375877,
0.008571354672312737,
0.005720319226384163,
-0.025032738223671913,
0.042221762239933014,
-0.05486157163977623,
-0.0033566977363079786,
0.018068648874759674,
-0.0032355771400034428,
-0.028264235705137253,
0.030468525364995003,
-0.030930202454328537,
-0.0029231917578727007,
0.026729213073849678,
-0.0038162011187523603,
-0.0351770855486393,
0.03634944558143616,
0.008984403684735298,
0.022886093705892563,
0.005983868148177862,
-0.042741455137729645,
0.001458558952435851,
-0.020004693418741226,
-0.020520830526947975,
-0.02732216939330101,
0.026483234018087387,
0.0101619902998209,
-0.042997971177101135,
-0.009349055588245392,
0.029422739520668983,
0.0186468455940485,
0.030231188982725143,
-0.0021996055729687214,
0.07064013183116913,
0.010754728689789772,
0.006590489763766527,
-0.02216496504843235,
-0.015732016414403915,
0.009298344142735004,
-0.014044597744941711,
-0.026770442724227905,
-0.012345797382295132,
0.04444659873843193,
0.041312262415885925,
0.01918739639222622,
0.0062795295380055904,
-0.016869161278009415,
-0.03989463299512863,
-0.053198061883449554,
0.0057691666297614574,
-0.042450789362192154,
0.04145413637161255,
0.019805265590548515,
0.015407562255859375,
0.008223313838243484,
-0.0017092970665544271,
0.009104172699153423,
0.0063409581780433655,
-0.04070458561182022,
0.041049689054489136,
-0.033435940742492676,
-0.03571200370788574,
-0.010349462740123272,
-0.004871956538408995,
0.026567507535219193,
-0.0266041848808527,
-0.0005547660985030234,
0.011952131986618042,
-0.02295065112411976,
-0.0331232063472271,
-0.03176087886095047,
-0.03325623273849487,
-0.0422523207962513,
0.03019000217318535,
0.009430660866200924,
0.013920147903263569,
-0.020356910303235054,
0.03972238674759865,
0.04230489209294319,
-0.006350802723318338,
-0.03961402177810669,
-0.003508620895445347,
0.04290962964296341,
0.027746453881263733,
0.017749546095728874,
0.02870592474937439,
0.014353143982589245,
-0.04765972122550011,
0.05204939842224121,
0.004159874748438597,
0.04615829512476921,
0.03739839047193527,
0.03110942803323269,
-0.02759983390569687,
-0.06872867047786713,
-0.025614658370614052,
0.028104642406105995,
-0.01254456490278244,
-0.001310775289312005,
0.012091166339814663,
0.026820776984095573,
0.0021371415350586176,
-0.07541951537132263,
0.03183574229478836,
0.05192866548895836,
0.003420724533498287,
-0.012986580841243267,
-0.01598338596522808,
-0.018274014815688133,
0.022493677213788033,
-0.0005741431377828121,
0.024580806493759155,
-0.00031081162160262465,
0.04655180126428604,
-0.011291153728961945,
0.05555415153503418,
-0.03112468309700489,
-0.049804769456386566,
0.033652279525995255,
0.0357406847178936,
0.03751610592007637,
0.005599293392151594,
-0.04456988722085953,
0.015828778967261314,
0.05925237759947777,
0.037317611277103424,
0.05309433862566948,
0.06429998576641083,
-0.06976597011089325,
-0.02996777556836605,
0.00821569561958313,
0.0431259386241436,
0.0016752203227952123,
-0.046775564551353455,
-0.021091457456350327,
-0.033483441919088364,
0.011082344688475132,
-0.03475090488791466,
0.044075410813093185,
0.007025819271802902,
0.013773047365248203,
-0.03348434343934059,
-0.03821033611893654,
-0.037610284984111786,
0.020174581557512283,
-0.0017619109712541103,
0.026385581120848656,
-0.007292040623724461,
-0.03197242692112923,
-0.03799198940396309,
-0.005108915269374847,
0.03464375436306,
0.037792108952999115,
0.004179733339697123,
-0.04265179485082626,
-0.019606105983257294,
0.016651576384902,
0.005511682480573654,
-0.09140392392873764,
-0.001504414016380906,
0.001545277307741344,
-0.03310181945562363,
0.023108428344130516,
0.022723430767655373,
0.004299903754144907,
0.01179852057248354,
0.027395062148571014,
-0.02810806967318058,
0.02152615413069725,
-0.061892349272966385,
0.04829036071896553,
0.00007775604899507016,
-0.015089252963662148,
0.012594444677233696,
0.032194845378398895,
-0.022091414779424667,
0.010609704069793224,
-0.02548808790743351,
-0.015586012974381447,
0.0011386619880795479,
-0.03261646255850792,
-0.04566042125225067,
-0.02353624999523163,
-0.027027659118175507,
0.0018823918653652072,
0.0026815510354936123,
0.05717680975794792,
-0.019442494958639145,
-0.007455703802406788,
-0.03835737705230713,
0.019596334546804428,
0.009819001890718937,
-0.003545364597812295,
0.0011837040074169636,
0.01049539539963007,
-0.0003924355551134795,
0.034203290939331055,
-0.019064193591475487,
-0.0320022888481617,
-0.011071361601352692,
0.013865683227777481,
-0.03740471601486206,
0.015165096148848534,
-0.0038392324931919575,
-0.023059558123350143,
-0.02747165597975254,
-0.05396478250622749,
0.047288309782743454,
-0.028683487325906754,
-0.012580153532326221,
0.01198760699480772,
-0.014619572088122368,
-0.03761427104473114,
0.05178375542163849,
0.025229448452591896,
0.0383952260017395,
0.012949977070093155,
-0.008196834474802017,
-0.004793987609446049,
-0.026393789798021317,
-0.04327148571610451,
0.0023411386646330357,
-0.004336279351264238,
-0.0012809234904125333,
-0.03481529280543327,
-0.007949046790599823,
0.007218820508569479,
-0.0151542779058218,
-0.018894515931606293,
0.0038468020502477884,
0.015877557918429375,
-0.06436839699745178,
-0.03135688975453377,
0.02430320344865322,
0.02059181220829487,
0.0701141208410263,
-0.014106838032603264,
-0.013965846039354801,
0.027619827538728714,
-0.0018502887105569243,
-0.02156743034720421,
0.020039210096001625,
0.03545844182372093,
-0.04564554989337921,
0.036540884524583817,
0.021521413698792458,
-0.006168999709188938,
0.04744106903672218,
0.000610095274168998,
-0.011370211839675903,
-0.04576990380883217,
0.006089367438107729,
0.018604470416903496,
-0.0017734459834173322,
0.019733555614948273,
-0.006815269123762846,
0.00511151785030961,
-0.026524711400270462,
-0.003498333739116788,
-0.03312554210424423,
-0.007130831945687532,
0.04473071172833443,
0.03975731506943703,
0.01648985967040062,
0.017892945557832718,
0.036621756851673126,
0.010889064520597458,
-0.0423845611512661,
-0.010255654342472553,
-0.006289320066571236,
0.08231532573699951,
0.025232898071408272,
0.0053699202835559845,
0.028321940451860428,
0.06109776347875595,
-0.02548028901219368,
-0.021021844819188118,
-0.026063796132802963,
-0.0021304504480212927,
0.03370271995663643,
0.013169444166123867,
0.025256671011447906,
0.03810088336467743,
0.057750873267650604,
-0.010054000653326511,
-0.07315592467784882,
-0.0009348010644316673,
0.014097216539084911,
-0.008789360523223877,
0.03926756605505943,
-0.03710230067372322,
0.027450157329440117,
0.03697599843144417,
-0.026321930810809135,
0.00592401809990406,
0.04240095615386963,
0.03420931100845337,
0.014168385416269302,
0.03855622932314873,
-0.03599220886826515,
-0.017455874010920525,
0.014345558360219002,
-0.0539768785238266,
0.011088510043919086,
-0.04195461794734001,
0.0076808505691587925,
0.016636615619063377,
0.0464126281440258,
-0.00773923983797431,
-0.06490006297826767,
-0.012739123776555061,
-0.09397189319133759,
0.002124790335074067,
-0.003617585636675358,
-0.012529072351753712,
0.0408075712621212,
0.015595829114317894,
0.03507426008582115,
-0.04546366259455681,
0.04749252647161484,
-0.045371606945991516,
-0.05011908710002899,
-0.020836452022194862,
-0.018804257735610008,
-0.0617932565510273,
0.02000727504491806,
-0.0207037515938282,
0.007458968553692102,
-0.016445254907011986,
-0.04117875173687935,
0.003881853073835373,
-0.0009849724592640996,
0.0009619590127840638,
-0.02807948738336563,
0.08349893242120743,
-0.007415172178298235,
-0.003877131035551429,
0.028038902208209038,
-0.027656543999910355,
0.15001727640628815,
0.08677459508180618,
0.004046522546559572,
-0.0160183347761631,
0.0005613446701318026,
0.015538237057626247,
-0.004532638471573591,
-0.04445180296897888,
-0.008953715674579144,
0.017804060131311417,
-0.052878256887197495,
0.02381427027285099,
0.025630611926317215,
0.024662405252456665,
-0.06009260565042496,
0.06679144501686096,
-0.008014530874788761,
-0.0016599971568211913,
0.0018074605613946915,
0.008975783362984657,
0.01733969897031784,
-0.0055596367456018925,
-0.005567221902310848,
0.036956850439310074,
0.010896895080804825,
-0.016149891540408134,
-0.008058378472924232,
-0.01570574939250946,
-0.007797498255968094,
-0.016827993094921112,
-0.03791787847876549,
0.0032363145146518946,
0.01445743441581726,
0.03792104125022888,
-0.01231453474611044,
-0.0032809849362820387,
0.036483678966760635,
-0.06020344793796539,
-0.016978280618786812,
0.017983393743634224,
-0.001482074148952961,
0.008515384048223495,
0.016192080453038216,
0.01821945235133171,
-0.04227631539106369,
-0.025401420891284943,
-0.07419189065694809,
0.05476869270205498,
-0.005825772415846586,
0.009545993991196156,
0.005323689430952072,
-0.03573989495635033,
-0.024341633543372154,
0.012642748653888702,
0.005165704060345888,
0.000900978862773627,
0.048326484858989716,
-0.0431080162525177,
-0.03661321476101875,
0.01912226900458336,
0.01088814064860344,
-0.005817878060042858,
0.031583983451128006,
0.03627649322152138,
0.02008785866200924,
-0.051816780120134354,
-0.060851581394672394,
0.054837748408317566,
0.0022737891413271427,
-0.009155292995274067,
0.020188335329294205,
0.005007725674659014,
-0.052030567079782486,
0.00021991906396578997,
-0.0005405917763710022,
0.005302625708281994,
-0.003334742272272706,
0.026893846690654755,
0.012378353625535965,
-0.053675804287195206,
-0.04107139632105827,
0.03873196244239807,
-0.05639825388789177,
0.004094356205314398,
-0.05301925912499428,
-0.009303594008088112,
0.015476192347705364,
0.04511082172393799,
0.02816499024629593,
0.013919545337557793,
-0.006386098451912403,
0.06637094169855118,
0.03860243782401085,
-0.062407415360212326,
-0.03285562992095947,
-0.01589328795671463,
-0.062350932508707047,
-0.006993150804191828,
-0.0044901566579937935,
0.07561195641756058,
0.02938207797706127,
0.010134043172001839,
0.004296060651540756,
-0.0008131079375743866,
-0.021464413031935692,
0.02208385244011879,
-0.00955008715391159,
-0.0791659876704216,
-0.019467219710350037,
-0.009728217497467995,
-0.026119563728570938,
0.0025540529750287533,
-0.008845757693052292,
-0.025521064177155495,
-0.030911466106772423,
-0.0012874898966401815,
-0.01927909627556801,
-0.03622101992368698,
0.012928168289363384,
-0.0019379276782274246,
0.016378775238990784,
0.006171387154608965,
0.01715271919965744,
0.011305248364806175,
0.014664269052445889,
-0.01755310595035553,
-0.035528670996427536,
-0.016504431143403053,
0.008556266315281391,
0.02816765382885933,
-0.01366068609058857,
0.05108977481722832,
0.019458916038274765,
0.03776862844824791,
-0.04535549134016037,
-0.005172520410269499,
-0.006536013912409544,
0.03604917228221893,
-0.007289194036275148,
-0.0018229747656732798,
0.020302310585975647,
-0.03563183173537254,
-0.03808330371975899,
0.012827477417886257,
0.004065793938934803,
0.05543538182973862,
-0.004736569244414568,
0.0006328476592898369,
-0.049103230237960815,
0.012877034954726696,
0.02132500894367695,
-0.013188434764742851,
-0.013805720023810863,
0.027384011074900627,
0.04972570016980171,
-0.004651046823710203,
0.036035001277923584,
-0.014759297482669353,
-0.021131450310349464,
0.0019514025188982487,
0.027079135179519653,
-0.0003567975654732436,
0.011527130380272865,
0.01410471461713314,
-0.02552168071269989,
-0.0015962901525199413,
0.012224134057760239,
0.012854102998971939,
0.054876670241355896,
0.028714671730995178,
-0.019039403647184372,
0.004426948726177216,
0.009619159623980522,
0.01619052328169346,
-0.0452691912651062,
-0.04241856560111046,
0.04370694234967232,
0.014002611860632896,
0.0466107577085495,
-0.05594953894615173,
0.01903335191309452,
0.02621227316558361,
-0.04190884158015251,
0.018294187262654305,
0.0039235670119524,
0.03388877585530281,
-0.03298768773674965,
0.007789095398038626,
-0.03478296846151352,
0.009699425660073757,
0.00012425541353877634,
0.022943463176488876,
0.016220714896917343,
0.04129292443394661,
-0.0068950713612139225,
-0.020684434100985527,
-0.0066444785334169865,
0.02395867556333542,
0.003884039120748639,
-0.05018119513988495,
0.015915317460894585,
-0.05820541828870773,
-0.04403066635131836,
0.03283795341849327,
-0.015356384217739105,
0.03423844277858734,
0.02359684184193611,
0.00770675390958786,
0.015791581943631172,
0.014484096318483353,
0.021866826340556145,
-0.02831674925982952,
0.03336231783032417,
0.003559834323823452,
0.03146369382739067,
0.029379652813076973,
0.0029815996531397104,
0.01966504007577896,
0.050456855446100235,
-0.03990614041686058,
-0.02456153742969036,
-0.03729166090488434,
-0.01150408573448658,
0.019626300781965256,
0.006185812409967184,
-0.01070624589920044,
0.002412655856460333,
-0.02372877486050129,
0.011911171488463879,
-0.044079121202230453,
0.020972011610865593,
0.013125551864504814,
0.01848110556602478,
-0.0071619004011154175,
0.03421059250831604,
-0.007067056372761726,
-0.01574646681547165,
0.008869048207998276,
-0.03141018748283386,
-0.01347681600600481,
-0.015818268060684204,
0.016461927443742752,
-0.0014214375987648964,
-0.011931388638913631,
-0.051390230655670166,
0.006938243750482798,
-0.0374896265566349,
-0.0017500565154477954,
0.03273272514343262,
0.026080872863531113,
0.04660786688327789,
0.022376248612999916,
0.0428093783557415,
-0.10333316773176193,
0.044229041785001755,
-0.013426904566586018,
-0.02694670297205448,
-0.0058931694366037846,
-0.031982697546482086,
-0.02315991185605526,
-0.0320039764046669,
0.06718350201845169,
-0.018121851608157158,
-0.009048809297382832,
-0.005144407041370869,
0.039000146090984344,
-0.011436308734118938,
-0.04118331894278526,
0.036606479436159134,
-0.03725142404437065,
-0.014494114555418491,
-0.02132873795926571,
-0.0013491210993379354,
0.014503790996968746,
-0.03148728236556053,
0.02311338670551777,
-0.05380398780107498,
-0.019523004069924355,
0.008373986929655075,
-0.04669804871082306,
0.03587848320603371,
0.00310061895288527,
-0.06228084862232208,
0.041526470333337784,
0.028116991743445396,
-0.01415745634585619,
0.018297312781214714,
-0.016724640503525734,
-0.0330679714679718,
0.06380833685398102,
-0.019871218129992485,
-0.03083714097738266,
-0.01902281679213047,
-0.006364188157021999,
-0.0020347118843346834,
-0.06526079773902893,
-0.004221220035105944,
0.05308754742145538,
-0.0039949179627001286,
-0.011086561717092991,
0.027948297560214996,
0.02020927518606186,
0.01682233437895775,
-0.009521358646452427,
0.042349666357040405,
-0.03848022595047951,
-0.017855342477560043,
-0.005266931839287281,
-0.03785116970539093,
0.06695277988910675,
0.04655313491821289,
0.007685577031224966,
0.05412023887038231,
-0.012135731987655163,
0.04571912810206413,
0.0027396155055612326,
0.02595573291182518,
-0.0468614436686039,
0.015104493126273155,
0.039201706647872925,
0.00595008535310626,
0.04196782410144806,
0.03639356419444084,
-0.00182149198371917,
0.04514477401971817,
-0.04328366741538048,
0.005171754863113165,
-0.058710791170597076,
-0.0152922747656703,
-0.006818217691034079,
-0.013459546491503716,
0.043011803179979324,
0.011711868457496166,
0.002389136701822281,
0.0026783940847963095,
0.02837904915213585,
0.034974776208400726,
0.03209395334124565,
-0.007211614865809679,
0.03195265680551529,
0.0036728268023580313,
0.006703480146825314,
-0.028814001008868217,
-0.024930831044912338,
-0.008449357002973557,
-0.013284058310091496,
0.021225975826382637,
0.0443037711083889,
0.012424505315721035,
-0.008216772228479385,
-0.017653726041316986,
0.0003958383167628199,
0.05411872640252113,
-0.03672724962234497,
-0.04923463985323906,
-0.05051948502659798,
0.027279580011963844,
0.006564792711287737,
-0.01286037266254425
] |
<p>I have multiple (finitely-many) variables with independent posterior pdfs $f_{x_1}...f_{x_n}$ based on Bayesian updating treating them as independent with independent evidence.</p>
<p>If I subsequently discover conditional evidence relating the variables and need a joint prior, is there an analogue to a maximum-entropy prior forming a joint pdf $f_{x_i}(x_1, ...x_n)$ from the individual $f_{x_1}...f_{x_n}$?</p>
<p>Sorry if this question is boring, obvious, nonsensical, or underdetermined. If the latter, what extra information is required to make it meaningful?</p> | 73,426 | [
-0.007242411375045776,
0.033084288239479065,
0.017953531816601753,
0.012401953339576721,
0.02524239756166935,
0.030251866206526756,
-0.007158479653298855,
-0.008450486697256565,
0.011303667910397053,
-0.05946189910173416,
0.026656853035092354,
0.03360369801521301,
0.07020634412765503,
-0.00706502515822649,
0.008071284741163254,
-0.01049866620451212,
-0.028015851974487305,
-0.01038597896695137,
0.001141717773862183,
-0.03337099775671959,
-0.018090838566422462,
0.03237597271800041,
0.02937164343893528,
-0.020602405071258545,
-0.01770733669400215,
0.06082898750901222,
0.037005431950092316,
-0.010415809229016304,
0.01721969060599804,
0.06458860635757446,
0.0014315672451630235,
-0.04528707638382912,
0.0035991459153592587,
0.07395947724580765,
-0.004027996212244034,
-0.04044899716973305,
-0.0333138145506382,
-0.011675417423248291,
0.0038631341885775328,
0.02943292446434498,
-0.06599686294794083,
-0.03597251698374748,
-0.009842525236308575,
0.02725878544151783,
-0.046907924115657806,
0.0029312162660062313,
0.002136422786861658,
-0.03020411916077137,
0.020797139033675194,
-0.02179514802992344,
0.06938207894563675,
0.01339224074035883,
0.029380854219198227,
0.04611346125602722,
-0.037980157881975174,
0.013737564906477928,
0.05460246279835701,
0.10470028221607208,
0.05164601281285286,
-0.045355506241321564,
-0.027778295800089836,
-0.03856301307678223,
0.020144516602158546,
-0.0249798484146595,
-0.05328194051980972,
0.057588886469602585,
-0.023655716329813004,
-0.0072556668892502785,
0.0012821261771023273,
0.0002383142418693751,
0.005215217359364033,
0.0027616391889750957,
0.056210990995168686,
-0.0026183733716607094,
-0.012142285704612732,
-0.002889364492148161,
0.021628184244036674,
0.018708141520619392,
0.035292062908411026,
0.0227747093886137,
-0.02115797810256481,
-0.01715891622006893,
0.030414165928959846,
0.04978392645716667,
0.003027446800842881,
-0.013893627561628819,
0.08191748708486557,
-0.0180001612752676,
0.010497323237359524,
0.014262096956372261,
-0.056746307760477066,
-0.013484885916113853,
0.03952194005250931,
-0.03502544015645981,
-0.07791729271411896,
0.03765816614031792,
-0.029653402045369148,
0.025171643123030663,
-0.010986880399286747,
-0.020930759608745575,
0.0045672147534787655,
-0.026242490857839584,
-0.013824785128235817,
0.04808735102415085,
-0.03321356698870659,
-0.007901675999164581,
-0.03744533285498619,
0.014680667780339718,
-0.020104413852095604,
0.002582019194960594,
-0.02504543401300907,
0.031483303755521774,
-0.043799687176942825,
-0.006008834112435579,
0.02404811792075634,
-0.021276669576764107,
0.007084634155035019,
-0.024873116984963417,
0.06873959302902222,
0.07345836609601974,
0.05099854618310928,
-0.041748080402612686,
0.04126238450407982,
-0.0290067121386528,
-0.061411913484334946,
0.004353259224444628,
0.007353868335485458,
-0.012378078885376453,
-0.019422344863414764,
0.05416743457317352,
-0.01989324949681759,
-0.0022254614159464836,
0.044242724776268005,
0.02646883763372898,
-0.024193109944462776,
-0.012606932781636715,
-0.0811598151922226,
-0.015560918487608433,
0.05373023822903633,
-0.04217688366770744,
-0.02945815771818161,
-0.07326839119195938,
-0.0016701010754331946,
0.04068503528833389,
0.044449251145124435,
-0.02332315593957901,
0.04191417619585991,
0.012990126386284828,
0.03552226722240448,
0.004057496320456266,
-0.03471631929278374,
-0.02709297090768814,
-0.02443241886794567,
-0.003744851564988494,
-0.029985032975673676,
-0.09651452302932739,
0.03029012493789196,
0.0055403257720172405,
-0.004934207070618868,
-0.00013646503794007003,
0.05905948951840401,
-0.011446874588727951,
-0.007333462126553059,
-0.02759742923080921,
0.013843624852597713,
-0.019845781847834587,
0.06787355989217758,
-0.00937614869326353,
0.026709087193012238,
0.03801850229501724,
0.0027183271013200283,
-0.0021570557728409767,
0.04463057965040207,
0.06621585786342621,
0.052656929939985275,
-0.04116231948137283,
-0.057405341416597366,
0.016269324347376823,
0.01618998497724533,
-0.0026185184251517057,
0.02032761462032795,
0.0033625715877860785,
-0.054199784994125366,
-0.02576110139489174,
0.023673072457313538,
0.011938344687223434,
0.0168786458671093,
-0.030964281409978867,
-0.004741881974041462,
-0.06797108799219131,
-0.0011197435669600964,
-0.07146177440881729,
-0.008710632100701332,
-0.016359029337763786,
-0.01788649894297123,
0.054707400500774384,
-0.0038183846045285463,
0.05155431479215622,
-0.028888365253806114,
-0.038806963711977005,
-0.0429689846932888,
-0.02464989386498928,
0.01419512927532196,
-0.035512275993824005,
0.012957198545336723,
0.01674763299524784,
0.06728685647249222,
0.020635249093174934,
0.033444277942180634,
-0.036229610443115234,
-0.062432099133729935,
0.017456965520977974,
-0.016692474484443665,
-0.00871429406106472,
-0.024218624457716942,
0.0029710724484175444,
0.018247468397021294,
-0.026639040559530258,
-0.009469609707593918,
-0.018618550151586533,
-0.04008631780743599,
0.05956161022186279,
0.04608574137091637,
0.030293667688965797,
-0.02640930935740471,
0.019093990325927734,
0.02412005327641964,
-0.003026877297088504,
0.0005229638773016632,
-0.005351061467081308,
-0.049695469439029694,
-0.0014303933130577207,
0.037096671760082245,
0.040229279547929764,
-0.048740264028310776,
0.02830467000603676,
0.01596738211810589,
0.02714078314602375,
0.0005138889537192881,
0.04572439193725586,
0.00784334260970354,
-0.012356923893094063,
0.0007022798527032137,
0.008616533130407333,
0.002217227825894952,
-0.02198421210050583,
0.023926038295030594,
0.004579651169478893,
0.028563929721713066,
-0.0027794779743999243,
-0.030520005151629448,
0.008314158767461777,
-0.02118866704404354,
0.018877383321523666,
-0.016641097143292427,
-0.03305036202073097,
0.0055003478191792965,
-0.028367631137371063,
0.030093703418970108,
0.008049972355365753,
0.011517706327140331,
-0.033769480884075165,
0.002988482592627406,
-0.027477391064167023,
0.015169763937592506,
0.023959023877978325,
-0.07134978473186493,
0.019004598259925842,
0.015604797750711441,
-0.06520255655050278,
0.01653909496963024,
-0.019398966804146767,
-0.01856527104973793,
0.0022400927264243364,
0.015211855992674828,
0.010815652087330818,
-0.03962738439440727,
0.015321063809096813,
-0.005094644147902727,
-0.03426763787865639,
0.011112554930150509,
0.01160036027431488,
0.03157007694244385,
-0.008890987373888493,
-0.05043933540582657,
0.010158274322748184,
0.012057164683938026,
-0.02113340236246586,
0.027951816096901894,
-0.02041950449347496,
-0.009132779203355312,
-0.027909202501177788,
-0.016087232157588005,
-0.05080476775765419,
-0.008398877456784248,
-0.01117849349975586,
0.03681793808937073,
-0.03758002072572708,
-0.004866078030318022,
0.029119163751602173,
-0.007766671013087034,
-0.027904605492949486,
-0.01904555782675743,
-0.031010137870907784,
-0.011360805481672287,
-0.02961236983537674,
-0.015682153403759003,
0.01813879795372486,
0.010561157017946243,
0.03651093691587448,
0.025540189817547798,
-0.028381166979670525,
0.004880982916802168,
-0.06720507889986038,
-0.09318779408931732,
0.05075839161872864,
0.031259190291166306,
0.014740454033017159,
-0.015797249972820282,
-0.03412161022424698,
0.01904018595814705,
0.012799534015357494,
-0.06393877416849136,
-0.04337602108716965,
0.013617724180221558,
0.00164960534311831,
-0.007905530743300915,
-0.008868747390806675,
-0.009820529259741306,
0.021638762205839157,
0.06878352165222168,
0.04366783797740936,
-0.008579222485423088,
0.028418494388461113,
0.03198555111885071,
0.014418266713619232,
0.02522352710366249,
0.006386096123605967,
0.0041092014871537685,
-0.005833799950778484,
0.0294363871216774,
-0.03135769069194794,
-0.009810580871999264,
0.03090793639421463,
0.025073979049921036,
0.01864786446094513,
0.005539070814847946,
0.03891630098223686,
0.02424057014286518,
0.012988508678972721,
-0.049445752054452896,
0.040617942810058594,
-0.001747707836329937,
-0.014954169280827045,
-0.01608317904174328,
0.027653437107801437,
0.019001660868525505,
-0.02544439025223255,
0.041533567011356354,
0.06797585636377335,
0.012441743165254593,
-0.0363062247633934,
-0.006207725964486599,
-0.04090970382094383,
-0.006500294432044029,
0.0017871937016025186,
0.009409431368112564,
-0.007879960350692272,
0.00007514406752306968,
0.012843751348555088,
0.03050578013062477,
0.00026294958661310375,
-0.03054155595600605,
0.034817904233932495,
-0.04992165043950081,
-0.021488623693585396,
-0.005283776205033064,
0.008226687088608742,
0.0009180961642414331,
0.07685651630163193,
-0.0155982980504632,
0.017142996191978455,
-0.0007325625047087669,
0.009877398610115051,
-0.08651194721460342,
0.019300514832139015,
-0.033920519053936005,
0.00487774983048439,
-0.0021516638807952404,
-0.02996012382209301,
0.06389433890581131,
-0.026663649827241898,
0.00026251215604133904,
-0.011316199786961079,
0.027677368372678757,
-0.06773609668016434,
-0.006516417022794485,
-0.04625408351421356,
-0.02135438658297062,
0.027169283479452133,
0.029147915542125702,
0.031730715185403824,
0.0013014350552111864,
0.05334694683551788,
0.031161151826381683,
-0.001699123065918684,
0.0006126179359853268,
-0.0070359716191887856,
0.026455707848072052,
-0.013647546991705894,
0.015046126209199429,
0.007973446510732174,
0.04632977768778801,
0.005564468447118998,
0.038713883608579636,
0.007979465648531914,
0.05903610587120056,
0.039441466331481934,
-0.03233911469578743,
-0.01608303003013134,
-0.029743151739239693,
-0.006198615301400423,
0.002415112918242812,
0.029758654534816742,
-0.002625310095027089,
0.024046050384640694,
0.03544563055038452,
0.02466299757361412,
-0.05482027679681778,
0.010835101827979088,
0.05624736100435257,
0.008703730069100857,
-0.04203473776578903,
-0.004723598249256611,
-0.010585791431367397,
-0.02655593492090702,
-0.012807493098080158,
0.00720087718218565,
0.019616752862930298,
-0.03528977185487747,
-0.02616056427359581,
0.017609164118766785,
-0.03530852124094963,
0.002785127842798829,
-0.03135603293776512,
0.008048157207667828,
0.045733675360679626,
0.030791060999035835,
-0.014673328958451748,
-0.0037006859201937914,
0.014618906192481518,
-0.002286213682964444,
0.016029877588152885,
0.008661196567118168,
-0.08650888502597809,
0.02311396412551403,
0.035575587302446365,
0.04047549143433571,
-0.04692058637738228,
0.019896190613508224,
-0.050062187016010284,
-0.030069580301642418,
0.06480598449707031,
0.003579167416319251,
-0.0074523016810417175,
0.006984722800552845,
-0.028014743700623512,
0.04490361735224724,
-0.012922391295433044,
-0.038716912269592285,
0.034900374710559845,
0.016280172392725945,
0.02478877268731594,
0.011349553242325783,
0.004267820622771978,
-0.026513488963246346,
0.01616830751299858,
0.0036336667835712433,
0.0541658028960228,
0.021672705188393593,
-0.030763672664761543,
0.0012838965049013495,
0.017094826325774193,
0.03162078559398651,
-0.07083038240671158,
0.039720095694065094,
-0.004511425271630287,
-0.06852119415998459,
0.022890198975801468,
-0.025786573067307472,
-0.036319486796855927,
0.03260272368788719,
0.013189684599637985,
-0.03363381698727608,
0.04939805716276169,
0.02200043573975563,
0.0645674467086792,
0.020988017320632935,
0.013322659768164158,
0.045129138976335526,
0.021857883781194687,
0.0028881116304546595,
0.012322221882641315,
-0.018722837790846825,
0.04685673117637634,
-0.052576955407857895,
0.008094371296465397,
-0.01810133457183838,
0.023495834320783615,
0.0033021357376128435,
0.05325257033109665,
-0.02116015926003456,
0.03471493348479271,
0.030433181673288345,
-0.027964521199464798,
-0.02655836194753647,
0.06253210455179214,
0.027898356318473816,
-0.005405148025602102,
-0.009119889698922634,
0.016845297068357468,
-0.016062036156654358,
-0.005887452978640795,
0.02720647118985653,
-0.019554095342755318,
0.0065953778102993965,
0.014193976297974586,
-0.03245764225721359,
0.01385295856744051,
-0.05335909128189087,
-0.020521342754364014,
0.01994408667087555,
-0.017291253432631493,
0.05729738622903824,
0.006336983293294907,
0.04760920628905296,
0.005868980661034584,
-0.03027808852493763,
0.010816040448844433,
0.01719536818563938,
-0.017866410315036774,
0.057660166174173355,
-0.05288144573569298,
0.031173110008239746,
-0.03957965224981308,
0.0010308288037776947,
-0.04556117206811905,
-0.029133059084415436,
-0.0018232772126793861,
0.022527839988470078,
-0.029107052832841873,
-0.07469334453344345,
0.03404964506626129,
-0.027972232550382614,
0.0016042649513110518,
-0.024412766098976135,
0.037440888583660126,
0.0043982393108308315,
-0.02786715142428875,
-0.0022956891916692257,
0.03532135859131813,
0.025475643575191498,
-0.005505281034857035,
0.0014612734084948897,
0.04245634004473686,
-0.012461114674806595,
0.001980710308998823,
0.008985863998532295,
0.0031005844939500093,
-0.023704450577497482,
0.01645243912935257,
-0.02475212700664997,
-0.00120340206194669,
0.044890791177749634,
-0.03974747657775879,
0.01563154347240925,
0.013579551130533218,
-0.009928814135491848,
0.0004103981773369014,
-0.017268210649490356,
-0.026854045689105988,
-0.03728405758738518,
-0.004024323541671038,
-0.019105609506368637,
0.015931257978081703,
0.03258084878325462,
-0.04079538583755493,
0.044739995151758194,
-0.013946883380413055,
-0.028423767536878586,
0.001672875601798296,
0.05905768647789955,
-0.007882006466388702,
0.0025861612521111965,
0.020492924377322197,
0.024808526039123535,
0.018784284591674805,
-0.014794731512665749,
0.020636307075619698,
0.03244735673069954,
-0.0019393290858715773,
-0.04143887758255005,
-0.03422514349222183,
-0.018849510699510574,
-0.00014786420797463506,
0.06171606853604317,
-0.04063456133008003,
0.036711644381284714,
0.03573936969041824,
0.01024624053388834,
-0.007111158687621355,
-0.03916597738862038,
-0.002337553771212697,
0.0244258064776659,
0.011088329367339611,
0.0427856519818306,
-0.026422856375575066,
-0.030980492010712624,
0.03690740838646889,
0.004630046896636486,
-0.005454963073134422,
0.01619018241763115,
0.0015681294025853276,
0.028761468827724457,
0.0653115063905716,
-0.030153345316648483,
-0.051339130848646164,
0.03469500690698624,
-0.06594476103782654,
-0.004879720043390989,
-0.02280530519783497,
-0.034842777997255325,
0.02567741833627224,
0.033232904970645905,
0.009366912767291069,
-0.03474074974656105,
-0.031320374459028244,
-0.017034677788615227,
0.02657468244433403,
0.008423599414527416,
0.01796131208539009,
0.05113288387656212,
-0.03006751276552677,
0.043924205005168915,
-0.007006848696619272,
0.005202197935432196,
-0.034647807478904724,
-0.08974648267030716,
-0.05797334015369415,
-0.014680745080113411,
-0.026860572397708893,
0.020600827410817146,
0.014624211005866528,
-0.0178790632635355,
0.02365119755268097,
-0.02122189849615097,
0.032353613525629044,
-0.028659762814641,
0.03749336674809456,
-0.021012797951698303,
0.08954811841249466,
0.013961275108158588,
0.04243854433298111,
-0.021612081676721573,
0.0038283641915768385,
0.10616402328014374,
0.04980892315506935,
0.04817913472652435,
-0.057653188705444336,
0.012643509544432163,
0.010319968685507774,
-0.028779618442058563,
-0.035422008484601974,
0.05081180855631828,
0.036324393004179,
-0.023255551233887672,
0.021365657448768616,
0.06730378419160843,
-0.0018054402898997068,
-0.007794671226292849,
0.0546300932765007,
-0.0418354831635952,
-0.02379811555147171,
0.015839718282222748,
0.016214542090892792,
-0.01895064115524292,
-0.03616597503423691,
-0.04203847795724869,
-0.007650483399629593,
-0.01452508382499218,
-0.003721419256180525,
-0.00919106975197792,
-0.020799972116947174,
0.019842950627207756,
0.03241952881217003,
0.028544627130031586,
-0.031294845044612885,
0.027839818969368935,
-0.005771568976342678,
0.004980597645044327,
-0.0014885424170643091,
0.01693311147391796,
0.009349930100142956,
-0.005924672819674015,
0.009787444025278091,
-0.0031107873655855656,
0.019131172448396683,
-0.004854719154536724,
-0.003620315110310912,
-0.008548863232135773,
-0.054377853870391846,
-0.0229649618268013,
0.035015203058719635,
-0.03322187066078186,
0.004432001616805792,
-0.046054329723119736,
-0.012626206502318382,
-0.01145742367953062,
-0.02512335777282715,
-0.017357537522912025,
0.019669897854328156,
0.052905309945344925,
-0.012837973423302174,
-0.021281855180859566,
-0.00592484837397933,
0.041701462119817734,
0.012275459244847298,
0.025208324193954468,
-0.010872011072933674,
-0.037256330251693726,
-0.01402537152171135,
-0.030568845570087433,
0.02896399237215519,
0.04328199848532677,
-0.031595803797245026,
-0.02311386913061142,
-0.013745671138167381,
-0.010217655450105667,
-0.038889266550540924,
0.002758581889793277,
-0.03137419745326042,
0.017742641270160675,
0.007630086503922939,
-0.003685423405840993,
0.007513822056353092,
-0.015124349854886532,
0.014609776437282562,
-0.01107857096940279,
-0.022219715639948845,
-0.019063422456383705,
0.006121761165559292,
0.032571565359830856,
0.04348623380064964,
0.009221237152814865,
0.002284694230183959,
0.00023191537184175104,
0.04301842302083969,
0.020944911986589432,
-0.016817884519696236,
-0.004628164693713188,
-0.010137410834431648,
-0.01341027207672596,
0.008479325100779533,
-0.014697911217808723,
0.03873088210821152,
0.02188195288181305,
0.049031905829906464,
0.04052923619747162,
0.025720352306962013,
-0.005519308615475893,
0.025631442666053772,
-0.005794334691017866,
-0.05020410194993019,
-0.009429363533854485,
0.003131010802462697,
-0.0032198340632021427,
-0.014245816506445408,
-0.017949990928173065,
0.005501145031303167,
0.013979488052427769,
0.017995094880461693,
-0.02599530853331089,
-0.044160980731248856,
-0.015573726035654545,
0.00486839609220624,
0.04379473254084587,
0.0034157130867242813,
0.013663660734891891,
-0.026357922703027725,
0.009726219810545444,
-0.0007051549036987126,
-0.009545194916427135,
0.007709814701229334,
-0.0008983575971797109,
-0.01956476829946041,
-0.046639006584882736,
0.0265403650701046,
0.018422765657305717,
0.009896286763250828,
-0.032171569764614105,
0.004493093583732843,
0.0030643099453300238,
0.060781754553318024,
-0.03544614464044571,
-0.026357708498835564,
0.03988039121031761,
-0.05183781683444977,
-0.026029758155345917,
0.018043959513306618,
0.03281574323773384,
0.057557981461286545,
0.03221990168094635,
-0.013140090741217136,
-0.048512332141399384,
0.030740071088075638,
-0.01582472026348114,
0.005942986346781254,
0.014277496375143528,
0.023759935051202774,
-0.02627776376903057,
-0.01939208246767521,
-0.006498880684375763,
-0.0006850305362604558,
-0.014308365993201733,
0.028803180903196335,
0.04436555877327919,
0.020034251734614372,
-0.02636304311454296,
0.042808860540390015,
0.010650129057466984,
0.01753810979425907,
-0.005306721199303865,
-0.0021938991267234087,
0.06733135879039764,
0.04538795351982117,
-0.028714973479509354,
0.01546097919344902,
0.01578139141201973,
0.023257408291101456,
-0.1196579709649086,
-0.005926245357841253,
0.03126031532883644,
0.021610429510474205,
0.01491157989948988,
-0.039301831275224686,
0.03238368034362793,
0.03210756182670593,
-0.04531693831086159,
0.013966966420412064,
-0.005705211311578751,
-0.008913763798773289,
-0.025934232398867607,
0.009387847036123276,
-0.03971322253346443,
0.03586893901228905,
0.04018761217594147,
0.028515120968222618,
0.030829135328531265,
-0.0028565286193042994,
-0.01709594950079918,
-0.0296002384275198,
-0.032708194106817245,
0.013017606921494007,
0.026576749980449677,
-0.04971158877015114,
0.04638577625155449,
-0.05605851113796234,
-0.0679020881652832,
0.007568937726318836,
0.044197291135787964,
0.0021625161170959473,
-0.006103562191128731,
0.04158908501267433,
0.02836957946419716,
0.013823064044117928,
0.032884299755096436,
-0.00903665367513895,
0.007111380808055401,
0.02354872226715088,
-0.009297425858676434,
0.010037548840045929,
-0.03689567744731903,
-0.00044831601553596556,
0.006552077364176512,
0.0016908388352021575,
-0.04398350045084953,
0.0062148249708116055,
-0.02770562469959259,
-0.03025793842971325,
-0.01116621121764183,
0.004840577486902475,
0.016825757920742035,
-0.025858813896775246,
0.023692555725574493,
-0.055489763617515564,
-0.037125665694475174,
0.04172268137335777,
0.014836803078651428,
-0.019912663847208023,
-0.00044367200462147593,
-0.01926097646355629,
-0.05676067993044853,
0.00936475396156311,
-0.0006837857072241604,
-0.013810706324875355,
-0.07500520348548889,
-0.015914134681224823,
0.005626840516924858,
-0.0036690663546323776,
-0.029041290283203125,
-0.036977559328079224,
-0.05017808452248573,
0.012884873896837234,
-0.015792082995176315,
0.02249234728515148,
-0.0024874189402908087,
0.0014564681332558393,
-0.02939698100090027,
-0.0516691654920578,
0.038522105664014816,
0.015766145661473274,
-0.009879667311906815,
-0.021216128021478653,
-0.00920234713703394,
-0.017216099426150322,
-0.039736874401569366,
0.05764402449131012,
-0.005854853428900242,
0.0018508958164602518,
0.007681362330913544,
0.029798144474625587,
0.03199131786823273,
-0.012734567746520042,
0.01938764378428459,
-0.013037493452429771,
-0.013095256872475147,
-0.038999464362859726,
-0.0065567283891141415,
0.03835035488009453,
-0.003211056347936392,
0.017023181542754173,
-0.03944233059883118,
-0.004997606854885817,
-0.005956927314400673,
0.046187855303287506,
0.04268788546323776,
-0.039928138256073,
-0.02876635268330574,
0.013736494816839695,
0.000727073464076966,
0.029092663899064064,
0.028847362846136093,
0.007180037442594767,
-0.03778642416000366,
0.02742350846529007,
0.005296401213854551,
-0.04833211377263069,
0.016493402421474457,
0.007670975290238857,
-0.029165808111429214,
-0.05411020666360855,
-0.006653083022683859,
0.0235958993434906,
-0.07352352887392044,
0.04397277161478996,
0.03803917393088341,
0.021321408450603485,
0.04286593943834305,
0.016514258459210396,
0.003516357159242034,
0.03383146598935127,
-0.010725448839366436,
-0.0021969815716147423,
0.0193142332136631,
0.05329778045415878,
0.009604847058653831,
0.015426167286932468,
0.014060409739613533,
-0.03425363451242447,
0.04305660352110863,
-0.0039975689724087715,
0.03461877256631851,
-0.03619631007313728,
-0.022177135571837425,
-0.01122615672647953,
-0.014299009926617146,
0.01171083189547062,
-0.029582852497696877,
-0.005950752180069685,
0.03778986260294914,
-0.015185817144811153,
-0.0014359544729813933,
-0.04415351524949074,
0.039353616535663605,
-0.0034819834399968386,
-0.006453879177570343,
0.002146603772416711,
0.05130891501903534,
0.02349786087870598,
-0.012000390328466892,
0.007706973701715469,
-0.027941005304455757,
0.00477787246927619,
-0.035303838551044464,
0.03043106198310852,
-0.037307221442461014,
0.005737787112593651,
0.02701338566839695,
-0.02765447460114956,
-0.03795462101697922,
-0.03554995357990265,
-0.007202521897852421,
0.05103956162929535,
0.03987627476453781,
-0.027381982654333115,
-0.06439050287008286,
-0.020849667489528656,
0.03506707027554512,
-0.048050954937934875,
0.013757936656475067,
-0.056391164660453796,
0.004453970119357109,
0.030935581773519516,
0.003203198779374361
] |
<p>I'm want to show that a customer who buys paper books is more likely to buy an e-reader than a customer who does not buy paper books. Note that the number of e-readers purchased in the past is small (1,000) compared to the total set of events (1,000,000).</p>
<p>Here's the historical data that I have:</p>
<pre><code>Customer Name
| Month
| Purchased Books in Last Month
| Purchased Books in Last 12 Months
| Purchased Books in Last 3 Years
| Purchased Book this Month
| Purchased e-Reader this Month
Joe Smith | 1/12 | 0 | 0 | 0 | 1 | 0
Joe Smith | 2/12 | 1 | 1 | 1 | 0 | 0
Joe Smith | 3/12 | 0 | 1 | 1 | 0 | 1
...
</code></pre>
<p>Using these historical data, I'd like to demonstrate that book-buyers are more likely to buy e-readers, especially if they have recently purchased a book.</p>
<ol>
<li><p>When I do a linear regression on the binary events for "Purchased Books in Last 12 Months" and "Purchased e-Reader this Month", I get r < 0.1.</p></li>
<li><p>However, if I compare P(purchased e-reader) to P(purchased e-reader | purchased books in last 12 months), the probability of a previous-book-buyer purchasing an e-reader is 10x higher than a random customer purchasing an e-reader</p></li>
</ol>
<p>How do I reconcile these two results? Am I using the right tools to answer this question with confidence?</p> | 35,800 | [
-0.01997547596693039,
-0.05195818468928337,
-0.006301757413893938,
-0.011810515075922012,
0.012849424034357071,
0.016642777249217033,
0.02934788540005684,
0.03599404916167259,
0.002688351785764098,
0.02716096304357052,
0.043452076613903046,
0.03633856773376465,
0.05641347914934158,
-0.0016686600865796208,
0.03718941658735275,
0.04117384925484657,
-0.03242231532931328,
0.015046677552163601,
0.014088592492043972,
-0.012125912122428417,
-0.009588007815182209,
0.01256830245256424,
0.031863097101449966,
-0.01818062923848629,
-0.01214210782200098,
0.022078609094023705,
0.03410889580845833,
-0.03438646346330643,
0.023277726024389267,
0.02641347423195839,
-0.015781709924340248,
-0.04815572500228882,
0.02417575754225254,
0.04870304465293884,
0.019078241661190987,
0.02487511746585369,
-0.008728609420359135,
-0.05262236297130585,
-0.017485786229372025,
0.006380617618560791,
-0.01319167111068964,
0.02218356914818287,
-0.005665229167789221,
0.07038860023021698,
-0.004843111615628004,
0.025292951613664627,
0.025621194392442703,
-0.0035835369490087032,
0.029553838074207306,
-0.017749128863215446,
0.05261126905679703,
-0.04294551536440849,
0.07271967083215714,
0.03165104240179062,
-0.047195181250572205,
-0.011572908610105515,
0.037122588604688644,
0.07288207113742828,
-0.025517169386148453,
-0.033514756709337234,
-0.00044995464850217104,
-0.04276617616415024,
-0.015325181186199188,
-0.011394028551876545,
-0.013229948468506336,
-0.001693910569883883,
0.01452326774597168,
-0.012761875987052917,
0.04583149030804634,
-0.041900768876075745,
0.01540723443031311,
0.012238061986863613,
0.0449499636888504,
0.026189666241407394,
0.0002492248313501477,
-0.04496820643544197,
0.002752721542492509,
0.030738990753889084,
0.06919483095407486,
0.002316942671313882,
-0.03194499760866165,
-0.0013773392420262098,
0.0282330010086298,
0.07335544377565384,
0.033091042190790176,
-0.045355476438999176,
0.05854231119155884,
-0.0223176721483469,
-0.008729027584195137,
0.02464410662651062,
0.005202106200158596,
-0.00020610318460967392,
0.005489409901201725,
0.004968603607267141,
-0.07110435515642166,
0.04206375032663345,
-0.009713866747915745,
0.00394541397690773,
0.011334139853715897,
0.013647201471030712,
-0.0003719006199389696,
-0.07721426337957382,
0.018103457987308502,
0.0512196309864521,
-0.02537180297076702,
-0.041194550693035126,
-0.011824795976281166,
0.0018581761978566647,
-0.021950041875243187,
-0.0068833003751933575,
-0.04673253372311592,
0.015220887027680874,
0.001293623587116599,
-0.010690804570913315,
-0.017120936885476112,
-0.020193209871649742,
-0.011521978303790092,
-0.02382643334567547,
0.06550510227680206,
0.04771195724606514,
0.029901979491114616,
-0.02650212123990059,
-0.005710024852305651,
-0.02960357815027237,
-0.02153533324599266,
0.022654321044683456,
0.027117835357785225,
-0.04028533399105072,
-0.002398513723164797,
0.059226144105196,
-0.03532803803682327,
0.009485388174653053,
0.05035737529397011,
0.012843398377299309,
0.022119246423244476,
0.013303309679031372,
-0.048677220940589905,
-0.03744421899318695,
0.03634548932313919,
-0.027835257351398468,
0.01415938325226307,
-0.058738596737384796,
0.02145169861614704,
0.03455684706568718,
0.037845198065042496,
0.006893567740917206,
0.04367945343255997,
-0.01598832756280899,
-0.003676155349239707,
0.032105207443237305,
-0.016562167555093765,
0.0026023928076028824,
-0.023747887462377548,
0.01822766475379467,
-0.03366194665431976,
-0.061118338257074356,
0.02419811300933361,
-0.010202989913523197,
-0.020330965518951416,
-0.033199701458215714,
0.05517647787928581,
-0.012936926446855068,
-0.03515498712658882,
-0.01757352612912655,
-0.02365691401064396,
-0.04325264319777489,
0.08821442723274231,
0.008550489321351051,
0.01362862903624773,
-0.0018154766876250505,
0.014680461958050728,
0.027752188965678215,
0.030085701495409012,
0.00917849037796259,
0.04658658057451248,
-0.004502180498093367,
0.024069059640169144,
0.00010379318700870499,
-0.010645125061273575,
0.03871474787592888,
-0.03653085604310036,
-0.04434579238295555,
-0.06921356171369553,
-0.03234598785638809,
0.017867235466837883,
-0.0007873630966059864,
-0.008123540319502354,
-0.02681601792573929,
0.02480592578649521,
-0.06111637130379677,
-0.05823604762554169,
-0.09136446565389633,
0.011358392424881458,
0.009666932746767998,
-0.02828800305724144,
0.0035327086225152016,
-0.0329834520816803,
0.017167584970593452,
0.0016858781455084682,
-0.020860398188233376,
-0.03767361491918564,
-0.0036886953748762608,
0.006746981758624315,
-0.06067624315619469,
-0.002338995225727558,
0.05746409296989441,
0.045390352606773376,
-0.03728078678250313,
0.0338297039270401,
-0.05952360853552818,
-0.05679115653038025,
0.03827723488211632,
-0.04639115929603577,
-0.0037752476055175066,
0.011339457705616951,
-0.03469015657901764,
0.025925511494278908,
0.019562533125281334,
0.006593641359359026,
0.03757031634449959,
-0.03411932662129402,
0.006661531049758196,
0.08955218642950058,
0.006718214135617018,
-0.001966250827535987,
-0.017797185108065605,
0.017011212185025215,
0.031075121834874153,
-0.003137012477964163,
-0.015224939212203026,
-0.05300294980406761,
0.012840677984058857,
0.002710076281800866,
0.03230220079421997,
-0.009362438693642616,
0.010608812794089317,
0.06479746103286743,
0.008882713504135609,
-0.00942717120051384,
0.025842946022748947,
-0.0001828573294915259,
-0.011227904818952084,
0.02873888984322548,
0.01146908663213253,
0.022901372984051704,
0.014566372148692608,
0.019319381564855576,
-0.04534537345170975,
0.032471947371959686,
0.00985564012080431,
0.004970480687916279,
0.005860054865479469,
0.021002501249313354,
-0.01555503811687231,
-0.021200373768806458,
-0.009291620925068855,
0.050697799772024155,
-0.02582385018467903,
-0.02180630713701248,
-0.005530984606593847,
-0.007676636800169945,
0.014982607215642929,
-0.012960228137671947,
-0.035285502672195435,
0.010967828333377838,
0.008373143151402473,
-0.0358722098171711,
-0.0340055376291275,
0.01397018600255251,
-0.022314127534627914,
0.031370099633932114,
-0.036853909492492676,
-0.02249724231660366,
-0.0345727801322937,
0.0272365789860487,
0.037846680730581284,
-0.0003306508588138968,
0.03689495474100113,
-0.02167605794966221,
-0.024482041597366333,
-0.014111127704381943,
0.02109510637819767,
0.004794348031282425,
-0.05253329500555992,
-0.10187774151563644,
-0.005748128984123468,
-0.003914304077625275,
-0.029086751863360405,
0.0037052726838737726,
0.009753836318850517,
-0.03052605502307415,
0.00410082470625639,
-0.010080204345285892,
-0.029398106038570404,
-0.03433965519070625,
-0.03851846605539322,
-0.02641173079609871,
-0.009948761202394962,
-0.045687370002269745,
0.05018043518066406,
-0.011858977377414703,
-0.03200944513082504,
0.006809637416154146,
-0.03460042178630829,
0.002689134795218706,
0.007695513311773539,
-0.05766940489411354,
-0.04027682915329933,
-0.029992714524269104,
0.008388089016079903,
0.003120959037914872,
0.038384802639484406,
-0.008680826984345913,
-0.09573427587747574,
-0.03504003584384918,
-0.01749645173549652,
-0.0206595491617918,
0.048155926167964935,
-0.007892463356256485,
0.017938414588570595,
0.061242640018463135,
0.050312161445617676,
-0.03527239337563515,
-0.03361057862639427,
-0.001127898576669395,
-0.020841950550675392,
-0.04984995722770691,
-0.00164125207811594,
0.03903713449835777,
-0.0049973139539361,
0.02199171856045723,
0.0010984307155013084,
0.00041692479862831533,
0.04391049966216087,
-0.011034348979592323,
0.021219829097390175,
0.016642887145280838,
-0.006534547079354525,
0.009144678711891174,
0.04013955965638161,
0.04279956966638565,
-0.026412129402160645,
0.029132463037967682,
-0.04306134209036827,
0.02511213906109333,
-0.016554594039916992,
-0.0588969849050045,
0.004218702670186758,
-0.003610490122810006,
0.004444225691258907,
-0.009249590337276459,
0.033852964639663696,
-0.009043578989803791,
-0.035832617431879044,
0.041116006672382355,
-0.02714596316218376,
0.0431491918861866,
0.006103694438934326,
0.014752472750842571,
0.018432490527629852,
0.03759120777249336,
-0.012678636237978935,
-0.00549249118193984,
-0.01968095824122429,
0.01037380751222372,
0.01214370783418417,
-0.01786922849714756,
0.0033540180884301662,
0.04469351842999458,
0.04220008850097656,
0.0077154929749667645,
-0.017776427790522575,
-0.0502377487719059,
-0.02934602089226246,
-0.01895679160952568,
-0.0021203039214015007,
-0.009421754628419876,
0.05876801162958145,
0.0011124474694952369,
0.05091661959886551,
0.006774989888072014,
-0.06082199141383171,
0.03767668828368187,
-0.019493374973535538,
-0.08413930982351303,
0.017804324626922607,
0.02179010584950447,
-0.007471467833966017,
-0.028087858110666275,
-0.002443395322188735,
0.0107621094211936,
-0.036026887595653534,
-0.011242174543440342,
-0.005781424231827259,
-0.02383117750287056,
-0.015707705169916153,
0.005509677808731794,
-0.014392142184078693,
0.009787547402083874,
0.0016529334243386984,
-0.0057642823085188866,
-0.001971394056454301,
0.003646626602858305,
0.048837464302778244,
0.03595275059342384,
0.0187644325196743,
0.01732051372528076,
-0.004347555339336395,
0.046882808208465576,
0.024266012012958527,
0.026706228032708168,
0.044213782995939255,
-0.007046632934361696,
-0.02467375621199608,
0.00704744178801775,
0.03632770851254463,
0.03206830099225044,
0.05055844038724899,
0.005825951229780912,
-0.04071664810180664,
-0.049168363213539124,
0.0067404271103441715,
0.008480255492031574,
0.00002563203997851815,
0.023100251331925392,
-0.0071563441306352615,
0.04415806010365486,
0.05207587778568268,
-0.049978408962488174,
0.012506614439189434,
0.07732449471950531,
-0.027842357754707336,
-0.011640851385891438,
-0.017425216734409332,
0.0017875282792374492,
-0.0004908285336568952,
-0.009647030383348465,
0.03120831400156021,
0.04023164138197899,
0.021759063005447388,
-0.0010939195053651929,
0.037566930055618286,
0.02225753851234913,
-0.037741780281066895,
-0.01925591006875038,
-0.016563214361667633,
0.0173955038189888,
0.0020087906159460545,
-0.03104502148926258,
0.03774673864245415,
0.028743397444486618,
0.027032222598791122,
0.03461189195513725,
-0.0012356846127659082,
-0.07780678570270538,
0.017873087897896767,
0.04143845662474632,
0.07052109390497208,
-0.06956683099269867,
-0.03793197497725487,
-0.06125357374548912,
-0.017781350761651993,
0.008938555605709553,
-0.015652021393179893,
-0.005472375545650721,
-0.013339529745280743,
0.027830645442008972,
-0.021460222080349922,
-0.044325489550828934,
-0.055345915257930756,
0.023485833778977394,
-0.04500451311469078,
0.021045144647359848,
-0.03473520278930664,
-0.03761143609881401,
-0.04261916130781174,
0.02979937382042408,
0.04101860523223877,
0.06345275044441223,
-0.06889333575963974,
-0.022010060027241707,
0.004118984565138817,
0.007719498127698898,
-0.04417763650417328,
-0.06334245949983597,
0.004600355867296457,
-0.04669508710503578,
0.006362889893352985,
0.02600242756307125,
0.00196798425167799,
-0.019168607890605927,
0.005070988088846207,
0.004548759665340185,
-0.05399793013930321,
-0.029587583616375923,
0.003324430203065276,
0.0015272777527570724,
0.032454557716846466,
0.006680774036794901,
0.07358793914318085,
0.023488862439990044,
0.011443794704973698,
0.012540851719677448,
-0.012549292296171188,
0.003954166546463966,
-0.02453181892633438,
-0.018115099519491196,
-0.059575505554676056,
0.024712393060326576,
-0.0030077206902205944,
0.009728928096592426,
0.02047864720225334,
-0.011349568143486977,
0.01727261207997799,
-0.020671872422099113,
-0.008313242346048355,
0.02411668188869953,
-0.029912082478404045,
0.0023733749985694885,
-0.033297307789325714,
-0.00007201718108262867,
-0.03596390038728714,
0.007219343446195126,
-0.004340053535997868,
-0.008122715167701244,
0.018331008031964302,
0.0095381960272789,
-0.01922505721449852,
0.07307560741901398,
-0.03191211819648743,
0.00017825690156314522,
-0.015617605298757553,
-0.03753114491701126,
0.016091635450720787,
0.012691980227828026,
0.020253317430615425,
-0.001706222421489656,
0.008064065128564835,
-0.00860716961324215,
0.0015093506081029773,
0.02769361436367035,
-0.006959844380617142,
-0.032493408769369125,
0.026755403727293015,
-0.013122628442943096,
-0.03257959336042404,
-0.047916289418935776,
-0.042491987347602844,
0.03734874352812767,
0.012016882188618183,
-0.035443905740976334,
-0.02120989002287388,
-0.025652259588241577,
0.013966291211545467,
0.01598235033452511,
-0.017919814214110374,
0.033771224319934845,
-0.030945317819714546,
-0.02112027443945408,
0.015533534809947014,
0.009429306723177433,
0.05300995334982872,
-0.01082045491784811,
-0.057394206523895264,
0.01732882857322693,
0.00903099961578846,
-0.04621516913175583,
-0.03326907753944397,
0.00020772575226146728,
-0.028755951672792435,
-0.025276659056544304,
-0.024596959352493286,
0.020068330690264702,
0.062059737741947174,
-0.05221191421151161,
-0.00028751022182404995,
-0.006457903888076544,
0.011424936354160309,
0.03741958364844322,
-0.01568281464278698,
-0.0009961235336959362,
-0.009675541892647743,
-0.002378916833549738,
-0.04863708093762398,
0.003898576833307743,
-0.019953474402427673,
-0.0026335441507399082,
0.027359867468476295,
0.030061844736337662,
-0.04359139874577522,
0.023166226223111153,
0.07861067354679108,
-0.024864038452506065,
0.0165842454880476,
-0.014345470815896988,
-0.021379809826612473,
0.05752602219581604,
-0.003617155132815242,
-0.002539133420214057,
0.021814916282892227,
0.009290993213653564,
-0.040101245045661926,
-0.005337562412023544,
-0.026153109967708588,
0.000501785078085959,
0.05951451137661934,
-0.021503373980522156,
0.061213601380586624,
0.039131730794906616,
0.034682370722293854,
0.0036204499192535877,
-0.020586548373103142,
-0.010186368599534035,
-0.008324902504682541,
-0.027860697358846664,
0.02573397383093834,
-0.03649980202317238,
-0.011299755424261093,
0.046398624777793884,
0.002211679005995393,
0.01529139094054699,
0.0470893420279026,
0.011545197106897831,
0.00915564689785242,
0.05496490001678467,
-0.025875769555568695,
0.00015734053158666939,
0.034232042729854584,
-0.05793969705700874,
0.0235784649848938,
-0.03441629186272621,
-0.022956624627113342,
0.01577652059495449,
0.04270531237125397,
0.00153042480815202,
-0.037473198026418686,
-0.046948280185461044,
-0.0768706277012825,
0.005806270055472851,
0.023984935134649277,
0.027293410152196884,
0.05425107479095459,
0.026106979697942734,
0.026031747460365295,
0.01274760253727436,
-0.006032394245266914,
-0.010232437402009964,
-0.06774507462978363,
-0.019509747624397278,
0.0034999591298401356,
-0.00021312788885552436,
0.026472754776477814,
-0.0031194286420941353,
-0.01691005565226078,
-0.0010031781857833266,
-0.009754324331879616,
0.01167739275842905,
0.04937835782766342,
0.033106643706560135,
0.0383138433098793,
0.09764821082353592,
0.02672777883708477,
0.035140663385391235,
-0.004870116710662842,
-0.016025453805923462,
0.12769073247909546,
0.06937406212091446,
0.033324338495731354,
-0.030377371236681938,
0.026042185723781586,
0.04123421385884285,
0.027905821800231934,
-0.016512304544448853,
0.016199547797441483,
0.001810606918297708,
-0.011974669992923737,
0.06690249592065811,
0.029801372438669205,
-0.004871138371527195,
-0.02443590760231018,
0.042810577899217606,
-0.05028181150555611,
-0.007331154774874449,
0.010287485085427761,
0.01549312099814415,
0.03213149681687355,
-0.027108781039714813,
-0.041908543556928635,
0.002129601314663887,
0.007071519736200571,
-0.013383063487708569,
-0.02646551840007305,
-0.03844054788351059,
-0.017289582639932632,
0.011861016973853111,
0.010268839076161385,
0.008645424619317055,
0.046908751130104065,
0.05273021012544632,
0.014608277007937431,
-0.01483574416488409,
0.014516128227114677,
-0.012610391713678837,
0.03716747835278511,
0.04588853940367699,
0.011859738267958164,
-0.004961886443197727,
0.006489512976258993,
0.02860029600560665,
-0.06450861692428589,
-0.024722442030906677,
-0.0600818432867527,
0.05151958763599396,
-0.015474916435778141,
-0.014548655599355698,
-0.017550718039274216,
-0.032783083617687225,
-0.005684176925569773,
-0.0056131319142878056,
-0.03843080252408981,
0.06701774895191193,
-0.005088805221021175,
0.016307400539517403,
-0.004806553944945335,
-0.011390607804059982,
0.01921689696609974,
-0.021755319088697433,
0.03944924473762512,
0.043778229504823685,
-0.012110746465623379,
0.017145371064543724,
-0.04577399790287018,
0.03009575605392456,
-0.037465374916791916,
0.024628570303320885,
0.007097100839018822,
-0.015263473615050316,
-0.029269983991980553,
-0.02940783090889454,
0.016118647530674934,
0.005395516287535429,
-0.007083858363330364,
-0.012316872365772724,
0.01306267362087965,
0.031724441796541214,
0.021804403513669968,
0.01922178454697132,
-0.018129227682948112,
0.009378578513860703,
-0.02735978364944458,
0.002764257835224271,
0.02892768196761608,
0.029486851766705513,
0.026574986055493355,
0.018000403419137,
-0.003285665065050125,
0.06449699401855469,
0.003127374453470111,
-0.03946799784898758,
-0.04573030397295952,
-0.05011770501732826,
-0.02588801458477974,
-0.006097315810620785,
-0.0040373364463448524,
0.047139935195446014,
0.03341745585203171,
0.005876386538147926,
0.027968136593699455,
-0.0449865460395813,
-0.005400063004344702,
0.009141608141362667,
0.0006650500581599772,
-0.05380050837993622,
0.016640018671751022,
0.032347675412893295,
-0.039821650832891464,
-0.023202650249004364,
-0.0225762277841568,
-0.008205628953874111,
-0.011697321198880672,
0.019196055829524994,
-0.004581700079143047,
-0.0188943799585104,
0.010832307860255241,
-0.04294855520129204,
0.009334716945886612,
-0.019595477730035782,
0.0015887629706412554,
-0.050809346139431,
-0.03417092189192772,
0.0031125997193157673,
-0.0004128767759539187,
-0.00561887351796031,
0.03705679997801781,
-0.0014628003118559718,
-0.00191882171202451,
-0.007291528861969709,
0.01822810061275959,
0.004032961558550596,
-0.019224470481276512,
0.05106350779533386,
-0.00951425451785326,
0.02096685580909252,
-0.06096668168902397,
-0.04924369603395462,
0.04897822067141533,
-0.03814375400543213,
-0.005174683406949043,
0.010865861549973488,
0.014433384872972965,
0.05374976247549057,
-0.018775733187794685,
-0.004457333590835333,
0.0031863534823060036,
0.02627342939376831,
-0.01641716994345188,
-0.03318675607442856,
-0.0058744982816278934,
-0.014598904177546501,
0.03224403038620949,
0.0072934990748763084,
0.004627860616892576,
0.0083996020257473,
0.009491161443293095,
0.032757751643657684,
0.07121579349040985,
-0.016128793358802795,
-0.0016283199656754732,
0.010895947925746441,
0.02572350576519966,
0.009516245685517788,
0.024289721623063087,
0.006408207584172487,
0.015723079442977905,
-0.0039251744747161865,
-0.01971033588051796,
0.04223274067044258,
0.013849148526787758,
-0.010329632088541985,
-0.08754877746105194,
-0.04902750998735428,
-0.007211113814264536,
0.007403242867439985,
0.015784891322255135,
-0.06420215964317322,
-0.008302648551762104,
0.004066894296556711,
-0.018372684717178345,
-0.014795243740081787,
0.00569166149944067,
0.023349640890955925,
-0.05407596379518509,
0.01465308666229248,
-0.0036364125553518534,
0.0017257153522223234,
0.04142140969634056,
0.0748380646109581,
0.054432980716228485,
0.022529853507876396,
0.04476466402411461,
-0.01569320634007454,
-0.05255590379238129,
-0.011932406574487686,
0.0034754653461277485,
-0.04260053113102913,
0.021476464346051216,
-0.040425896644592285,
-0.03483852744102478,
0.046249326318502426,
-0.011112082749605179,
0.02994907833635807,
0.028801171109080315,
0.030091427266597748,
0.02351084165275097,
0.03971312195062637,
0.059447694569826126,
0.009052898734807968,
0.011322162114083767,
-0.025566864758729935,
0.01600995473563671,
0.015989618375897408,
-0.0025808054488152266,
0.024616843089461327,
0.01563691906630993,
-0.028310513123869896,
0.000720081152394414,
0.010125515051186085,
-0.021847372874617577,
-0.01126753818243742,
-0.000277973769698292,
0.04414273798465729,
0.02558913826942444,
-0.02248437888920307,
0.023119794204831123,
-0.0532962940633297,
-0.0205290075391531,
0.016429120674729347,
0.03754061087965965,
-0.008797042071819305,
0.0011845227563753724,
-0.026727905496954918,
-0.04442563280463219,
0.0010323117021471262,
0.02552180178463459,
0.002534188563004136,
-0.06485764682292938,
0.008574876934289932,
0.0165620818734169,
0.0041700201109051704,
-0.019857922568917274,
-0.03173734247684479,
-0.07179994136095047,
0.020866764709353447,
-0.010894290171563625,
-0.005262056365609169,
0.06722240895032883,
0.006501425057649612,
0.036500297486782074,
-0.0806843489408493,
0.056630201637744904,
0.01685282401740551,
0.005626700818538666,
-0.03415447846055031,
-0.026712141931056976,
-0.03828682750463486,
0.02294703759253025,
0.0405091866850853,
0.0005884419661015272,
-0.008551126345992088,
-0.00598657364025712,
-0.005903605837374926,
0.014553552493453026,
-0.052971113473176956,
0.04707219451665878,
-0.046071067452430725,
0.0071706208400428295,
0.006133000832051039,
-0.0003184178494848311,
0.004984251689165831,
0.015457123517990112,
-0.0016152302268892527,
0.0037012456450611353,
-0.021690035238862038,
0.009880759753286839,
-0.01800864189863205,
0.03358972445130348,
0.028681814670562744,
0.01705656200647354,
0.03525262326002121,
0.051045168191194534,
0.000528518168721348,
-0.015412973240017891,
0.006635668687522411,
-0.07392332702875137,
0.07345278561115265,
-0.03342481330037117,
-0.02757256291806698,
0.001577815506607294,
-0.0031915984582155943,
-0.0029124864377081394,
-0.07365042716264725,
0.0052780527621507645,
0.0016288225306198,
-0.03515216335654259,
0.03154130280017853,
0.007611725479364395,
0.003015485592186451,
0.045933905988931656,
-0.01122690737247467,
0.014007305726408958,
-0.016820626333355904,
-0.0157307181507349,
-0.01307650376111269,
-0.03451002016663551,
0.02387218549847603,
-0.0014730867696925998,
0.031538259238004684,
0.047306984663009644,
-0.0030498583801090717,
0.0019648494198918343,
-0.00874272733926773,
0.05259613320231438,
-0.02624615654349327,
0.008787228725850582,
0.04698820039629936,
-0.004356354009360075,
0.01224542036652565,
0.03298679739236832,
0.026396818459033966,
0.021508214995265007,
-0.03918306902050972,
0.02146146260201931,
-0.02165021374821663,
0.004304993432015181,
0.010264950804412365,
-0.009924063459038734,
0.05046366527676582,
0.00305127608589828,
0.016164978966116905,
0.02428562194108963,
-0.017392462119460106,
-0.002983292331919074,
0.01995430327951908,
-0.027035750448703766,
-0.0008038418018259108,
-0.006138812750577927,
-0.0708371177315712,
-0.004985518287867308,
-0.025157134979963303,
0.010006925091147423,
-0.019008329138159752,
0.014332771301269531,
0.017871854826807976,
0.03202381357550621,
0.01181161217391491,
-0.029866032302379608,
-0.008044242858886719,
0.02897104062139988,
-0.03751314803957939,
-0.0011035287752747536,
-0.04970593750476837,
0.030787670984864235,
0.014986134134232998,
-0.03613828495144844
] |
<p>I'm hoping someone can explain this bit of R code for me related to <code>glm()</code>. I don't understand the diagnostic plot that has been suggested. It seems a more informative plot would be to plot against the fitted values, but maybe I don't understand something.
Here's the code:</p>
<pre><code>result <- glm(survive~age, data=donner, family=binomial)
# Why is this plotted against the respondent index?
plot(residuals(result,type="pearson"), main="pearson residual plot")
</code></pre>
<p>Data to reproduce the above example:</p>
<pre><code>> dput(donner)
structure(list(age = c(23L, 40L, 40L, 30L, 28L, 40L, 45L, 62L,
65L, 45L, 25L, 28L, 28L, 23L, 22L, 23L, 28L, 15L, 47L, 57L, 20L,
18L, 25L, 60L, 25L, 20L, 32L, 32L, 24L, 30L, 15L, 50L, 21L, 25L,
46L, 32L, 30L, 25L, 25L, 25L, 30L, 35L, 23L, 24L, 25L), sex = c(1L,
0L, 1L, 1L, 1L, 1L, 0L, 1L, 1L, 0L, 0L, 1L, 1L, 1L, 0L, 0L, 1L,
0L, 0L, 1L, 0L, 1L, 1L, 1L, 1L, 1L, 1L, 0L, 0L, 1L, 1L, 0L, 0L,
1L, 1L, 0L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 0L), survive = c(0L,
1L, 1L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 1L, 0L, 0L, 1L, 1L, 1L,
1L, 0L, 0L, 1L, 1L, 0L, 0L, 1L, 1L, 1L, 1L, 1L, 1L, 0L, 0L, 1L,
0L, 1L, 1L, 0L, 0L, 0L, 0L, 0L, 0L, 1L, 0L, 1L)), .Names = c("age",
"sex", "survive"), class = "data.frame", row.names = c(NA, -45L
))
</code></pre> | 73,427 | [
-0.024500994011759758,
-0.01799301616847515,
-0.009361115284264088,
-0.022431012243032455,
0.012677113525569439,
-0.026275308802723885,
-0.010350329801440239,
-0.025435004383325577,
0.038586366921663284,
-0.04821160435676575,
0.017325004562735558,
0.03226931393146515,
0.03525586426258087,
0.03423722833395004,
0.05264544486999512,
0.03025694750249386,
-0.009793049655854702,
0.014990490861237049,
0.020611325278878212,
-0.016330236569046974,
-0.01038618665188551,
-0.007123561110347509,
-0.009727642871439457,
-0.014265482313930988,
-0.02092803083360195,
0.05232195928692818,
0.01934194006025791,
-0.018945982679724693,
0.013629952445626259,
0.042019136250019073,
-0.08906958997249603,
-0.03980400413274765,
-0.005124368704855442,
-0.00009705185220809653,
0.042618781328201294,
0.028683248907327652,
-0.009578600525856018,
-0.015522199682891369,
0.0035629509948194027,
0.04814406484365463,
-0.009991750121116638,
-0.012179727666079998,
0.01854327879846096,
0.021845713257789612,
-0.006947372108697891,
0.02675207145512104,
-0.01121976412832737,
0.008943410590291023,
0.05485539138317108,
-0.03602033853530884,
0.037759628146886826,
-0.016069063916802406,
0.016035061329603195,
0.014571379870176315,
-0.046409934759140015,
-0.008204509504139423,
0.06718442589044571,
0.040535446256399155,
-0.00567574193701148,
-0.07251773029565811,
-0.01623784750699997,
-0.04850342497229576,
0.0024667533580213785,
0.011460427194833755,
0.013396793976426125,
0.0021195600274950266,
0.034940410405397415,
-0.039307743310928345,
0.047542329877614975,
-0.018180809915065765,
-0.009024785831570625,
0.03751611337065697,
0.008038723841309547,
-0.05640966817736626,
0.04378121718764305,
-0.01874997653067112,
0.012748622335493565,
-0.01875002309679985,
0.017970480024814606,
0.008261514827609062,
0.008094662800431252,
0.01139152329415083,
0.006064123008400202,
0.03588873893022537,
-0.013447428122162819,
-0.007795531302690506,
0.056081950664520264,
-0.022342482581734657,
0.041977282613515854,
0.026944786310195923,
0.007331769913434982,
0.05806864798069,
0.03714719042181969,
0.002366089727729559,
-0.029630307108163834,
0.04088727757334709,
0.01750793308019638,
0.017833922058343887,
0.007353165186941624,
0.004152087029069662,
-0.043972961604595184,
-0.04589524865150452,
0.00555520411580801,
0.041353173553943634,
-0.03302738443017006,
-0.02999582514166832,
-0.03925401344895363,
-0.013554345816373825,
0.007030384615063667,
-0.02841668762266636,
-0.01703743264079094,
0.028894532471895218,
0.00297095556743443,
0.011240767315030098,
0.02645016834139824,
-0.03272105008363724,
-0.022244788706302643,
0.05301997810602188,
0.05949700251221657,
0.03138313814997673,
0.026844333857297897,
-0.0012219075579196215,
-0.017457664012908936,
0.018800320103764534,
-0.07104962319135666,
0.003078124951571226,
0.016040200367569923,
-0.007785513531416655,
-0.0027613448910415173,
0.03352456912398338,
-0.00834811944514513,
-0.036084502935409546,
0.06694937497377396,
0.01792929694056511,
0.016510577872395515,
-0.027232034131884575,
-0.0835423395037651,
-0.04914916679263115,
0.03604983538389206,
0.00973474606871605,
0.007843486033380032,
-0.06837194412946701,
-0.0028287358582019806,
0.016305314376950264,
0.05740848183631897,
-0.0005603310419246554,
0.028210170567035675,
-0.014128010720014572,
0.0017036182107403874,
0.0048500183038413525,
-0.03202051296830177,
-0.008821879513561726,
-0.005240312777459621,
-0.019079411402344704,
-0.035875383764505386,
-0.0745554268360138,
0.005818463861942291,
0.009038201533257961,
-0.027809856459498405,
-0.026059916242957115,
0.02813524752855301,
-0.027309732511639595,
0.0015370348701253533,
-0.012401233427226543,
-0.030875207856297493,
-0.016181200742721558,
0.05908804386854172,
0.002915657591074705,
0.028006142005324364,
0.07019659131765366,
-0.02714700810611248,
0.022906940430402756,
-0.007275536190718412,
0.06603074818849564,
0.0468621701002121,
-0.005518975667655468,
-0.009723441675305367,
-0.04314574599266052,
0.008071089163422585,
0.003883983939886093,
-0.03842099756002426,
-0.04056375101208687,
-0.016825616359710693,
-0.011752906255424023,
0.05464436858892441,
0.0027283835224807262,
-0.01270296424627304,
0.001361703034490347,
0.09360386431217194,
-0.04037097841501236,
-0.043618619441986084,
-0.054677024483680725,
-0.034744296222925186,
-0.013757404871284962,
0.00033687794348225,
-0.010570481419563293,
0.008274677209556103,
0.024179788306355476,
0.004862492438405752,
-0.004684009589254856,
-0.00813762005418539,
-0.006750724744051695,
0.020940812304615974,
-0.023410268127918243,
-0.02343711256980896,
-0.014924770221114159,
0.048825036734342575,
-0.0029269845690578222,
0.027995143085718155,
-0.030902335420250893,
-0.01150942500680685,
0.020377142354846,
-0.020575588569045067,
0.017045864835381508,
-0.03559919819235802,
-0.03238480165600777,
-0.0036994353868067265,
0.010721836239099503,
0.009415126405656338,
0.016692256554961205,
-0.04755232855677605,
0.027715299278497696,
0.08773395419120789,
0.01803252473473549,
-0.015887001529335976,
-0.02536783553659916,
-0.026055505499243736,
0.019380269572138786,
-0.02768743596971035,
-0.0019047054229304194,
-0.06012575700879097,
-0.046873752027750015,
0.03349947929382324,
0.001390280551277101,
-0.018794452771544456,
-0.0013266631867736578,
0.03794373571872711,
0.011875125579535961,
-0.0019855014979839325,
0.03991467505693436,
0.00687268003821373,
-0.023769544437527657,
0.00301986001431942,
0.003876402508467436,
-0.008871929720044136,
-0.0077862064354121685,
0.06212190166115761,
0.004107639193534851,
0.038027551025152206,
-0.032942838966846466,
0.02615685760974884,
0.07091907411813736,
-0.02041507512331009,
-0.0018416022649034858,
-0.036194488406181335,
-0.020211530849337578,
0.025055861100554466,
-0.033462170511484146,
0.0038185622543096542,
0.04731220379471779,
0.012842737138271332,
-0.006447818595916033,
-0.013406322337687016,
0.0010959251085296273,
-0.026576993986964226,
0.0572265163064003,
-0.015534156933426857,
-0.02449779398739338,
0.0031647661235183477,
-0.014525205828249454,
0.02581663429737091,
-0.011055645532906055,
-0.05936676263809204,
-0.03680886700749397,
0.012328123673796654,
0.01577795296907425,
0.013883876614272594,
0.010826333425939083,
-0.04320300370454788,
-0.03245222941040993,
-0.002361539052799344,
0.01086344663053751,
0.04248950257897377,
0.0009123657364398241,
-0.05891771242022514,
-0.03575493022799492,
-0.04773185774683952,
-0.011873812414705753,
0.0193976778537035,
0.0021731990855187178,
-0.029634641483426094,
-0.0014501434052363038,
-0.024372974410653114,
-0.0265908632427454,
-0.03251597285270691,
-0.00013276038225740194,
0.010391359217464924,
-0.03694571554660797,
-0.024545541033148766,
0.07410173863172531,
-0.010940155014395714,
-0.01837526261806488,
-0.0024791874457150698,
-0.07708892971277237,
-0.0006116734002716839,
0.00936034694314003,
-0.024918409064412117,
-0.021136827766895294,
0.05407280847430229,
-0.005991882644593716,
0.000015146018995437771,
-0.025563905015587807,
-0.013118001632392406,
-0.07596810162067413,
-0.04491198807954788,
0.004182401578873396,
0.014906655065715313,
0.007649231236428022,
0.03482943773269653,
0.01883399300277233,
0.03197886794805527,
0.017577823251485825,
0.018086444586515427,
-0.06292741000652313,
-0.004253983963280916,
-0.024485670030117035,
-0.04392998665571213,
0.018905868753790855,
0.020852580666542053,
0.04506263881921768,
0.052899450063705444,
-0.04847026616334915,
0.02639247290790081,
0.03859679773449898,
-0.00805903784930706,
-0.00016982357192318887,
0.025915736332535744,
-0.029503392055630684,
-0.0368727445602417,
0.024505561217665672,
0.027898095548152924,
-0.02182179130613804,
0.042860712856054306,
0.025602802634239197,
0.0411100760102272,
0.006005645263940096,
-0.03334082290530205,
0.013466788455843925,
0.002460240153595805,
0.0015167173696681857,
-0.027522757649421692,
0.02464631013572216,
-0.002728989813476801,
-0.03513285145163536,
-0.02451440505683422,
-0.021744754165410995,
0.05152356997132301,
-0.048361603170633316,
0.0061501432210206985,
0.025508571416139603,
0.0007042340585030615,
-0.025254536420106888,
0.04882378503680229,
0.01431453600525856,
-0.030892416834831238,
-0.009094665758311749,
-0.048202160745859146,
0.002144843339920044,
0.04964345321059227,
0.033832959830760956,
0.013744816184043884,
-0.018866486847400665,
-0.004418857395648956,
0.022002898156642914,
-0.040396369993686676,
-0.0025238636881113052,
-0.0093986876308918,
0.03224416822195053,
-0.01894158124923706,
0.05825556069612503,
0.03901424631476402,
0.03676433116197586,
-0.0172269307076931,
-0.02660483308136463,
-0.06152653321623802,
0.03525800630450249,
-0.00487180333584547,
-0.03140029311180115,
0.007329707499593496,
-0.0336858406662941,
0.06446416676044464,
-0.0040870169177651405,
-0.0051516457460820675,
0.020916147157549858,
0.026175007224082947,
0.005326172802597284,
0.02757939323782921,
0.012826643884181976,
0.008515738882124424,
-0.013851204887032509,
0.006268105935305357,
0.024614563211798668,
-0.009158515371382236,
0.03000641241669655,
0.0821937844157219,
-0.013378623872995377,
0.011949840933084488,
-0.028302809223532677,
-0.01433539018034935,
0.0609893836081028,
0.01622302271425724,
0.04296877607703209,
0.011135823093354702,
-0.04896289482712746,
-0.005255004856735468,
0.007729385979473591,
0.06567808240652084,
0.058055728673934937,
-0.03183195739984512,
0.017993154004216194,
0.03287098556756973,
-0.013865254819393158,
-0.028736811131238937,
-0.0015141746262088418,
-0.008017282001674175,
0.018911294639110565,
0.0680692046880722,
0.025461731478571892,
-0.02452070079743862,
-0.009378453716635704,
0.025761114433407784,
0.007334592752158642,
0.006433432921767235,
-0.011149107478559017,
-0.015878302976489067,
-0.018187476322054863,
0.003104948904365301,
0.009720928966999054,
0.02851956896483898,
0.0010170609457418323,
0.0011427915887907147,
0.06569436192512512,
-0.026455169543623924,
-0.021715430542826653,
0.008407927118241787,
0.03598429635167122,
0.03749467059969902,
0.00475463317707181,
-0.035283591598272324,
-0.009143240749835968,
0.036514922976493835,
0.009114786051213741,
0.01853817328810692,
0.0038063577376306057,
-0.07164879888296127,
-0.0036023701541125774,
0.03845490142703056,
0.05719061568379402,
-0.049683086574077606,
-0.021489908918738365,
-0.06846757978200912,
0.007965107448399067,
0.002208883175626397,
-0.03874741494655609,
0.01777896285057068,
-0.03205185383558273,
0.02845827490091324,
-0.026465458795428276,
-0.028666706755757332,
-0.047454867511987686,
0.020007630810141563,
-0.015885237604379654,
-0.005973892752081156,
-0.009862719103693962,
-0.04070943593978882,
-0.06741975992918015,
-0.02245611511170864,
-0.04287965968251228,
0.0360727496445179,
-0.05174294486641884,
-0.039919231086969376,
0.009284762665629387,
0.02804272435605526,
-0.007663934491574764,
-0.015960142016410828,
-0.0023944834247231483,
-0.007939052768051624,
0.013035165145993233,
0.03075568936765194,
0.017020756378769875,
-0.0008676672005094588,
0.01759890653192997,
0.05542667582631111,
0.018679898232221603,
0.004371790215373039,
-0.020284142345190048,
0.03997054696083069,
0.02978873811662197,
-0.024123404175043106,
0.014087717980146408,
0.02470122091472149,
-0.03268197923898697,
-0.01721811667084694,
-0.08132828027009964,
-0.02997315488755703,
-0.039506666362285614,
-0.023457955569028854,
-0.045294661074876785,
0.012888817116618156,
0.0003062528558075428,
0.012718296609818935,
0.011071202345192432,
-0.006225548684597015,
-0.02936350181698799,
0.014997792430222034,
0.021517299115657806,
0.038463979959487915,
-0.02065514586865902,
0.004499476402997971,
0.02746623009443283,
0.01946749910712242,
0.030117111280560493,
-0.02733583375811577,
0.038504309952259064,
0.0017907643923535943,
-0.006652144715189934,
0.024745136499404907,
-0.01762549579143524,
-0.007664642296731472,
0.0029192320071160793,
-0.0065228682942688465,
0.02751515433192253,
-0.030663808807730675,
-0.004539159592241049,
0.006766574922949076,
0.03684167563915253,
0.004053462762385607,
-0.04102389141917229,
-0.01645505800843239,
0.019640009850263596,
-0.04477851837873459,
0.0006891598459333181,
-0.003705540904775262,
0.0504111610352993,
-0.007553819101303816,
-0.009818131104111671,
-0.037214092910289764,
-0.008532881736755371,
0.02868928574025631,
-0.027724366635084152,
-0.041110195219516754,
-0.03771433234214783,
-0.04389721900224686,
-0.01646668091416359,
-0.006563125643879175,
0.026977473869919777,
0.04799201712012291,
-0.06927435845136642,
-0.008829722180962563,
-0.03908614069223404,
-0.0011948663741350174,
0.058174166828393936,
0.008428150787949562,
0.011620428413152695,
0.009780711494386196,
-0.03475623205304146,
-0.01630023866891861,
0.02774900756776333,
-0.020004412159323692,
-0.016612090170383453,
-0.0038455119356513023,
-0.0344921238720417,
0.04823313280940056,
0.029704967513680458,
0.04966338723897934,
-0.0469166524708271,
-0.02794036827981472,
-0.030214443802833557,
0.024545148015022278,
-0.04206329956650734,
-0.013816225342452526,
-0.020572718232870102,
0.026743561029434204,
-0.012807618826627731,
-0.024806713685393333,
-0.004416962619870901,
-0.010366278700530529,
0.03533023223280907,
-0.005431869998574257,
-0.018836181610822678,
0.05084838718175888,
0.06519457697868347,
-0.01455763727426529,
-0.0022719053085893393,
-0.048243630677461624,
0.006771408021450043,
0.037549905478954315,
0.048394959419965744,
-0.01535707525908947,
0.000440313684521243,
0.04220310598611832,
-0.03084683232009411,
0.023960964754223824,
-0.06315770745277405,
0.01583651639521122,
0.06463083624839783,
-0.0072937412187457085,
0.011696170084178448,
0.04487975686788559,
0.0003243828541599214,
0.05016966536641121,
-0.03951135277748108,
-0.004557312466204166,
0.006241349969059229,
-0.008248099125921726,
0.04029598832130432,
-0.023673798888921738,
-0.01631355844438076,
0.04913317784667015,
0.026707662269473076,
0.007505113258957863,
0.012548059225082397,
0.0012179188197478652,
-0.03203752636909485,
0.013430492952466011,
-0.003927063662558794,
-0.030805863440036774,
0.0428890660405159,
-0.006504900753498077,
0.01866549625992775,
-0.01669592596590519,
-0.012439986690878868,
0.04789439216256142,
0.04924696683883667,
-0.010342124849557877,
-0.04904510825872421,
-0.0088467076420784,
-0.043051015585660934,
0.02092907764017582,
0.060694895684719086,
-0.06512273848056793,
0.04746956750750542,
0.002162517048418522,
0.025180857628583908,
-0.021483637392520905,
0.017621641978621483,
-0.0016122953966259956,
-0.017693478614091873,
-0.030587106943130493,
-0.015243464149534702,
-0.005252630449831486,
0.018519483506679535,
-0.03755906596779823,
-0.01603963039815426,
-0.01000821590423584,
-0.05639497563242912,
0.009992718696594238,
0.008316963911056519,
0.031473781913518906,
0.003326299600303173,
0.05180460959672928,
-0.012569725513458252,
-0.015571624971926212,
-0.007454800419509411,
-0.04827206954360008,
0.14911620318889618,
0.05495155602693558,
0.02209639735519886,
-0.05107319355010986,
-0.02506730891764164,
0.00816281232982874,
-0.013827481307089329,
0.012099118903279305,
-0.007992114871740341,
0.03846318647265434,
0.009374065324664116,
0.0920068770647049,
0.04107731208205223,
0.03687363117933273,
0.049263663589954376,
0.030803492292761803,
-0.03756774216890335,
-0.02070664055645466,
-0.01684117503464222,
-0.0020966450683772564,
-0.017160844057798386,
0.010370579548180103,
-0.027380406856536865,
-0.019256168976426125,
0.06118467450141907,
-0.012763193808495998,
-0.04832844436168671,
-0.019141489639878273,
-0.014775021933019161,
-0.0053592827171087265,
-0.04912334680557251,
-0.004963147919625044,
0.0035398327745497227,
0.01157213095575571,
0.004138967487961054,
-0.011604374274611473,
0.01920347660779953,
-0.01676238887012005,
0.0020876280032098293,
0.0357607863843441,
-0.02471110410988331,
0.011977129615843296,
-0.01618165150284767,
-0.0007023849175311625,
-0.013588400557637215,
-0.01743961125612259,
-0.01718919351696968,
0.036689236760139465,
-0.013188977725803852,
-0.026111582294106483,
-0.013920707628130913,
0.007690540514886379,
0.029491154477000237,
-0.04438484460115433,
0.004028538707643747,
0.053563427180051804,
0.021379154175519943,
-0.03638032078742981,
-0.00042501857387833297,
-0.007997207343578339,
-0.013260534964501858,
0.0014824590180069208,
0.015615377575159073,
0.030490802600979805,
-0.009820847772061825,
0.0027361863758414984,
-0.09202928096055984,
0.03170165792107582,
-0.0027157259173691273,
0.007517141755670309,
0.05139423906803131,
0.00244308914989233,
-0.025112302973866463,
0.004764591809362173,
0.03166975453495979,
0.0200677290558815,
0.02576916292309761,
0.004715257789939642,
-0.011555706150829792,
-0.03073468804359436,
-0.02973601408302784,
0.0629921406507492,
-0.04155656322836876,
0.00774930277839303,
-0.02858162485063076,
-0.00357550079934299,
-0.00884060375392437,
0.07768035680055618,
0.02952405996620655,
0.024914562702178955,
-0.016017181798815727,
0.07307419180870056,
-0.0016076166648417711,
-0.047503482550382614,
-0.034420501440763474,
0.03923614323139191,
-0.04352892190217972,
-0.014903704635798931,
-0.04555023834109306,
0.0660998672246933,
0.02290906012058258,
0.017983833327889442,
-0.003473840421065688,
0.027514439076185226,
-0.010765137150883675,
-0.02177148126065731,
-0.0083972979336977,
-0.02451241947710514,
0.05573035404086113,
-0.003032738110050559,
-0.008140994235873222,
-0.013840238563716412,
-0.02315712720155716,
-0.02381819672882557,
-0.06819067895412445,
-0.01132011879235506,
-0.015365950763225555,
0.000513402686920017,
0.0027720346115529537,
-0.0020302145276218653,
0.001502626808360219,
-0.026293465867638588,
-0.045093730092048645,
-0.03282786160707474,
-0.016796234995126724,
-0.003814061637967825,
-0.03834172338247299,
-0.02097555249929428,
0.0029230816289782524,
-0.021306348964571953,
0.017350859940052032,
0.036166656762361526,
0.043589476495981216,
-0.006648800801485777,
-0.011926849372684956,
0.023483039811253548,
0.009274659678339958,
-0.0004528392164502293,
0.040587976574897766,
0.01732618920505047,
0.031096704304218292,
-0.029494212940335274,
-0.049942661076784134,
0.029987018555402756,
0.011368981562554836,
0.03333194553852081,
-0.02472454309463501,
0.023985963314771652,
-0.04253287613391876,
0.05076295882463455,
-0.004988075699657202,
-0.004388675559312105,
-0.016039755195379257,
-0.010631483979523182,
0.011864926666021347,
0.002620313549414277,
-0.014385558664798737,
-0.0030272300355136395,
-0.004849534016102552,
0.006219904404133558,
0.0667472630739212,
-0.033698152750730515,
-0.0048060002736747265,
0.023786351084709167,
-0.029736123979091644,
0.004790273495018482,
0.008807782083749771,
-0.020348532125353813,
0.04475214332342148,
0.07422839850187302,
-0.005837798118591309,
0.040219224989414215,
-0.022977694869041443,
0.0137914614751935,
-0.0980110839009285,
-0.028456175699830055,
0.00028371013468131423,
0.017323192209005356,
0.011077367700636387,
-0.0628185048699379,
-0.025239363312721252,
0.018063271418213844,
0.00011495409125927836,
0.007421554531902075,
0.0029701567254960537,
-0.006859470624476671,
-0.02100495994091034,
0.04247833043336868,
-0.01678941212594509,
0.04355749487876892,
0.05207955092191696,
0.019150394946336746,
0.05101683735847473,
0.001520163961686194,
-0.011759569868445396,
-0.02786896377801895,
-0.009484590962529182,
0.045368585735559464,
-0.0034478059969842434,
-0.03217848390340805,
0.029075250029563904,
-0.02454414963722229,
0.014015809632837772,
-0.006930936127901077,
0.03555883467197418,
0.04386533796787262,
0.0635790005326271,
0.02975696325302124,
0.029627205803990364,
0.033203862607479095,
0.020577797666192055,
0.005055819638073444,
-0.02805749513208866,
0.005586591083556414,
0.014839519746601582,
0.010012827813625336,
-0.02194621041417122,
0.029688190668821335,
-0.0112429428845644,
-0.029019545763731003,
-0.024723581969738007,
0.015311031602323055,
0.014260861091315746,
-0.004837858024984598,
-0.007141865324229002,
-0.0023619646672159433,
-0.01197092980146408,
-0.04537701979279518,
0.02586722932755947,
-0.06346529722213745,
0.0032479444053024054,
0.015977643430233,
0.028541963547468185,
0.018162304535508156,
0.029255224391818047,
-0.05167800188064575,
-0.0015130618121474981,
-0.008977287448942661,
0.003119439585134387,
-0.008248361758887768,
-0.04707229882478714,
-0.029215555638074875,
-0.030926497653126717,
0.027708031237125397,
-0.015587396919727325,
0.031158944591879845,
-0.025759045034646988,
0.011275903321802616,
-0.01460234820842743,
-0.003792515955865383,
0.04390154033899307,
-0.02502172254025936,
0.019256841391324997,
-0.06979092955589294,
0.07823088020086288,
0.01540044043213129,
-0.010804358869791031,
-0.08410501480102539,
-0.017240609973669052,
-0.026884252205491066,
0.041135743260383606,
0.0370219349861145,
0.007877607829868793,
0.02325255423784256,
0.004190524108707905,
0.022111842408776283,
0.0013861535117030144,
-0.032133013010025024,
0.07587245851755142,
0.029350845143198967,
-0.026038624346256256,
-0.013759899884462357,
0.048804931342601776,
0.00006195559399202466,
0.02436104416847229,
0.005606111604720354,
-0.010586900636553764,
-0.01912834495306015,
-0.031112974509596825,
-0.032704826444387436,
-0.010690699331462383,
0.013378073461353779,
-0.027685970067977905,
0.013827361166477203,
0.0044609857723116875,
0.011764864437282085,
0.09883083403110504,
0.02274179644882679,
-0.052826717495918274,
0.06023920327425003,
0.0030169894453138113,
0.001855057547800243,
0.02313479408621788,
-0.030978268012404442,
0.012519421055912971,
-0.08766578882932663,
0.020030757412314415,
0.0020276131108403206,
-0.02512597292661667,
-0.03841599076986313,
0.03232527896761894,
0.019778801128268242,
0.04139973968267441,
-0.03170883655548096,
-0.02128073200583458,
-0.01487690769135952,
-0.05897676199674606,
0.02200949750840664,
0.04510272666811943,
0.0027626249939203262,
-0.02336614765226841,
0.010099715553224087,
0.004065462853759527,
0.01603829860687256,
0.004897526931017637,
-0.001322915661148727,
0.07059672474861145,
0.009899837896227837,
0.017240004613995552,
-0.004468034021556377,
-0.013798709027469158,
0.023408912122249603,
0.011868159286677837,
-0.021471329033374786,
0.01699351891875267,
-0.025975359603762627,
-0.009972067549824715,
0.006822167430073023,
-0.031684715300798416,
-0.065895214676857,
-0.00986929889768362,
0.04425423964858055,
0.03582322597503662,
0.005420857574790716,
0.044032566249370575,
0.004151440225541592,
-0.007478865794837475,
0.019549483433365822,
-0.0035231956280767918,
0.05684328451752663,
0.007740703411400318,
0.015553593635559082,
-0.01599358394742012,
-0.012474852614104748,
-0.013996638357639313,
-0.03322751820087433,
0.04749661311507225,
0.01613624021410942,
-0.011237964034080505,
-0.05725500360131264,
-0.016686808317899704,
0.02040674164891243,
0.02120617777109146,
-0.009873390197753906,
-0.030725378543138504,
-0.024711577221751213,
0.02609931491315365,
0.020267488434910774,
-0.022892499342560768
] |
<p>this is a rather elemental question, but any help would be appreciated anyway.</p>
<p>This <a href="http://www.gifted.uconn.edu/siegle/research/Correlation/alphaleve.htm" rel="nofollow">webpage</a> gives a method of finding the p-value of Pearson's correlation coefficient, using a table. However, the methods listed in <a href="http://en.wikipedia.org/wiki/Pearson_product-moment_correlation_coefficient" rel="nofollow">Wikipedia's article</a> suggest that <em>using a table</em> is only valid if the variables are special in some sense, or if there is enough data.</p>
<p>So, my question is: under no assumptions for the random variables for which Pearson's correlation is calculated, is it correct to use a pre-computed table?</p> | 35,803 | [
-0.04686097800731659,
-0.009665671736001968,
-0.004062216728925705,
-0.014294161461293697,
0.04823074862360954,
0.03587937727570534,
-0.009730799123644829,
-0.012709982693195343,
0.02907106839120388,
-0.010305792093276978,
0.01241893507540226,
0.037491749972105026,
0.048034343868494034,
0.027140483260154724,
0.041644804179668427,
0.012765604071319103,
-0.007060786709189415,
0.01509485486894846,
-0.0007623438723385334,
-0.024417556822299957,
0.0014921423280611634,
0.019877348095178604,
-0.010485694743692875,
-0.015001853927969933,
-0.03289176523685455,
0.053605642169713974,
-0.0035920434165745974,
0.003281232202425599,
0.034647781401872635,
0.051417797803878784,
-0.06222117319703102,
-0.017529645934700966,
0.04689411073923111,
0.04276372119784355,
0.026795558631420135,
0.01740141212940216,
-0.01805705390870571,
0.011660374701023102,
-0.011811717413365841,
0.009214034304022789,
-0.004014877602458,
-0.020747503265738487,
0.03289560601115227,
0.025424860417842865,
0.01004872191697359,
0.023938795551657677,
-0.021466214209794998,
-0.04035588353872299,
0.029450004920363426,
-0.029908524826169014,
0.05439165607094765,
0.015500286594033241,
0.050169847905635834,
0.05983118340373039,
-0.04634151980280876,
-0.018144506961107254,
0.049856528639793396,
0.03355136141180992,
-0.03072199784219265,
-0.0736842006444931,
0.022482512518763542,
-0.04507824778556824,
-0.005801607389003038,
-0.01196993887424469,
-0.03951957821846008,
0.011103258468210697,
-0.005856028757989407,
-0.01004902645945549,
0.061577148735523224,
-0.024086175486445427,
0.04424552246928215,
0.045508526265621185,
0.06017370522022247,
-0.014876611530780792,
0.010517082177102566,
-0.02271217107772827,
0.04895910620689392,
-0.025527220219373703,
0.03389618173241615,
0.054634734988212585,
0.010707706212997437,
0.01658637449145317,
0.0641631931066513,
0.008363245986402035,
0.026181289926171303,
-0.009799192659556866,
0.03519672527909279,
-0.02466498874127865,
0.005050016567111015,
0.02245575562119484,
-0.047119855880737305,
-0.012427756562829018,
0.04051530733704567,
0.0021956597920507193,
-0.04886573553085327,
0.031742651015520096,
-0.04321133345365524,
0.061322178691625595,
0.027948463335633278,
-0.01807984709739685,
0.006782851181924343,
-0.022863784804940224,
0.009559198282659054,
0.053769778460264206,
-0.043183907866477966,
-0.01213541068136692,
-0.032209575176239014,
0.0248905997723341,
0.025046400725841522,
-0.05397402122616768,
0.012514831498265266,
0.00556376576423645,
0.013720500282943249,
0.007230994291603565,
0.0655626580119133,
-0.03034837357699871,
-0.001671069534495473,
0.01611325331032276,
0.07831813395023346,
0.05588318035006523,
0.019586840644478798,
-0.03703400865197182,
0.005094514228403568,
-0.03972327336668968,
-0.03155412897467613,
0.05886700749397278,
0.015377150848507881,
-0.003184670815244317,
-0.029042446985840797,
0.035305675119161606,
0.009742400608956814,
-0.00394756393507123,
0.059566423296928406,
0.003215034259483218,
0.033158671110868454,
0.005602905061095953,
-0.07981060445308685,
-0.042595356702804565,
0.021950354799628258,
-0.009583748877048492,
-0.02380242757499218,
-0.05435037985444069,
-0.0008046001894399524,
0.012705681845545769,
0.02895255759358406,
-0.012023024260997772,
0.03317935764789581,
-0.028060724958777428,
0.06725507229566574,
0.021592622622847557,
-0.04840841516852379,
-0.010254914872348309,
0.0016019223257899284,
-0.0539676696062088,
-0.009718104265630245,
-0.10221071541309357,
0.023246150463819504,
-0.018824858590960503,
0.014851086772978306,
-0.011671818792819977,
0.05063463747501373,
-0.009026576764881611,
-0.02468212880194187,
-0.0031077791936695576,
0.0345786027610302,
-0.020731644704937935,
0.05922272056341171,
-0.0007114786421880126,
0.01592438854277134,
0.03195042163133621,
-0.009546923451125622,
0.038299836218357086,
-0.010072224773466587,
0.053866513073444366,
0.06437917798757553,
-0.013331837020814419,
-0.01514813769608736,
-0.01606459729373455,
0.04290387034416199,
-0.025010306388139725,
-0.05730944126844406,
0.0010898361215367913,
-0.022596929222345352,
0.008687213994562626,
0.02919909730553627,
0.05204235389828682,
0.014459303580224514,
-0.01332753337919712,
0.029811330139636993,
-0.05844123661518097,
-0.05729634314775467,
-0.06629998236894608,
0.02519703097641468,
-0.027876589447259903,
-0.04005484655499458,
0.03877779096364975,
0.00415607076138258,
0.018614334985613823,
-0.0092813391238451,
-0.03314906731247902,
-0.025111930444836617,
-0.004241181071847677,
0.052194993942976,
-0.0774315670132637,
0.021627986803650856,
0.0660761371254921,
0.042156148701906204,
-0.00047148606972768903,
0.035118862986564636,
-0.03960898146033287,
-0.050989989191293716,
0.057513050734996796,
-0.03683117777109146,
0.005331913474947214,
0.011565177701413631,
-0.029486151412129402,
0.01824469119310379,
0.029612556099891663,
-0.01574719324707985,
0.032437246292829514,
-0.04036903753876686,
0.06372711807489395,
0.06669057905673981,
0.022640647366642952,
0.008931166492402554,
0.0019053724827244878,
0.025876536965370178,
0.0033663150388747454,
-0.025210512802004814,
-0.007378261536359787,
-0.05500109866261482,
-0.014710590243339539,
0.02064899168908596,
-0.002360552316531539,
-0.04398337006568909,
0.02142355591058731,
0.06524156779050827,
0.0304595697671175,
0.010109934955835342,
0.03036731481552124,
-0.0011757814791053534,
-0.004972736816853285,
-0.03491775691509247,
0.0245219636708498,
0.003946423996239901,
0.04501007869839668,
0.00759604386985302,
0.01403654832392931,
0.025732804089784622,
0.005142449401319027,
-0.02298448048532009,
0.00546365138143301,
0.003086066571995616,
0.023577220737934113,
-0.02788458578288555,
-0.018416330218315125,
0.05886361747980118,
-0.03525476157665253,
0.01109477411955595,
0.019928978756070137,
0.010710886679589748,
-0.00908512994647026,
0.005426321644335985,
-0.04040667042136192,
-0.009042033925652504,
0.047694526612758636,
-0.05074946954846382,
-0.009965363889932632,
0.004718380980193615,
-0.02489503286778927,
0.012306260876357555,
-0.0312584787607193,
-0.04137455299496651,
-0.02305401861667633,
0.0005313956644386053,
0.012841363437473774,
0.000432683591498062,
0.037142883986234665,
-0.022447694092988968,
-0.014777456410229206,
-0.04431452974677086,
-0.02407538890838623,
-0.02683885022997856,
-0.03233695775270462,
-0.09420202672481537,
-0.05105289816856384,
-0.037406809628009796,
-0.013436428271234035,
0.03701351210474968,
-0.043434325605630875,
-0.007769232150167227,
-0.03162768483161926,
0.005472046788781881,
-0.01856512390077114,
-0.006959140300750732,
-0.007556091994047165,
-0.002092232694849372,
-0.05345326289534569,
-0.03423783555626869,
0.008497347123920918,
-0.014846866019070148,
-0.0626051053404808,
0.003549290122464299,
-0.06036427244544029,
-0.0341159850358963,
-0.008064661175012589,
0.001179417478851974,
-0.005053031723946333,
-0.01943296566605568,
0.013856515288352966,
0.008001248352229595,
-0.04474768787622452,
-0.009376965463161469,
-0.03231526538729668,
-0.03792029246687889,
0.01747867651283741,
0.001025334931910038,
0.052480075508356094,
0.02772287279367447,
-0.03991273045539856,
0.04945499822497368,
0.013780714944005013,
-0.06156282499432564,
-0.03620678558945656,
-0.0044153593480587006,
-0.0007335893460549414,
-0.01161153707653284,
0.02056085504591465,
0.02118193730711937,
0.011000257916748524,
0.029670296236872673,
-0.026200655847787857,
-0.010034930892288685,
0.040534380823373795,
0.01278343703597784,
0.005007957108318806,
-0.004079552832990885,
0.028622085228562355,
-0.0071394979022443295,
0.03579626977443695,
-0.00877018366008997,
-0.029757263138890266,
-0.0006992650451138616,
0.005534263327717781,
0.03618093207478523,
-0.005790883209556341,
-0.020492136478424072,
-0.002925655571743846,
-0.024763403460383415,
0.014396467246115208,
-0.04939285293221474,
0.03255293890833855,
-0.00973381195217371,
0.012959764339029789,
0.012671871110796928,
0.02658509835600853,
-0.0048677693121135235,
-0.018345067277550697,
0.03614918887615204,
0.06630058586597443,
0.0009006055188365281,
-0.00522280391305685,
-0.004352370277047157,
0.0029226397164165974,
-0.02759288065135479,
0.02861044369637966,
-0.04479140043258667,
-0.04039176553487778,
0.03723464161157608,
0.044212695211172104,
0.02089679054915905,
-0.0007386194192804396,
-0.04107131063938141,
0.02056947723031044,
-0.05769359692931175,
0.024316081777215004,
-0.03217807412147522,
0.03407949209213257,
-0.013487118296325207,
0.05286504328250885,
0.01815030537545681,
-0.03349287062883377,
0.007059958763420582,
0.010260537266731262,
-0.07419945299625397,
0.019319606944918633,
-0.01130219828337431,
-0.02417127788066864,
-0.0010551577433943748,
-0.06247500702738762,
0.009957652539014816,
-0.009315725415945053,
0.013770761899650097,
0.02451571635901928,
-0.0054618283174932,
-0.0033308295533061028,
0.0031022930052131414,
-0.01640705019235611,
-0.005145861767232418,
-0.0015003547305241227,
0.019602157175540924,
0.027271941304206848,
0.013864378444850445,
0.02738884836435318,
0.02905014157295227,
-0.01922050677239895,
0.008272922597825527,
-0.011378609575331211,
0.04251912981271744,
0.01503405999392271,
0.03131246939301491,
0.028738958761096,
0.004168374463915825,
-0.03996054083108902,
0.011898655444383621,
-0.02139473520219326,
0.06521780043840408,
0.056829292327165604,
-0.022666210308670998,
-0.0331384651362896,
0.012985127978026867,
0.023490097373723984,
-0.014557545073330402,
0.006955207325518131,
0.008942033164203167,
0.01957976631820202,
0.05323201045393944,
0.029509130865335464,
-0.045519255101680756,
0.02996036224067211,
0.07574567943811417,
0.0240057110786438,
-0.018453523516654968,
-0.045158036053180695,
-0.0008971432689577341,
-0.010508262552320957,
-0.02333398535847664,
0.025411000475287437,
0.02617255412042141,
-0.02034395933151245,
0.008050326257944107,
0.027549877762794495,
-0.01452707126736641,
-0.030174963176250458,
0.035029374063014984,
0.0099219074472785,
0.030792193487286568,
-0.007953681983053684,
-0.04508126899600029,
0.04574856534600258,
0.023080045357346535,
0.02592312917113304,
0.016076810657978058,
-0.000013955280337540898,
-0.05337314307689667,
0.013002242892980576,
0.05662288889288902,
0.06606770306825638,
-0.023475926369428635,
0.023741114884614944,
-0.036304812878370285,
-0.016345558688044548,
0.0477798730134964,
-0.01637359894812107,
0.03877045214176178,
-0.029832670465111732,
-0.0013266257010400295,
-0.0019833948463201523,
-0.021278662607073784,
-0.061452385038137436,
0.0022583920508623123,
-0.012620266526937485,
0.018963314592838287,
-0.007589919958263636,
-0.008433408103883266,
-0.056019559502601624,
-0.02380705624818802,
0.03418777137994766,
0.0636507049202919,
-0.03554018959403038,
-0.018336528912186623,
-0.0001313390239374712,
0.03300604969263077,
-0.0013007967500016093,
-0.05231159180402756,
-0.0005973759689368308,
-0.0058908239006996155,
0.003133108839392662,
0.052670933306217194,
-0.021084681153297424,
-0.022353461012244225,
0.016111362725496292,
0.004617471247911453,
0.00804910995066166,
0.005887495819479227,
0.019837748259305954,
0.052702467888593674,
0.011468934826552868,
-0.00971151702105999,
0.08035437017679214,
0.05775868892669678,
-0.03533163294196129,
-0.01316958386451006,
-0.04013494774699211,
-0.0022504604421555996,
-0.0008802086813375354,
-0.0006852341466583312,
-0.03417498990893364,
0.008832830935716629,
-0.017170270904898643,
0.014055894687771797,
0.003618774702772498,
0.03868215158581734,
-0.0050461264327168465,
0.02117077261209488,
0.002988114021718502,
0.0463203601539135,
0.002415507799014449,
0.016700109466910362,
-0.012612045742571354,
0.008459845557808876,
0.018096106126904488,
-0.0441397950053215,
0.01816716603934765,
-0.014730247668921947,
0.0060054464265704155,
0.004814471118152142,
-0.03975492715835571,
0.01171194389462471,
-0.03247677534818649,
-0.03784472867846489,
-0.009326472878456116,
-0.02003781870007515,
0.0009646139806136489,
0.007983675226569176,
0.03909812495112419,
0.014402485452592373,
-0.058430057018995285,
-0.024321189150214195,
0.014624477364122868,
0.015062713995575905,
0.049055397510528564,
-0.006905144080519676,
0.023483412340283394,
-0.020322900265455246,
-0.014886445365846157,
-0.08636117726564407,
-0.03405168652534485,
0.027189593762159348,
0.007941147312521935,
-0.02467169612646103,
-0.03576008602976799,
-0.0066653164103627205,
-0.008416504599153996,
-0.005692147649824619,
-0.005081482697278261,
0.06692469865083694,
-0.016967186704277992,
-0.035191893577575684,
0.023694830015301704,
-0.01356299128383398,
0.09952846169471741,
0.009208733215928078,
-0.045961715281009674,
0.03210487961769104,
-0.01913026161491871,
-0.027354292571544647,
0.01775660552084446,
-0.02102816477417946,
-0.026367729529738426,
0.005003457423299551,
-0.01862579584121704,
0.018273310735821724,
0.051263634115457535,
-0.00005620259980787523,
-0.01081564649939537,
-0.0033179791644215584,
0.007544386200606823,
-0.006374020595103502,
-0.026067055761814117,
0.026304414495825768,
-0.026057062670588493,
0.011518418788909912,
-0.019407380372285843,
-0.015811555087566376,
-0.04254886135458946,
-0.008448531851172447,
-0.008997689001262188,
-0.022552965208888054,
-0.012756242416799068,
0.007633518893271685,
0.07472322881221771,
-0.0172047708183527,
0.0054860045202076435,
-0.022772960364818573,
-0.019909244030714035,
0.03930116444826126,
0.04667433723807335,
-0.009756921790540218,
-0.01312638632953167,
0.028576252982020378,
-0.023013629019260406,
-0.03397507220506668,
-0.0071219285018742085,
0.006187542341649532,
0.06013832986354828,
-0.006528007332235575,
0.05238230898976326,
0.06408432126045227,
0.03098391741514206,
-0.02025768719613552,
-0.014790458604693413,
-0.012166017666459084,
-0.00879234354943037,
0.010917514562606812,
0.036268219351768494,
-0.01997796632349491,
0.01576528139412403,
-0.010360855609178543,
0.009982454590499401,
-0.012248096987605095,
0.05060512572526932,
0.03749436140060425,
0.024747740477323532,
0.019529711455106735,
-0.004236695822328329,
-0.014764155261218548,
0.04660442844033241,
-0.05481063947081566,
0.0049282400868833065,
-0.06283105909824371,
-0.02167295292019844,
0.016066843643784523,
0.026753360405564308,
0.03018549270927906,
-0.04826275259256363,
-0.03332500532269478,
-0.010195531882345676,
-0.004040547180920839,
-0.007067358121275902,
-0.0001483616215409711,
0.015904797241091728,
-0.01423476729542017,
0.016859350726008415,
-0.006161413621157408,
0.038486823439598083,
-0.018824253231287003,
-0.08054965734481812,
-0.028318628668785095,
-0.005381167400628328,
-0.024195795878767967,
0.037132155150175095,
-0.0015479299472644925,
-0.03901967033743858,
0.010565917007625103,
-0.038186877965927124,
0.011330177076160908,
0.002833483973518014,
0.04557591676712036,
-0.023979775607585907,
0.07998751848936081,
-0.00891148578375578,
-0.0028736148960888386,
0.011620740406215191,
-0.038852788507938385,
0.09129510819911957,
0.0430014468729496,
0.025503892451524734,
-0.06565482169389725,
0.032743021845817566,
0.0009983823401853442,
0.004827817901968956,
-0.033875055611133575,
0.020146502181887627,
-0.02354845218360424,
-0.01918962597846985,
0.05364854633808136,
0.07640466839075089,
0.01581323891878128,
0.00999673455953598,
0.0493738017976284,
-0.02209424041211605,
-0.030305195599794388,
0.0032590602058917284,
0.02276027202606201,
-0.008387216366827488,
-0.025046732276678085,
-0.005450685508549213,
-0.007424920331686735,
0.028473298996686935,
-0.024206774309277534,
-0.038760263472795486,
0.013036578893661499,
-0.005052429623901844,
0.0006513028056360781,
-0.05019986256957054,
-0.007908490486443043,
0.04515312612056732,
0.003913810942322016,
-0.02724899910390377,
-0.03314928710460663,
0.035390328615903854,
-0.024854665622115135,
0.01537418458610773,
0.02969471924006939,
-0.028325628489255905,
-0.008631207048892975,
0.013870135881006718,
-0.007368214428424835,
-0.05377490073442459,
-0.013359633274376392,
-0.015801113098859787,
0.04534438997507095,
-0.023230720311403275,
-0.03555779531598091,
-0.009261034429073334,
-0.025417771190404892,
-0.02158679999411106,
-0.059598159044981,
0.001388708595186472,
0.026524335145950317,
0.017399072647094727,
-0.044284071773290634,
-0.0029033643659204245,
-0.03635431081056595,
0.00041498529026284814,
-0.01993018016219139,
0.029669683426618576,
0.0038862992078065872,
-0.04619509354233742,
0.0038375952281057835,
-0.05018303915858269,
0.0439598485827446,
0.024939827620983124,
-0.016813654452562332,
-0.0009622214711271226,
-0.02011329121887684,
-0.055018190294504166,
-0.0033036060631275177,
0.02078249119222164,
0.014162967912852764,
0.0391315296292305,
-0.00014156174438539892,
0.0024639060720801353,
-0.005128183867782354,
-0.029237551614642143,
0.015372236259281635,
-0.03319517895579338,
-0.03543010726571083,
-0.025109175592660904,
-0.00466705160215497,
0.03257666900753975,
0.06695730984210968,
0.0006097761797718704,
0.0076347580179572105,
-0.00811371486634016,
0.024966254830360413,
0.01436309702694416,
-0.03829016536474228,
-0.02359423041343689,
-0.042464885860681534,
-0.038510095328092575,
0.023699747398495674,
-0.039259254932403564,
0.04402529448270798,
0.020704828202724457,
0.009995320811867714,
-0.011019541881978512,
-0.003251616144552827,
0.009199103340506554,
0.015981100499629974,
-0.0024132300168275833,
-0.018870558589696884,
0.026656374335289,
-0.003694402752444148,
-0.013583453372120857,
-0.014213441871106625,
0.00995036493986845,
-0.05120232328772545,
-0.0031553837470710278,
-0.021359751001000404,
-0.01740005984902382,
-0.01663810759782791,
-0.019088465720415115,
0.005219724029302597,
-0.00843834038823843,
-0.01949898526072502,
-0.013231443241238594,
-0.041132643818855286,
-0.002894389210268855,
0.0206651221960783,
0.016954628750681877,
-0.013486504554748535,
0.022577844560146332,
-0.013480344787240028,
0.016291117295622826,
0.0420893132686615,
0.028997624292969704,
0.0021652064751833677,
-0.027714380994439125,
0.0045097460970282555,
0.018229711800813675,
0.07707460969686508,
-0.03172450512647629,
-0.0024279719218611717,
0.04067108780145645,
-0.02238425798714161,
-0.02597680687904358,
0.01600668579339981,
-0.009994769468903542,
0.028328420594334602,
-0.020660776644945145,
0.044825680553913116,
-0.035153891891241074,
0.05673295259475708,
-0.06022639200091362,
-0.02302788943052292,
-0.021984456107020378,
0.006993049290031195,
0.021934619173407555,
0.006607462652027607,
-0.02671515755355358,
-0.0008044075220823288,
-0.010317969135940075,
0.019419629126787186,
0.06392911821603775,
0.01294591836631298,
0.011919242329895496,
-0.008955392986536026,
0.010905149392783642,
0.027887990698218346,
0.019367199391126633,
-0.030394116416573524,
0.014256728813052177,
0.07375653833150864,
-0.03129586949944496,
0.05202367156744003,
0.026910241693258286,
0.007182683330029249,
-0.08821102976799011,
-0.03781774640083313,
0.015575042925775051,
0.02945493906736374,
0.04170367494225502,
-0.06349766999483109,
-0.009225054644048214,
0.014497347176074982,
-0.06558458507061005,
0.012747668661177158,
0.024534868076443672,
-0.0338144525885582,
-0.023385463282465935,
0.02743304893374443,
0.007928570732474327,
0.018549583852291107,
0.031887028366327286,
0.03208513557910919,
0.030465127900242805,
-0.00387613195925951,
0.022486232221126556,
-0.0039850687608122826,
-0.01601875014603138,
-0.0006478010327555239,
-0.006415148731321096,
-0.06436452269554138,
0.03882733732461929,
-0.04874654859304428,
-0.051950640976428986,
0.011867433786392212,
-0.01813097856938839,
0.03284767270088196,
-0.020373668521642685,
0.018727414309978485,
-0.01900324411690235,
0.04234771803021431,
0.05892528221011162,
-0.03685857728123665,
-0.01208426058292389,
0.0387839674949646,
0.017010271549224854,
0.0362420417368412,
-0.040640704333782196,
0.012839511968195438,
-0.005961430724710226,
0.0019267953466624022,
-0.04560587555170059,
0.021832987666130066,
-0.0033601957838982344,
-0.014459868893027306,
-0.026250066235661507,
-0.010746191255748272,
0.015308307483792305,
-0.00883165467530489,
0.03146911412477493,
-0.07338988035917282,
-0.015082544647157192,
0.0192897766828537,
0.05241197347640991,
-0.017657091841101646,
0.014457539655268192,
-0.011865264736115932,
-0.022903043776750565,
0.017824403941631317,
-0.015440838411450386,
-0.001081337803043425,
-0.08910158276557922,
-0.025258058682084084,
0.016565822064876556,
-0.013070674613118172,
-0.0075916931964457035,
-0.01973971351981163,
-0.052314192056655884,
0.0006464640609920025,
0.0033535927068442106,
0.02692054957151413,
0.02825826406478882,
-0.013712257146835327,
0.006750957574695349,
-0.05414726212620735,
0.06630868464708328,
-0.007253430318087339,
-0.028567612171173096,
-0.04931659623980522,
-0.01288741733878851,
-0.03851766511797905,
0.01296556368470192,
0.04608798399567604,
-0.01247795857489109,
0.018654366955161095,
-0.020872408524155617,
0.003477048594504595,
-0.0030863715801388025,
-0.03939775004982948,
0.03398413583636284,
0.01535349152982235,
-0.02987169846892357,
-0.020033493638038635,
-0.014814737252891064,
0.04610391706228256,
0.0025274541694670916,
-0.0012912893434986472,
-0.024445971474051476,
0.02954568713903427,
0.021220451220870018,
-0.003232453251257539,
0.05816083401441574,
0.028933735564351082,
-0.0037083232309669256,
0.02046935260295868,
0.009884080849587917,
0.01344864722341299,
0.06454075127840042,
0.016277985647320747,
-0.04885037615895271,
0.042823079973459244,
-0.02306929975748062,
-0.016743158921599388,
-0.013822343200445175,
0.04462655261158943,
-0.058249250054359436,
-0.06433332711458206,
0.011308841407299042,
0.03739932179450989,
-0.02624324895441532,
-0.010694129392504692,
0.004938968922942877,
0.007012137211859226,
0.04736122861504555,
-0.0065725394524633884,
0.00794867891818285,
0.0469193160533905,
-0.04651165008544922,
0.022385433316230774,
0.019695313647389412,
0.045369952917099,
0.007698607165366411,
0.012001901865005493,
0.037964917719364166,
0.004304996691644192,
0.007140233181416988,
-0.0054531521163880825,
0.01791677437722683,
-0.028399929404258728,
-0.018781514838337898,
0.021634232252836227,
-0.0074539328925311565,
0.05525049939751625,
0.022792020812630653,
-0.03541390597820282,
0.05647030472755432,
-0.03128461167216301,
0.0010045756353065372,
-0.029523424804210663,
0.001025983365252614,
-0.008973522111773491,
-0.015175134874880314,
0.014565194956958294,
0.016810063272714615,
-0.0273349117487669,
-0.012657164596021175,
-0.013632835820317268,
-0.013548034243285656,
-0.007787664420902729,
-0.016176996752619743,
0.03480694070458412,
-0.05315285548567772,
0.04673532769083977,
-0.011087924242019653,
-0.003818420460447669,
-0.012692253105342388,
-0.016804473474621773,
0.03743297606706619,
0.041022803634405136,
0.007302429061383009,
-0.0443558543920517,
-0.004906968213617802,
-0.0002181753661716357,
0.06852271407842636,
-0.02445652149617672,
-0.007867024280130863,
-0.04014761000871658,
0.0024466929025948048,
-0.005688421428203583,
0.02996681071817875
] |
<p>I would like to compute the Wilcoxon rank-sum test in Stata for two countries of my sample with the dummyvalue 3 and 6. </p>
<p>Can anyone give the right code for Stata? </p> | 73,428 | [
-0.03674737736582756,
-0.003686585696414113,
-0.0299238134175539,
0.010319744236767292,
0.026798484846949577,
0.0042125023901462555,
-0.023657813668251038,
0.013064700178802013,
0.060224875807762146,
-0.015264245681464672,
0.03623584285378456,
0.047581396996974945,
0.043618153780698776,
0.022135069593787193,
0.002994164824485779,
0.015300052240490913,
0.006108234636485577,
0.03541522100567818,
-0.006634026300162077,
0.00011599833669606596,
0.01240842230618,
0.0076802438125014305,
-0.011018713936209679,
-0.014215747825801373,
0.00303761288523674,
0.04494708403944969,
0.014933492988348007,
-0.009896908886730671,
0.006789327599108219,
0.06468977779150009,
-0.0663628876209259,
-0.04297499358654022,
0.024874065071344376,
0.03034905530512333,
0.017003128305077553,
0.019575411453843117,
0.004112348426133394,
-0.0342835895717144,
0.014971000142395496,
0.017549002543091774,
-0.013068311847746372,
-0.034915316849946976,
0.0027883192524313927,
0.006091408897191286,
0.02504033036530018,
0.057841427624225616,
0.005665688309818506,
-0.0262843519449234,
-0.005155223421752453,
-0.0625467449426651,
0.039485033601522446,
0.01638585515320301,
0.01307632215321064,
0.018175281584262848,
-0.019994638860225677,
-0.009830025024712086,
0.004463731776922941,
0.052311476320028305,
0.021986233070492744,
-0.032651860266923904,
-0.016464611515402794,
-0.02246834710240364,
0.008041062392294407,
-0.04005958139896393,
-0.05284542962908745,
0.03070097789168358,
-0.006841374095529318,
-0.024811282753944397,
0.03012712113559246,
-0.020985957235097885,
0.015211167745292187,
0.022829219698905945,
0.027517523616552353,
-0.03701314702630043,
0.014707470312714577,
0.01004194188863039,
0.027378369122743607,
-0.014322694391012192,
0.02479744143784046,
0.018160779029130936,
0.02558819018304348,
0.01923789270222187,
0.019626494497060776,
0.017510609701275826,
0.02645203284919262,
0.025530735030770302,
0.02466772496700287,
-0.0185175109654665,
-0.00002176171801693272,
0.03788628429174423,
-0.0337638333439827,
-0.019733911380171776,
0.030032800510525703,
0.019458280876278877,
-0.0073888590559363365,
0.023628871887922287,
-0.02283141389489174,
0.03725235536694527,
-0.016483673825860023,
-0.005722668953239918,
-0.01484084315598011,
-0.04424910247325897,
0.018197445198893547,
0.044136252254247665,
-0.0313032902777195,
0.00019077456090599298,
-0.0002820475201588124,
-0.008100113831460476,
-0.003369285259395838,
-0.03772076964378357,
-0.01712479442358017,
0.031889788806438446,
-0.005199590232223272,
-0.025375302881002426,
0.01903369463980198,
0.017404142767190933,
-0.024411441758275032,
0.0028013589326292276,
0.005901271477341652,
0.025784283876419067,
0.052516158670186996,
0.012594316154718399,
0.024211576208472252,
-0.06135797128081322,
-0.037237998098134995,
0.0036486065946519375,
-0.0005898954696021974,
0.0048697879537940025,
-0.028972914442420006,
0.06919797509908676,
-0.0037301883567124605,
-0.0526718944311142,
0.023672601208090782,
-0.004122042562812567,
0.006539157126098871,
0.01301549468189478,
-0.08029892295598984,
-0.06285329908132553,
0.02077704668045044,
0.009010442532598972,
-0.016735544428229332,
-0.060297686606645584,
0.017422836273908615,
0.042301278561353683,
0.02019405923783779,
0.019063156098127365,
0.04425559565424919,
0.038355015218257904,
0.03241817280650139,
0.011976724490523338,
-0.03587907925248146,
-0.04648644104599953,
-0.03875478357076645,
-0.016895245760679245,
0.018276825547218323,
-0.04002932086586952,
0.002363376785069704,
0.029093913733959198,
-0.027283867821097374,
-0.011437548324465752,
0.03997386619448662,
0.03496435284614563,
-0.018524296581745148,
-0.03899873420596123,
-0.022926190868020058,
-0.024705257266759872,
0.02310912497341633,
-0.01306743174791336,
-0.015248101204633713,
-0.0014647998614236712,
-0.03705371543765068,
-0.025294722989201546,
0.0020752125419676304,
0.02244991809129715,
0.055376190692186356,
-0.02484140545129776,
0.014638034626841545,
-0.060426440089941025,
0.006394882220774889,
-0.02054457552731037,
-0.06044619902968407,
-0.036111537367105484,
-0.0055097900331020355,
0.009956582449376583,
0.025514615699648857,
0.006069814786314964,
0.015246440656483173,
-0.018389880657196045,
0.039441101253032684,
-0.027895422652363777,
-0.07647088915109634,
-0.018433649092912674,
-0.009702968411147594,
0.01567937061190605,
-0.04320383071899414,
-0.015564458444714546,
0.033482909202575684,
0.03125760331749916,
-0.009962629526853561,
-0.016058538109064102,
-0.005668864585459232,
-0.013248889707028866,
0.03131670132279396,
-0.030564729124307632,
-0.012841945514082909,
0.020415479317307472,
0.07652277499437332,
-0.026725849136710167,
0.06922236829996109,
-0.04735235869884491,
-0.052807796746492386,
0.012797270901501179,
0.00664016418159008,
0.05183999612927437,
-0.013939275406301022,
0.028311919420957565,
-0.012445583939552307,
0.012911349534988403,
0.02733672969043255,
0.019768724218010902,
-0.06263349950313568,
0.05420825630426407,
0.07640078663825989,
0.016254324465990067,
0.03419795259833336,
-0.05292742699384689,
-0.008648396469652653,
0.00318983756005764,
-0.020966779440641403,
0.008009873330593109,
-0.03999434784054756,
0.007895825430750847,
0.009874558076262474,
-0.01022517029196024,
-0.061220377683639526,
-0.0199104156345129,
0.07877941429615021,
0.02141394466161728,
0.001757712452672422,
0.031352948397397995,
-0.026214994490146637,
-0.02576535940170288,
-0.021517563611268997,
0.00003226816261303611,
-0.022647777572274208,
0.044982969760894775,
0.014692693017423153,
0.025019757449626923,
0.035631462931632996,
0.001310107414610684,
-0.023953871801495552,
0.05734029784798622,
-0.018620504066348076,
0.01798577420413494,
-0.024614037945866585,
-0.04528086632490158,
0.058644283562898636,
-0.026431070640683174,
0.018882887437939644,
0.04788985848426819,
-0.0049690078012645245,
0.019968347623944283,
0.0014447023859247565,
-0.02648245170712471,
0.011217765510082245,
0.027853867039084435,
-0.012454948388040066,
-0.00037550050183199346,
0.023764505982398987,
-0.03211275115609169,
-0.007119206245988607,
-0.05136355757713318,
0.009777595289051533,
-0.026666931807994843,
-0.02721458487212658,
0.06206122785806656,
-0.010826432146131992,
0.016771892085671425,
-0.017630331218242645,
-0.008642303757369518,
0.006507479585707188,
-0.03545434772968292,
-0.0012139611644670367,
0.003950129263103008,
-0.07396195083856583,
0.0003451663360465318,
0.00475712725892663,
-0.014787893742322922,
0.0100330151617527,
0.007065212354063988,
-0.044196926057338715,
0.04075166583061218,
-0.004486498888581991,
-0.03807531297206879,
-0.012672285549342632,
-0.012687870301306248,
0.02600879594683647,
-0.034213315695524216,
0.003808418521657586,
0.032737866044044495,
-0.007296338677406311,
-0.049541786313056946,
0.013556677848100662,
-0.03970760107040405,
-0.008473115973174572,
-0.012589216232299805,
0.013597595505416393,
-0.03254785016179085,
-0.019086448475718498,
-0.03156770393252373,
0.01147419959306717,
0.012068062089383602,
-0.00243591982871294,
-0.040824662894010544,
-0.01708744466304779,
0.023022545501589775,
0.039906468242406845,
0.029996898025274277,
-0.009328627027571201,
-0.054239995777606964,
0.044591326266527176,
0.005755416117608547,
-0.009412696585059166,
-0.049727752804756165,
-0.021991144865751266,
-0.03174895793199539,
0.004905105568468571,
0.05938803777098656,
0.01371128298342228,
0.0041238595731556416,
0.02392197959125042,
0.019270582124590874,
0.017452297732234,
0.0531744621694088,
-0.014516358263790607,
-0.0027431203052401543,
0.03850182518362999,
-0.005875453818589449,
-0.02367383800446987,
0.08561268448829651,
0.0027097794227302074,
-0.04266203194856644,
0.0008641357417218387,
0.01515682227909565,
0.0067012435756623745,
-0.008902857080101967,
-0.0017993805231526494,
-0.003664619754999876,
-0.026603814214468002,
0.023946968838572502,
-0.07449846714735031,
0.06628607213497162,
0.018187670037150383,
-0.034266240894794464,
-0.007320830132812262,
-0.01636154018342495,
0.019720623269677162,
-0.02669653482735157,
0.02137998305261135,
0.017881348729133606,
0.018936078995466232,
-0.0020394527819007635,
-0.004803608637303114,
0.0011315072188153863,
-0.01408345066010952,
0.01135427039116621,
-0.02359001711010933,
0.012142149731516838,
0.03641756623983383,
0.05529763549566269,
0.01967158541083336,
-0.0014839265495538712,
-0.04632619768381119,
0.004786741454154253,
-0.05976671352982521,
0.004905805457383394,
-0.047681186348199844,
0.05960555002093315,
-0.0010554635664448142,
0.04838016629219055,
0.02391166053712368,
-0.004782870877534151,
-0.019540222361683846,
-0.024357199668884277,
-0.03397763520479202,
-0.006105974316596985,
-0.013342338614165783,
-0.008328244090080261,
0.04771767929196358,
0.003001775359734893,
-0.013388317078351974,
0.02104153111577034,
-0.019658487290143967,
-0.001354064792394638,
0.01910446770489216,
-0.05743659287691116,
0.016970299184322357,
0.008256703615188599,
-0.0038644345477223396,
0.026803642511367798,
0.03255467489361763,
-0.009003540500998497,
-0.012843870557844639,
0.0268511101603508,
0.059192828834056854,
-0.00883807335048914,
0.009389947168529034,
-0.01943674311041832,
0.013107020407915115,
0.029763204976916313,
0.02494613267481327,
0.04554089903831482,
0.031137432903051376,
-0.07106467336416245,
0.02256683260202408,
-0.012678483501076698,
0.04539942368865013,
0.050334587693214417,
-0.014826142229139805,
-0.010153880342841148,
0.013114595785737038,
-0.0077174208126962185,
-0.030862176790833473,
-0.01969221793115139,
0.008168808184564114,
-0.01645420491695404,
0.009789512492716312,
0.04996881261467934,
-0.04492126405239105,
0.00646918686106801,
0.11093316972255707,
0.01944710686802864,
0.04628104716539383,
-0.02692067250609398,
-0.0137528907507658,
-0.03264075890183449,
-0.011944939382374287,
0.043003350496292114,
0.017308901995420456,
-0.01935902051627636,
0.01426455657929182,
0.06953062862157822,
-0.03662062808871269,
-0.017734616994857788,
0.011995495297014713,
0.05962257832288742,
0.06110027804970741,
-0.008291388861835003,
-0.0268899817019701,
0.011436118744313717,
0.02064843848347664,
0.018336130306124687,
0.037253379821777344,
0.013312524184584618,
-0.08542439341545105,
-0.02744346670806408,
0.04551397264003754,
0.011952430941164494,
-0.03693867102265358,
-0.030015308409929276,
-0.046892259269952774,
0.02710980921983719,
0.047451481223106384,
-0.044818539172410965,
-0.0017111524939537048,
0.015356367453932762,
0.0016504147788509727,
-0.014771525748074055,
-0.0012558946618810296,
-0.04489383101463318,
0.017585834488272667,
-0.0020043200347572565,
0.039136577397584915,
-0.027427880093455315,
-0.03106709197163582,
-0.023795271292328835,
0.053769759833812714,
-0.010684087872505188,
0.010869769379496574,
-0.01753617264330387,
0.0026540972758084536,
-0.011425493285059929,
0.039816439151763916,
-0.04698643088340759,
-0.06753845512866974,
0.004558885004371405,
-0.026692865416407585,
0.036340806633234024,
0.04730140045285225,
-0.04022396728396416,
-0.018871715292334557,
-0.02295810356736183,
0.022952640429139137,
0.007490439340472221,
-0.0032936653587967157,
-0.010476459749042988,
0.03017510287463665,
0.014627577736973763,
-0.015950463712215424,
0.03942801430821419,
0.0006968460511416197,
0.008641460910439491,
-0.03859468549489975,
-0.022907013073563576,
-0.020503953099250793,
-0.009222588501870632,
-0.004091174807399511,
-0.03548409789800644,
-0.018644429743289948,
-0.02630053274333477,
-0.004414544440805912,
-0.040196627378463745,
0.041055575013160706,
-0.03517671674489975,
0.04535503312945366,
-0.022362416610121727,
0.02042226307094097,
-0.0036106074694544077,
-0.010484552010893822,
-0.008677965961396694,
0.047967515885829926,
0.003614471759647131,
-0.02981049194931984,
0.04946437105536461,
-0.011650324799120426,
-0.016144733875989914,
-0.026501242071390152,
0.002891374984756112,
0.019886035472154617,
-0.02018744871020317,
-0.026588229462504387,
-0.015420041047036648,
-0.021931419149041176,
0.06297198683023453,
-0.02255997434258461,
-0.012186001054942608,
-0.000018157201338908635,
-0.032352548092603683,
-0.016069291159510612,
0.0336090512573719,
0.03412516042590141,
0.025715501978993416,
-0.05947938188910484,
0.009946024045348167,
0.0038040257059037685,
-0.02404862828552723,
-0.06931553781032562,
-0.026987217366695404,
0.015370089560747147,
0.00986806582659483,
-0.02264917641878128,
-0.05354723334312439,
-0.025974566116929054,
0.02196134440600872,
-0.01832011342048645,
-0.0024017798714339733,
0.06449907273054123,
-0.03982517123222351,
0.005740022752434015,
-0.021335506811738014,
0.019270773977041245,
0.0676487609744072,
-0.00555225508287549,
0.01891699992120266,
0.018370676785707474,
-0.013684174045920372,
-0.004666419234126806,
-0.04612114280462265,
0.01995079033076763,
-0.024274351075291634,
-0.006999440956860781,
-0.06298436224460602,
-0.013787094503641129,
0.0009698658250272274,
0.021517563611268997,
-0.030674565583467484,
-0.02004016563296318,
0.00040795421227812767,
0.025879446417093277,
-0.0532764308154583,
-0.004790422972291708,
-0.01490706205368042,
0.013179236091673374,
-0.04429921135306358,
0.003962226677685976,
-0.04362643510103226,
0.02803356572985649,
-0.011556718498468399,
0.005142692942172289,
-0.02799837291240692,
0.007074280176311731,
0.07531291991472244,
0.0056939818896353245,
0.023343371227383614,
0.00647418899461627,
-0.006173835601657629,
0.022570982575416565,
0.027514178305864334,
-0.030979283154010773,
-0.008017492480576038,
0.016111496835947037,
-0.03498139604926109,
-0.015753140673041344,
-0.04944051057100296,
-0.005888533778488636,
0.07130275666713715,
-0.005335847847163677,
0.023179475218057632,
0.0769381895661354,
0.02426135167479515,
0.028301268815994263,
-0.005339188501238823,
-0.031690411269664764,
-0.0012656516628339887,
0.03900841251015663,
0.0520336739718914,
0.022143209353089333,
0.01724776066839695,
0.09006024897098541,
0.0685369223356247,
0.020955244079232216,
0.05193150416016579,
0.03393023461103439,
-0.012179500423371792,
-0.013078156858682632,
-0.010449673980474472,
-0.02923164702951908,
-0.0018718212377279997,
-0.019748765975236893,
0.025135211646556854,
0.0005817649653181434,
-0.031147396191954613,
0.009997828863561153,
0.030339786782860756,
-0.014751365408301353,
-0.019712230190634727,
-0.01695767231285572,
-0.04683859646320343,
0.01691218465566635,
-0.016297223046422005,
-0.014729013666510582,
0.03855448588728905,
0.030070481821894646,
0.0037618244532495737,
-0.006824437063187361,
0.046933434903621674,
-0.03423147648572922,
-0.05505595728754997,
-0.05365552753210068,
-0.0030279592610895634,
-0.021735841408371925,
0.04542016237974167,
-0.01167816948145628,
-0.01707935519516468,
0.059719234704971313,
-0.0468350313603878,
0.009781711734831333,
0.002720270538702607,
0.053114406764507294,
0.022387482225894928,
0.08479028940200806,
-0.028835628181695938,
0.04253176227211952,
-0.014520184136927128,
0.013725610449910164,
0.143462136387825,
0.06191336363554001,
0.04828978329896927,
-0.08285265415906906,
-0.0012597086606547236,
0.03855319693684578,
0.01329239085316658,
-0.005693404003977776,
-0.011463664472103119,
0.010268685407936573,
-0.01975785754621029,
0.06467381119728088,
0.061528295278549194,
0.0236752200871706,
0.008048225194215775,
0.03483576700091362,
-0.022772526368498802,
-0.03244001045823097,
0.0024440414272248745,
0.037111811339855194,
0.011162609793245792,
-0.007086530327796936,
-0.0523487851023674,
-0.021801339462399483,
0.017866842448711395,
-0.0514109767973423,
-0.022923002019524574,
0.02181311883032322,
-0.014374658465385437,
0.018157849088311195,
-0.0411296971142292,
0.02500210516154766,
0.03398624435067177,
0.02325327880680561,
-0.03626510128378868,
0.0076787895523011684,
-0.009160436689853668,
-0.018676260486245155,
-0.00431166123598814,
0.033493850380182266,
0.006216941401362419,
-0.003197856480255723,
0.006391695700585842,
0.006531607359647751,
-0.05906687304377556,
-0.006210543680936098,
-0.009952708147466183,
0.016534876078367233,
-0.016275614500045776,
-0.0011625951156020164,
-0.011369063518941402,
-0.007554627023637295,
-0.0100520309060812,
-0.04839253053069115,
-0.0362410843372345,
-0.0004120556404814124,
0.02034933678805828,
-0.02259707823395729,
-0.00449243001639843,
-0.013623219914734364,
0.007511025294661522,
-0.03715775907039642,
0.0417613610625267,
0.007802173960953951,
-0.0019562658853828907,
0.025259945541620255,
-0.04733799025416374,
0.021452995017170906,
-0.007523159962147474,
0.020604491233825684,
0.016696805134415627,
-0.02203027345240116,
0.007227850146591663,
-0.025845583528280258,
0.013663272373378277,
0.01908046007156372,
0.027179908007383347,
-0.01738988421857357,
-0.0046360488049685955,
-0.028152840211987495,
-0.07390914857387543,
-0.01700523868203163,
-0.06671931594610214,
-0.01533687487244606,
-0.044452231377363205,
-0.006230923347175121,
0.041371241211891174,
0.02496572770178318,
-0.012093989178538322,
0.010087019763886929,
0.018681809306144714,
0.06623076647520065,
0.02142142504453659,
-0.06797735393047333,
0.02437211573123932,
0.035179246217012405,
-0.03166987746953964,
-0.04026653617620468,
-0.03951061889529228,
0.052012309432029724,
0.06410268694162369,
0.05623452737927437,
-0.013233081437647343,
0.023721663281321526,
-0.012738637626171112,
0.009313344955444336,
0.009536347351968288,
-0.04844779521226883,
-0.03822487220168114,
0.017591901123523712,
-0.0005367653793655336,
-0.032421644777059555,
-0.005484767258167267,
-0.05411551520228386,
-0.024541428312659264,
0.015139218419790268,
-0.03552733361721039,
-0.05093015730381012,
0.00855418760329485,
-0.0015218346379697323,
0.008798623457551003,
-0.014954175800085068,
0.016026372089982033,
-0.012130304239690304,
-0.03971000760793686,
-0.0049057817086577415,
-0.0008282890194095671,
-0.051196515560150146,
0.010758132673799992,
-0.02092696540057659,
0.041577357798814774,
0.03717789798974991,
0.013758025132119656,
0.015205012634396553,
0.01042924728244543,
0.004517600405961275,
0.0220269113779068,
0.07978128641843796,
-0.011167177930474281,
-0.019504183903336525,
0.0320165753364563,
-0.05657603219151497,
-0.009139050729572773,
0.03117704764008522,
0.0009194297599606216,
0.050749119371175766,
0.031160738319158554,
0.0017557911342009902,
-0.0047296565026044846,
0.0325346402823925,
-0.017663387581706047,
-0.01400262676179409,
0.00447460450232029,
-0.010824741795659065,
0.05258503928780556,
0.00867900624871254,
-0.024163777008652687,
0.014155911281704903,
-0.04560193791985512,
0.027671024203300476,
0.0868794173002243,
-0.013402992859482765,
0.011609872803092003,
0.019700249657034874,
0.004950092174112797,
0.056117769330739975,
0.019830765202641487,
-0.04019743949174881,
0.02586720697581768,
0.03821166232228279,
-0.025597909465432167,
0.02429528348147869,
-0.04126628860831261,
0.020863618701696396,
-0.06251919269561768,
-0.022506214678287506,
0.0018711024895310402,
-0.01159677468240261,
0.050219446420669556,
-0.03692421317100525,
0.002280217595398426,
0.02830437943339348,
-0.0480734258890152,
0.07780464738607407,
0.03933153674006462,
-0.013898003846406937,
-0.03812998905777931,
0.019970590248703957,
0.0347638875246048,
0.046786919236183167,
0.0019591946620494127,
-0.0039314343594014645,
0.06693543493747711,
0.03417857363820076,
-0.009736825712025166,
-0.03562293201684952,
-0.03003043122589588,
-0.009055125527083874,
0.022514276206493378,
-0.08605045825242996,
0.02274479903280735,
-0.030587999150156975,
-0.03217869624495506,
0.03508257120847702,
-0.06414103507995605,
0.03151434287428856,
-0.01171202678233385,
0.012072283774614334,
-0.035187508910894394,
0.02949555218219757,
0.04067223146557808,
0.0009773661149665713,
-0.020697539672255516,
-0.036526184529066086,
0.017296936362981796,
0.005244911648333073,
-0.03697793185710907,
0.03629431501030922,
0.02097567915916443,
-0.009991375729441643,
-0.04895041137933731,
-0.007607825566083193,
-0.0009626738610677421,
-0.008615023456513882,
-0.023333828896284103,
-0.001953513128682971,
0.002539315726608038,
-0.030110551044344902,
-0.018949437886476517,
-0.02859385311603546,
0.0041272807866334915,
0.016743673011660576,
0.020987849682569504,
0.0277022123336792,
0.011946438811719418,
-0.017268525436520576,
-0.006373079027980566,
0.009458804503083229,
0.016125785186886787,
-0.00348441069945693,
-0.05187910050153732,
-0.007170164957642555,
0.04720786213874817,
0.0029684347100555897,
-0.033609502017498016,
-0.008442329242825508,
0.03769831731915474,
0.018020810559391975,
-0.02584405057132244,
-0.004863988142460585,
0.023722006008028984,
-0.02106589637696743,
0.046740010380744934,
-0.06977960467338562,
0.039239052683115005,
0.020434081554412842,
-0.03211868926882744,
-0.005927690304815769,
-0.006139948032796383,
-0.05518454685807228,
0.00005183433313504793,
-0.0032121154945343733,
0.005116316489875317,
-0.013732727617025375,
-0.03515659272670746,
0.022619348019361496,
-0.0045676096342504025,
-0.0291972104460001,
0.014287774451076984,
-0.013000905513763428,
-0.01744053140282631,
-0.026219991967082024,
0.0018370195757597685,
0.015792788937687874,
-0.000931164831854403,
-0.015144707635045052,
0.0008566554170101881,
-0.006573275197297335,
0.01840933784842491,
-0.03464185819029808,
0.017177801579236984,
0.014858963899314404,
-0.02951527014374733,
0.04202921316027641,
-0.015859482809901237,
0.006734523922204971,
0.05815712362527847,
-0.003114015329629183,
-0.03721066564321518,
0.024005023762583733,
-0.017196359112858772,
-0.05253096669912338,
-0.011902084574103355,
-0.005580180324614048,
0.0077630034647881985,
-0.04833265766501427,
0.010239646770060062,
0.025729412212967873,
0.004234105348587036,
0.02755623124539852,
0.03587435558438301,
0.053140755742788315,
0.06461025029420853,
-0.0025630623567849398,
0.02683006227016449,
0.02614879608154297,
-0.02548176608979702,
0.048232875764369965,
0.019490540027618408,
0.019057491794228554,
-0.01773853227496147,
0.004195486661046743,
0.04056596755981445,
-0.025618331506848335,
0.04376426339149475,
-0.018010206520557404,
0.0573161281645298,
0.0025310274213552475,
-0.033543363213539124,
0.023206165060400963,
-0.002190558472648263,
0.03573157638311386,
0.021805647760629654,
-0.007291961926966906,
0.04390699416399002,
0.014511335641145706,
0.012076247483491898,
-0.03139006718993187,
0.014150104485452175,
-0.03781791776418686,
-0.04140292853116989,
-0.0209023579955101,
-0.02876284345984459,
-0.04444408789277077,
-0.024881945922970772,
0.0196977686136961,
-0.04672962427139282,
0.010303037241101265,
-0.02238188125193119,
-0.00980019848793745,
0.002780800685286522,
0.04304279014468193,
-0.03256585821509361,
-0.030831288546323776,
0.012865308672189713,
0.004575271159410477,
0.06389539688825607,
0.001189519534818828,
0.021853504702448845,
-0.03866631165146828,
-0.021804222837090492,
-0.011802748776972294,
0.027147352695465088,
-0.013444110751152039,
-0.03818720206618309,
-0.03852279111742973,
-0.007806496229022741,
0.016611583530902863,
-0.011109907180070877
] |
<p>I have calculated the correlation between A and B for 10 different subjects. For averaging purposes, I've converted the r-values to z-values using Fisher's z-transformation. </p>
<pre><code>subj zvalue
s1 -0.04
s2 -0.14
s3 -0.29
s4 -0.20
s5 -0.37
s6 -0.01
s7 -0.09
s8 0.20
s9 -0.15
s10 0.09
</code></pre>
<p>I want to test if the correlation between A and B is significantly different from zero. Do I use a paired sample t-test against 0 with the z-values, then report the r-value converted from the mean z-value? Or should I convert each subject's z-value back to an r-value before doing the t-test?</p>
<p>Edit:
Critically, is a paired t-test against 0 appropriate to test if this correlation is significant across subjects?</p> | 47,199 | [
-0.04038950800895691,
-0.020468130707740784,
-0.012189876288175583,
-0.000936749973334372,
0.050239644944667816,
0.0006632733275182545,
0.0022856914438307285,
-0.003999277949333191,
0.02416093647480011,
-0.005416871979832649,
0.018472611904144287,
0.017595672979950905,
0.02787318453192711,
-0.007124258205294609,
0.049211494624614716,
-0.016671547666192055,
-0.02677762694656849,
-0.016286209225654602,
0.007235396653413773,
-0.0004057048063259572,
-0.0033135698176920414,
-0.004443643614649773,
0.027985207736492157,
-0.0016625457210466266,
-0.037678465247154236,
0.032547734677791595,
0.004979461897164583,
-0.04155251383781433,
-0.0002492055355105549,
0.0352439247071743,
-0.041120611131191254,
-0.034900084137916565,
0.015103922225534916,
0.044042445719242096,
0.01589003950357437,
0.003071691608056426,
-0.04439485818147659,
-0.03382957726716995,
-0.005020391661673784,
0.021283861249685287,
-0.003779286751523614,
-0.008825323544442654,
0.02608802355825901,
0.03039122372865677,
-0.01763521507382393,
0.013593294657766819,
-0.014301552437245846,
0.00556579977273941,
0.020139055326581,
-0.023642083629965782,
0.06390472501516342,
0.03503207117319107,
0.02835346944630146,
-0.008667421527206898,
-0.004361766390502453,
-0.01999606378376484,
0.05284833908081055,
0.025293869897723198,
-0.010564319789409637,
-0.05811794102191925,
-0.0031921956688165665,
-0.06630359590053558,
-0.023678861558437347,
-0.013472432270646095,
-0.02442803792655468,
0.015098029747605324,
0.00027671820134855807,
-0.01047470048069954,
0.055301327258348465,
-0.03628699854016304,
0.035779934376478195,
0.02980720065534115,
0.01706729084253311,
-0.0370621494948864,
0.03303852304816246,
-0.04011871665716171,
0.03846381977200508,
0.03246854990720749,
0.045848868787288666,
0.04842395335435867,
-0.007639707066118717,
-0.019528185948729515,
0.03019450418651104,
0.04599229246377945,
0.053072214126586914,
-0.018167652189731598,
0.033837124705314636,
-0.0017093652859330177,
-0.020342828705906868,
0.029973315075039864,
-0.018569154664874077,
0.010304927825927734,
0.028111575171351433,
0.0314030647277832,
-0.0525251142680645,
0.029644856229424477,
-0.01192863192409277,
0.08229024708271027,
-0.034346804022789,
-0.023355625569820404,
-0.02889690361917019,
-0.03366164490580559,
0.029519908130168915,
0.008948498405516148,
-0.03689989447593689,
0.008760401047766209,
-0.028191858902573586,
-0.010070270858705044,
0.009387492202222347,
-0.02958810143172741,
-0.008847799152135849,
0.00713287154212594,
-0.011766703799366951,
0.015796473249793053,
0.047662362456321716,
-0.028676722198724747,
0.00791193451732397,
-0.0004783791082445532,
0.06580926477909088,
0.04051673039793968,
0.07286027073860168,
-0.016375433653593063,
-0.026071418076753616,
0.022614136338233948,
-0.0018051445949822664,
-0.002389987464994192,
0.007186560425907373,
-0.016935838386416435,
-0.01529502309858799,
0.03966984525322914,
-0.000686389859765768,
-0.015623793005943298,
0.024329910054802895,
-0.0282867681235075,
-0.0005336475442163646,
0.006232341285794973,
-0.06579121202230453,
-0.06717135012149811,
0.029311614111065865,
0.0027193878777325153,
-0.021442072466015816,
-0.061623502522706985,
-0.013369163498282433,
0.02651985175907612,
0.028049683198332787,
0.015391643159091473,
0.04382728040218353,
0.009086192585527897,
0.05970139428973198,
0.02055429294705391,
-0.039237719029188156,
-0.0395151823759079,
-0.05025171861052513,
-0.023181285709142685,
0.015125823207199574,
-0.03416210040450096,
-0.00032029516296461225,
0.009852806106209755,
-0.01477731578052044,
-0.014293180778622627,
0.03442728891968727,
0.014622651040554047,
-0.004864010959863663,
0.010189630091190338,
-0.0022998638451099396,
0.00658205384388566,
0.04753110930323601,
-0.018946819007396698,
0.026581065729260445,
0.006869536824524403,
0.015313784591853619,
-0.003386125899851322,
0.02603628672659397,
0.02478940039873123,
0.029415542259812355,
-0.018935712054371834,
0.00020543842401821166,
-0.03217954933643341,
0.029752586036920547,
-0.007329165935516357,
-0.04919499158859253,
-0.021554116159677505,
-0.0368904210627079,
-0.01643790863454342,
0.02486570179462433,
0.07257406413555145,
-0.010959705337882042,
-0.006582465022802353,
0.04350833222270012,
-0.02810390293598175,
-0.0639294758439064,
-0.03787719085812569,
0.02510201372206211,
0.0049839140847325325,
-0.02251499332487583,
0.0047941929660737514,
0.022891676053404808,
0.05991889163851738,
-0.0015580905601382256,
-0.018837278708815575,
-0.025218162685632706,
0.002795198932290077,
0.03711730241775513,
-0.04002131149172783,
0.03643341362476349,
0.04441780596971512,
0.05373256653547287,
-0.03332938998937607,
0.03354501351714134,
-0.018743891268968582,
-0.045104701071977615,
0.0009514506673440337,
0.018574323505163193,
0.025644764304161072,
0.005584225989878178,
-0.04150937497615814,
0.0184846892952919,
-0.0009278705692850053,
-0.022347742691636086,
0.04252820089459419,
-0.06494584679603577,
0.08236192166805267,
0.06045631319284439,
-0.0035605989396572113,
-0.0018635432934388518,
0.01647602580487728,
0.04126637801527977,
0.0195624902844429,
-0.021619098260998726,
0.0012543601915240288,
-0.0887334793806076,
-0.020989064127206802,
0.031503889709711075,
0.02457297593355179,
-0.0518057644367218,
0.01070386078208685,
0.06298503279685974,
-0.0037169225979596376,
-0.030226940289139748,
0.04015294462442398,
-0.004027226474136114,
-0.03897653892636299,
0.02243993617594242,
0.04268822818994522,
0.029385674744844437,
-0.01617329567670822,
0.004320502746850252,
-0.00339550175704062,
0.029909789562225342,
0.0168539360165596,
-0.02312721498310566,
0.03147904574871063,
0.0005220873863436282,
0.029788000509142876,
-0.018570994958281517,
-0.033949412405490875,
0.021096495911478996,
-0.03674977272748947,
-0.007652822881937027,
0.018296977505087852,
0.017254572361707687,
0.004773343447595835,
0.02131067030131817,
-0.01795702613890171,
-0.011687406338751316,
0.048254918307065964,
-0.004167723003774881,
0.01069168746471405,
0.004413228947669268,
-0.028506727889180183,
-0.024736929684877396,
-0.0451028011739254,
0.010612202808260918,
-0.05175269767642021,
-0.00546508003026247,
0.018482539802789688,
-0.002836185274645686,
0.013487848453223705,
-0.028958873823285103,
-0.014568580314517021,
-0.010652967728674412,
0.010435043834149837,
0.021804755553603172,
0.009174637496471405,
-0.08225379884243011,
-0.002621707273647189,
0.0031940226908773184,
-0.02993866242468357,
0.01830095611512661,
0.013591193594038486,
-0.004507953766733408,
0.02992141991853714,
0.006261159665882587,
-0.06839754432439804,
-0.037130679935216904,
-0.009915683418512344,
0.0028514894656836987,
-0.004076763521879911,
-0.016681987792253494,
0.07505767047405243,
-0.018816577270627022,
-0.05908430740237236,
0.022021152079105377,
-0.02501673810184002,
-0.029437679797410965,
0.020599907264113426,
-0.011666304431855679,
-0.003651933278888464,
0.0037915187422186136,
-0.0021268317941576242,
-0.007502350490540266,
-0.06544052064418793,
-0.004540347494184971,
-0.05096700042486191,
-0.046603888273239136,
0.032111190259456635,
0.02825736626982689,
0.048958081752061844,
0.008447526022791862,
-0.02305762469768524,
0.06435491144657135,
0.011176824569702148,
-0.027538396418094635,
-0.061936043202877045,
-0.005601357668638229,
-0.047895610332489014,
-0.03746356442570686,
0.03530152887105942,
0.022184021770954132,
0.012930496595799923,
0.023787429556250572,
0.011701105162501335,
0.04193020984530449,
0.03731339052319527,
0.02395317330956459,
0.009388744831085205,
0.015743950381875038,
0.03347586840391159,
-0.016730234026908875,
0.029361795634031296,
-0.003971562255173922,
-0.03395446017384529,
0.00013257464161142707,
-0.006289214361459017,
0.01718893274664879,
0.0031916790176182985,
-0.025190388783812523,
0.04250599816441536,
0.01018726360052824,
0.020735181868076324,
-0.025873390957713127,
0.02989387698471546,
0.0146797439083457,
-0.001307399827055633,
-0.003984454087913036,
0.016770994290709496,
0.05140183866024017,
-0.01331496611237526,
0.006856242660433054,
0.07175241410732269,
0.03133033961057663,
-0.011591222137212753,
-0.005576801486313343,
0.00999483186751604,
-0.0040061804465949535,
0.03381342068314552,
-0.03808318078517914,
-0.011252026073634624,
0.07246403396129608,
0.0350244902074337,
0.024130938574671745,
-0.003744772169739008,
-0.06142021715641022,
0.020058225840330124,
-0.03956006467342377,
0.009695634245872498,
-0.056898731738328934,
0.05016348138451576,
-0.011268597096204758,
0.07404160499572754,
0.030230022966861725,
-0.0010083926608785987,
-0.00731184147298336,
-0.00706407381221652,
-0.03604390472173691,
0.04700008034706116,
-0.009078209288418293,
0.027392003685235977,
0.022288406267762184,
0.00879458524286747,
-0.008514989167451859,
-0.0012103073531761765,
0.05336502194404602,
-0.007179928943514824,
0.025742506608366966,
-0.012831112369894981,
-0.003346550278365612,
-0.0014014681801199913,
0.000001845313022386108,
-0.025744089856743813,
0.018179969862103462,
-0.016192220151424408,
-0.032132867723703384,
0.06220223382115364,
0.04766940325498581,
0.014235134236514568,
0.010437924414873123,
-0.03583374246954918,
0.009720654226839542,
-0.0109409736469388,
0.03332061320543289,
0.0423002615571022,
0.0256621316075325,
-0.052322156727313995,
0.01922486163675785,
-0.0004008406540378928,
-0.0050657871179282665,
0.022309482097625732,
-0.021533941850066185,
-0.0032153429929167032,
-0.02020573616027832,
-0.038081053644418716,
-0.01830078661441803,
0.04478096216917038,
0.023348763585090637,
-0.004033627919852734,
0.029194572940468788,
0.034878212958574295,
-0.021869735792279243,
0.046614911407232285,
0.07823456823825836,
0.014338785782456398,
0.0003233538300264627,
-0.019100254401564598,
-0.014809534884989262,
0.0016675143269822001,
-0.01268254965543747,
0.038031917065382004,
0.058735355734825134,
-0.012328755110502243,
0.009517951868474483,
0.03989318758249283,
0.021511048078536987,
0.0042357430793344975,
0.012531314976513386,
0.00545675540342927,
0.0628780946135521,
0.017105557024478912,
-0.04321780428290367,
-0.002515993779525161,
0.04110357537865639,
0.03402825817465782,
0.03190581500530243,
-0.03362805396318436,
-0.06759500503540039,
0.013155529275536537,
0.047499727457761765,
0.08070099353790283,
-0.035984449088573456,
0.021942729130387306,
-0.0544234998524189,
-0.015848839655518532,
0.032502252608537674,
-0.04591086879372597,
0.0060866111889481544,
-0.02986512891948223,
-0.015142452903091908,
-0.015706738457083702,
0.004600948188453913,
-0.061242327094078064,
0.0036423513665795326,
-0.016901617869734764,
0.03234311565756798,
-0.021132608875632286,
-0.04325253516435623,
-0.013011801056563854,
0.013322803191840649,
0.023862212896347046,
0.056383244693279266,
-0.05522748455405235,
-0.010249879211187363,
-0.005074790213257074,
0.016025066375732422,
0.005115617997944355,
-0.04372267425060272,
-0.012548774480819702,
-0.006188021507114172,
0.011369490996003151,
0.0750596821308136,
-0.008239572867751122,
-0.0341530404984951,
0.017965087667107582,
-0.007030549459159374,
-0.0122838718816638,
-0.0025596260093152523,
-0.035164933651685715,
0.046730946749448776,
0.047773927450180054,
-0.006851040292531252,
0.06866541504859924,
-0.0008809663122519851,
-0.0016565306577831507,
-0.008358742110431194,
-0.03427886962890625,
-0.028813229873776436,
-0.006940721999853849,
0.046854417771101,
-0.020423809066414833,
0.0029242897871881723,
-0.019707094877958298,
0.02503289468586445,
-0.024106455966830254,
0.021606191992759705,
-0.01143539696931839,
0.020966123789548874,
0.019799288362264633,
0.012191186659038067,
-0.010454139672219753,
0.021316759288311005,
0.02110658958554268,
-0.005650169216096401,
-0.011703010648488998,
-0.030782176181674004,
0.015260342508554459,
-0.035202085971832275,
-0.01343595515936613,
-0.0036459958646446466,
-0.05921795219182968,
0.04595591872930527,
-0.001267982181161642,
-0.0067274123430252075,
0.00932369939982891,
-0.06841425597667694,
0.03491900861263275,
-0.013746870681643486,
0.026791807264089584,
0.034932613372802734,
-0.01714009791612625,
0.00791091751307249,
0.034645769745111465,
0.02261403389275074,
0.03764792159199715,
-0.06907103955745697,
0.0441446378827095,
-0.011911812238395214,
-0.01737648993730545,
-0.056176938116550446,
-0.010794750414788723,
0.019066378474235535,
0.014308555983006954,
0.013870608992874622,
-0.007951739244163036,
-0.02015712857246399,
-0.005601077806204557,
0.005849443841725588,
-0.019004464149475098,
0.08271127194166183,
-0.03955022990703583,
-0.03291793540120125,
0.008496997877955437,
0.02920716442167759,
0.0744338184595108,
-0.006437710486352444,
-0.00971972569823265,
0.01567399688065052,
-0.0010922977235168219,
-0.016816044226288795,
0.011381438933312893,
0.004830208607017994,
-0.02732687257230282,
-0.02611764334142208,
-0.022852955386042595,
-0.0002144719910575077,
0.04404895752668381,
0.01824839599430561,
-0.014249561354517937,
-0.017614208161830902,
-0.0341527983546257,
-0.01084522157907486,
-0.008420192636549473,
0.01385289616882801,
-0.03997031971812248,
-0.0003986085357610136,
-0.048587750643491745,
0.032221924513578415,
-0.05078153684735298,
0.008149318397045135,
0.02409304305911064,
0.025727981701493263,
-0.054998286068439484,
0.004932595882564783,
0.07056611776351929,
0.028110915794968605,
0.009462529793381691,
-0.010569541715085506,
-0.02440989576280117,
0.027718091383576393,
-0.01186536904424429,
0.0063596428371965885,
0.003264078637585044,
0.03270693123340607,
-0.009288259781897068,
0.016262425109744072,
-0.004918528720736504,
-0.027474764734506607,
0.06166306883096695,
0.02337062731385231,
0.03561246022582054,
0.06267838180065155,
0.03757646307349205,
0.012732201255857944,
-0.04973682761192322,
0.028067203238606453,
-0.008130690082907677,
0.01159302145242691,
0.023392347618937492,
0.013756398111581802,
0.0018922450253739953,
0.011353012174367905,
0.03300716355443001,
0.003233518684282899,
0.03852034732699394,
0.05341612547636032,
-0.014068060554564,
0.028299057856202126,
-0.012378447689116001,
-0.05820412561297417,
0.04500347003340721,
-0.06510322540998459,
0.035546235740184784,
-0.04862116277217865,
-0.0357481986284256,
0.04054715111851692,
0.021420037373900414,
0.012814696878194809,
-0.05972268804907799,
-0.01508075650781393,
-0.035621438175439835,
0.03358481824398041,
-0.01864619180560112,
-0.033125393092632294,
0.018964098766446114,
-0.001999881584197283,
0.05211430415511131,
-0.0342763289809227,
0.04331650212407112,
-0.03316451609134674,
-0.07870221883058548,
-0.052322130650281906,
-0.029806755483150482,
-0.03497957065701485,
0.053699057549238205,
-0.012284659780561924,
-0.0015835331287235022,
0.002068555448204279,
-0.05368490517139435,
0.052213966846466064,
-0.01727636717259884,
0.025488657876849174,
-0.046321023255586624,
0.07519331574440002,
0.01040809415280819,
0.021371832117438316,
0.018880769610404968,
-0.009737229906022549,
0.10832183808088303,
0.05797092989087105,
0.01602967269718647,
-0.059836726635694504,
0.004921592306345701,
-0.01326750312000513,
0.011296934448182583,
-0.00849169585853815,
0.00586345512419939,
0.009299848228693008,
-0.00606154277920723,
0.07003448158502579,
0.05052470043301582,
0.053054071962833405,
-0.03579104319214821,
0.06300652772188187,
-0.041669342666864395,
0.0009034209651872516,
-0.01459443848580122,
0.035402096807956696,
0.014413097873330116,
-0.0448085181415081,
-0.045773278921842575,
-0.030465595424175262,
-0.0316450335085392,
-0.03137356415390968,
-0.036147963255643845,
0.026305830106139183,
-0.00976200308650732,
-0.025413919240236282,
-0.035329077392816544,
0.009212297387421131,
0.00045937098911963403,
0.009128260426223278,
-0.012934201397001743,
-0.017297690734267235,
0.034176748245954514,
-0.05114441365003586,
0.03538646548986435,
0.033494651317596436,
-0.016720784828066826,
0.0000703322293702513,
0.01688745990395546,
0.0009299087687395513,
-0.07195773720741272,
-0.022792676463723183,
-0.006808461155742407,
0.04195130243897438,
-0.003750353818759322,
-0.04999112710356712,
-0.0037626849953085184,
0.00943794846534729,
0.004847214091569185,
-0.047475192695856094,
-0.05020369961857796,
0.00869408342987299,
0.0019633620977401733,
-0.011806962080299854,
-0.013967814855277538,
-0.021845798939466476,
0.002737852046266198,
-0.023656882345676422,
0.03280157595872879,
0.05892273038625717,
0.022228818386793137,
-0.012591610662639141,
-0.030513430014252663,
0.040419548749923706,
-0.012167329899966717,
0.024901678785681725,
-0.005501095205545425,
-0.0066305906511843204,
-0.02685585990548134,
-0.003850440727546811,
0.00773938512429595,
-0.007241610437631607,
0.03170272707939148,
0.0005061819683760405,
-0.0020517506636679173,
-0.022010864689946175,
-0.046305298805236816,
0.027427252382040024,
-0.020393233746290207,
-0.019344810396432877,
-0.055759236216545105,
0.010594895109534264,
0.029683075845241547,
0.010625939816236496,
-0.010522361844778061,
0.01941533386707306,
-0.0320107564330101,
0.07583893835544586,
0.020382370799779892,
-0.05462665483355522,
-0.0019291173666715622,
-0.013405638746917248,
-0.01064416952431202,
0.0014717030571773648,
-0.024978987872600555,
0.02351001277565956,
0.06136753037571907,
0.028505627065896988,
-0.03881051018834114,
0.004822632297873497,
-0.0012710135197266936,
-0.007657584734261036,
0.01369958184659481,
-0.03676968440413475,
-0.039895784109830856,
0.02493186667561531,
0.012758319266140461,
-0.010472613386809826,
-0.0008674464770592749,
-0.05748239532113075,
-0.021911688148975372,
0.013664140366017818,
-0.02664066106081009,
-0.025506213307380676,
-0.022740237414836884,
-0.03175795450806618,
-0.026767520233988762,
-0.04887794703245163,
-0.012093344703316689,
-0.038231175392866135,
-0.01748785749077797,
0.016977541148662567,
0.026891352608799934,
-0.020764019340276718,
0.05485738813877106,
-0.030976800248026848,
0.01662573590874672,
0.04883047193288803,
-0.006327245384454727,
0.012163405306637287,
0.010558012872934341,
-0.020155305042862892,
0.008167649619281292,
0.04071396589279175,
0.014544516801834106,
-0.03300013765692711,
0.032156072556972504,
-0.04921090602874756,
0.005664277356117964,
0.03283378481864929,
0.027099447324872017,
0.015218177810311317,
-0.011519428342580795,
-0.020429477095603943,
-0.0216938816010952,
0.011556972749531269,
0.0006296528736129403,
-0.01645153947174549,
-0.021049201488494873,
-0.01470041275024414,
-0.03361813351511955,
0.01313998643308878,
0.00403185747563839,
0.033714670687913895,
-0.007548458408564329,
0.021912261843681335,
0.04390827938914299,
-0.019653426483273506,
0.03725043684244156,
0.0007046859245747328,
0.018713969737291336,
-0.014948693104088306,
-0.0023727735970169306,
-0.009040002711117268,
0.013354470953345299,
0.0730118602514267,
-0.005700170528143644,
0.02486903965473175,
-0.04003896191716194,
0.013787399977445602,
-0.06108931824564934,
-0.04100672900676727,
0.011624893173575401,
-0.02341541089117527,
0.008692897856235504,
-0.07787873595952988,
-0.004798763897269964,
0.01639331318438053,
-0.047820065170526505,
0.05923910811543465,
-0.004847055766731501,
-0.06653331220149994,
-0.04907248169183731,
0.02061050571501255,
0.0062204995192587376,
0.01249554380774498,
0.007360563613474369,
-0.008153626695275307,
0.008644246496260166,
0.004239503759890795,
0.004797658417373896,
0.014503071084618568,
-0.035451266914606094,
0.014058004133403301,
0.011827635578811169,
-0.06266985833644867,
0.025939563289284706,
-0.023332946002483368,
-0.06712592393159866,
0.027901198714971542,
-0.009062148630619049,
0.030270090326666832,
-0.020487908273935318,
0.05334482714533806,
0.008933361619710922,
0.05985959246754646,
0.03912418335676193,
0.0061894855462014675,
-0.035580623894929886,
-0.0012890652287751436,
0.009141123853623867,
0.02737472392618656,
-0.04161335900425911,
0.040719885379076004,
0.006016790866851807,
0.0002827635616995394,
-0.024322854354977608,
0.0029138955287635326,
-0.021869538351893425,
0.012637943960726261,
-0.01704944111406803,
0.010068829171359539,
0.020118998363614082,
-0.020856186747550964,
-0.009097712114453316,
-0.05032140761613846,
-0.01819220557808876,
0.049690283834934235,
0.0513596311211586,
-0.010408753529191017,
0.00558148929849267,
-0.007900146767497063,
-0.006568185519427061,
0.02792140282690525,
0.005977386608719826,
-0.014351016841828823,
-0.07194340974092484,
-0.04349721223115921,
-0.04062587767839432,
0.03285124897956848,
-0.0393337644636631,
-0.029440419748425484,
-0.014503024518489838,
0.010151317343115807,
-0.01634754240512848,
0.02736469730734825,
0.01094752922654152,
-0.0015002720756456256,
-0.0005951273487880826,
-0.059648264199495316,
0.03393556922674179,
-0.0009605802479200065,
-0.01911308988928795,
-0.048484742641448975,
-0.022239677608013153,
-0.042695023119449615,
-0.012566685676574707,
0.058052100241184235,
0.04169890284538269,
0.027546146884560585,
-0.020350847393274307,
0.03680092841386795,
0.008949012495577335,
-0.08173444867134094,
0.04533135145902634,
-0.011723958887159824,
-0.005464998539537191,
-0.003821838414296508,
0.001906908000819385,
-0.0021683829836547375,
0.0034360806457698345,
0.023030590265989304,
-0.03387553244829178,
0.005945309996604919,
-0.022743139415979385,
-0.030098367482423782,
0.03916386514902115,
0.010678112506866455,
-0.017288563773036003,
0.026223840191960335,
0.01150352880358696,
0.021390870213508606,
0.04044479876756668,
-0.0035011121071875095,
-0.047534484416246414,
0.041505228728055954,
-0.02831658348441124,
-0.00018999971507582814,
0.006644171196967363,
0.02679075114428997,
-0.018179869279265404,
-0.08425210416316986,
0.02108120545744896,
0.01122919749468565,
-0.04473735764622688,
0.009927661158144474,
0.05747516453266144,
0.03540562838315964,
0.024098463356494904,
-0.025260763242840767,
0.015574859455227852,
0.00007971753075253218,
-0.0154120409861207,
0.015442229807376862,
0.032552607357501984,
0.011206382885575294,
-0.01940210536122322,
0.02138778381049633,
0.03655555471777916,
-0.0319007970392704,
0.018056737259030342,
-0.017154451459646225,
0.03313257545232773,
-0.020335359498858452,
-0.008124057203531265,
0.040243543684482574,
0.00366682605817914,
0.02894836850464344,
0.0502755232155323,
-0.006431465037167072,
0.02559303678572178,
-0.0508374385535717,
-0.0029026733245700598,
-0.03427492827177048,
-0.044167231768369675,
-0.0634651705622673,
0.024389665573835373,
0.028993118554353714,
0.015063300728797913,
-0.0016259890981018543,
0.022602859884500504,
0.015312938019633293,
-0.041259538382291794,
0.00661406060680747,
-0.023882225155830383,
0.009699070826172829,
-0.034891556948423386,
-0.007069242652505636,
-0.007408516481518745,
-0.012240477837622166,
-0.04377451166510582,
-0.028088653460144997,
-0.0036758214700967073,
0.04987822473049164,
0.00523942057043314,
-0.06302041560411453,
-0.019043928012251854,
0.004813040606677532,
0.008147134445607662,
-0.04353886470198631,
-0.050689518451690674,
-0.025773262605071068,
0.04059562459588051,
0.0011336073512211442,
-0.03215648978948593
] |
<p>I am implementing a Fine & Gray competing risk model. The model includes covariates that are static for each person (e.g. location) as well as covariates that change over time (such as local unemployment rates).</p>
<p>The issue I have is: how do you generate cumulative incidence curves, assuming covariates that change over time? It is straightforward to use the STATA command "stcurve" and generate a CI curve that assumes fixed values for covariates (e.g. covariate value X for all times), but there is no functionality to generate a CI curve assuming covariate value X in time t, and then covariate value Y in time t + 1. </p>
<p>Is there a paper that discusses this, or a package in R/SAS/STATA that lets you generate curves assuming different values of covariates over time? Thanks very much for any help!</p> | 35,805 | [
-0.02106109820306301,
0.0009591143461875618,
0.03467134013772011,
-0.017403120175004005,
0.0327400341629982,
-0.004850773140788078,
0.002469775965437293,
-0.011210083030164242,
0.05004575476050377,
-0.04508545622229576,
0.029822275042533875,
0.06370926648378372,
0.0627870187163353,
-0.02996743470430374,
0.03257806971669197,
-0.000340716156642884,
0.006183031480759382,
0.019310852512717247,
-0.03667115420103073,
0.0011086578015238047,
-0.011296968907117844,
0.010087675414979458,
0.023903096094727516,
-0.014437982812523842,
-0.0165950246155262,
0.0327320471405983,
0.022716091945767403,
-0.022716065868735313,
-0.012690862640738487,
0.08014900982379913,
-0.05129418522119522,
-0.025355616584420204,
0.014619539491832256,
0.06039217486977577,
-0.00827523972839117,
-0.006162452045828104,
-0.04763058200478554,
-0.05675842612981796,
-0.04187489673495293,
0.04458541050553322,
-0.048432596027851105,
-0.019995205104351044,
-0.03415197134017944,
0.06467006355524063,
-0.012877661734819412,
0.004080745857208967,
-0.026384465396404266,
-0.008269749581813812,
0.052344199270009995,
-0.026097724214196205,
0.06843716651201248,
-0.040419433265924454,
0.07057715952396393,
0.059290673583745956,
-0.013882581144571304,
-0.0037867191713303328,
0.05941282957792282,
0.02304082363843918,
0.014409898780286312,
-0.03980734199285507,
-0.046064894646406174,
-0.04235704243183136,
0.001244312385097146,
-0.04804319143295288,
-0.028441959992051125,
-0.015370504930615425,
-0.011338943615555763,
0.001290319487452507,
0.0276613961905241,
-0.089361272752285,
0.011066007427871227,
0.02778383530676365,
0.011247999966144562,
-0.009628058411180973,
0.002585381269454956,
-0.048929646611213684,
0.003275810508057475,
0.006949851755052805,
0.02710222825407982,
-0.005263741593807936,
-0.03526942431926727,
0.013731420040130615,
-0.007089154329150915,
0.012116006575524807,
-0.03419668972492218,
-0.002057458506897092,
0.08055741339921951,
-0.02289697714149952,
0.04707329720258713,
0.03371259942650795,
-0.03494585305452347,
-0.005674928892403841,
0.05500428006052971,
-0.002958059310913086,
-0.03417755663394928,
0.02211625687777996,
-0.017738113179802895,
0.04357174411416054,
-0.029399072751402855,
0.021012622863054276,
-0.001760251703672111,
-0.07475781440734863,
0.011819827370345592,
0.04116164147853851,
-0.016713822260499,
-0.009866583161056042,
-0.016146298497915268,
-0.02722744829952717,
0.008297460153698921,
-0.02170534059405327,
-0.05757582187652588,
0.014836521819233894,
0.008512059226632118,
-0.01880129985511303,
0.010600213892757893,
0.0014096986269578338,
-0.00264775101095438,
-0.017081981524825096,
0.049805477261543274,
0.04512985423207283,
0.07307972013950348,
-0.0412435308098793,
0.05745933949947357,
-0.028881113976240158,
-0.03843983635306358,
-0.014927866868674755,
0.00965841393917799,
-0.012536139227449894,
-0.011942864395678043,
0.07465393841266632,
0.004502353258430958,
-0.06388480216264725,
0.061029937118291855,
-0.0054524969309568405,
0.02522691711783409,
-0.010713079012930393,
-0.053938690572977066,
-0.035277798771858215,
-0.02747792936861515,
0.009200341999530792,
0.014075735583901405,
-0.0537927970290184,
0.018949462100863457,
0.0068708001635968685,
0.0629761666059494,
0.019192297011613846,
0.028482461348176003,
0.018346142023801804,
0.04457032307982445,
0.022032877430319786,
-0.021138383075594902,
-0.026108382269740105,
0.0037390789948403835,
0.013801789842545986,
-0.06372074782848358,
-0.10268287360668182,
0.030163023620843887,
0.005061390344053507,
-0.00976250134408474,
-0.04189279302954674,
0.061372850090265274,
0.006415776442736387,
-0.00618406618013978,
-0.003681215224787593,
0.008321292698383331,
-0.04201795533299446,
0.0816727951169014,
0.005498915910720825,
0.001759977312758565,
0.024487262591719627,
0.010704508982598782,
0.006771981716156006,
-0.00291547947563231,
0.05846364051103592,
0.027020037174224854,
-0.02833927795290947,
0.03790230676531792,
0.020336352288722992,
-0.019519977271556854,
0.06665973365306854,
0.0008622129680588841,
-0.021244367584586143,
-0.02379707619547844,
-0.061687760055065155,
0.036708321422338486,
0.026358911767601967,
-0.02028881572186947,
-0.014951297082006931,
0.036109983921051025,
-0.031094713136553764,
-0.029354741796851158,
-0.06424600630998611,
0.01605728454887867,
0.020968057215213776,
-0.01073977630585432,
0.024067774415016174,
0.019305258989334106,
0.06201539188623428,
0.005062671843916178,
-0.025909239426255226,
-0.0370967760682106,
-0.01824762299656868,
0.02700357511639595,
-0.05660790205001831,
-0.025108009576797485,
0.022522134706377983,
0.03650583326816559,
-0.024330973625183105,
0.059864506125450134,
-0.05579200014472008,
-0.0034958068281412125,
-0.010364142246544361,
-0.03174437955021858,
0.03783303126692772,
-0.04455874115228653,
-0.02408657968044281,
-0.018189765512943268,
-0.008817487396299839,
-0.007723267190158367,
0.03112344816327095,
-0.05018435791134834,
0.050274934619665146,
0.11112106591463089,
0.008987326174974442,
-0.0003037452697753906,
0.014570159837603569,
0.007106751669198275,
0.030140317976474762,
-0.04131335765123367,
-0.042521990835666656,
-0.03592493012547493,
-0.0029506979044526815,
0.04129423201084137,
0.0005348759586922824,
-0.004328938666731119,
0.004444630816578865,
0.03200085461139679,
0.03457395359873772,
0.0016019829781726003,
0.055913183838129044,
0.008595019578933716,
0.009657267481088638,
0.02568531408905983,
0.014457442797720432,
0.038401320576667786,
-0.032941482961177826,
0.016791198402643204,
-0.005090539343655109,
0.044698622077703476,
0.01679850183427334,
-0.010257959365844727,
0.027647031471133232,
-0.011612636037170887,
-0.004674235824495554,
-0.02482922002673149,
0.003434879006817937,
0.04657735675573349,
0.010836770758032799,
0.012619053944945335,
0.04195582866668701,
-0.03703194856643677,
-0.007173263467848301,
0.016257580369710922,
-0.01294825691729784,
0.020071566104888916,
0.046658314764499664,
-0.039320819079875946,
0.0038946971762925386,
-0.005855812691152096,
0.0014677116414532065,
0.029071753844618797,
0.004435053560882807,
-0.055468518286943436,
-0.03006770648062229,
0.013534806668758392,
0.028619434684515,
0.02082703821361065,
0.014384487643837929,
-0.028377152979373932,
-0.02035830356180668,
0.03373795002698898,
0.015002665109932423,
0.04868529736995697,
0.025923626497387886,
-0.05540494993329048,
0.0013765627518296242,
0.01387072168290615,
-0.03022412583231926,
0.049292825162410736,
-0.022666117176413536,
-0.028363361954689026,
-0.008017156273126602,
-0.00536055164411664,
-0.05816163495182991,
-0.010828064754605293,
0.013198614120483398,
0.0004491407598834485,
-0.030945004895329475,
-0.01647866703569889,
0.032973889261484146,
0.013634289614856243,
-0.039452411234378815,
0.027885593473911285,
-0.011733422987163067,
-0.024994678795337677,
-0.03462808579206467,
0.022094890475273132,
0.022241774946451187,
-0.009643588215112686,
0.021063564345240593,
0.026892174035310745,
-0.025983382016420364,
-0.006319546606391668,
-0.07490792870521545,
-0.032914165407419205,
0.02434203401207924,
-0.0009834211086854339,
0.025890406221151352,
-0.00908003281801939,
0.016486411914229393,
0.03568112477660179,
0.005368566140532494,
0.010915304534137249,
-0.049237210303545,
-0.0018452269723638892,
-0.012071385979652405,
-0.026342475786805153,
-0.005252998787909746,
-0.0063319639302790165,
-0.032104380428791046,
0.002929115667939186,
-0.01351549569517374,
0.012182040140032768,
0.08152909576892853,
0.01634870283305645,
0.015646042302250862,
0.034951094537973404,
-0.01972793973982334,
0.0219744760543108,
-0.004242391791194677,
0.02582056075334549,
0.011672264896333218,
0.008485696278512478,
-0.0050603547133505344,
-0.003182891523465514,
-0.017880141735076904,
-0.03889217600226402,
-0.00348601839505136,
-0.018436670303344727,
-0.009611970745027065,
-0.05055825784802437,
-0.0030060820281505585,
-0.0058838906697928905,
-0.02828710526227951,
-0.03258238732814789,
0.03833787888288498,
0.016626499593257904,
-0.007988236844539642,
-0.006905226036906242,
0.02243092656135559,
0.033735256642103195,
0.01669929549098015,
0.03784674406051636,
-0.022249052301049232,
-0.018093544989824295,
0.014027545228600502,
-0.03225446864962578,
0.01196760218590498,
0.022710047662258148,
0.003895227797329426,
-0.014300073496997356,
-0.0031326753087341785,
-0.05034248158335686,
0.007616529706865549,
-0.040058284997940063,
0.01003437303006649,
0.014607556164264679,
0.04999982565641403,
0.02730788290500641,
0.0015622113132849336,
0.017056690528988838,
-0.03750735521316528,
0.012500625103712082,
-0.006106338929384947,
-0.0850447341799736,
0.025511588901281357,
-0.01611226238310337,
0.017225077375769615,
0.012090008705854416,
0.009585247375071049,
0.03805540129542351,
0.03171762451529503,
-0.01698964461684227,
-0.014731479808688164,
-0.015832914039492607,
0.0005368360434658825,
-0.007577132899314165,
-0.04693237319588661,
-0.02901606261730194,
-0.03865475952625275,
0.01770671457052231,
0.001997261540964246,
-0.02661941945552826,
0.03680185601115227,
0.013234368525445461,
0.031826313585042953,
-0.00302104908041656,
-0.0028514256700873375,
-0.01099410466849804,
0.04249740391969681,
0.015181205235421658,
0.01969609223306179,
0.04572368413209915,
-0.02349941059947014,
-0.002182950032874942,
0.0016033551655709743,
0.0460742749273777,
0.05814981088042259,
-0.012450212612748146,
-0.03270838409662247,
-0.04503734037280083,
-0.009231221862137318,
0.020673466846346855,
0.003277209121733904,
0.013308307155966759,
0.004645673092454672,
0.05194130539894104,
0.04239853844046593,
-0.09529353678226471,
0.019245026633143425,
0.06606166064739227,
0.01812373287975788,
-0.014803769998252392,
0.011477984488010406,
-0.007290022447705269,
-0.009215982630848885,
-0.015244059264659882,
0.01990663632750511,
0.0382050983607769,
-0.0014167524641379714,
0.034005921334028244,
0.03572416305541992,
-0.024408552795648575,
0.011808374896645546,
-0.02183406427502632,
0.04201314598321915,
0.036977048963308334,
0.03802378848195076,
-0.03905245289206505,
0.05206543207168579,
0.018550481647253036,
0.02264937199652195,
0.03640534356236458,
0.033638350665569305,
-0.08926016092300415,
0.013403587974607944,
0.023113364353775978,
0.005667122080922127,
-0.025593092665076256,
-0.055822864174842834,
-0.04013751074671745,
-0.028390368446707726,
0.04388915374875069,
-0.01815967634320259,
0.00879020243883133,
-0.0060551040805876255,
-0.012775289826095104,
-0.013777541927993298,
-0.021771350875496864,
-0.0315629281103611,
0.05468745902180672,
-0.025226600468158722,
0.027365848422050476,
-0.004479280672967434,
0.004705766215920448,
-0.02641923353075981,
0.029702162370085716,
0.02297176420688629,
0.06114538013935089,
-0.021280106157064438,
-0.031090544536709785,
0.01448918879032135,
0.028854086995124817,
-0.0025844918563961983,
-0.025200918316841125,
-0.002871159929782152,
-0.0114973783493042,
0.00040909682866185904,
0.05917934700846672,
0.007704809308052063,
0.03336397185921669,
0.01186874695122242,
0.02009575441479683,
-0.0011013417970389128,
0.030938005074858665,
-0.02139204740524292,
0.042823877185583115,
0.0028312744107097387,
-0.0013432629639282823,
0.05239470303058624,
0.023670032620429993,
-0.01477886363863945,
0.01471296139061451,
-0.01496886182576418,
0.009395379573106766,
0.006473642773926258,
-0.026455702260136604,
-0.04218432307243347,
0.009206952527165413,
0.007703669369220734,
-0.009200481697916985,
-0.010183517821133137,
-0.014482722617685795,
-0.025960849598050117,
0.027035728096961975,
0.017651783302426338,
0.04627642035484314,
0.019499247893691063,
-0.0045087579637765884,
0.017017856240272522,
0.01838502287864685,
-0.010556025430560112,
-0.03722279518842697,
0.029967395588755608,
-0.014491554349660873,
-0.03675207495689392,
-0.032640859484672546,
-0.03971400111913681,
-0.013860390521585941,
-0.045828722417354584,
-0.019765758886933327,
-0.00740472786128521,
-0.01973998360335827,
0.029010754078626633,
-0.016013052314519882,
0.05636102706193924,
-0.013374785892665386,
-0.026238059625029564,
0.004808328114449978,
0.06534112244844437,
-0.007893647998571396,
0.015056459233164787,
-0.030389107763767242,
0.04375878721475601,
-0.014397363178431988,
-0.01730191893875599,
-0.06900252401828766,
-0.04625992476940155,
0.029858876019716263,
-0.03451145812869072,
-0.042942509055137634,
-0.017425600439310074,
0.025860566645860672,
-0.006874349433928728,
-0.021758390590548515,
-0.025433631613850594,
0.04642750695347786,
-0.0017128471517935395,
0.012083932757377625,
-0.023035312071442604,
0.026021216064691544,
0.04580996558070183,
-0.020611630752682686,
0.0172440093010664,
0.022819846868515015,
-0.03997453674674034,
-0.0278916172683239,
-0.009076823480427265,
0.022130344063043594,
-0.04543932527303696,
0.008615649305284023,
-0.023396531119942665,
-0.003957854118198156,
0.03640429675579071,
-0.017483064904808998,
-0.03624770790338516,
0.0005659438320435584,
-0.019894873723387718,
0.019757218658924103,
-0.03241565823554993,
0.004609942901879549,
-0.034193769097328186,
0.014781077392399311,
-0.060465943068265915,
0.019465871155261993,
-0.010287219658493996,
-0.0068753487430512905,
0.029492150992155075,
0.0005102008581161499,
0.0002592060773167759,
0.014988582581281662,
0.04317682236433029,
-0.011713729240000248,
0.007877885363996029,
-0.025793539360165596,
-0.014927192591130733,
0.034862808883190155,
0.010693932883441448,
-0.02649000845849514,
-0.008978228084743023,
-0.009176261723041534,
-0.021465672180056572,
0.00022578667267225683,
-0.027299445122480392,
0.02405954897403717,
0.058225445449352264,
-0.02649434097111225,
0.054148636758327484,
0.06820463389158249,
0.006837801542133093,
0.00917820818722248,
-0.011792413890361786,
0.0004408483218867332,
-0.012258131057024002,
-0.021990491077303886,
0.05544600635766983,
-0.02774173766374588,
-0.032383810728788376,
0.03958745300769806,
0.04517639800906181,
0.016519466415047646,
0.07802549004554749,
-0.02555324323475361,
0.0014614913379773498,
0.04600627347826958,
0.005504104774445295,
-0.02210824191570282,
0.04389086738228798,
-0.02041161060333252,
0.01591680385172367,
-0.020519621670246124,
-0.047908149659633636,
0.01008608192205429,
0.037084925919771194,
-0.0022133891470730305,
-0.023144619539380074,
-0.02660275623202324,
-0.06466523557901382,
0.018658697605133057,
0.026235012337565422,
-0.03865118324756622,
0.039008863270282745,
0.04633112624287605,
0.006610706448554993,
0.0252684373408556,
-0.013238530606031418,
-0.047707051038742065,
-0.08775867521762848,
-0.019246013835072517,
-0.04074043408036232,
-0.0062347943894565105,
-0.00383775238879025,
0.026821915060281754,
-0.03557116910815239,
0.02381894923746586,
-0.02863551303744316,
-0.018029412254691124,
0.011396540328860283,
0.016593601554632187,
0.022251054644584656,
0.10172979533672333,
-0.027144096791744232,
0.0060734194703400135,
-0.00942662637680769,
0.003325867932289839,
0.09284187108278275,
0.11048410087823868,
0.035807594656944275,
-0.06620834022760391,
0.015132625587284565,
0.014017442241311073,
-0.012182465754449368,
-0.024598658084869385,
0.016824843361973763,
0.029119350016117096,
-0.060610149055719376,
0.0384439192712307,
0.048691730946302414,
-0.014010945335030556,
0.004299893043935299,
0.07257646322250366,
-0.018952975049614906,
-0.008917379193007946,
-0.02492838352918625,
0.0064830053597688675,
0.003557453164830804,
-0.012414565309882164,
-0.04429515823721886,
0.014784367755055428,
-0.013239556923508644,
-0.033579252660274506,
-0.025457173585891724,
-0.04633113741874695,
0.01178774144500494,
0.018801448866724968,
-0.01315615326166153,
0.014400823973119259,
0.025101885199546814,
0.01981770247220993,
-0.0017833486199378967,
-0.04098431020975113,
0.004657752811908722,
-0.028335001319646835,
0.03018522821366787,
0.0265527181327343,
0.010981814935803413,
0.01070492621511221,
-0.020160218700766563,
0.00018475405522622168,
-0.007120554335415363,
-0.03970402106642723,
-0.0302304457873106,
0.035667650401592255,
-0.023136844858527184,
0.027579059824347496,
-0.02041616477072239,
0.009445547126233578,
0.032676663249731064,
0.0007527031702920794,
-0.02789522521197796,
0.002727484330534935,
0.04126964882016182,
0.009821541607379913,
0.033052828162908554,
-0.052647579461336136,
-0.004170694854110479,
0.008914516307413578,
0.017431331798434258,
0.03603116050362587,
-0.08580604940652847,
0.003826688276603818,
-0.04425975680351257,
0.03935909643769264,
0.0088599668815732,
-0.02070315182209015,
0.0204971544444561,
-0.028296049684286118,
-0.02028764598071575,
-0.02203821949660778,
-0.01251993142068386,
-0.01569027081131935,
0.00925129372626543,
-0.023830337449908257,
-0.007473919074982405,
0.009101180359721184,
-0.03894774615764618,
-0.01752043142914772,
-0.013694685883820057,
0.0014131596544757485,
-0.057256679981946945,
-0.004065380431711674,
0.04510261490941048,
0.011665618047118187,
-0.007684275507926941,
0.02432197891175747,
-0.06083061173558235,
0.03776426240801811,
0.025562424212694168,
-0.06278443336486816,
0.008162765763700008,
-0.01878088153898716,
-0.0016138206701725721,
0.015344896353781223,
-0.04588654637336731,
0.04991387575864792,
-0.011230598203837872,
0.009148440323770046,
0.004285013768821955,
0.031046394258737564,
-0.023755498230457306,
0.022785183042287827,
0.006735306233167648,
-0.06184333935379982,
0.011343039572238922,
-0.032369114458560944,
0.011361262761056423,
-0.013133781962096691,
0.012191275134682655,
-0.018222274258732796,
-0.015336972661316395,
0.01100233756005764,
-0.0075484225526452065,
-0.02457929588854313,
0.021944543346762657,
-0.00001003555917122867,
-0.02153470553457737,
-0.018039826303720474,
0.004453599452972412,
-0.03916379064321518,
-0.00544803636148572,
-0.0075090243481099606,
-0.013807511888444424,
0.002052469179034233,
0.024009019136428833,
-0.010309001430869102,
0.027750156819820404,
-0.024102404713630676,
0.013669498264789581,
0.028355980291962624,
0.02339346520602703,
0.03804467245936394,
-0.00880853459239006,
0.035503633320331573,
-0.018944736570119858,
-0.015301217325031757,
0.01977458968758583,
-0.0034784418530762196,
-0.013881810940802097,
-0.010649505071341991,
0.011171082966029644,
0.020917881280183792,
0.004068745765835047,
-0.008273263461887836,
0.024687591940164566,
0.030857158824801445,
-0.017864210531115532,
0.006619613617658615,
-0.029109343886375427,
0.03743089735507965,
0.0000014526486893373658,
0.007302834652364254,
-0.008460594341158867,
0.042640626430511475,
0.0003121922491118312,
0.0002460507384967059,
0.04720306769013405,
0.02044042758643627,
-0.014421317726373672,
0.012917710468173027,
-0.020035238936543465,
0.013260162435472012,
0.027385057881474495,
0.013470481149852276,
0.08274804800748825,
0.05200089514255524,
-0.00847108568996191,
0.036185432225465775,
-0.00891254935413599,
0.010162138380110264,
-0.06002100184559822,
-0.007478652521967888,
0.011609396897256374,
-0.017243564128875732,
0.05013088509440422,
-0.026493646204471588,
-0.0170377716422081,
0.0149186160415411,
-0.027171995490789413,
0.03677269071340561,
-0.02262544445693493,
0.019545769318938255,
-0.04722215235233307,
-0.0018828172469511628,
-0.016732508316636086,
0.03319821506738663,
0.03438003733754158,
0.014151575975120068,
0.027032863348722458,
0.02458811178803444,
0.014676447957754135,
-0.020455921068787575,
0.013864009641110897,
-0.017002152279019356,
0.021905820816755295,
-0.08011539280414581,
0.030586756765842438,
-0.030740918591618538,
-0.004143845289945602,
0.006931062787771225,
-0.027791157364845276,
-0.020429175347089767,
0.022972628474235535,
0.038248997181653976,
0.005590086802840233,
0.054783254861831665,
0.02692531794309616,
0.012565870769321918,
0.01944761909544468,
-0.025305822491645813,
-0.0030817599035799503,
0.009973839856684208,
-0.030891643837094307,
0.01992678828537464,
0.03626228868961334,
-0.039337411522865295,
-0.04714271426200867,
0.008654717355966568,
-0.010348349809646606,
-0.00873478315770626,
-0.021862072870135307,
-0.032635003328323364,
0.02244221605360508,
-0.007040136959403753,
0.037232134491205215,
-0.03278476372361183,
0.007866104133427143,
0.05576048418879509,
0.027645358815789223,
0.006323641631752253,
0.004814759362488985,
-0.04771175608038902,
-0.062020521610975266,
0.01469963788986206,
0.010229576379060745,
0.0029180997516959906,
-0.06522095203399658,
0.003992360085248947,
-0.011803662404417992,
-0.031879112124443054,
-0.03588248789310455,
0.009904082864522934,
-0.04068310931324959,
0.030378207564353943,
-0.03910958766937256,
-0.03221402317285538,
0.05068521201610565,
-0.005295277573168278,
0.053000640124082565,
-0.05307077616453171,
0.06915131211280823,
-0.01310762483626604,
-0.02245616726577282,
-0.034682583063840866,
-0.010494057089090347,
-0.024271221831440926,
-0.006539902184158564,
0.029551560059189796,
-0.03798363357782364,
0.0011976024834439158,
-0.01559709757566452,
0.07253699749708176,
0.00471316697075963,
-0.02038348838686943,
0.0564044751226902,
0.011954009532928467,
-0.02528773993253708,
-0.014176838099956512,
0.02295585535466671,
0.007525546941906214,
0.024530308321118355,
0.012387148104608059,
-0.036032430827617645,
0.026266159489750862,
0.029124034568667412,
-0.03470449522137642,
-0.030271967872977257,
0.026687102392315865,
-0.04357960820198059,
0.02914552018046379,
-0.014513684436678886,
0.018359385430812836,
0.04067635536193848,
0.014421404339373112,
-0.034553706645965576,
0.057806313037872314,
-0.05035298317670822,
-0.033563900738954544,
0.029470106586813927,
0.0018240424105897546,
-0.038601625710725784,
-0.06886840611696243,
0.0029823128134012222,
0.0004387158842291683,
0.0000035333891901245806,
-0.022660737857222557,
0.007968216203153133,
0.003230008529499173,
0.05515911430120468,
-0.014561754651367664,
-0.03345243260264397,
-0.014836742542684078,
0.03194383531808853,
0.004555083345621824,
0.013645258732140064,
0.05453350394964218,
-0.03381677716970444,
-0.01541006937623024,
0.00555037148296833,
-0.02667079120874405,
0.03727000951766968,
-0.04062739014625549,
0.028870312497019768,
-0.0384918712079525,
-0.008883873000741005,
-0.0026900700759142637,
0.004633266944438219,
0.033692654222249985,
0.016833316534757614,
-0.016386572271585464,
0.0357019267976284,
-0.011573713272809982,
0.0363600067794323,
0.005161341279745102,
-0.044272590428590775,
-0.0572705939412117,
-0.010714820586144924,
0.03412885591387749,
0.05045972764492035,
0.0060747237876057625,
-0.01593063771724701,
0.03214797377586365,
0.012178060598671436,
0.023301687091588974,
-0.014199654571712017,
0.053051095455884933,
-0.0033283308148384094,
-0.006102722138166428,
-0.021662959828972816,
-0.04471658542752266,
-0.02198251150548458,
-0.02155749313533306,
0.023656923323869705,
0.03813013806939125,
0.0514632947742939,
-0.0033678847830742598,
-0.020412538200616837,
-0.015587493777275085,
0.0096370168030262,
-0.07457568496465683,
-0.0031547127291560173,
-0.03388121724128723,
0.00882180966436863,
-0.024061476811766624,
0.010761073790490627
] |
<p>I would like to know how to move forward in establishing a baseline on multiple observed years of retrospective data. My intent is to first identify the 10% of a given group to include in a study, and then establish a baseline.</p>
<p>One concern of the data is that some observations may have an extremely large score in one year due to "bad luck". To attempt to take this into account, what I had done was look back at three years of data, and ranked each observation from lowest to highest (in a year). I then summed the ranks across three years, which would get me a final "ranking". I then took the highest 10%. My question is, would it be wise to use the mean as baseline given that some observations actually had a lower score in the third year OR should I use the third year score as "baseline"? If neither, what would be a better way of establishing a baseline?</p>
<p>I've provided some code to replicate what I have done thus far. </p>
<p>Thanks in advance.</p>
<p>X1-X3: year 1, year 2, year 3 <br>
x1.1 - x3.1: year 1 rank, year 2 rank, year 3 rank <br>
total: total sum for year 1, year2 and year 3. <br>
mean: mean of year 1, year2 and year 3.
rank: final ranking</p>
<pre><code>x = c('dplyr', 'ggplot2')
lapply(x, require, character.only=T)
props = function(ncol, nrow, var.names=NULL){
if (ncol < 2) stop("ncol must be greater than 1")
p = function(n){
y = 1
z = sapply(seq_len(n), function(i) {
x = sample(seq(0, 10000-y, by = 1), 1)
y = y + x
return(x)
}
)
w = c(z)
return(w)
}
DF = data.frame(t(replicate(nrow, p(n = ncol))))
if (!is.null(var.names)) colnames(DF) = var.names
return(DF)
}
set.seed(9213)
df = props(ncol = 3, nrow = 100)
df$id = rownames(df)
df = df[,c(ncol(df),1:(ncol(df)-1))]
df.w = data.frame(df, apply(df[2:4], 2, rank, ties.method = 'min'))
df.rank = df.w %.%
group_by(id, X1, X2, X3, X1.1, X2.1 , X3.1) %.%
summarise(
total = sum(c(X1, X2 , X3)),
mean = mean(c(X1, X2 , X3)),
rank = sum(c(X1.1, X2.1 , X3.1))) %.%
arrange(id)
df.rank$rank = rank(df.rank$rank, ties.method = 'min')
df.rank = df.rank[order(df.rank$rank), ]
percent.10 = subset(df.rank, rank > quantile(rank, prob = 1 - 10/100))
</code></pre> | 73,429 | [
-0.02698899805545807,
-0.021570945158600807,
0.008057987317442894,
-0.0074997879564762115,
0.04094970226287842,
0.006404417101293802,
-0.0383552722632885,
-0.031029077246785164,
0.027246873825788498,
-0.046953100711107254,
0.03648542985320091,
0.06541961431503296,
0.04855135455727577,
0.019541436806321144,
0.038044195622205734,
0.005025947000831366,
-0.016773346811532974,
0.0243671927601099,
-0.019681815057992935,
0.0050402311608195305,
-0.018099995329976082,
0.015058577060699463,
-0.008110924623906612,
0.013560484163463116,
-0.024893052875995636,
0.019557369872927666,
0.017412245273590088,
-0.02732083946466446,
-0.0027339316438883543,
0.05532976612448692,
-0.06815963238477707,
0.004690864589065313,
0.025381900370121002,
-0.008920060470700264,
0.04204859957098961,
0.02447461523115635,
-0.019287515431642532,
-0.007484888657927513,
0.013377353549003601,
0.034840021282434464,
-0.026704227551817894,
-0.008224403485655785,
-0.008373570628464222,
0.010983598418533802,
-0.012033850885927677,
0.02878553979098797,
-0.023867689073085785,
0.011127066798508167,
0.0327889509499073,
-0.04445115476846695,
0.006333916913717985,
0.01354706659913063,
0.02122015506029129,
0.04296208545565605,
-0.062169596552848816,
-0.020282015204429626,
0.07013566046953201,
0.043830618262290955,
0.03727865219116211,
-0.021852806210517883,
0.04627074673771858,
-0.06714660674333572,
-0.02641577459871769,
0.018681956455111504,
-0.02587858773767948,
0.019007956609129906,
0.008811727166175842,
0.019010907039046288,
0.027307597920298576,
-0.025847896933555603,
0.01787702552974224,
-0.009335893206298351,
0.004057812038809061,
-0.01024281233549118,
0.013107279315590858,
0.0038939679507166147,
0.007853669114410877,
-0.03839956969022751,
0.039360836148262024,
0.015025162138044834,
-0.021844735369086266,
0.005013434216380119,
0.04567595198750496,
0.057551875710487366,
0.02430928312242031,
0.002781494054943323,
0.058229926973581314,
-0.04537958279252052,
0.028803739696741104,
0.05756352096796036,
0.03319234028458595,
-0.004123142454773188,
0.04971983656287193,
0.020665409043431282,
-0.017309363931417465,
-0.009751864708960056,
-0.013713053427636623,
0.034519072622060776,
0.007310193497687578,
0.017434408888220787,
-0.01926996000111103,
-0.045203566551208496,
0.013941300101578236,
0.036063019186258316,
-0.04064643010497093,
0.004224768374115229,
-0.05663936957716942,
-0.01698331907391548,
-0.032859932631254196,
-0.024079687893390656,
-0.0300612673163414,
0.039323385804891586,
-0.025520557537674904,
-0.04758518189191818,
0.018224336206912994,
-0.038923636078834534,
0.00975820142775774,
0.016895044595003128,
0.06080345809459686,
0.03737333044409752,
0.025317320600152016,
-0.009608686901628971,
0.009291501715779305,
-0.02709505893290043,
-0.014705300331115723,
0.0030542761087417603,
0.025739530101418495,
-0.005883157253265381,
-0.007389593403786421,
0.03873543441295624,
0.001488939975388348,
-0.009006435051560402,
0.08024570345878601,
0.00495307520031929,
0.05321674421429634,
0.008798067457973957,
-0.0838347002863884,
-0.04858273267745972,
0.03851956129074097,
-0.03125292807817459,
0.03650052100419998,
-0.06427544355392456,
-0.0028971335850656033,
-0.006684665568172932,
0.022705569863319397,
0.024117620661854744,
0.01574328914284706,
0.03378773108124733,
0.02235058881342411,
-0.021180391311645508,
-0.0067817759700119495,
-0.026301251724362373,
-0.01900884509086609,
-0.01899939961731434,
-0.028664495795965195,
-0.07307963073253632,
0.0780215710401535,
-0.0288357175886631,
-0.0021065548062324524,
-0.010601893067359924,
0.04380177706480026,
-0.000570334552321583,
0.02504945732653141,
-0.00829680822789669,
0.017862435430288315,
-0.007499370723962784,
0.02359502762556076,
0.011074483394622803,
0.02944113314151764,
0.024086041375994682,
-0.04890359938144684,
0.0007724558236077428,
-0.009840131737291813,
0.01571832038462162,
0.022775594145059586,
-0.03269213065505028,
0.027062073349952698,
-0.03577191010117531,
-0.00013636157382279634,
0.022788766771554947,
-0.024602361023426056,
-0.040378980338573456,
-0.004770941566675901,
-0.024345319718122482,
0.010787975043058395,
-0.009378572925925255,
-0.003270480316132307,
-0.007725937757641077,
0.058772012591362,
-0.02289871871471405,
-0.053638212382793427,
-0.10604565590620041,
-0.017718473449349403,
0.03405873104929924,
-0.06498026847839355,
-0.030817877501249313,
0.0011675599962472916,
0.061101801693439484,
-0.006888184696435928,
-0.009680092334747314,
-0.01664445735514164,
0.016219964250922203,
0.056756556034088135,
-0.03149479627609253,
-0.02402466908097267,
0.056816715747117996,
0.05202176049351692,
-0.007365834899246693,
0.03407060727477074,
-0.05680567026138306,
-0.01953667588531971,
0.013737639412283897,
-0.0012266201665624976,
0.030613012611865997,
0.018677128478884697,
-0.03143514320254326,
0.042031653225421906,
-0.004407677333801985,
-0.015354039147496223,
0.03741537779569626,
-0.06016725301742554,
0.054592330008745193,
0.06863273680210114,
0.0077018034644424915,
0.015652203932404518,
-0.04602936655282974,
0.03312595188617706,
0.01652868464589119,
-0.014732014387845993,
0.02190227434039116,
-0.05447123944759369,
-0.04001731425523758,
0.043971553444862366,
0.04625752195715904,
-0.016648488119244576,
0.01131066307425499,
0.04684947431087494,
-0.05850660428404808,
0.03044254146516323,
0.023947186768054962,
0.025930779054760933,
-0.04586941748857498,
-0.016413433477282524,
0.03980252891778946,
0.0216140765696764,
-0.006165674887597561,
0.02982727438211441,
0.00020572355424519628,
0.05673404783010483,
0.03378906100988388,
-0.011565987952053547,
0.030390096828341484,
0.020365098491311073,
0.012486784718930721,
0.013391172513365746,
-0.029421953484416008,
0.0489906407892704,
-0.0394195020198822,
0.02340935356914997,
0.043966297060251236,
0.014758766628801823,
0.004587436094880104,
0.02400112710893154,
-0.01467886846512556,
-0.0184903796762228,
0.036378175020217896,
-0.06390643864870071,
0.020296642556786537,
0.023572932928800583,
0.01630786620080471,
0.015130642801523209,
-0.03178765997290611,
-0.050673142075538635,
-0.04299132898449898,
0.007799473125487566,
0.01915200613439083,
-0.025724930688738823,
0.017226053401827812,
-0.027473384514451027,
-0.02832830883562565,
0.0021197590976953506,
-0.01711941324174404,
-0.011533464305102825,
0.05396445840597153,
-0.06924927979707718,
-0.028758207336068153,
0.009558686055243015,
-0.005366029683500528,
0.030469683930277824,
0.0021700907964259386,
-0.0405905582010746,
0.051527149975299835,
0.029699044302105904,
-0.04985329136252403,
-0.03221769258379936,
-0.04884229227900505,
-0.02143918164074421,
-0.005058503244072199,
-0.01140339020639658,
0.05531082674860954,
0.02408182993531227,
-0.044914018362760544,
-0.012338453903794289,
-0.04858054220676422,
0.00749578233808279,
0.008083418011665344,
-0.0011956895468756557,
-0.017908653244376183,
0.016059227287769318,
-0.020838061347603798,
0.005538219586014748,
0.002384898252785206,
-0.0009109655511565506,
-0.03272299841046333,
-0.03653709962964058,
0.025872619822621346,
0.004125415347516537,
0.04820069298148155,
-0.030389944091439247,
0.020848171785473824,
0.07364536076784134,
0.04551618918776512,
-0.007397469133138657,
-0.08133489638566971,
-0.01752001792192459,
0.01677510142326355,
-0.029759665951132774,
0.02153399959206581,
0.02230840176343918,
0.016418607905507088,
-0.018998883664608,
-0.015811016783118248,
0.009213170036673546,
0.042055923491716385,
-0.019673600792884827,
0.0232833418995142,
0.011977926827967167,
0.03667571768164635,
-0.02648635022342205,
0.07353203743696213,
0.0342310406267643,
-0.014703171327710152,
0.003967741969972849,
-0.020883232355117798,
0.021892713382840157,
-0.03037096932530403,
-0.06500420719385147,
0.0182232316583395,
-0.019608236849308014,
0.04873879998922348,
-0.010507059283554554,
0.03360080346465111,
0.05095955729484558,
-0.05996426194906235,
-0.0016758257988840342,
-0.0394236259162426,
0.019981088116765022,
-0.010808129794895649,
0.014554137364029884,
0.019739925861358643,
0.01247523631900549,
-0.03289039060473442,
0.04205150529742241,
-0.022423284128308296,
-0.03655911609530449,
0.026403794065117836,
-0.04310472309589386,
0.026790864765644073,
0.0305581483989954,
0.07342317700386047,
-0.007158270105719566,
0.00775171909481287,
-0.03171578794717789,
0.012903080321848392,
-0.04043116793036461,
0.008409651927649975,
-0.03922540694475174,
0.050782546401023865,
0.0178176611661911,
0.018880028277635574,
0.017225876450538635,
-0.026114393025636673,
0.013338358141481876,
-0.009055736474692822,
-0.049647171050310135,
0.0029010858852416277,
0.020089566707611084,
0.014893864281475544,
-0.009014534763991833,
-0.026246190071105957,
0.0008355543250218034,
0.011803638190031052,
0.024622071534395218,
0.01648937538266182,
0.026540344581007957,
-0.02458883263170719,
0.01812911219894886,
-0.021612906828522682,
0.021186616271734238,
-0.0032317882869392633,
0.01569060981273651,
0.02359713241457939,
-0.008825833909213543,
0.044493868947029114,
0.005368806887418032,
-0.006442241370677948,
0.001663037808611989,
0.0015415927628055215,
0.009147807024419308,
0.04068344458937645,
0.017046088352799416,
-0.004866075702011585,
0.024277344346046448,
-0.021236805245280266,
0.004775908775627613,
-0.0004953727475367486,
0.021025214344263077,
0.05239763855934143,
-0.0012732482282444835,
0.016296524554491043,
-0.0034658892545849085,
0.0023470986634492874,
0.043360307812690735,
0.017672725021839142,
0.005968152079731226,
-0.026226243004202843,
0.012955992482602596,
0.044221099466085434,
-0.018903309479355812,
0.02391209453344345,
0.04159093275666237,
0.024510661140084267,
0.009270219132304192,
-0.030606413260102272,
-0.002741738222539425,
-0.005463356152176857,
-0.019970284774899483,
0.04124334082007408,
-0.003380934940651059,
0.006888244301080704,
-0.002131877699866891,
0.011301529593765736,
-0.03350146487355232,
-0.040723979473114014,
0.024147726595401764,
0.008809692226350307,
0.08859565854072571,
-0.009333890862762928,
-0.050454407930374146,
-0.008353161625564098,
0.023672712966799736,
0.0504520907998085,
0.0026628298219293356,
-0.03348973020911217,
-0.09316989779472351,
-0.01830943673849106,
0.06596219539642334,
0.05864734947681427,
-0.033983953297138214,
-0.04088142141699791,
-0.05898895487189293,
-0.01976032741367817,
-0.004972016904503107,
-0.04363042488694191,
-0.02732125297188759,
-0.04737348109483719,
-0.00658769067376852,
-0.030130192637443542,
-0.050308771431446075,
-0.055983856320381165,
0.025344964116811752,
-0.06160722300410271,
0.02631979063153267,
-0.009079720824956894,
-0.016101369634270668,
-0.02952289953827858,
0.013436452485620975,
0.007825605571269989,
0.014376720413565636,
-0.020084351301193237,
-0.02689540572464466,
0.023895742371678352,
0.0030451426282525063,
-0.02189786173403263,
-0.03269997611641884,
0.03903435543179512,
0.001410578261129558,
0.043362658470869064,
0.029117371886968613,
0.003259026212617755,
-0.008589629083871841,
0.002971955109387636,
0.012401923537254333,
-0.006673114839941263,
0.019611546769738197,
0.02264188975095749,
0.042394768446683884,
0.055444538593292236,
-0.022197257727384567,
0.06049909442663193,
0.012134167365729809,
-0.0006312048644758761,
0.046824634075164795,
-0.01802155189216137,
-0.015294564887881279,
-0.040757570415735245,
-0.014788051135838032,
-0.05504186823964119,
-0.04607938975095749,
-0.011592328548431396,
0.019603880122303963,
-0.005927548743784428,
0.03739025816321373,
-0.048470787703990936,
-0.007866060361266136,
0.08072658628225327,
-0.012049242854118347,
0.02388998493552208,
-0.026221472769975662,
0.0030443468131124973,
-0.013476135209202766,
0.004775847773998976,
-0.006013832055032253,
0.04095137119293213,
-0.0032192931976169348,
-0.0030176870059221983,
-0.005184457171708345,
-0.06056129187345505,
0.051046811044216156,
0.002742704702541232,
-0.008818182162940502,
0.0003784620203077793,
-0.01068966370075941,
0.03788929060101509,
-0.013184959068894386,
0.03835932910442352,
0.020491039380431175,
-0.018267586827278137,
-0.02636905014514923,
0.031846784055233,
-0.0053554316982626915,
-0.020567966625094414,
-0.01433044858276844,
0.023607958108186722,
0.006130936089903116,
0.009731194004416466,
-0.004033097997307777,
-0.015079089440405369,
-0.005308380350470543,
0.03519792482256889,
-0.01919858157634735,
0.005864559207111597,
-0.01409723050892353,
0.0005989946075715125,
0.014699848368763924,
-0.02324972301721573,
0.0021711818408221006,
-0.036001548171043396,
-0.001635941443964839,
-0.017128467559814453,
0.008094425313174725,
0.09188612550497055,
-0.033966924995183945,
-0.012916420586407185,
0.038418080657720566,
-0.02682926133275032,
-0.02794433757662773,
-0.0462399497628212,
-0.017310483381152153,
-0.03223709762096405,
0.027054185047745705,
-0.019437335431575775,
0.003945980221033096,
0.06999993324279785,
-0.0003088168741669506,
-0.05585864931344986,
0.028240621089935303,
-0.029798412695527077,
0.031744007021188736,
-0.06418073177337646,
-0.002772383624687791,
-0.06999952346086502,
0.01974939927458763,
-0.03712426871061325,
0.005528977606445551,
0.004036145284771919,
-0.008989510126411915,
0.0007268244517035782,
-0.010354849509894848,
0.002319341991096735,
0.004221638664603233,
0.04009605199098587,
-0.012691960670053959,
-0.010107454843819141,
-0.033578336238861084,
-0.03021583892405033,
0.006223622243851423,
0.02597162127494812,
-0.005042007192969322,
0.026122795417904854,
-0.0015338059747591615,
0.00044217469985596836,
-0.0008604608592577279,
-0.026397228240966797,
0.013793949969112873,
0.05749233439564705,
0.012515220791101456,
0.021564416587352753,
0.03524180129170418,
-0.013953525573015213,
0.026254894211888313,
-0.02402961067855358,
-0.004832621198147535,
-0.028658956289291382,
0.018648669123649597,
0.0678938776254654,
-0.01589297503232956,
-0.017184961587190628,
0.04318996146321297,
-0.02618701383471489,
0.026631280779838562,
0.05491795018315315,
0.024751946330070496,
-0.026316974312067032,
0.00037897744914516807,
-0.031698670238256454,
-0.027662022039294243,
0.01098089199513197,
-0.046928368508815765,
0.002689808141440153,
-0.03410502150654793,
-0.035700492560863495,
-0.018725387752056122,
0.042300038039684296,
-0.029574280604720116,
-0.03197910636663437,
-0.026278985664248466,
-0.05791965872049332,
-0.019067304208874702,
0.04805658385157585,
-0.032866138964891434,
0.02001434937119484,
0.012422014959156513,
0.045543599873781204,
0.01480537187308073,
0.033201366662979126,
-0.06142968684434891,
-0.04763141646981239,
-0.02195458486676216,
-0.006792092230170965,
-0.06098636984825134,
-0.022082917392253876,
0.0016469856491312385,
-0.019978031516075134,
0.008645358495414257,
-0.0495326928794384,
0.0017745917430147529,
-0.01124928891658783,
0.05837520584464073,
0.0018947841599583626,
0.07486636191606522,
0.042001351714134216,
0.026639878749847412,
0.006709942128509283,
-0.014031180180609226,
0.1437462866306305,
0.06780407577753067,
0.06144323945045471,
-0.060874201357364655,
0.023815330117940903,
0.07125116139650345,
0.01128431037068367,
-0.03375106677412987,
-0.006677211262285709,
-0.0055584535002708435,
-0.012378661893308163,
0.06717850267887115,
0.034369394183158875,
-0.021767791360616684,
0.002048587193712592,
0.06656011939048767,
-0.02290835604071617,
-0.011966265738010406,
-0.02991592139005661,
0.006995739880949259,
-0.005060269497334957,
-0.030194828286767006,
-0.03261417895555496,
0.0029456992633640766,
0.045280106365680695,
-0.010708315297961235,
-0.023769157007336617,
0.010320276021957397,
-0.013608723878860474,
0.03471210598945618,
-0.0065758805721998215,
0.029079843312501907,
-0.006336991675198078,
-0.0033545808400958776,
-0.014421199448406696,
-0.04557633772492409,
0.03464004397392273,
-0.028168795630335808,
0.03094104863703251,
0.010778019204735756,
-0.022998906672000885,
0.012862331233918667,
-0.029850881546735764,
0.012043504044413567,
-0.05891959369182587,
-0.01685796119272709,
-0.015138516202569008,
0.037360720336437225,
-0.016554800793528557,
-0.010194269008934498,
-0.022959169000387192,
-0.0011032689362764359,
-0.0134068438783288,
-0.021620484068989754,
-0.030194351449608803,
0.03530061990022659,
0.03474266454577446,
-0.04239264503121376,
-0.003206010442227125,
-0.012655237689614296,
0.009140226989984512,
-0.014502085745334625,
0.056627023965120316,
0.004325578920543194,
-0.0020016785711050034,
-0.02937246300280094,
-0.05510532855987549,
0.03411370515823364,
-0.027408521622419357,
0.014343940652906895,
0.01606524921953678,
-0.01742856204509735,
-0.05055871605873108,
-0.045630235224962234,
0.024312835186719894,
-0.002424475736916065,
0.00969978142529726,
0.0096446443349123,
0.027016695588827133,
-0.033006731420755386,
-0.0270053930580616,
0.019764825701713562,
-0.027025796473026276,
0.02442060597240925,
-0.017368020489811897,
-0.015848957002162933,
0.0203496515750885,
0.00704366248100996,
0.009979410097002983,
0.026034045964479446,
-0.005933407694101334,
0.07196732610464096,
0.0306963212788105,
-0.007526118773967028,
-0.02188165858387947,
-0.009211014956235886,
-0.04438769072294235,
-0.003240742487832904,
-0.04373578354716301,
0.057206906378269196,
0.03364574909210205,
0.007385351695120335,
0.014510552398860455,
0.0065949177369475365,
0.0067218514159321785,
-0.004481186158955097,
0.030589673668146133,
-0.08637047559022903,
0.04722350090742111,
-0.006094337906688452,
-0.005334535613656044,
-0.02664547972381115,
-0.03467511758208275,
-0.0025912998244166374,
-0.019267184659838676,
-0.009907008148729801,
-0.024753747507929802,
-0.002854776568710804,
0.02920663170516491,
-0.007520543411374092,
0.01603928580880165,
-0.012277132831513882,
-0.009464558213949203,
-0.040801629424095154,
0.0055268253199756145,
-0.03020615689456463,
-0.019817156717181206,
-0.029749110341072083,
0.022979434579610825,
-0.02937428094446659,
0.024632714688777924,
0.04059060662984848,
-0.026536211371421814,
0.014270732179284096,
-0.006822735071182251,
0.017987944185733795,
0.004624864086508751,
0.06168140098452568,
0.015327677130699158,
-0.001003741635940969,
0.01341400295495987,
-0.05217257887125015,
-0.03975900262594223,
-0.007706290110945702,
0.058697089552879333,
0.003958351910114288,
0.01290762610733509,
0.014512705616652966,
-0.020352404564619064,
0.020979220047593117,
-0.02485649846494198,
-0.041019510477781296,
-0.03380019590258598,
0.0035544021520763636,
0.05007581040263176,
-0.004243738483637571,
0.023450518026947975,
0.011808769777417183,
0.010265709832310677,
0.003406060393899679,
0.04036591202020645,
-0.016845766454935074,
0.026605291292071342,
-0.010328465141355991,
-0.02827126905322075,
-0.018986990675330162,
-0.010628435760736465,
0.01690681464970112,
0.03231459856033325,
0.048402078449726105,
-0.04516132175922394,
0.04771135747432709,
-0.002206889446824789,
0.0021916390396654606,
-0.056683801114559174,
-0.022696731612086296,
0.0020213716197758913,
-0.024053173139691353,
0.017070654779672623,
-0.047356802970170975,
-0.0029186124447733164,
0.025349674746394157,
-0.01998063176870346,
0.024118132889270782,
0.016919581219553947,
0.007254462223500013,
-0.02297336608171463,
0.04552851617336273,
0.016454221680760384,
-0.014636460691690445,
-0.001332232728600502,
0.02319163829088211,
0.032793693244457245,
0.06604509055614471,
0.028933662921190262,
-0.03155181556940079,
-0.03443516045808792,
-0.010983933694660664,
-0.012566483579576015,
-0.07312150299549103,
-0.00862396601587534,
-0.05225321277976036,
-0.013420958071947098,
0.03182464838027954,
0.0001207861423608847,
0.05391580983996391,
-0.004724475555121899,
0.01812613196671009,
0.015587642788887024,
0.04059629887342453,
0.0015983430203050375,
0.004397342912852764,
-0.00821841973811388,
-0.016116227954626083,
0.018978789448738098,
0.0070124720223248005,
-0.0007542740786448121,
0.014019191265106201,
0.0349433608353138,
-0.009158612228929996,
-0.025423891842365265,
-0.004496610723435879,
-0.0077697765082120895,
0.016312815248966217,
0.013389194384217262,
-0.00100146874319762,
-0.000832875317428261,
-0.008428176864981651,
-0.001634064712561667,
-0.00994888599961996,
-0.013851981610059738,
0.06203673034906387,
0.027019796893000603,
-0.01229081116616726,
0.015717191621661186,
0.002825804753229022,
-0.03346574679017067,
-0.027996394783258438,
-0.024883732199668884,
0.009476738050580025,
-0.04612961784005165,
-0.017509980127215385,
0.010839990340173244,
-0.0245955977588892,
-0.018191151320934296,
-0.019620729610323906,
-0.024844741448760033,
0.05829456076025963,
-0.03994077444076538,
0.013282089494168758,
0.020519692450761795,
0.029685350134968758,
0.020066838711500168,
-0.09418532252311707,
0.047429151833057404,
0.004342931788414717,
-0.017462175339460373,
-0.020268749445676804,
-0.021936869248747826,
-0.030655045062303543,
0.01267209928482771,
0.020817063748836517,
0.008286253549158573,
0.0011401093797758222,
-0.02906235307455063,
0.03495919704437256,
0.007861376740038395,
-0.05956575646996498,
0.055837929248809814,
-0.009572598151862621,
0.006182660348713398,
-0.0018313812324777246,
-0.009319419972598553,
0.0322624146938324,
-0.002301823813468218,
0.030813343822956085,
-0.028037691488862038,
-0.002404151950031519,
0.03716405853629112,
-0.002280713291838765,
0.022419435903429985,
-0.0002644793421495706,
-0.045377157628536224,
0.012489392422139645,
0.011092848144471645,
0.018889181315898895,
0.04077475517988205,
-0.010388038121163845,
-0.045840464532375336,
0.03826732933521271,
-0.045718684792518616,
-0.04164816066622734,
0.0006021818844601512,
0.004915454890578985,
-0.038334399461746216,
-0.06546653807163239,
-0.006367035210132599,
0.02213209867477417,
-0.02226121351122856,
0.04031549394130707,
0.05961267650127411,
-0.00510574271902442,
0.05751218646764755,
-0.02381863258779049,
0.02163590118288994,
0.001271015964448452,
-0.030921943485736847,
0.008590111508965492,
-0.03308380767703056,
-0.01625256985425949,
-0.002677349140867591,
0.008114981465041637,
0.031531237065792084,
0.007954579778015614,
0.0073536536656320095,
0.0050867171958088875,
0.05406580865383148,
-0.04600556194782257,
0.02051268145442009,
0.01655885949730873,
0.013541782274842262,
0.0035410078708082438,
0.006900040898472071,
0.02209317684173584,
0.0299961119890213,
-0.03784077242016792,
0.004906969144940376,
-0.01812838762998581,
-0.03636924549937248,
-0.07731232792139053,
0.012933519668877125,
-0.03266804292798042,
0.01542090717703104,
-0.007208325434476137,
0.007921352051198483,
-0.006661614403128624,
-0.005446631461381912,
0.03983045369386673,
0.011734457686543465,
0.05755455791950226,
-0.02545071206986904,
0.0013967405539005995,
0.02272065356373787,
-0.02543061599135399,
-0.04040718078613281,
-0.022575950250029564,
0.01579110696911812,
-0.021331844851374626,
0.02867250330746174,
-0.033901818096637726,
0.02294071950018406,
0.022026842460036278,
0.002629673108458519,
-0.034294694662094116,
-0.022326339036226273,
-0.06857883930206299,
0.02172337844967842,
0.024090005084872246,
-0.030433062463998795
] |
<p>In maximum likelihood estimation (MLE) a useful result is that the standard errors for some estimated coefficient vector can be computed as the square roots of the diagonal entries of the inverse of the negative expected information matrix. </p>
<p>In other words, let the empirical estimate <em>of the expectation</em> of the information matrix be: $$I(\theta) =-\frac{1}{N}\sum_{i=1}^{N}\mathcal{H}(Z_{i},
\theta)$$ for parameter vector $\theta$, and data points $Z_{i}$, where $\mathcal{H}(Z_{i},\theta)$ denotes the Hessian matrix of the log-likelihood function, evaluated at the single datum $Z_{i}$ and the parameter vector estimate $\theta$.</p>
<p>Then the matrix given by $I(\theta)^{-1}$ contains the variance/covariance structure of the MLE estimates, and its diagonal entries in particular are the variances of the estimated MLE parameters.</p>
<p>In my specific application, the $Z_{i}$ are consumer data about price preferences for different heating options, and the model is a logit probability model. I've done all the work of estimating the MLE and there are standard formulas for the derivative vector and Hessian matrix in this logit scenario. I have about 250 data samples, which is large enough that I expect the MLE estimate to be fairly accurate.</p>
<p>However, when I numerically compute the information matrix and the corresponding variances, I am seeing very large numbers. The estimated coefficients range in absolute value from 0.5 to 22, but the smallest standard error is about 7.2, which makes me question what I'm doing.</p>
<p>I know that the empirical estimate of the Hessians are correct, as I've used my code on a separate data set to confirm that I'm computing the derivatives and second-derivatives correctly, so I think it's unlikely to be a coding mistake.</p>
<p>Does anyone have any advice on what might yield such large standard deviations in practice?</p> | 35,807 | [
-0.03302156552672386,
0.009646018035709858,
-0.004299173131585121,
0.008156046271324158,
0.013462611474096775,
0.035229478031396866,
-0.038550570607185364,
-0.004875889513641596,
0.026497911661863327,
-0.02960243821144104,
0.012766536325216293,
0.041160695254802704,
0.06433626264333725,
0.021407295018434525,
0.0596969835460186,
0.019771846011281013,
0.01838524453341961,
0.013402383774518967,
0.022401180118322372,
0.01212538592517376,
0.006467085797339678,
0.05736720561981201,
-0.015099520795047283,
-0.03365951031446457,
-0.022812647745013237,
0.028981246054172516,
0.0010026703821495175,
0.01148949097841978,
-0.003821730148047209,
0.06979596614837646,
-0.01161058060824871,
-0.024106837809085846,
0.01797843724489212,
0.035069189965724945,
0.033799365162849426,
0.007628551218658686,
-0.01728098653256893,
-0.03315151482820511,
-0.0053284261375665665,
0.024185551330447197,
-0.019651371985673904,
-0.03827916830778122,
-0.025991976261138916,
0.017201419919729233,
-0.009920511394739151,
0.0090415570884943,
0.008919578976929188,
-0.07864734530448914,
0.047653455287218094,
-0.02329983562231064,
0.06684267520904541,
0.03296387195587158,
0.025046922266483307,
0.034030839800834656,
-0.039273202419281006,
0.016749730333685875,
0.022385310381650925,
0.07475815713405609,
-0.031063411384820938,
-0.06286545097827911,
0.0013779120054095984,
-0.04054313898086548,
-0.013602287508547306,
-0.025187157094478607,
-0.02425406500697136,
0.013446331024169922,
-0.015614045783877373,
-0.055358100682497025,
0.04322730749845505,
-0.03648034855723381,
0.026131438091397285,
0.03610822930932045,
0.013509904034435749,
0.030328955501317978,
0.020181676372885704,
-0.014692596159875393,
0.026391565799713135,
0.02564595267176628,
0.026379883289337158,
0.010773015208542347,
0.02080092951655388,
0.007601215969771147,
0.01127882581204176,
0.041000183671712875,
0.005199364852160215,
-0.01095858495682478,
0.0512319840490818,
-0.021853100508451462,
0.032222699373960495,
0.00033767291461117566,
-0.034150730818510056,
0.008399839513003826,
0.04035266116261482,
-0.013612905517220497,
-0.03134362772107124,
0.03214455768465996,
-0.007080360781401396,
0.014519182033836842,
0.025743279606103897,
-0.03410274162888527,
-0.02149028331041336,
-0.0070579336024820805,
-0.018193107098340988,
0.024310212582349777,
-0.013389095664024353,
-0.00999884307384491,
-0.0045066336169838905,
-0.04625207930803299,
0.005607846193015575,
-0.07340085506439209,
0.0045435670763254166,
0.013687271624803543,
-0.008175212889909744,
-0.026539396494627,
-0.0024389217142015696,
-0.017429200932383537,
-0.04468219727277756,
-0.01887715794146061,
0.019156204536557198,
0.055476196110248566,
0.04220552369952202,
0.0018310693558305502,
0.05413051322102547,
-0.06409930437803268,
-0.0562681183218956,
0.03031734935939312,
0.0100943548604846,
-0.0141607029363513,
-0.07277113944292068,
0.02287217602133751,
0.020818131044507027,
-0.011630632914602757,
0.03814299777150154,
0.0008389667491428554,
-0.0050901249051094055,
0.005595859605818987,
-0.05041249468922615,
-0.08581622689962387,
0.026222651824355125,
0.0012999054742977023,
0.024217722937464714,
-0.09364045411348343,
-0.041568536311388016,
0.042610183358192444,
0.0446585975587368,
0.008211980573832989,
0.06029748544096947,
0.011392115615308285,
0.0347934290766716,
0.026142815127968788,
-0.052742768079042435,
0.01660303585231304,
-0.036012373864650726,
-0.0004889070987701416,
-0.022295288741588593,
-0.044477593153715134,
0.03979849815368652,
0.044441916048526764,
-0.019548846408724785,
0.013938989490270615,
0.037411268800497055,
0.06232571229338646,
-0.028460726141929626,
0.01798531599342823,
-0.02633727341890335,
-0.030987046658992767,
0.07942407578229904,
-0.006448733154684305,
0.023521743714809418,
0.0168021097779274,
0.0074187591671943665,
0.024411005899310112,
-0.017973795533180237,
0.04650487005710602,
0.043792277574539185,
-0.015116803348064423,
0.030415553599596024,
-0.031248364597558975,
0.02348199300467968,
-0.008952026255428791,
-0.033410172909498215,
-0.026890059933066368,
-0.004628217313438654,
-0.030585475265979767,
0.018741285428404808,
0.04500817507505417,
-0.02367592416703701,
-0.03545543923974037,
0.03489568829536438,
-0.05894787982106209,
-0.06290920078754425,
-0.027662087231874466,
0.020396364852786064,
-0.015129180625081062,
-0.0212154071778059,
0.03568820282816887,
-0.015563080087304115,
0.026018936187028885,
0.020886333659291267,
0.0006848954944871366,
0.0081248227506876,
0.0073882099241018295,
0.0548764169216156,
-0.025798553600907326,
0.033735696226358414,
0.03735717013478279,
0.04593119025230408,
-0.011415872722864151,
0.0247374065220356,
-0.012028071098029613,
-0.06912656873464584,
0.008865525014698505,
-0.04516974464058876,
0.010085049085319042,
0.02938791736960411,
-0.02716328576207161,
-0.0055449348874390125,
-0.02441822551190853,
0.0018530457746237516,
0.03574393317103386,
-0.05142549052834511,
0.019913800060749054,
0.029332447797060013,
0.008219236508011818,
0.008661155588924885,
0.03722398728132248,
0.021456226706504822,
0.049355410039424896,
-0.013477377593517303,
0.009454946033656597,
-0.046465400606393814,
-0.008961227722465992,
0.07324379682540894,
0.042563144117593765,
-0.035962317138910294,
-0.01763882301747799,
0.057138703763484955,
0.03598730266094208,
0.015424809418618679,
-0.013283098116517067,
-0.022580649703741074,
-0.015908867120742798,
0.03576480224728584,
-0.00153127231169492,
-0.0077436743304133415,
0.027279527857899666,
0.01594521477818489,
0.03112679533660412,
0.023808550089597702,
-0.004299413878470659,
0.03975815698504448,
0.043092962354421616,
-0.00835796445608139,
0.0045401244424283504,
-0.016228534281253815,
0.02724514715373516,
0.05318424850702286,
-0.017997248098254204,
-0.04128152132034302,
0.036612365394830704,
0.024085627868771553,
0.006110209971666336,
-0.009245735593140125,
-0.009012197144329548,
0.03355299308896065,
0.01805204339325428,
-0.026307355612516403,
0.01524613332003355,
0.03819359093904495,
-0.022179124876856804,
0.04593617096543312,
-0.045025598257780075,
-0.01582154631614685,
0.0411674790084362,
0.007946949452161789,
0.03966052457690239,
0.003575872629880905,
0.005465719848871231,
0.009162098169326782,
-0.027988210320472717,
-0.0008410434238612652,
-0.027763839811086655,
0.03427613526582718,
0.03797183558344841,
-0.06734193861484528,
-0.018100665882229805,
-0.0684191957116127,
-0.049368444830179214,
0.042765650898218155,
0.008282933384180069,
-0.0011654726695269346,
0.03647614270448685,
-0.021010994911193848,
-0.03200065717101097,
-0.03618632256984711,
0.012449930422008038,
-0.011606413871049881,
-0.01635127142071724,
-0.031220126897096634,
0.03568938001990318,
-0.004640347324311733,
-0.02032037079334259,
0.03626680746674538,
-0.05806877836585045,
-0.049129024147987366,
-0.014749005436897278,
0.000875374476891011,
-0.0026622270233929157,
0.020974256098270416,
0.014836731366813183,
0.021326633170247078,
0.020929209887981415,
-0.011351022869348526,
-0.09916951507329941,
-0.0798274427652359,
-0.030932750552892685,
0.012912738136947155,
0.003275904105976224,
0.00024013654910959303,
-0.009347223676741123,
0.07217465341091156,
0.02364233322441578,
-0.03977382555603981,
-0.0032558925449848175,
-0.008511933498084545,
-0.028146883472800255,
-0.03171961382031441,
0.015823153778910637,
0.01665673963725567,
0.007418150082230568,
0.04910833388566971,
0.0036578704603016376,
0.014490238390862942,
0.012761685065925121,
-0.03030841052532196,
0.0008596127736382186,
0.051300182938575745,
-0.02023947238922119,
-0.013174199499189854,
0.03440406918525696,
0.017842166125774384,
0.005574289709329605,
0.03137502446770668,
0.02929229475557804,
0.021286599338054657,
0.00431871647015214,
-0.07085615396499634,
0.04283894598484039,
-0.036080919206142426,
0.023235846310853958,
-0.022497428581118584,
0.012708330526947975,
0.02038205787539482,
-0.01245899312198162,
-0.024423053488135338,
0.023720959201455116,
0.0044718594290316105,
-0.037211596965789795,
0.02560126967728138,
0.029804706573486328,
0.022058991715312004,
0.004508257377892733,
-0.0020886848215013742,
-0.0380711555480957,
0.01233546994626522,
-0.023212414234876633,
-0.01951812021434307,
-0.03205491602420807,
0.04284394904971123,
0.04039015993475914,
0.01031535305082798,
-0.054193589836359024,
-0.028536656871438026,
0.04747640714049339,
-0.032366763800382614,
0.005191049072891474,
-0.014781528152525425,
0.031984928995370865,
-0.0029560516122728586,
0.012835181318223476,
-0.005330240819603205,
0.006502067670226097,
0.03327992558479309,
0.01736079715192318,
-0.07841147482395172,
0.021514790132641792,
0.00846742745488882,
-0.01288801059126854,
0.006519020535051823,
-0.04033535346388817,
0.05286909267306328,
-0.011705078184604645,
0.05423615127801895,
0.04348457232117653,
0.03868443891406059,
-0.048473112285137177,
0.0029359785839915276,
0.001181595609523356,
0.004012218210846186,
-0.022679565474390984,
0.0011880089296028018,
0.018303927034139633,
-0.003380047855898738,
0.003530177054926753,
0.025750773027539253,
0.006233554799109697,
-0.006620288826525211,
-0.038879089057445526,
0.030257804319262505,
0.030074981972575188,
0.05657992139458656,
0.006064421031624079,
-0.00801151804625988,
-0.03264962136745453,
0.03705814108252525,
-0.0054235211573541164,
0.07908814400434494,
0.04586957395076752,
0.0028482067864388227,
-0.009218933060765266,
-0.017145708203315735,
-0.03038387931883335,
0.047123126685619354,
0.025392139330506325,
0.01991897076368332,
0.024829881265759468,
0.04644109308719635,
0.059339530766010284,
-0.008510138839483261,
-0.022640354931354523,
0.06389130651950836,
-0.005019287578761578,
-0.008418749086558819,
-0.029055781662464142,
-0.0038229660131037235,
-0.000007531657047366025,
0.0202078465372324,
-0.022583596408367157,
0.026047591120004654,
-0.01943201944231987,
-0.03537244722247124,
0.04451146721839905,
-0.021797237917780876,
0.00792342983186245,
0.016334105283021927,
0.01822740025818348,
0.054397646337747574,
0.017405599355697632,
-0.03400389477610588,
0.008741754107177258,
0.02003490924835205,
0.05480928719043732,
-0.012428845278918743,
0.03001275844871998,
-0.09410546720027924,
0.02235689014196396,
0.013400658965110779,
0.05639797821640968,
-0.012804970145225525,
0.009133663028478622,
-0.05663444101810455,
-0.015578215010464191,
0.07853023707866669,
0.011003157123923302,
0.03876960650086403,
-0.054323211312294006,
0.002858542837202549,
-0.024952197447419167,
0.015601443126797676,
-0.05201471969485283,
-0.04139426723122597,
-0.00991375744342804,
0.05057321861386299,
-0.022628579288721085,
-0.014354889281094074,
-0.027100231498479843,
0.05453622713685036,
0.04726933315396309,
0.06357713788747787,
-0.000592206371948123,
-0.03830521181225777,
0.036026742309331894,
0.0007302949670702219,
-0.03199191391468048,
-0.07098542898893356,
0.007575539406388998,
-0.012287469580769539,
-0.020715875551104546,
0.047111865133047104,
-0.015621482394635677,
-0.05293462797999382,
0.0009585092193447053,
0.03245186433196068,
0.02111457847058773,
-0.008828016929328442,
-0.008713237941265106,
0.008308123797178268,
-0.0060568805783987045,
0.030376605689525604,
0.061547886580228806,
0.009898973628878593,
-0.007548480294644833,
0.06254987418651581,
-0.03389903903007507,
0.0033740741200745106,
-0.0032408302649855614,
-0.026371462270617485,
-0.03164799511432648,
-0.010817267931997776,
0.0067729889415204525,
0.006490084808319807,
0.005395896267145872,
0.036916133016347885,
-0.07115357369184494,
-0.024660170078277588,
-0.02286037988960743,
0.03822682797908783,
-0.04163777828216553,
-0.023693876340985298,
0.0008573231170885265,
0.036824751645326614,
-0.046985287219285965,
0.0002791866718325764,
0.01768636703491211,
-0.03920513018965721,
0.021343007683753967,
-0.0018436507089063525,
-0.0647215023636818,
0.0022143861278891563,
-0.008685989305377007,
-0.04167106747627258,
0.006782735697925091,
-0.009325973689556122,
0.021712003275752068,
0.006402545142918825,
0.026455119252204895,
0.023620115593075752,
-0.04097960889339447,
0.007848228327929974,
-0.010417882353067398,
-0.006977342069149017,
0.04635883867740631,
-0.029722603037953377,
-0.015529321506619453,
-0.011177439242601395,
-0.0050841327756643295,
-0.058923203498125076,
0.001070042490027845,
0.013585902750492096,
-0.01789589785039425,
-0.04812929406762123,
-0.021748322993516922,
-0.039943549782037735,
-0.01824023947119713,
-0.03860042616724968,
-0.02657618373632431,
0.04595118761062622,
-0.015779519453644753,
0.018014902248978615,
-0.0144899170845747,
0.04817056655883789,
0.07635507732629776,
-0.004929279442876577,
-0.005873396061360836,
0.0451107993721962,
-0.02925213612616062,
-0.04971829429268837,
-0.00929130706936121,
0.02349797636270523,
-0.008001849986612797,
0.0008423097897320986,
-0.01695774868130684,
0.01664099656045437,
0.030487168580293655,
0.006650243885815144,
-0.04998995363712311,
0.03392278403043747,
0.011259243823587894,
-0.0012846662430092692,
0.006157729309052229,
0.010006729513406754,
-0.02561970055103302,
0.01648232899606228,
-0.011026951484382153,
-0.000060392998420866206,
-0.005077169742435217,
0.03280802071094513,
0.03611267730593681,
-0.008720386773347855,
-0.001332682790234685,
0.008292829617857933,
0.06075301393866539,
-0.003605675185099244,
0.001599174807779491,
0.016047224402427673,
-0.002673717448487878,
0.05640781298279762,
0.04008537903428078,
0.013586868532001972,
-0.009739958681166172,
0.025567563250660896,
-0.03797562047839165,
-0.04462450370192528,
-0.050391726195812225,
0.021164635196328163,
0.0849698930978775,
-0.004348628222942352,
-0.008469982072710991,
0.03045607917010784,
-0.01748443767428398,
-0.029195232316851616,
-0.012998365797102451,
-0.02607533521950245,
0.040703967213630676,
0.0071158935315907,
0.0188722163438797,
-0.01628952845931053,
-0.039527181535959244,
0.025243816897273064,
-0.0018207377288490534,
0.0062571982853114605,
0.0024803548585623503,
-0.013892538845539093,
0.02537686750292778,
-0.003024409292265773,
-0.026801669970154762,
-0.06921166181564331,
0.04258928447961807,
-0.04960405454039574,
0.037956602871418,
-0.06628909707069397,
0.017831826582551003,
0.004633008502423763,
0.028099114075303078,
0.007931348867714405,
-0.01801813393831253,
-0.0185628030449152,
-0.027227915823459625,
0.02473733015358448,
0.02530808001756668,
-0.009815588593482971,
0.03063596971333027,
-0.00659007765352726,
0.02251134067773819,
-0.013573420234024525,
0.009184894151985645,
-0.0011996476678177714,
-0.09626366198062897,
0.009673991240561008,
0.012979283928871155,
-0.06242203712463379,
0.03738854452967644,
0.02285175211727619,
-0.0026152580976486206,
0.01966364122927189,
-0.014328486286103725,
0.007978196255862713,
0.0039023300632834435,
-0.022661060094833374,
0.01364734023809433,
0.08606182783842087,
-0.01858656108379364,
-0.0209211278706789,
-0.04561024531722069,
-0.012395041063427925,
0.11958009004592896,
0.05068492516875267,
-0.0263800248503685,
-0.019365279003977776,
-0.004292110446840525,
0.001373471925035119,
-0.02685462310910225,
-0.03339901193976402,
0.025322815403342247,
-0.011649686843156815,
0.01524582039564848,
0.008065865375101566,
0.022117087617516518,
0.00024768899311311543,
-0.01262243464589119,
0.022514844313263893,
-0.030812783166766167,
-0.020306983962655067,
0.021760424599051476,
0.0008966710302047431,
-0.0020711685065180063,
-0.03628602251410484,
-0.03390129283070564,
-0.030330566689372063,
-0.005731940735131502,
0.01493982132524252,
-0.005116402171552181,
0.003582737175747752,
0.008150948211550713,
-0.06557885557413101,
-0.04689102992415428,
-0.009507149457931519,
0.01285680290311575,
0.048006877303123474,
0.02237762324512005,
0.01632808893918991,
-0.01527043990790844,
0.027272818610072136,
0.01141215767711401,
0.017670584842562675,
0.020841943100094795,
-0.01104637049138546,
0.017693182453513145,
0.014600959606468678,
-0.04849313572049141,
-0.04543935880064964,
-0.01865112967789173,
0.015475735999643803,
-0.02751593105494976,
-0.020434711128473282,
-0.010452634654939175,
0.0007563199033029377,
-0.014195984229445457,
-0.027867544442415237,
-0.011125877499580383,
-0.006843081675469875,
0.016873881220817566,
-0.029877010732889175,
-0.005288482178002596,
-0.0028429762460291386,
0.015676716342568398,
0.01727081649005413,
-0.0109550217166543,
-0.0011540184495970607,
-0.041706591844558716,
-0.014001553878188133,
0.0028664241544902325,
0.038913000375032425,
0.009274661540985107,
-0.014139393344521523,
-0.04354224354028702,
-0.051768817007541656,
-0.015541499480605125,
-0.0429605171084404,
-0.0007266894681379199,
-0.029965532943606377,
0.034493338316679,
-0.016905590891838074,
-0.005892232060432434,
-0.037153761833906174,
-0.02605971321463585,
-0.01760849729180336,
0.0076159643940627575,
0.007344311568886042,
-0.06061561405658722,
0.00013291966752149165,
-0.012550576590001583,
-0.004652803298085928,
0.011293643154203892,
0.025007132440805435,
0.006624134257435799,
0.021000584587454796,
-0.02368234097957611,
-0.02038673684000969,
-0.045494336634874344,
-0.024928633123636246,
-0.045897793024778366,
-0.0068473974242806435,
-0.001554275630041957,
0.07512194663286209,
-0.013004685752093792,
0.05017721280455589,
-0.011033372022211552,
0.004603457637131214,
0.007183164823800325,
0.011044030077755451,
0.031068291515111923,
-0.009502124972641468,
-0.01731739565730095,
0.012169316411018372,
-0.009184584952890873,
-0.02044646441936493,
-0.005946567747741938,
-0.05200938135385513,
-0.05232313647866249,
-0.013253819197416306,
0.01793530397117138,
-0.034760959446430206,
0.017161933705210686,
0.013157383538782597,
0.016887066885828972,
-0.01659310609102249,
0.0034319867845624685,
-0.013212435878813267,
0.02974577434360981,
-0.03377407416701317,
0.02618768997490406,
-0.021416425704956055,
0.0162922665476799,
-0.0320347361266613,
-0.007082890719175339,
0.029945500195026398,
0.008814534172415733,
0.013159623369574547,
-0.04747593775391579,
0.013245826587080956,
0.029142610728740692,
0.0520322360098362,
-0.03829524293541908,
-0.028714243322610855,
0.026438139379024506,
-0.028908031061291695,
-0.034080419689416885,
-0.014133705757558346,
-0.0014049429446458817,
0.014678020030260086,
0.013758271932601929,
-0.03049750253558159,
-0.0030309618450701237,
0.022777065634727478,
-0.02985396794974804,
0.007835235446691513,
-0.0054953694343566895,
0.016954781487584114,
-0.0002455670037306845,
-0.028713451698422432,
0.045228827744722366,
-0.024496477097272873,
0.010034552775323391,
0.021140141412615776,
0.04186021536588669,
-0.023433595895767212,
-0.012426263652741909,
0.022432146593928337,
-0.02722163312137127,
0.011516805738210678,
-0.001986079616472125,
-0.007337643764913082,
0.02826567366719246,
0.018862785771489143,
-0.020004868507385254,
0.035708703100681305,
0.01882888190448284,
0.04615064710378647,
-0.06527353078126907,
-0.01435296330600977,
0.028884049504995346,
0.005617531482130289,
0.04132795333862305,
-0.07228436321020126,
-0.024329299107193947,
0.017054349184036255,
-0.05376628786325455,
0.008920407854020596,
0.004988014232367277,
-0.017849108204245567,
-0.01659681834280491,
-0.00987735204398632,
-0.05198192596435547,
0.029042119160294533,
0.05973921716213226,
0.003239225596189499,
0.04802781343460083,
0.0010577929206192493,
-0.031389277428388596,
-0.026663895696401596,
-0.005367134232074022,
0.04444185271859169,
0.0418049693107605,
-0.08417122811079025,
0.01975860632956028,
-0.020823746919631958,
-0.015150015242397785,
0.023300401866436005,
-0.011809124611318111,
0.015662549063563347,
0.005568338092416525,
0.034484609961509705,
0.013421437703073025,
0.07590951770544052,
0.05298317223787308,
-0.009207675233483315,
0.01795804873108864,
-0.026869259774684906,
0.012017273344099522,
0.029768437147140503,
-0.010880439542233944,
0.022922715172171593,
-0.00038904629764147103,
0.027187544852495193,
-0.0358843095600605,
-0.012104159221053123,
-0.02555718459188938,
0.003920585382729769,
-0.039708878844976425,
-0.02656003087759018,
0.025600526481866837,
-0.0673309937119484,
0.05237392708659172,
-0.01530689001083374,
-0.028113557025790215,
0.047861553728580475,
0.038160067051649094,
-0.01706453412771225,
-0.02017955668270588,
-0.005660276394337416,
-0.03825731575489044,
0.02002517506480217,
0.013295446522533894,
-0.010286575183272362,
-0.08522894978523254,
-0.013056266121566296,
-0.025044796988368034,
-0.01455400139093399,
-0.011258520185947418,
-0.010181481949985027,
-0.09737057238817215,
0.05467712879180908,
0.005790005438029766,
-0.006014018785208464,
0.020945478230714798,
-0.02134910225868225,
0.051793184131383896,
-0.08804184943437576,
0.018057802692055702,
-0.002660335274413228,
0.007159184664487839,
0.03705478087067604,
-0.018000982701778412,
-0.011251060292124748,
-0.023280069231987,
0.059440720826387405,
0.012062497437000275,
-0.007459430489689112,
0.02527175098657608,
0.024684524163603783,
0.03451738879084587,
-0.032871510833501816,
0.04688199609518051,
-0.016486389562487602,
-0.014787865802645683,
0.01147813256829977,
0.008228258229792118,
0.04170414060354233,
-0.019925611093640327,
0.016570404171943665,
-0.01436915248632431,
0.003615360474213958,
-0.018575357273221016,
0.01959162950515747,
0.021132105961441994,
-0.0032738770823925734,
-0.03101353533565998,
0.04230593517422676,
-0.01211492344737053,
0.026543136686086655,
0.015645673498511314,
0.01195757556706667,
-0.06834538280963898,
-0.028382524847984314,
-0.004527231212705374,
-0.0067081390880048275,
0.006191522814333439,
0.02029009908437729,
0.015633756294846535,
-0.02151835896074772,
-0.008180906996130943,
0.02195509523153305,
-0.043538451194763184,
0.007524056825786829,
0.016367489472031593,
0.02544926106929779,
-0.0012357024243101478,
0.018462199717760086,
0.03804164007306099,
0.030342089012265205,
0.011243337765336037,
0.013446571305394173,
0.03863352909684181,
0.06850625574588776,
-0.030030809342861176,
-0.007116669788956642,
0.029079291969537735,
-0.024661514908075333,
0.045411448925733566,
-0.018666183575987816,
0.04629821702837944,
-0.016716957092285156,
-0.01381455548107624,
0.02799188159406185,
0.026453571394085884,
-0.01813705451786518,
-0.009453189559280872,
-0.01723744161427021,
0.040427811443805695,
0.04068204388022423,
-0.012623623944818974,
-0.051150236278772354,
0.030359838157892227,
-0.0000978773387032561,
-0.03706435114145279,
0.01480881217867136,
0.0047350493259727955,
0.01211096253246069,
-0.010448510758578777,
0.000019994622562080622,
-0.023734310641884804,
0.004186630714684725,
-0.04906228557229042,
0.01061965897679329,
0.014626972377300262,
0.013480695895850658,
-0.029509197920560837,
-0.04394516721367836,
-0.017655842006206512,
-0.020273320376873016,
0.010978247039020061,
0.029425086453557014,
0.02432839386165142,
-0.026248035952448845,
-0.040518373250961304,
-0.005185778718441725,
0.0650700256228447,
-0.0216204971075058,
-0.009215829893946648,
-0.034770723432302475,
-0.02934800274670124,
0.008471932262182236,
-0.03193870931863785
] |
<p>I've got a online classification problem where I predict a class label <code>{+1, -1}</code> for an object and then show it to a user to get a real label. My task is to minimize a number of <code>-1</code> objects shown to a user.</p>
<p>Obviously, the algorithm will not converge if it learns only on <code>+1 -> -1</code> missclassifications, so a certain ammount of <code>-1</code> objects needs to be shown to users anyway. The problem is to minimize a number of <code>-1</code> objects shown to a user by selecting only the ones most valuable for learning.</p>
<p>The above problem is being solved in a field of 'active learning', where a learner gets to decide whether to request a laber for an object from user or not. Searching for a solution that does not imply i.i.d., I've found <a href="http://jmlr.csail.mit.edu/papers/volume7/cesa-bianchi06b/cesa-bianchi06b.pdf" rel="nofollow">this work</a>, where the learner decides on whether to require a label for an object by its margin. This is intuitive: the lesser margin means that we're more likely to make an error, which makes an object more valuable for learning. The probability to require an object depends on a margin and some parameter <code>b</code>, the optimal value for which is given for a linearly separable case, which applies for my problem.</p>
<p>The algorithm is simple and goes as follows:</p>
<pre><code>initialize weight vector w(t) with zeros
for every input vector x(t):
calculate margin p(t) = w(t-1) * x(t)
predict a class with Hebb's rule y(t) = sgn(p(t))
toss a coin with P(heads) = b / (b + |p(t)|)
if Heads:
query the label y' of x
if y' != y:
update weights w(t+1) = w(t) + y'*x
else:
w(t+1) = w(t)
</code></pre>
<p>Basically, I need to use this rule for querying user only if object prediction is <code>-1</code>, and if it is <code>+1</code>, I require a label anyway. My question is: would my algorithm converge in that setting? The perceptron algorithm itself and the modified version from the above article are symmetrical in respect to class labels. In my setting there will surely be more errors on <code>+1</code> objects, than on <code>-1</code>'s. <strong>Does it hurt convergence? If it does, what modification to that algorithm can bring it back to 'symmetry' between positive and negative weight updates?</strong></p>
<p>The modified algorithm querying <code>+1</code>s in all cases is as follows:</p>
<pre><code>initialize weight vector w(t) with zeros
for every input vector x(t):
calculate margin p(t) = w(t-1) * x(t)
predict a class with Hebb's rule y(t) = sgn(p(t))
toss a coin with P(heads) = b / (b + |p(t)|)
if Heads or y(t) == +1:
query the label y' of x
if y' != y:
update weights w(t+1) = w(t) + y'*x
else:
w(t+1) = w(t)
</code></pre>
<p>Is this algorithm going to converge? If not, what modifications can be made? </p>
<p>The first idea was to decrease a learning rate for +1's, but still, I don't know how to prove convergence. Do you have any ideas on how to design an algorithm so that <strong>it will surely find a linear separator in a finite number of iterations</strong>?</p>
<p>Thanks.</p>
<p><strong>Update</strong>. If don't know how to answer the question, but have any thoughts on where you would look for a solution or any pointers to publications/books/etc, please, let me know!</p> | 73,430 | [
-0.03403903916478157,
-0.059173665940761566,
0.010449757799506187,
-0.02585156075656414,
-0.018845297396183014,
-0.017191672697663307,
-0.01464646402746439,
0.019174668937921524,
0.011505463160574436,
-0.027081992477178574,
0.036897990852594376,
0.05434608459472656,
0.02870190143585205,
0.06878645718097687,
0.006187151651829481,
0.025470517575740814,
-0.0062805949710309505,
-0.041556186974048615,
-0.030168892815709114,
-0.0029717006254941225,
0.0046403976157307625,
0.013027872890233994,
0.04218939691781998,
-0.00654252152889967,
-0.018461190164089203,
-0.01598900556564331,
0.017502298578619957,
-0.03349929675459862,
0.012435377575457096,
0.060803208500146866,
-0.05411139130592346,
-0.011746418662369251,
-0.022849934175610542,
0.005342079792171717,
0.03967665508389473,
0.006439473945647478,
-0.009287578985095024,
-0.012931372039020061,
-0.02823617123067379,
0.0021920064464211464,
0.0017598430858924985,
0.01729304902255535,
0.03292962908744812,
0.05610458925366402,
0.035344768315553665,
0.01692473515868187,
-0.0191964078694582,
0.006128656677901745,
0.04917485639452934,
-0.03483916074037552,
0.04811915382742882,
0.011715457774698734,
0.005964216310530901,
-0.002666627988219261,
-0.04550334811210632,
-0.013539004139602184,
0.038586657494306564,
0.09274865686893463,
-0.0006707971333526075,
-0.028327247127890587,
-0.023919297382235527,
-0.016734696924686432,
0.0019152059685438871,
-0.016070615500211716,
0.002403074409812689,
0.02371109090745449,
0.01881983131170273,
0.001976483501493931,
0.03829559311270714,
-0.03135032579302788,
0.00009511547250440344,
-0.005231528077274561,
-0.0007835760479792953,
-0.02784559689462185,
-0.0012224901001900434,
0.022535117343068123,
0.0012857592664659023,
0.06827526539564133,
0.01817445084452629,
0.020168237388134003,
0.006955040618777275,
-0.016816480085253716,
0.01716752164065838,
0.05523713305592537,
-0.007757735438644886,
0.025962622836232185,
0.0713522732257843,
-0.048193663358688354,
0.03162393346428871,
0.022114038467407227,
-0.022304587066173553,
-0.03910231590270996,
0.048650193959474564,
-0.022562336176633835,
-0.03244198486208916,
0.03480686992406845,
0.009317646734416485,
0.0037722450215369463,
0.0113593814894557,
-0.019676314666867256,
-0.033238485455513,
-0.048251401633024216,
-0.02707005850970745,
0.0529961921274662,
-0.04586391523480415,
-0.022661609575152397,
-0.046480122953653336,
-0.01686600036919117,
-0.028057536110281944,
-0.007821628823876381,
-0.00034323669387958944,
0.02240954525768757,
0.002796309534460306,
0.006812987849116325,
-0.023085912689566612,
-0.038322895765304565,
0.007502928841859102,
0.005936181638389826,
0.0174057949334383,
0.02971968799829483,
0.04859871417284012,
0.0014869080623611808,
0.012644397094845772,
-0.03678419440984726,
-0.06369313597679138,
-0.0240587517619133,
-0.001912240288220346,
-0.029569320380687714,
-0.051065851002931595,
0.05428226664662361,
-0.03174673020839691,
-0.0018602851778268814,
0.09974820166826248,
-0.005023723468184471,
-0.020894698798656464,
-0.0349331870675087,
-0.0487227737903595,
-0.030426528304815292,
0.038429729640483856,
-0.022838756442070007,
0.01169869489967823,
-0.0601905919611454,
-0.00890334416180849,
0.06529882550239563,
0.054466936737298965,
0.00900392048060894,
0.03935154527425766,
0.04608670994639397,
0.027817126363515854,
0.0021411003544926643,
-0.03611316904425621,
0.028196338564157486,
-0.053626205772161484,
0.02715699002146721,
-0.046408042311668396,
-0.0461462028324604,
-0.01133967936038971,
0.05032266676425934,
-0.0260283425450325,
-0.011049634777009487,
0.042352642863988876,
-0.024554183706641197,
-0.0061267646960914135,
-0.03719765320420265,
-0.02545715868473053,
-0.031192032620310783,
0.05651012435555458,
0.020245015621185303,
0.06967233121395111,
0.011780458502471447,
-0.011470839381217957,
0.011633737944066525,
-0.003923310898244381,
0.016889158636331558,
0.07589542865753174,
-0.04108603298664093,
-0.023931315168738365,
-0.048619210720062256,
0.01732618175446987,
0.024797482416033745,
-0.003497027326375246,
-0.020437687635421753,
-0.07404740154743195,
0.03541652485728264,
-0.00003266330895712599,
-0.0053354245610535145,
0.026454612612724304,
0.011652261018753052,
0.011733193881809711,
-0.031464993953704834,
-0.05054092779755592,
-0.07368472218513489,
0.015834052115678787,
0.008314674720168114,
0.021026726812124252,
0.039521474391222,
-0.017288872972130775,
-0.010976697318255901,
0.03076360747218132,
0.020252099260687828,
-0.03067968413233757,
-0.00023151558707468212,
0.04981601610779762,
-0.03529840335249901,
-0.030633535236120224,
0.04355534911155701,
0.011857828125357628,
-0.011096660047769547,
0.055706936866045,
-0.047752127051353455,
-0.049056410789489746,
-0.01744527742266655,
0.028687244281172752,
0.008844898082315922,
0.00040913402335718274,
0.02839869260787964,
0.047762032598257065,
-0.009941065683960915,
0.004620506893843412,
-0.004268425051122904,
-0.049002863466739655,
0.04635617882013321,
0.0768459215760231,
-0.0009905124315991998,
-0.015934905037283897,
0.022479655221104622,
0.003966770134866238,
0.036645177751779556,
-0.017101867124438286,
0.015689369291067123,
-0.05721862614154816,
-0.027835972607135773,
0.03036203794181347,
0.06413153558969498,
-0.03555168956518173,
-0.013699999079108238,
0.038243889808654785,
-0.004607727285474539,
-0.0009377060341648757,
0.017851540818810463,
-0.022421831265091896,
-0.010930838994681835,
0.04431343451142311,
0.0001911141152959317,
0.02879696525633335,
0.02877954952418804,
0.01763230934739113,
0.017009854316711426,
0.038715001195669174,
0.025520235300064087,
-0.010504109784960747,
0.0030004708096385,
0.014020408503711224,
0.0007838031160645187,
-0.020837370306253433,
-0.007007855921983719,
0.03633555769920349,
-0.027024872601032257,
0.007219252176582813,
0.010803740471601486,
-0.02249680645763874,
-0.013409747742116451,
0.007078378461301327,
-0.0324205681681633,
0.030355671420693398,
0.025433428585529327,
-0.012633130885660648,
0.01286929938942194,
0.03689206764101982,
-0.06928376853466034,
0.01730378158390522,
0.01817145384848118,
-0.06598525494337082,
-0.02308638021349907,
0.049930378794670105,
0.021315081045031548,
0.014215253293514252,
-0.002750337589532137,
-0.03441606089472771,
-0.00956103764474392,
0.01230001263320446,
0.012255147099494934,
0.054835960268974304,
0.011579297482967377,
-0.05459060147404671,
-0.002022080821916461,
-0.009539410471916199,
-0.02053113281726837,
0.013175065629184246,
0.011500641703605652,
-0.036376360803842545,
0.06572828441858292,
0.016071461141109467,
-0.05618274584412575,
-0.029902324080467224,
-0.03898145258426666,
0.03861198574304581,
-0.024028552696108818,
0.00765798008069396,
0.03734198212623596,
0.04776608198881149,
-0.08044689893722534,
-0.0023965167347341776,
0.00006915225822012872,
-0.049046389758586884,
-0.045461591333150864,
-0.033683985471725464,
-0.019035877659916878,
0.0052719926461577415,
-0.029207007959485054,
0.04553644731640816,
0.02688543125987053,
-0.0073746247217059135,
-0.0897713452577591,
-0.06270885467529297,
0.015348304063081741,
0.02318216860294342,
0.01118530984967947,
-0.01912054233253002,
0.009235881268978119,
0.12407839298248291,
0.03198225051164627,
-0.0027120932936668396,
-0.04250384122133255,
0.026080651208758354,
0.000378340802853927,
-0.03168307989835739,
0.0019251344492658973,
0.017205556854605675,
-0.015886295586824417,
0.01650356501340866,
-0.02363276667892933,
0.007928096689283848,
0.03883182629942894,
0.016560031101107597,
0.02191382646560669,
0.03193914145231247,
-0.03030974604189396,
-0.028437256813049316,
0.00781079288572073,
0.03547423705458641,
-0.0033581971656531096,
0.03130866214632988,
-0.022008446976542473,
0.03791553154587746,
0.017253557220101357,
-0.02477310039103031,
0.04317560791969299,
-0.018949510529637337,
0.04870032146573067,
0.0011249631643295288,
0.020986873656511307,
0.004011509008705616,
-0.04187832027673721,
-0.0220892783254385,
-0.005576229654252529,
0.04718872159719467,
-0.022781766951084137,
-0.016142943874001503,
0.051985275000333786,
0.04231048375368118,
-0.01910022459924221,
-0.004732820671051741,
-0.014213623479008675,
-0.003452154342085123,
-0.016200102865695953,
-0.04499504342675209,
0.0020650241058319807,
-0.018812892958521843,
0.06408918648958206,
0.0005781289073638618,
0.036300189793109894,
-0.006054823286831379,
-0.00027212785789743066,
-0.04064100235700607,
0.0140442019328475,
-0.021926002576947212,
0.053231533616781235,
0.01916472613811493,
0.008384733460843563,
-0.008089612238109112,
-0.012026002630591393,
-0.04773467779159546,
0.040363896638154984,
-0.08457554876804352,
0.014628972858190536,
0.012183386832475662,
0.008612057194113731,
-0.014366195537149906,
-0.012980226427316666,
0.037889886647462845,
-0.057555776089429855,
-0.01914282515645027,
-0.018220435827970505,
0.05345529317855835,
-0.012901521287858486,
-0.0003475142293609679,
0.0393788106739521,
-0.021224310621619225,
0.012000486254692078,
-0.012027972377836704,
0.03450591117143631,
-0.004411942791193724,
0.021765632554888725,
0.014238687232136726,
-0.014612122438848019,
-0.005455831065773964,
-0.019259635359048843,
0.012851114384829998,
-0.013249444775283337,
0.06163504719734192,
-0.021607456728816032,
0.028847884386777878,
-0.05500666797161102,
-0.00457640690729022,
0.009507661685347557,
0.027626661583781242,
0.030328400433063507,
-0.002450539031997323,
0.00009918503928929567,
-0.061983656138181686,
-0.05420980975031853,
0.008085395209491253,
0.00968941394239664,
-0.022483419626951218,
-0.013677471317350864,
0.04381794482469559,
-0.01653844118118286,
-0.039607368409633636,
-0.01849454827606678,
0.09447627514600754,
0.00999296735972166,
-0.010174072347581387,
-0.029274746775627136,
-0.0031445249915122986,
-0.011443959549069405,
0.04094937816262245,
-0.0026545135769993067,
0.04185662418603897,
0.0199165977537632,
-0.017112089321017265,
0.041148725897073746,
-0.01146643701940775,
0.015024193562567234,
-0.029808001592755318,
0.00980970449745655,
0.024713262915611267,
-0.0011060405522584915,
0.014754755422472954,
0.0025698370300233364,
0.06624744087457657,
0.05416420102119446,
0.01251657772809267,
0.012733702547848225,
-0.06867087632417679,
-0.06683628261089325,
0.04353911057114601,
0.05233670771121979,
-0.011680787429213524,
0.000982352765277028,
-0.03073081560432911,
-0.021368881687521935,
0.060642343014478683,
-0.027879780158400536,
0.03059479407966137,
0.0018645473755896091,
0.024324098601937294,
-0.014505906961858273,
-0.0726049467921257,
-0.05228058621287346,
-0.007597515359520912,
-0.05985516682267189,
0.04967910051345825,
-0.011300021782517433,
-0.033350467681884766,
-0.03310343995690346,
0.0070329876616597176,
0.010069708339869976,
0.04260309785604477,
-0.02403981238603592,
-0.027720028534531593,
-0.008633595891296864,
-0.023065349087119102,
-0.004573010839521885,
-0.054031118750572205,
0.0215778686106205,
-0.02152198739349842,
-0.010310872457921505,
0.012461552396416664,
-0.017459526658058167,
-0.028151175007224083,
0.024030620232224464,
0.02337879315018654,
-0.0643574446439743,
0.007947548292577267,
-0.011263985186815262,
0.04626316949725151,
0.029210126027464867,
-0.012777173891663551,
-0.005814375355839729,
0.05306747555732727,
0.01214798167347908,
-0.014395340345799923,
-0.06547346711158752,
-0.03480624407529831,
0.0036126107443124056,
0.003033732296898961,
-0.026842007413506508,
-0.009224620647728443,
-0.008028416894376278,
0.028320923447608948,
-0.006342078559100628,
0.03601483255624771,
-0.025650938972830772,
-0.0031706078443676233,
-0.02015508897602558,
0.03501814231276512,
-0.029957735911011696,
-0.02701066993176937,
0.0348987877368927,
0.01382905337959528,
-0.005816595628857613,
-0.011239760555326939,
0.03830709680914879,
-0.05049901828169823,
0.0033418911043554544,
0.0377071276307106,
-0.032427482306957245,
-0.011700433678925037,
-0.03860791027545929,
-0.007350052706897259,
-0.020880624651908875,
-0.02317720837891102,
0.017026720568537712,
0.0016978258499875665,
0.05288152024149895,
0.006350837182253599,
0.0056654056534171104,
-0.009494180791079998,
-0.004347262438386679,
-0.023561134934425354,
-0.006931718904525042,
-0.024308329448103905,
-0.023018991574645042,
-0.015211462043225765,
0.010306847281754017,
-0.03074130043387413,
0.0012910692021250725,
-0.0071010105311870575,
0.03053591400384903,
-0.03231789171695709,
-0.015702413395047188,
-0.020124897360801697,
0.0007916961912997067,
-0.03833887353539467,
-0.005754942074418068,
0.019494442269206047,
-0.02845795266330242,
0.009166508913040161,
0.004886063747107983,
0.016017770394682884,
0.019673509523272514,
-0.012161122635006905,
-0.0007043146179057658,
0.01718199998140335,
0.002458440838381648,
-0.0002406503917882219,
-0.00217930949293077,
0.012771312147378922,
-0.027093997225165367,
-0.003507322398945689,
-0.013919459655880928,
0.05030263960361481,
0.026054944843053818,
0.022735165432095528,
0.01976400427520275,
0.026219060644507408,
-0.01752048172056675,
0.0011297623859718442,
-0.021196749061346054,
-0.004755311645567417,
0.014855684712529182,
0.0014218267751857638,
-0.00171655195299536,
0.007603098172694445,
-0.006638812832534313,
-0.0033371776808053255,
0.012266446836292744,
-0.0033427507150918245,
0.011457649059593678,
0.015673251822590828,
0.04317370057106018,
-0.01268361322581768,
0.011707114987075329,
-0.030390605330467224,
-0.039871737360954285,
0.05120069533586502,
0.0178045816719532,
0.022598356008529663,
-0.026105809956789017,
-0.00542980944737792,
0.0015926470514386892,
0.00897441990673542,
-0.03842032700777054,
-0.003670638194307685,
0.07368679344654083,
0.06669975817203522,
0.053689438849687576,
0.030269848182797432,
-0.006460339762270451,
-0.026673851534724236,
-0.031075933948159218,
-0.00745428167283535,
-0.02807730995118618,
-0.006853009108453989,
0.06771538406610489,
0.00013909584959037602,
-0.017670253291726112,
0.05885491147637367,
-0.018360428512096405,
0.03325624763965607,
0.044830091297626495,
0.019359320402145386,
0.0017097796080633998,
0.04196446016430855,
-0.06363557279109955,
-0.05029335618019104,
0.00025016252766363323,
-0.046157900243997574,
0.0011219396255910397,
0.008083147928118706,
-0.04426874220371246,
0.04810292273759842,
0.01470885332673788,
-0.008562704548239708,
-0.012285969220101833,
-0.023349694907665253,
-0.05485525727272034,
0.00863889791071415,
-0.01969691924750805,
-0.029087195172905922,
0.010480305179953575,
-0.023059353232383728,
0.0153093496337533,
-0.016459453850984573,
0.05363231152296066,
-0.03146371245384216,
-0.0623270608484745,
-0.05523763224482536,
-0.06767939776182175,
-0.035187944769859314,
0.0284555833786726,
0.05182835832238197,
-0.02011772245168686,
0.013845635578036308,
-0.006051131058484316,
0.04727287217974663,
0.015050439164042473,
0.0471421480178833,
0.029617439955472946,
0.009349795058369637,
-0.005123725160956383,
0.02598246932029724,
-0.036348868161439896,
-0.01362060196697712,
0.164792001247406,
0.08267683535814285,
0.07043234258890152,
-0.03710779920220375,
-0.015188131481409073,
0.004024200141429901,
-0.023151308298110962,
-0.035546157509088516,
0.009730503894388676,
0.021762218326330185,
-0.006323901936411858,
0.0009124567732214928,
0.0007081044605001807,
0.019844159483909607,
-0.010915255174040794,
0.030302412807941437,
-0.06940900534391403,
0.008888513781130314,
-0.0004985384293831885,
0.006684888619929552,
0.015176722779870033,
-0.0018763033440336585,
-0.04955814406275749,
0.010628882795572281,
0.037383243441581726,
-0.06233519688248634,
-0.03114912286400795,
-0.010429567657411098,
-0.01394342165440321,
-0.026599163189530373,
0.013275468721985817,
0.03226932883262634,
0.04296454042196274,
-0.013384916819632053,
0.017281321808695793,
-0.012828240171074867,
0.003679513931274414,
-0.026320580393075943,
-0.0076538738794624805,
-0.00848044641315937,
0.00418226420879364,
-0.012307054363191128,
0.01618386246263981,
-0.013533477671444416,
-0.045686591416597366,
-0.02413945086300373,
-0.06130686029791832,
0.047584760934114456,
-0.022239817306399345,
-0.008889882825314999,
0.015763655304908752,
-0.030589377507567406,
0.047390569001436234,
-0.01943448930978775,
-0.007152145262807608,
0.03554241731762886,
0.020715897902846336,
-0.005365448072552681,
-0.03172200173139572,
0.016723839566111565,
0.017552167177200317,
-0.027331572026014328,
-0.007592089008539915,
0.011358086951076984,
-0.032071489840745926,
-0.0292461309581995,
-0.02074645459651947,
0.025247972458600998,
0.026524707674980164,
0.013648459687829018,
0.0271903146058321,
-0.01827257312834263,
0.015601628459990025,
0.0013586627319455147,
-0.01647735759615898,
-0.03655758500099182,
0.036509983241558075,
-0.011725530959665775,
-0.007833491079509258,
-0.029261836782097816,
-0.048047974705696106,
0.006792725995182991,
-0.05217917636036873,
-0.013774020597338676,
-0.03442730754613876,
0.019490225240588188,
0.0164172500371933,
0.030405696481466293,
0.0036501374561339617,
-0.04470200836658478,
0.031906187534332275,
0.05383182317018509,
-0.016949601471424103,
0.018270594999194145,
-0.03989030793309212,
0.021680545061826706,
-0.03010925091803074,
0.03160795569419861,
-0.005087441299110651,
0.06850402057170868,
0.037387050688266754,
0.013938413932919502,
0.021603528410196304,
0.003867442486807704,
-0.0020958040840923786,
0.009981946088373661,
0.029390888288617134,
-0.04337472468614578,
0.013038961216807365,
0.022269336506724358,
0.011059623211622238,
-0.06163504347205162,
-0.028563974425196648,
-0.06622954457998276,
-0.014670802280306816,
0.013388139195740223,
0.019467132166028023,
-0.01452174223959446,
0.014268914237618446,
0.00615818751975894,
0.021040845662355423,
-0.018399283289909363,
-0.008495224639773369,
-0.009684796445071697,
0.008639225736260414,
-0.0017717181472107768,
-0.006512959022074938,
-0.009795534424483776,
0.011261064559221268,
0.014208037406206131,
0.014063887298107147,
0.013397800736129284,
-0.006591233424842358,
0.002484444761648774,
0.013380763120949268,
-0.011099322699010372,
-0.011421254836022854,
0.02252795733511448,
0.00849119108170271,
-0.03140717372298241,
-0.002650550799444318,
-0.06483431905508041,
-0.03284568339586258,
0.003999441396445036,
-0.022870568558573723,
0.03480568155646324,
0.019268009811639786,
-0.04429139941930771,
-0.012627318501472473,
0.035404328256845474,
0.005801538936793804,
-0.022425508126616478,
0.05758929252624512,
0.0015077092684805393,
0.029042845591902733,
-0.039030641317367554,
0.028047475963830948,
-0.005808517802506685,
-0.012277694419026375,
0.0036753155291080475,
0.013079207390546799,
0.03930286318063736,
-0.03413175418972969,
0.005641164258122444,
-0.011266030371189117,
0.0264792051166296,
-0.014592846855521202,
0.006034184247255325,
0.027820102870464325,
0.026594575494527817,
-0.03632062301039696,
0.03457851707935333,
-0.00011303607607260346,
-0.0003299677337054163,
-0.12168645858764648,
-0.044032447040081024,
0.012426801025867462,
0.01995948888361454,
0.054212603718042374,
-0.03907627612352371,
0.02934701181948185,
0.0013305143220350146,
-0.044545091688632965,
0.04612664878368378,
0.0013923181686550379,
-0.0022699518594890833,
-0.0460183322429657,
0.023047493770718575,
-0.03464193642139435,
0.020635584369301796,
0.008459332399070263,
0.01428363099694252,
0.047643620520830154,
0.033262573182582855,
-0.04925594851374626,
-0.05805809423327446,
-0.03527185320854187,
0.021281978115439415,
-0.0065317703410983086,
-0.034698497503995895,
0.0403255820274353,
-0.04711489751935005,
-0.015616084448993206,
0.0017673742258921266,
-0.0019479962065815926,
-0.02158852107822895,
0.00970942061394453,
0.022210776805877686,
0.011347967199981213,
0.06670274585485458,
0.011632444337010384,
-0.01734122820198536,
0.0271034874022007,
-0.0019931166898459196,
0.01571792922914028,
-0.0056700324639678,
0.005117163062095642,
0.016556501388549805,
0.05807666853070259,
-0.02154192514717579,
-0.04140089079737663,
0.010622772388160229,
0.014812854118645191,
-0.030692990869283676,
0.0107486043125391,
0.01947435736656189,
0.018989505246281624,
-0.032861512154340744,
-0.04765038937330246,
-0.028927382081747055,
-0.006956897675991058,
0.0018040445866063237,
0.018887603655457497,
-0.0002523763687349856,
0.01990494690835476,
-0.03469811752438545,
-0.03344122692942619,
0.02596301957964897,
0.015296142548322678,
-0.013745388947427273,
-0.047354042530059814,
0.009933749213814735,
0.005140706896781921,
0.013401467353105545,
-0.0025553852319717407,
0.0023814691230654716,
0.004265184514224529,
-0.01257252972573042,
-0.01853781007230282,
0.034117527306079865,
-0.007083643227815628,
0.019536424428224564,
0.02267286740243435,
-0.10055124759674072,
0.045370884239673615,
0.003464394249022007,
0.010384059511125088,
0.0014858098002150655,
-0.011598354205489159,
-0.04790828749537468,
0.010840858332812786,
0.05215735360980034,
-0.006323097739368677,
-0.014408052898943424,
-0.006273108534514904,
-0.023253729566931725,
-0.011541644111275673,
-0.01745976321399212,
0.05134497210383415,
0.024668734520673752,
0.004170025698840618,
-0.0005702864727936685,
0.005319396499544382,
0.03954850137233734,
0.017024628818035126,
0.01177594531327486,
0.027693215757608414,
-0.026363836601376534,
0.03239881992340088,
-0.02447059005498886,
0.02844061329960823,
0.001510669244453311,
0.007119665388017893,
0.04694609344005585,
0.02176867052912712,
0.000046647226554341614,
-0.018591811880469322,
-0.01656048558652401,
-0.06444824486970901,
0.02339605800807476,
-0.05801033973693848,
-0.035305481404066086,
0.021038495004177094,
0.028530748561024666,
0.0314292386174202,
-0.040281664580106735,
0.01765323616564274,
0.029539532959461212,
0.00883104745298624,
-0.011194884777069092,
0.003441099775955081,
0.031946852803230286,
0.07702451199293137,
0.007897593080997467,
-0.00044107812573201954,
0.0035402048379182816,
0.014799151569604874,
0.047068532556295395,
0.016513608396053314,
-0.001087393146008253,
-0.015331849455833435,
0.03327132761478424,
0.03516349196434021,
-0.01007752399891615,
0.05158611387014389,
0.0028288736939430237,
0.010510638356208801,
0.00014744950749445707,
0.015789669007062912,
0.03445553779602051,
0.011530334129929543,
-0.0313759446144104,
0.02196093089878559,
-0.022650819271802902,
0.03129268065094948,
-0.0119103342294693,
-0.004575071390718222,
-0.03184310346841812,
-0.0011585359461605549,
0.020949997007846832,
0.02181868441402912,
0.0024894753005355597,
0.04135609045624733,
-0.010894988663494587,
-0.014321308583021164,
0.007701603230088949,
-0.01354669313877821,
0.012511900626122952,
-0.007131299935281277,
0.027567971497774124,
0.030974578112363815,
0.0052990997210145,
0.007661955896764994,
-0.02880057692527771,
0.008131430484354496,
-0.018611278384923935,
-0.014888334088027477,
0.04461347684264183,
0.03666083887219429,
-0.038641612976789474,
-0.0041530015878379345,
-0.05846504122018814,
0.052526529878377914,
-0.0328715443611145,
0.015808310359716415,
-0.054050106555223465,
0.0058776563964784145,
0.020631983876228333,
-0.033971481025218964
] |
<p>This question is somewhat of a continuation from an earlier posting:
<a href="http://stats.stackexchange.com/questions/50526/using-em-algorithm-for-record-linking">Using EM algorithm for record linking</a></p>
<p>I have two data sets of individual some of whom are in both but a prior it is not know which are and there are no identification id's that are common to both. What we know are the individual's first name, last name, birth year, and birth country. Since I still do not understand how to apply EM to link them, I am converting the name string to Soundex or NYSIIS and requiring exact matches. That is, linking individuals only if their NYSIIS-equivalent first names match, last names match, birth years match, and birth countries match, and this match is unique both within and across data sets. </p>
<p>Would it make sense to then assess the match quality by say computing the Jaro-Winkler of the names of the match pairs? So say a pair has names Jon Smith and Jonn Smith and NYSIIS(Jon) == NYSIIS(Jonn), does it make sense to compute Jaro-Winkler (Jon Smith, Jonn Smith)? And if so, should I weigh by the corresponding analyses by the Jaro-Winkler estimates?</p> | 35,810 | [
-0.022915415465831757,
-0.04761911556124687,
-0.010514714755117893,
-0.024490512907505035,
0.0601133331656456,
0.01289218571037054,
-0.012614399194717407,
0.002429901622235775,
-0.004285817034542561,
0.03538686782121658,
0.02236495167016983,
0.0008914968348108232,
0.03824492543935776,
0.010842990130186081,
0.006340745370835066,
-0.010238210670650005,
0.003402753733098507,
0.0007347356295213103,
0.012223209254443645,
-0.024714311584830284,
0.00040288985474035144,
0.03684191033244133,
-0.01051213126629591,
-0.02809584140777588,
-0.038137614727020264,
0.030696701258420944,
0.02554882876574993,
-0.04465848207473755,
0.004454363603144884,
0.010914403013885021,
-0.027853703126311302,
-0.036994755268096924,
0.06394945085048676,
0.006539343856275082,
0.012320926412940025,
0.012031846679747105,
-0.06410375237464905,
-0.04381430521607399,
0.0009035697439685464,
0.04886510223150253,
-0.05281015485525131,
-0.02488020807504654,
-0.024165034294128418,
0.03786638751626015,
-0.015229879878461361,
0.006995802745223045,
-0.02965777926146984,
0.035749323666095734,
-0.014564531855285168,
0.00002429838787065819,
0.07061433792114258,
0.002272252459079027,
0.0058358535170555115,
-0.019118985161185265,
-0.026280831545591354,
0.008555194362998009,
0.049359872937202454,
0.04176236689090729,
0.018448365852236748,
-0.053784314543008804,
-0.01896599680185318,
-0.030914943665266037,
-0.020822802558541298,
-0.02403870038688183,
0.00384874502196908,
0.020070334896445274,
-0.0063160983845591545,
-0.023196496069431305,
0.04566613584756851,
0.01882835291326046,
-0.005775798577815294,
0.00377170299179852,
0.07000456005334854,
-0.01560019887983799,
0.03605833277106285,
-0.03558754175901413,
0.009227240458130836,
0.034546636044979095,
0.059632159769535065,
0.015779878944158554,
-0.0293955747038126,
-0.0032935398630797863,
0.0163263026624918,
0.08779402077198029,
0.027467990294098854,
-0.034549448639154434,
0.02948675863444805,
-0.09583573043346405,
0.006291818339377642,
-0.00799152534455061,
0.013840514235198498,
-0.03163106366991997,
0.035078708082437515,
0.013029015623033047,
-0.05247517675161362,
0.010587001219391823,
-0.0006064319750294089,
0.05424414202570915,
0.013219325803220272,
-0.008358024060726166,
-0.008489211089909077,
-0.039669062942266464,
0.024028003215789795,
0.04614176228642464,
-0.010345282033085823,
-0.025836683809757233,
-0.05253738537430763,
-0.04156569018959999,
-0.035411734133958817,
-0.008898882195353508,
-0.029822148382663727,
-0.006339851301163435,
-0.012910104356706142,
-0.025602905079722404,
0.04365074262022972,
-0.020518476143479347,
0.012854788452386856,
0.009193917736411095,
0.05456525832414627,
0.06954474002122879,
0.04317247495055199,
-0.035585444420576096,
0.006467991508543491,
-0.015847431495785713,
-0.048573922365903854,
-0.010210936889052391,
-0.010895641520619392,
-0.03071470372378826,
-0.061482105404138565,
0.039934609085321426,
0.005843822844326496,
-0.03112538903951645,
0.012355664744973183,
-0.015641162171959877,
0.016606858000159264,
0.015326950699090958,
-0.08991742134094238,
-0.037276651710271835,
0.03578770160675049,
-0.012576925568282604,
-0.019748231396079063,
-0.08203541487455368,
-0.003072383115068078,
0.008247247897088528,
0.03172481432557106,
0.02391701377928257,
0.06707869470119476,
0.02036188542842865,
0.046303462237119675,
0.02269039675593376,
-0.0364425890147686,
-0.052436813712120056,
-0.059360045939683914,
-0.054576050490140915,
-0.01740257628262043,
-0.04532588645815849,
-0.010786187835037708,
0.03676958009600639,
-0.04680028557777405,
0.02321099117398262,
0.06235019862651825,
0.05698130279779434,
-0.033041104674339294,
-0.007668230216950178,
0.034728918224573135,
-0.003949991427361965,
0.06611189246177673,
0.017537491396069527,
0.039640575647354126,
0.022612236440181732,
-0.008177383802831173,
0.034895703196525574,
0.033202163875103,
0.009732297621667385,
0.042973216623067856,
-0.05495268106460571,
-0.011090219020843506,
-0.016466358676552773,
0.005109242629259825,
0.0018075495027005672,
-0.011487007141113281,
-0.032803140580654144,
-0.028169715777039528,
-0.02236475609242916,
0.05700749531388283,
0.04232512786984444,
-0.01331283338367939,
0.02447754703462124,
0.03375175967812538,
-0.061499666422605515,
-0.055144790560007095,
-0.056190501898527145,
0.026528077200055122,
-0.020746400579810143,
-0.037195321172475815,
0.0407557412981987,
-0.0055352021008729935,
0.017038533464074135,
-0.005690382793545723,
-0.00458585936576128,
-0.030715251341462135,
-0.0003941290488000959,
0.021117860451340675,
-0.014198999851942062,
-0.0031963405199348927,
0.03638863191008568,
0.04425174742937088,
-0.019686615094542503,
0.058002445846796036,
-0.0715421587228775,
-0.11124138534069061,
0.027021825313568115,
-0.006513445638120174,
0.010625400580465794,
0.03474032133817673,
0.026407616212964058,
-0.006653990130871534,
-0.03916223719716072,
-0.02723129838705063,
-0.007090659812092781,
-0.06181412935256958,
0.037041619420051575,
0.05054349824786186,
0.006768019404262304,
0.0062818946316838264,
0.04498390853404999,
0.041359275579452515,
0.017411721870303154,
0.0009339068201370537,
-0.00045169010991230607,
-0.05067906156182289,
-0.00713809859007597,
0.03669625148177147,
0.040485188364982605,
-0.037857092916965485,
0.0009195370366796851,
0.04129162058234215,
0.010588197968900204,
0.00001697421794233378,
-0.012263590469956398,
-0.020533235743641853,
0.016566703096032143,
0.001961144618690014,
0.04441510885953903,
-0.022113367915153503,
0.03908759355545044,
0.018353646621108055,
0.006070287898182869,
0.023358438163995743,
-0.011716712266206741,
-0.0017734915018081665,
0.034932542592287064,
0.01703767105937004,
0.006137064192444086,
-0.011860757134854794,
-0.010212834924459457,
0.022609632462263107,
-0.04740127921104431,
0.05840858072042465,
0.02607838436961174,
-0.01067798025906086,
-0.03071622923016548,
0.009225485846400261,
-0.013033799827098846,
0.008276018314063549,
0.007009528577327728,
-0.0030969020444899797,
0.019336169585585594,
-0.008059107698500156,
-0.033948879688978195,
0.009739769622683525,
-0.010452007874846458,
-0.02707481198012829,
0.002080566016957164,
0.04385372996330261,
0.0011162353912368417,
-0.01791115663945675,
0.021310919895768166,
-0.02092110738158226,
-0.01754067838191986,
-0.029518606141209602,
-0.01987246610224247,
0.013128184713423252,
0.007532632909715176,
-0.047535043209791183,
0.027512459084391594,
0.0016850319225341082,
-0.018079305067658424,
0.010392232798039913,
-0.00535764591768384,
-0.03015935607254505,
0.06287381798028946,
0.01849042996764183,
-0.056779373437166214,
-0.03556671366095543,
-0.017618214711546898,
0.00842326134443283,
-0.012465186417102814,
0.004664391279220581,
0.027273092418909073,
0.025162801146507263,
-0.017765022814273834,
0.005516522563993931,
-0.03810122609138489,
-0.03245621919631958,
-0.0018582508200779557,
-0.007205679547041655,
-0.006009887438267469,
-0.027093546465039253,
0.03263039514422417,
0.010427609086036682,
-0.02027156576514244,
-0.022519215941429138,
-0.05666772276163101,
-0.05024794116616249,
0.08316148072481155,
-0.01079441700130701,
0.02406647801399231,
0.03221576288342476,
-0.04069657623767853,
0.032683197408914566,
0.023480774834752083,
-0.06828566640615463,
-0.029839912429451942,
-0.004710751585662365,
-0.02052517794072628,
-0.019322287291288376,
0.0020097114611417055,
0.006803028751164675,
0.0019567525014281273,
-0.0034425496123731136,
0.028485631570219994,
-0.032661329954862595,
0.04118280112743378,
-0.01943683996796608,
0.02843218483030796,
0.019892292097210884,
0.010133286938071251,
-0.008054070174694061,
0.062415916472673416,
0.020633338019251823,
-0.04580752179026604,
0.011422327719628811,
-0.007000689394772053,
0.02449050545692444,
0.0402400977909565,
-0.05696772411465645,
0.0013683116994798183,
-0.005979906767606735,
0.018142765387892723,
-0.039282284677028656,
0.005474564153701067,
0.012431557290256023,
-0.0052571604028344154,
0.01225962582975626,
0.021509308367967606,
0.02107112668454647,
-0.004527593031525612,
0.005694246850907803,
0.053040407598018646,
0.03694457560777664,
0.0030108944047242403,
-0.00838454533368349,
-0.029266830533742905,
0.0034964121878147125,
0.00535512063652277,
-0.04995758831501007,
-0.04268382862210274,
0.014914405532181263,
0.02750968001782894,
-0.009296204894781113,
0.0262311939150095,
-0.049128323793411255,
0.0023786602541804314,
-0.0760713517665863,
0.0062332069501280785,
-0.04185768961906433,
0.02108393795788288,
0.002036066958680749,
0.05531906336545944,
-0.018163172528147697,
0.01788380928337574,
-0.006418336648494005,
0.0077422079630196095,
-0.06668853759765625,
-0.006606314331293106,
-0.03439817950129509,
-0.01512167602777481,
-0.0043049766682088375,
-0.06157552823424339,
0.013638751581311226,
-0.01871948130428791,
0.024915898218750954,
-0.03433217108249664,
0.06407738476991653,
-0.007706296164542437,
0.011308468878269196,
-0.016568632796406746,
-0.01018473133444786,
0.0029766815714538097,
0.05313202738761902,
0.02531217224895954,
0.012037262320518494,
0.033013831824064255,
0.03092980943620205,
-0.009121019393205643,
-0.024281775578856468,
-0.05419187620282173,
0.009161215275526047,
0.03593011945486069,
0.05401544272899628,
0.01725098304450512,
0.04353286698460579,
-0.0348370186984539,
0.02686028927564621,
0.007826256565749645,
-0.004802306182682514,
0.04513076692819595,
-0.02355867438018322,
-0.014584841206669807,
-0.018263766542077065,
-0.027986014261841774,
-0.015706833451986313,
0.03883615881204605,
0.023375609889626503,
-0.002799021080136299,
0.019606512039899826,
0.03498228266835213,
-0.006279083900153637,
-0.007584398612380028,
0.08521457761526108,
0.042288437485694885,
0.01208670437335968,
0.014134603552520275,
0.0009175186278298497,
0.0006259020301513374,
-0.013059798628091812,
0.024839989840984344,
0.05892337113618851,
0.01944025419652462,
0.0011242922628298402,
0.036371927708387375,
-0.009778943844139576,
-0.01146614272147417,
0.02342170849442482,
0.023886071518063545,
0.031034689396619797,
-0.004850232508033514,
-0.014587494544684887,
0.02389524318277836,
0.046562470495700836,
0.05722364783287048,
-0.005314909853041172,
0.015619383193552494,
-0.08792757987976074,
-0.008622893132269382,
0.050368014723062515,
0.053351059556007385,
-0.05120840668678284,
0.0027741289231926203,
-0.047074705362319946,
0.0033239880576729774,
0.03331538289785385,
-0.04147005453705788,
0.0034713365603238344,
-0.0032065289560705423,
0.001030289102345705,
-0.029797406867146492,
-0.04869759455323219,
-0.02797549217939377,
0.010326037183403969,
0.016594858840107918,
0.053884051740169525,
-0.009199348278343678,
0.01822371780872345,
0.003731519915163517,
0.012773806229233742,
0.03108455054461956,
0.030077632516622543,
-0.03113572858273983,
-0.01919633150100708,
0.02119797095656395,
0.02171197161078453,
-0.008170331828296185,
-0.05507836863398552,
0.022272933274507523,
-0.02108217030763626,
-0.02573462203145027,
0.031273581087589264,
-0.03518591448664665,
-0.024227159097790718,
0.02340465784072876,
0.028627580031752586,
0.007655675057321787,
0.004876826889812946,
0.030911197885870934,
0.07468702644109726,
0.0016584573313593864,
-0.004694940056651831,
0.09274942427873611,
0.01932283118367195,
-0.02492784895002842,
0.025241510942578316,
-0.03685924783349037,
0.004100026562809944,
-0.01954944059252739,
-0.029078511521220207,
-0.015384809114038944,
-0.007637221831828356,
-0.08582138270139694,
0.023178022354841232,
-0.05332637578248978,
0.03937660902738571,
-0.07206132262945175,
0.018129071220755577,
0.012251634150743484,
0.01581992581486702,
-0.06752651929855347,
0.009558161720633507,
0.011860736645758152,
0.03487350419163704,
0.003022870747372508,
-0.00570153770968318,
0.03457101061940193,
-0.020465107634663582,
0.007516197394579649,
-0.013985571451485157,
-0.040599364787340164,
0.06193878874182701,
-0.010349668562412262,
0.0011973491637036204,
0.0346834622323513,
0.01629621535539627,
0.025413746014237404,
-0.008988379500806332,
0.03259260207414627,
-0.0013098957715556026,
-0.02218909002840519,
0.023824051022529602,
-0.01778409071266651,
0.0038540936075150967,
0.024727804586291313,
0.012788484804332256,
0.02064063958823681,
0.01649339683353901,
-0.022901203483343124,
-0.03091447800397873,
-0.012081395834684372,
0.0033647974487394094,
-0.003775092540308833,
-0.03629828244447708,
-0.0476195327937603,
-0.014211075380444527,
-0.00480688689276576,
0.018926827237010002,
0.011123614385724068,
0.061009667813777924,
0.008953374810516834,
-0.028641527518630028,
0.015352608636021614,
0.03960048407316208,
0.04972922056913376,
0.012390044517815113,
0.04502914100885391,
-0.02110607735812664,
0.0051727332174777985,
0.031030675396323204,
-0.007162041030824184,
0.018777091056108475,
-0.01392321940511465,
-0.06265933811664581,
-0.04298847168684006,
-0.010984323918819427,
0.04045558720827103,
0.0022361879236996174,
0.017652427777647972,
0.012192131951451302,
-0.04157444089651108,
0.0039424411952495575,
0.0211801677942276,
0.012756089679896832,
-0.041594792157411575,
0.0017884570406749845,
-0.0034589311107993126,
0.025958366692066193,
0.03481303155422211,
0.01137478556483984,
-0.003974935971200466,
-0.012683918699622154,
0.005815919488668442,
-0.007232865784317255,
0.07751822471618652,
-0.05013357847929001,
0.031224627047777176,
0.01670367270708084,
-0.03719760850071907,
0.06593068689107895,
0.003939957823604345,
0.003390663303434849,
-0.0076773944310843945,
0.04733557626605034,
-0.02884685806930065,
-0.04703400656580925,
-0.03150472417473793,
0.004809100180864334,
0.08901462703943253,
0.02441791631281376,
0.0023948275484144688,
0.038561396300792694,
0.04531210660934448,
0.006879075430333614,
-0.015331367962062359,
-0.016537616029381752,
-0.017324527725577354,
-0.029542073607444763,
0.04999672248959541,
-0.008993982337415218,
-0.006004482042044401,
0.05613558739423752,
0.01363843958824873,
0.03629858419299126,
0.0050154016353189945,
0.026477618142962456,
0.03434601053595543,
-0.007015360053628683,
-0.03394391015172005,
-0.020657123997807503,
0.0188460610806942,
-0.04149980470538139,
-0.05390147492289543,
-0.024336080998182297,
0.0003334395296406001,
0.032198335975408554,
0.05383940413594246,
0.005378468427807093,
-0.04833044484257698,
-0.0334964282810688,
-0.0426090732216835,
0.05455008149147034,
0.021392066031694412,
-0.019212668761610985,
0.03898012638092041,
0.004082707222551107,
0.010434520430862904,
0.011571807786822319,
0.03224169835448265,
-0.011138715781271458,
-0.09406449645757675,
-0.018163420259952545,
0.007165703922510147,
-0.033152151852846146,
0.033104944974184036,
-0.00007059818017296493,
-0.010520425625145435,
0.033928923308849335,
-0.0199798122048378,
0.007550301495939493,
-0.011142161674797535,
0.05384701490402222,
-0.03788062185049057,
0.054392989724874496,
-0.00530883576720953,
0.03184733912348747,
-0.010075082071125507,
0.007776953745633364,
0.12997421622276306,
0.033556707203388214,
0.04972941428422928,
-0.04088892787694931,
0.006441931705921888,
0.0185709111392498,
-0.05169237405061722,
-0.0037859552539885044,
0.030052149668335915,
0.01736590825021267,
-0.02338511310517788,
0.06105342134833336,
0.03460134193301201,
0.0014915924984961748,
-0.04330761730670929,
0.03665723651647568,
-0.05852199345827103,
-0.004587199538946152,
0.017565717920660973,
0.0026899303775280714,
-0.005084466654807329,
-0.0631207674741745,
0.0023100641556084156,
-0.018326271325349808,
0.011796549893915653,
-0.0005338412011042237,
-0.008000302128493786,
0.0004686441970989108,
0.00925948191434145,
0.0016179060330614448,
0.0012125530047342181,
0.05462529882788658,
-0.019411224871873856,
0.03377527743577957,
0.009229732677340508,
0.007022252772003412,
0.017808280885219574,
-0.010440655052661896,
0.024701900780200958,
0.01014601718634367,
-0.020439432933926582,
0.001735782832838595,
-0.012961591593921185,
0.006760694552212954,
-0.018953433260321617,
-0.054827820509672165,
-0.043139055371284485,
0.0055089727975428104,
-0.003310772590339184,
-0.019935479387640953,
0.015446576289832592,
-0.013526631519198418,
0.027715271338820457,
-0.06269952654838562,
0.0069950842298567295,
0.01218117494136095,
0.04647791385650635,
0.005066270008683205,
0.003018745454028249,
-0.031131889671087265,
0.049135830253362656,
0.018797490745782852,
0.0022969667334109545,
0.027454130351543427,
-0.009060108102858067,
-0.007145707495510578,
-0.04719432443380356,
0.039944399148225784,
0.0015568570233881474,
-0.01880912482738495,
-0.030394967645406723,
-0.046858374029397964,
-0.018537582829594612,
-0.017946602776646614,
-0.012689568102359772,
0.018732205033302307,
0.0538506880402565,
-0.014011903665959835,
-0.011090518906712532,
-0.016924438998103142,
-0.03591059148311615,
0.006646403111517429,
0.0050553553737699986,
-0.047039132565259933,
-0.06268934160470963,
-0.0037758450489491224,
0.06819965690374374,
0.026185298338532448,
-0.01734529249370098,
0.06406600028276443,
-0.021863574162125587,
0.058506883680820465,
-0.010676955804228783,
-0.02679838053882122,
0.009678804315626621,
-0.03523177653551102,
-0.010095582343637943,
-0.009359496645629406,
-0.010960730724036694,
0.04327806085348129,
0.021902626380324364,
0.06363983452320099,
-0.014281689189374447,
0.07399725168943405,
-0.01867193542420864,
0.011152222752571106,
-0.009740345180034637,
-0.05355034023523331,
-0.029288284480571747,
-0.016687411814928055,
0.021232714876532555,
-0.019073599949479103,
-0.022886646911501884,
-0.03993915393948555,
-0.026561977341771126,
0.02348628081381321,
-0.044339634478092194,
-0.03199835866689682,
0.018160518258810043,
-0.024016881361603737,
-0.008328333497047424,
-0.04521043226122856,
0.003187544411048293,
-0.020852139219641685,
0.0012731988681480289,
-0.030745284631848335,
0.013295608572661877,
0.015215340070426464,
-0.006886606570333242,
0.0022298500407487154,
0.012432943098247051,
0.014135133475065231,
0.021530471742153168,
-0.026824507862329483,
-0.001291925203986466,
0.011602561920881271,
-0.014112738892436028,
0.051479633897542953,
0.01184816099703312,
-0.01243905071169138,
0.01357472874224186,
-0.053118180483579636,
-0.026799973100423813,
0.036692168563604355,
-0.005531692877411842,
0.020975545048713684,
-0.020668741315603256,
-0.011966567486524582,
-0.025845589116215706,
0.05339620262384415,
0.013801803812384605,
-0.015323685482144356,
0.029985900968313217,
-0.009798807092010975,
-0.016947906464338303,
0.013751654885709286,
-0.004475307185202837,
0.03218621760606766,
-0.018597373738884926,
0.020701814442873,
0.015485292300581932,
-0.0032549852039664984,
0.009249605238437653,
0.004541566129773855,
0.034936051815748215,
-0.02059817500412464,
-0.021134940907359123,
-0.025452731177210808,
0.028208831325173378,
0.06559865921735764,
0.012651213444769382,
0.02205476723611355,
-0.007730270270258188,
0.016995906829833984,
-0.019188186153769493,
-0.015438556671142578,
-0.002581715816631913,
0.02994033508002758,
0.03697923198342323,
-0.05201757326722145,
0.013162868097424507,
-0.001896364032290876,
-0.03795083612203598,
-0.003994641825556755,
0.003595181507989764,
-0.003992417361587286,
-0.04493609815835953,
0.04012763872742653,
-0.028850967064499855,
0.00520816957578063,
0.017127346247434616,
0.012568202801048756,
-0.024070648476481438,
-0.012674964964389801,
0.006930789444595575,
-0.02113381028175354,
-0.061706140637397766,
0.00882526021450758,
0.004988661967217922,
-0.04334706813097,
0.08096323162317276,
-0.05040602758526802,
-0.08936464786529541,
0.024609873071312904,
-0.030533866956830025,
0.014987342059612274,
0.005328523460775614,
0.04465845599770546,
0.02847621589899063,
0.005805968306958675,
0.02750188671052456,
-0.0010572961764410138,
-0.0032642718870192766,
0.007752546574920416,
-0.039960846304893494,
0.018198002129793167,
-0.03922783583402634,
-0.002894548000767827,
-0.009309733286499977,
-0.009350800886750221,
-0.053082797676324844,
0.044711410999298096,
0.016475878655910492,
-0.02431991510093212,
-0.012621941976249218,
-0.009023608639836311,
0.015041757375001907,
0.007776583079248667,
0.005803739186376333,
-0.004681644029915333,
0.008636928163468838,
0.023334022611379623,
0.04631343483924866,
0.0030690159182995558,
0.03818755969405174,
0.0115373395383358,
-0.03751300647854805,
0.038490165024995804,
0.008132648654282093,
-0.013767458498477936,
-0.033773306757211685,
-0.00814031157642603,
-0.0015545374481007457,
0.00413662102073431,
0.006316976621747017,
-0.012904254719614983,
-0.056163687258958817,
0.04274675250053406,
-0.011376133188605309,
0.016015980392694473,
0.020927026867866516,
-0.006465529091656208,
0.01528275478631258,
-0.06592407077550888,
0.06893340498209,
0.011616387404501438,
0.00784533191472292,
-0.019629735499620438,
-0.03755217790603638,
-0.00501365726813674,
-0.019342562183737755,
0.06002200022339821,
-0.016770469024777412,
-0.017322754487395287,
-0.006336891558021307,
-0.017796261236071587,
-0.025420334190130234,
-0.034677643328905106,
0.02049361914396286,
0.005060102790594101,
0.0038338175509124994,
-0.008929252624511719,
0.01806071773171425,
-0.019401153549551964,
0.01815480925142765,
-0.013287830166518688,
-0.04601869359612465,
-0.0016464351210743189,
0.004460554104298353,
0.034630291163921356,
0.03457733616232872,
0.0013826474314555526,
0.01667262241244316,
0.0080488882958889,
-0.01904468610882759,
0.009137782268226147,
0.028407353907823563,
-0.043535999953746796,
-0.044843316078186035,
0.0748983696103096,
-0.029256239533424377,
-0.021839164197444916,
0.02041337639093399,
0.020810220390558243,
-0.01068083569407463,
-0.038416117429733276,
0.029397543519735336,
0.03422969952225685,
-0.027881568297743797,
0.003488300833851099,
0.0193657036870718,
0.01926887407898903,
0.010350958444178104,
0.016561441123485565,
0.03435811772942543,
0.003248631488531828,
-0.058727312833070755,
0.011236459948122501,
-0.010560176335275173,
0.028947044163942337,
0.003057769499719143,
0.003327316604554653,
0.003273681504651904,
-0.008089795708656311,
0.01181131973862648,
0.0001235550589626655,
0.036878712475299835,
-0.05304291471838951,
-0.04169045016169548,
0.057106610387563705,
0.021076669916510582,
-0.024788571521639824,
-0.005642991978675127,
-0.016928479075431824,
0.08208438009023666,
-0.021926941350102425,
0.014110120013356209,
-0.009398664347827435,
-0.005840788595378399,
-0.024907996878027916,
0.014317297376692295,
-0.040997214615345,
-0.02214377373456955,
-0.0065843197517097,
0.033989258110523224,
-0.03934162110090256,
-0.02886795625090599,
0.021478021517395973,
-0.03769122436642647,
-0.028496835380792618,
0.002603697357699275,
-0.0019385848427191377,
0.012934310361742973,
0.019267093390226364,
-0.03524433448910713,
-0.006953510921448469,
-0.0067598395980894566,
0.042922332882881165,
0.00096595857758075,
-0.026358308270573616,
-0.022632256150245667,
0.009913969784975052,
0.001834828406572342,
-0.037269625812768936,
-0.02008938603103161,
-0.03105299361050129,
0.004412223119288683,
-0.009003737010061741,
-0.005986894015222788
] |
<p>I aim to discriminate between three populations by using a maximum likelihood classifier. The idea is that every population has a unique distribution $\hat{f_i} (x)$. The pdf $\hat{f_i}(x)$ has been estimated on a set of training data. A new set of observations $(x_1,...x_p)$ will be assigned to the population for which
$\log(q_i)+\sum_{j=1}^p \log(\hat{f_i}(x_j))$ is maximized. I want to investigate if the difference in the likelihoods are significant. How should I a perform a likelihood ratio test? I could of course perform the "standard" test in which I test $\lambda=\frac{L_0}{L_1} $ and then take $\chi^2= -2 \log \lambda$, but as I understand this test is used when there is a difference in the number of parameters between $L_1$ and $L_0$ . </p>
<p>"Let L0 be the maximum value of the likelihood when the parameters are restricted (and reduced in number) based on the assumption. Assume k parameters were lost (i.e., L0 has k less parameters than L1)." </p>
<p>Or is this correct? Otherwise how should the test be performed? </p> | 73,431 | [
-0.041574884206056595,
-0.025279568508267403,
-0.011420502327382565,
0.020964007824659348,
0.009824835695326328,
0.008566081523895264,
-0.005978379398584366,
-0.015627844259142876,
0.011441928334534168,
-0.03276927396655083,
0.029283782467246056,
0.043641552329063416,
0.02322111651301384,
0.02544661983847618,
0.043842051178216934,
-0.0007726154290139675,
-0.04339316487312317,
0.04135126620531082,
-0.003281455719843507,
-0.0007178941159509122,
-0.017358221113681793,
0.030401546508073807,
0.04614177718758583,
-0.014038189314305782,
-0.017506755888462067,
0.030147148296236992,
0.040806274861097336,
-0.017876937985420227,
-0.0016822010511532426,
0.05503619462251663,
-0.05181112512946129,
-0.02460857480764389,
-0.012440160848200321,
0.03936678543686867,
0.009780705906450748,
0.019956031814217567,
-0.014824872836470604,
-0.0464712493121624,
-0.002204730873927474,
0.04083692654967308,
-0.06672272831201553,
-0.013761102221906185,
0.03454915061593056,
0.022405162453651428,
0.0030878265388309956,
0.032556887716054916,
-0.006068287882953882,
-0.037270743399858475,
-0.006561934016644955,
-0.0467178151011467,
0.06509838998317719,
0.03773032873868942,
0.005232789553701878,
0.02523130737245083,
0.0122459065169096,
-0.04005945101380348,
0.02650446817278862,
0.09761335700750351,
-0.005473779048770666,
-0.03414896875619888,
-0.027773799374699593,
-0.021032441407442093,
0.014623229391872883,
-0.0005436064093373716,
-0.03757062926888466,
0.031234825029969215,
0.0006273240433074534,
-0.008641538210213184,
0.029573217034339905,
-0.014022882096469402,
0.003923366311937571,
0.028226440772414207,
0.03486405685544014,
-0.0008320151828229427,
0.0011123197618871927,
-0.011598877608776093,
-0.012950293719768524,
0.06718257814645767,
0.04462062940001488,
0.009279520250856876,
0.01530186366289854,
0.008444842882454395,
0.021285122260451317,
0.048304665833711624,
0.017503472045063972,
-0.006816624663770199,
0.08904467523097992,
-0.03285757452249527,
0.015737134963274002,
0.014697556383907795,
-0.06130234897136688,
0.021152189001441002,
0.04481023922562599,
-0.03752515837550163,
-0.07523372769355774,
0.03270542994141579,
-0.029921602457761765,
0.02243346907198429,
-0.0069975294172763824,
-0.005374903790652752,
-0.016631491482257843,
-0.033223990350961685,
0.010459515266120434,
0.036468904465436935,
0.011938191950321198,
0.027218615636229515,
-0.030451973900198936,
-0.0020684050396084785,
-0.017671359702944756,
-0.016848746687173843,
-0.007724821101874113,
0.0409669429063797,
-0.01764572411775589,
0.029585355892777443,
-0.03268041834235191,
-0.004704394843429327,
-0.008295407518744469,
-0.02510412596166134,
0.07265126705169678,
0.03211592137813568,
0.036250386387109756,
-0.006352508906275034,
0.007852357812225819,
0.005254893563687801,
-0.03302846848964691,
0.009393200278282166,
-0.005502717103809118,
-0.0046440837904810905,
-0.051265232264995575,
0.06925737112760544,
-0.01013693492859602,
-0.006804405711591244,
0.04421543329954147,
0.015191401354968548,
-0.014229985885322094,
-0.0033341513480991125,
-0.08233354985713959,
-0.020358417183160782,
0.03053763322532177,
-0.014056073501706123,
0.03665401414036751,
-0.06012563407421112,
-0.03261580690741539,
0.053349338471889496,
0.04103073477745056,
-0.0018067675409838557,
0.028692353516817093,
-0.007352853659540415,
0.02302052453160286,
0.014597635716199875,
-0.019995925948023796,
-0.009631084278225899,
-0.054657235741615295,
0.006077025551348925,
-0.03556878864765167,
-0.05344214290380478,
-0.025421584025025368,
0.022518247365951538,
-0.01601349003612995,
-0.01531143207103014,
0.05490846931934357,
0.010921118780970573,
-0.025703445076942444,
0.003993090242147446,
0.008525831624865532,
-0.009556511417031288,
0.06199226155877113,
0.010149801149964333,
0.03409016877412796,
0.003391168313100934,
-0.013894988223910332,
0.026052260771393776,
0.009097285568714142,
0.04600854963064194,
0.06598486006259918,
-0.03633181378245354,
-0.019593095406889915,
-0.06634996086359024,
0.03661636635661125,
0.021998008713126183,
-0.036483000963926315,
-0.012821642681956291,
-0.01593203656375408,
-0.011537950485944748,
0.032885316759347916,
0.021324144676327705,
0.011064251884818077,
-0.012244455516338348,
0.06641187518835068,
-0.05989658460021019,
-0.05600421875715256,
-0.04962152615189552,
-0.024171240627765656,
0.0017388710984960198,
-0.03129597008228302,
0.04636012762784958,
0.043992601335048676,
0.024700310081243515,
-0.011223128996789455,
0.001855484559200704,
-0.029333792626857758,
-0.017713090404868126,
0.03087000362575054,
0.009211832657456398,
0.022298147901892662,
0.05697863921523094,
0.030333518981933594,
-0.03408105671405792,
0.07323483377695084,
-0.03308669850230217,
-0.03785252943634987,
0.020274866372346878,
-0.010744146071374416,
0.011003716848790646,
0.018660448491573334,
0.013899505138397217,
-0.0010908889817073941,
0.004772576969116926,
-0.036763910204172134,
0.05347175523638725,
-0.060607023537158966,
0.06364567577838898,
0.06646057218313217,
0.01285532210022211,
0.0011404633987694979,
-0.025873782113194466,
-0.0075619337148964405,
0.025050297379493713,
-0.02409289963543415,
0.008182763122022152,
-0.11315737664699554,
-0.020551545545458794,
0.044972989708185196,
0.011754879727959633,
-0.06038783863186836,
0.03195076435804367,
0.02560253068804741,
0.00005112201688461937,
-0.00409849314019084,
0.03419803828001022,
-0.0006724264821968973,
-0.030225465074181557,
0.018929727375507355,
0.022018542513251305,
-0.014245284721255302,
0.032983891665935516,
0.06969795376062393,
-0.03686387464404106,
0.03551614657044411,
-0.01714489236474037,
0.008588641881942749,
0.052187398076057434,
0.01033626589924097,
0.008094613440334797,
-0.010893895290791988,
-0.002060679020360112,
0.014858963899314404,
-0.02812179923057556,
0.007890778593719006,
0.010445077903568745,
-0.01302294246852398,
-0.01284873578697443,
-0.01477019302546978,
0.022819574922323227,
0.03905944898724556,
0.022145241498947144,
-0.01731875166296959,
0.015846960246562958,
0.024684324860572815,
-0.10898707807064056,
0.0009959746384993196,
-0.027738142758607864,
-0.022168122231960297,
-0.012752759270370007,
0.015627209097146988,
0.013772978447377682,
-0.0025310227647423744,
0.020690424367785454,
-0.012420499697327614,
-0.061433251947164536,
0.024134667590260506,
-0.033115360885858536,
0.05953538417816162,
0.008741583675146103,
-0.05380014702677727,
-0.012306192889809608,
-0.01478631142526865,
-0.040264714509248734,
0.02541792392730713,
-0.006606978364288807,
0.0018947913777083158,
-0.011696485802531242,
-0.01302685309201479,
-0.0608864389359951,
-0.0383511483669281,
-0.031236525624990463,
0.029167741537094116,
-0.011814950965344906,
-0.011030075140297413,
0.048944324254989624,
0.01459892001003027,
-0.022116683423519135,
0.020571881905198097,
-0.033109698444604874,
-0.017567435279488564,
-0.01180423703044653,
0.000060072270571254194,
-0.006866586394608021,
-0.0034680822864174843,
-0.02556033246219158,
0.03464944288134575,
-0.001049756072461605,
-0.009600446559488773,
-0.07567007839679718,
-0.0691675990819931,
0.020154573023319244,
-0.006735457107424736,
0.04562067240476608,
-0.03123793937265873,
-0.02918374352157116,
0.06495491415262222,
0.05366838350892067,
0.014761067926883698,
-0.03443000093102455,
0.026097679510712624,
-0.039134807884693146,
-0.013015693053603172,
0.006262814626097679,
0.00928617361932993,
0.02997722662985325,
0.06005936115980148,
-0.0022861850447952747,
0.018214337527751923,
0.0326727069914341,
-0.025028947740793228,
-0.023333314806222916,
0.050269223749637604,
0.0008313839789479971,
-0.049755752086639404,
0.05093678832054138,
0.019893931224942207,
-0.015643857419490814,
0.034545451402664185,
-0.003789168316870928,
0.013090894557535648,
0.020695416256785393,
-0.01924951560795307,
0.03380245342850685,
-0.00026936212088912725,
-0.006696063559502363,
0.0038847560063004494,
0.016163310036063194,
0.027116168290376663,
-0.04984927177429199,
0.004508098587393761,
0.02106056921184063,
0.021499870344996452,
-0.03391577675938606,
-0.02105586975812912,
0.031957175582647324,
0.039224378764629364,
-0.014380715787410736,
-0.023025965318083763,
-0.026623042300343513,
-0.055276647210121155,
0.012086655013263226,
-0.0008489663596265018,
-0.027097800746560097,
0.02557787485420704,
0.010616136714816093,
0.023300083354115486,
-0.01868869550526142,
-0.022647980600595474,
-0.007365761324763298,
-0.02685428224503994,
0.0029338740278035402,
0.0010321326553821564,
0.056345585733652115,
0.003264024620875716,
0.02336358092725277,
0.027203509584069252,
-0.028591612353920937,
0.018673863261938095,
-0.004807267338037491,
-0.10184379667043686,
0.042294979095458984,
0.0018361547263339162,
0.011537410318851471,
0.016997305676341057,
-0.033489350229501724,
0.039809927344322205,
-0.0591312050819397,
0.014053544960916042,
-0.017126305028796196,
0.023644182831048965,
-0.0421370193362236,
0.024685360491275787,
-0.037307076156139374,
-0.018433433026075363,
0.0167014691978693,
0.0738222748041153,
-0.0129174729809165,
-0.006359646562486887,
0.02796122245490551,
0.0740722194314003,
-0.011064755730330944,
-0.02255762368440628,
-0.007869396358728409,
0.015590723603963852,
-0.010418453253805637,
0.017303461208939552,
0.026959531009197235,
0.026709824800491333,
-0.049221914261579514,
0.03860732167959213,
-0.016764111816883087,
0.05441932752728462,
0.03911582753062248,
0.003044081386178732,
-0.004679069854319096,
-0.030358802527189255,
-0.042162422090768814,
-0.027189839631319046,
0.02947421558201313,
0.0166846364736557,
-0.05756249278783798,
0.04878184199333191,
0.050710249692201614,
-0.04984290897846222,
0.020722877234220505,
0.0498582161962986,
-0.0005060730618424714,
-0.005907568149268627,
0.0083068972453475,
0.008604273200035095,
-0.011575935408473015,
0.009933347813785076,
-0.0044413842260837555,
0.02500436268746853,
-0.02771150693297386,
0.002456552814692259,
0.05569017305970192,
0.006131080910563469,
-0.027235666289925575,
-0.004982548765838146,
0.011162505485117435,
0.0365157276391983,
0.0024754933547228575,
-0.013869385235011578,
0.02823728695511818,
0.02102101780474186,
0.026742415502667427,
-0.001823181053623557,
0.037716127932071686,
-0.08340933918952942,
-0.004708032589405775,
0.06509453803300858,
0.04189540445804596,
-0.059963107109069824,
-0.013944992795586586,
-0.045225366950035095,
0.01658201590180397,
0.013384808786213398,
-0.020904766395688057,
0.011546632274985313,
0.008605853654444218,
0.003141873050481081,
-0.04085564613342285,
0.012106698006391525,
-0.0650733932852745,
0.018382824957370758,
-0.024256844073534012,
0.017118675634264946,
-0.041263461112976074,
0.01499449647963047,
-0.04718374088406563,
0.019314374774694443,
0.003815323580056429,
0.08868909627199173,
-0.006546752993017435,
-0.032560646533966064,
0.019475707784295082,
0.009173073805868626,
-0.024564504623413086,
-0.05156008154153824,
0.007440690882503986,
-0.003283126512542367,
-0.008328280411660671,
0.03234066069126129,
-0.032603148370981216,
-0.05950455740094185,
0.004776752088218927,
0.00763776246458292,
-0.04846569895744324,
0.01861117221415043,
-0.004191284999251366,
0.010484514757990837,
0.013135349377989769,
0.015690598636865616,
0.0651581659913063,
0.010682075284421444,
-0.016476204618811607,
0.006304472219198942,
-0.02825135923922062,
0.009029344655573368,
-0.021527327597141266,
-0.020488671958446503,
-0.051026806235313416,
0.03898042067885399,
-0.015767298638820648,
0.0071564931422472,
0.013556936755776405,
0.06349719315767288,
-0.008614624850451946,
-0.005905544385313988,
-0.01612302102148533,
-0.00007281512080226094,
0.010943430475890636,
0.01551171112805605,
0.01646866463124752,
0.04525713250041008,
-0.004611407406628132,
0.026916375383734703,
0.019754989072680473,
-0.04272819310426712,
0.02111138217151165,
0.038093458861112595,
-0.03434441611170769,
0.03560108691453934,
-0.030736492946743965,
-0.014790968969464302,
-0.01892242766916752,
0.00328535633161664,
0.056542713195085526,
0.019297132268548012,
0.03982219099998474,
0.02027752809226513,
-0.02270151861011982,
-0.012458902783691883,
0.009641828015446663,
-0.006132620852440596,
0.05716027319431305,
-0.039704445749521255,
0.028538784012198448,
-0.0155915142968297,
0.00681832293048501,
-0.04737401753664017,
0.004734579008072615,
-0.02475583367049694,
0.02507454715669155,
-0.028924230486154556,
-0.03909202665090561,
-0.03264307603240013,
0.02481306530535221,
-0.03756529837846756,
-0.013116786256432533,
0.09077184647321701,
-0.001271294429898262,
-0.01482507772743702,
-0.0031505352817475796,
0.0297634806483984,
0.05770150572061539,
0.014813849702477455,
-0.003639142494648695,
0.002458779839798808,
0.014225905761122704,
-0.0009656932088546455,
-0.005756238475441933,
0.006597436033189297,
-0.016378145664930344,
-0.029756082221865654,
-0.013150623068213463,
0.02418757975101471,
0.015076433308422565,
-0.03884365037083626,
-0.05384110286831856,
0.016959790140390396,
-0.02046123705804348,
0.014589648693799973,
-0.04490397870540619,
-0.01103898137807846,
-0.043854840099811554,
0.008594774641096592,
-0.0371328629553318,
0.02551989257335663,
-0.0017139629926532507,
-0.015815436840057373,
0.05174781382083893,
-0.01226488035172224,
0.005750612355768681,
0.006461260840296745,
0.09651193767786026,
0.006519719958305359,
0.007636211346834898,
0.003535509342327714,
-0.011857699602842331,
0.0608249269425869,
0.00696688424795866,
0.011711093597114086,
-0.0037537384778261185,
0.048942212015390396,
-0.018404526636004448,
0.018268339335918427,
-0.04598341882228851,
-0.00422164611518383,
0.060879502445459366,
0.019591687247157097,
0.031126176938414574,
0.03646843507885933,
0.02167213335633278,
0.02055557444691658,
-0.027341680601239204,
-0.018652869388461113,
-0.018751606345176697,
-0.020499812439084053,
0.02050384320318699,
-0.005603270139545202,
-0.022792553529143333,
0.05917643383145332,
-0.025826063007116318,
0.030869020149111748,
0.04990642890334129,
0.016701772809028625,
0.016246633604168892,
0.0049937027506530285,
-0.049719907343387604,
-0.06387587636709213,
0.06321848183870316,
-0.05423852801322937,
0.022237688302993774,
-0.037772879004478455,
-0.02900671772658825,
0.05760936439037323,
0.02955443598330021,
0.025438029319047928,
-0.04249631240963936,
-0.014917436987161636,
-0.0695224180817604,
0.05529659613966942,
0.04080493003129959,
-0.0042404793202877045,
0.06411051750183105,
-0.0029534841887652874,
0.06264550983905792,
0.00008380919462069869,
0.006464793812483549,
-0.027663499116897583,
-0.06187058985233307,
-0.029009956866502762,
0.016567980870604515,
-0.014260372146964073,
0.010267374105751514,
-0.02415315806865692,
-0.03998086228966713,
0.014895981177687645,
-0.02558101713657379,
0.02119266986846924,
-0.009563347324728966,
0.05353355407714844,
-0.019321879372000694,
0.06193959340453148,
0.01730947010219097,
0.020695369690656662,
-0.004291187971830368,
-0.012627747841179371,
0.11900673061609268,
0.054122310131788254,
0.03272172808647156,
-0.03357672691345215,
0.02025086060166359,
-0.008073021657764912,
0.0022507882677018642,
-0.026509715244174004,
0.02049107290804386,
-0.01579047553241253,
0.010702146217226982,
0.014959369786083698,
0.01854531653225422,
-0.02011093683540821,
-0.03222931548953056,
0.07554114609956741,
-0.020219117403030396,
-0.04941105470061302,
0.03600257262587547,
0.004722912330180407,
-0.0009051731321960688,
-0.025658410042524338,
-0.028234925121068954,
0.02138693816959858,
-0.001835160655900836,
-0.01424157340079546,
-0.015869302675127983,
-0.02283337712287903,
-0.00281529757194221,
-0.03361288458108902,
-0.03107115440070629,
0.015511279925704002,
0.0240098275244236,
-0.002654338488355279,
-0.0015510015655308962,
0.01401747390627861,
-0.04689596965909004,
-0.04000251367688179,
0.026654278859496117,
0.05974521487951279,
0.021652361378073692,
-0.00745314359664917,
-0.0011886616703122854,
0.009068287909030914,
-0.022813759744167328,
-0.030405240133404732,
-0.033907972276210785,
0.045566994696855545,
-0.0101675009354949,
-0.0239707101136446,
-0.012467075139284134,
0.0013936464674770832,
-0.0365632064640522,
-0.023784875869750977,
-0.009113488718867302,
-0.004627235233783722,
0.0389634445309639,
-0.02475936897099018,
-0.02538197860121727,
-0.05060562118887901,
0.03446520119905472,
-0.0005898115341551602,
0.018820632249116898,
-0.009208064526319504,
-0.032734181731939316,
-0.00945669412612915,
-0.006303683388978243,
0.01383647695183754,
0.007436526473611593,
0.004013278521597385,
-0.0023170295171439648,
-0.009344255551695824,
0.005198677536100149,
-0.03383269160985947,
0.004750250373035669,
0.012578488327562809,
0.040922969579696655,
0.0319695845246315,
-0.02620619162917137,
-0.004919603932648897,
-0.07966786623001099,
0.011886056512594223,
-0.016804488375782967,
0.01414223201572895,
-0.04225935786962509,
-0.0371318981051445,
0.034643709659576416,
0.01788661628961563,
0.03423052281141281,
0.00021279972861520946,
0.018691081553697586,
0.05748695135116577,
0.0027187790255993605,
-0.05037469044327736,
-0.03998878225684166,
-0.00008666750363772735,
-0.012957889586687088,
0.01928420551121235,
-0.044083140790462494,
0.03845005854964256,
0.041406579315662384,
0.025260737165808678,
0.007748764008283615,
0.005585901904851198,
0.0034958079922944307,
0.016708416864275932,
0.011481117457151413,
-0.011717262677848339,
0.009526778012514114,
0.016637399792671204,
0.012848624028265476,
-0.01181354932487011,
-0.07131229341030121,
-0.034377582371234894,
-0.02933442033827305,
0.008491006679832935,
-0.03769378736615181,
-0.03215370699763298,
0.006034527439624071,
-0.025342121720314026,
-0.016430474817752838,
-0.038721632212400436,
-0.021051621064543724,
-0.008701409213244915,
0.00509230699390173,
-0.008898606523871422,
-0.00912631768733263,
-0.008699771016836166,
0.008559535257518291,
-0.015110685490071774,
-0.016736788675189018,
0.035740070044994354,
-0.027744540944695473,
0.0054407063871622086,
0.018579136580228806,
-0.018401721492409706,
-0.0053369272500276566,
0.06139856576919556,
-0.023091545328497887,
0.0008087563910521567,
0.05223377048969269,
-0.03865626081824303,
-0.03800954297184944,
0.013713421300053596,
0.01900538057088852,
0.04901578277349472,
0.0181515421718359,
0.01616746373474598,
-0.030283818021416664,
0.016042126342654228,
0.02903170697391033,
-0.0027820535469800234,
-0.01284088846296072,
0.007581693585962057,
-0.008589322678744793,
-0.01538048405200243,
-0.016037432476878166,
-0.002536033745855093,
-0.024895157665014267,
0.014464463107287884,
0.039776336401700974,
-0.00747576542198658,
0.003189018229022622,
0.012658199295401573,
0.007385447155684233,
0.03492669016122818,
-0.011193696409463882,
-0.002156257862225175,
0.03197694197297096,
0.03978573903441429,
-0.0048090689815580845,
0.020178526639938354,
-0.036141932010650635,
0.003616935107856989,
-0.10638546198606491,
-0.02077212557196617,
0.020588979125022888,
0.010575493797659874,
0.00014940193796064705,
-0.06008598208427429,
0.0073716589249670506,
0.02408791147172451,
-0.0033222315832972527,
-0.018519243225455284,
-0.0260612852871418,
0.016625255346298218,
-0.04781826213002205,
0.0029331622645258904,
0.013082306832075119,
0.022149041295051575,
0.019547170028090477,
-0.00272912485525012,
0.020896023139357567,
0.05121024698019028,
-0.012913350947201252,
-0.0077562048099935055,
-0.014695459045469761,
0.004305470734834671,
0.028039012104272842,
-0.07805880159139633,
0.01339089684188366,
-0.0021802254486829042,
-0.03713109344244003,
0.02890532836318016,
0.019750460982322693,
0.02393573522567749,
0.02691635861992836,
-0.00029161933343857527,
0.01260298490524292,
0.05258157476782799,
0.05995407700538635,
0.002527046948671341,
-0.0015163334319368005,
0.022826243191957474,
0.00018486705084796995,
0.009750151075422764,
-0.03831635043025017,
-0.03168395906686783,
0.03260798752307892,
-0.021323880180716515,
-0.017945416271686554,
-0.006678309291601181,
-0.017343105748295784,
-0.003763279877603054,
-0.022391511127352715,
-0.022464321926236153,
0.004637436475604773,
-0.0010908819967880845,
0.01337438728660345,
-0.02954673208296299,
-0.04422266036272049,
-0.0014346952084451914,
0.05939996987581253,
-0.02927779033780098,
-0.006183617282658815,
-0.052161019295454025,
-0.0097147636115551,
-0.004375469870865345,
0.012188584543764591,
-0.016995932906866074,
-0.05301894620060921,
-0.009136161766946316,
-0.01109688077121973,
0.015866370871663094,
-0.04593310132622719,
0.010686577297747135,
-0.026191120967268944,
0.02943594753742218,
-0.06834733486175537,
0.015812216326594353,
-0.0006922032334841788,
0.00004157049988862127,
-0.00043724014540202916,
-0.08357299119234085,
0.06530755013227463,
0.041369516402482986,
-0.010127576068043709,
-0.02967950329184532,
-0.021617606282234192,
-0.06860364973545074,
0.0032955289352685213,
0.048551686108112335,
0.03003469854593277,
0.005438674241304398,
-0.005441305227577686,
0.034012988209724426,
0.011840424500405788,
-0.05691897124052048,
0.027497626841068268,
-0.028688352555036545,
-0.034220416098833084,
-0.009614715352654457,
0.0023350368719547987,
0.01960572600364685,
-0.00823347456753254,
0.037273257970809937,
-0.011678867973387241,
-0.006997593212872744,
0.01487797312438488,
-0.0028846589848399162,
0.014163591898977757,
-0.018436485901474953,
0.008004769682884216,
0.032746054232120514,
0.004206767305731773,
0.01990523561835289,
-0.014651247300207615,
-0.002520844340324402,
-0.08162276446819305,
0.027019454166293144,
-0.030857067555189133,
-0.03800738975405693,
-0.007499513681977987,
0.01540036778897047,
-0.003607505466789007,
-0.017539402469992638,
0.003500391263514757,
0.011141766794025898,
-0.02755778655409813,
-0.006533666048198938,
0.025157632306218147,
0.038058970123529434,
0.03594692051410675,
0.011541430838406086,
0.024521663784980774,
0.007555810734629631,
-0.027863038703799248,
0.019913267344236374,
0.010794672183692455,
0.0034646012354642153,
-0.00626957044005394,
0.00041075333137996495,
0.016102731227874756,
-0.017445312812924385,
0.006759114097803831,
-0.020852725952863693,
0.04370521754026413,
-0.04630368947982788,
-0.01472171489149332,
0.03939492627978325,
0.008031167089939117,
-0.004676569253206253,
-0.039725299924612045,
0.005180795211344957,
0.05410528928041458,
-0.009685463272035122,
-0.009790184907615185,
-0.03516530618071556,
-0.006640640087425709,
0.007668842561542988,
0.02758309431374073,
0.0206616148352623,
0.011885179206728935,
0.010746159590780735,
0.028531009331345558,
-0.007279002107679844,
-0.01448085717856884,
0.025393038988113403,
-0.02126939594745636,
0.021853631362318993,
0.025820044800639153,
-0.021478043869137764,
-0.0005043974379077554,
-0.019802577793598175,
-0.04048866778612137,
-0.02078171633183956,
0.015019802376627922,
0.034257180988788605,
0.03704138472676277,
-0.04854082316160202,
-0.04929588362574577,
0.005125143565237522,
0.004077043384313583,
-0.02726152166724205,
-0.02216021716594696,
-0.03686663135886192,
0.012929674237966537,
0.03823482245206833,
-0.04597323760390282
] |
<p>I want to generate some spatial data where the points/location in the space form a multivariate gaussian distribution. I want these points to have certain autocorrelation given by the variogram model like spherical with spill 0.025 and range 15. I then want to generate some sample for this </p>
<p>How can I do it?</p>
<p>I then want to plot the empirical variogram and again fit a model variogram to check if they come out to be similar. How can I do it?</p> | 73,432 | [
-0.05237533152103424,
0.00045826149289496243,
0.006958482787013054,
0.00890919379889965,
0.04115677624940872,
-0.010368182323873043,
-0.018825555220246315,
-0.02582317776978016,
0.034041982144117355,
-0.02371027134358883,
0.06434210389852524,
0.06140810251235962,
0.0488278903067112,
0.029209166765213013,
-0.028022831305861473,
-0.021764030680060387,
-0.016262132674455643,
0.005303810816258192,
-0.009294089861214161,
-0.025103511288762093,
0.0008644398767501116,
-0.012814255431294441,
0.004631897900253534,
-0.034090884029865265,
-0.02628617361187935,
0.021295584738254547,
0.06600963324308395,
-0.022676507011055946,
0.01839170604944229,
0.06782220304012299,
-0.030587617307901382,
-0.027125617489218712,
0.03567570075392723,
0.03052745945751667,
0.036138322204351425,
0.011228672228753567,
-0.03524495288729668,
-0.026626838371157646,
0.02099381573498249,
0.0061570326797664165,
-0.07673204690217972,
-0.022482039406895638,
-0.01975342631340027,
0.03551821783185005,
0.006609719712287188,
0.009700194001197815,
-0.023599162697792053,
-0.02919889986515045,
0.031645651906728745,
-0.01935158669948578,
0.09441870450973511,
0.012767108157277107,
0.03759017586708069,
0.052068501710891724,
-0.010619809851050377,
0.012210189364850521,
0.06733981519937515,
0.05829113721847534,
-0.003629552200436592,
-0.059989940375089645,
-0.010969328694045544,
-0.038886986672878265,
-0.007524779997766018,
-0.04409376531839371,
-0.03386934474110603,
0.006380974780768156,
-0.019337911158800125,
-0.01342822890728712,
0.031410422176122665,
-0.013254844583570957,
0.017800504341721535,
0.02256300486624241,
0.015827689319849014,
-0.033425744622945786,
-0.0022289007902145386,
-0.0017097156960517168,
0.026946209371089935,
0.030879709869623184,
0.040197137743234634,
-0.02335646189749241,
0.049223892390728,
0.05266056954860687,
-0.017268074676394463,
-0.0017822402296587825,
0.008524850010871887,
-0.0019731137435883284,
0.0424613282084465,
-0.02685629203915596,
0.0026233424432575703,
0.011687048710882664,
-0.007217299193143845,
-0.0018336764769628644,
0.06671097874641418,
0.01731758750975132,
-0.04341674968600273,
0.037608977407217026,
-0.014690721407532692,
0.03829474374651909,
-0.028833795338869095,
-0.010023264214396477,
-0.01839628629386425,
-0.03806818276643753,
0.018719658255577087,
0.02832188829779625,
-0.035004809498786926,
0.0020911735482513905,
-0.011897834949195385,
-0.03313623368740082,
-0.020011238753795624,
-0.032260846346616745,
-0.02163090929389,
0.013492275960743427,
0.030433233827352524,
-0.001919995411299169,
0.06183728948235512,
0.005168154835700989,
-0.000261439272435382,
-0.030870812013745308,
0.026164142414927483,
0.04577212035655975,
0.042127516120672226,
-0.012419091537594795,
0.05437357351183891,
-0.0593625046312809,
-0.06276112049818039,
-0.020192254334688187,
0.005477845668792725,
-0.011750981211662292,
-0.041334088891744614,
0.061655640602111816,
-0.027431750670075417,
-0.03293429687619209,
0.019522646442055702,
-0.0013993832981213927,
0.018338492140173912,
-0.009373712353408337,
-0.07726506143808365,
-0.058619365096092224,
0.02564227022230625,
-0.018499048426747322,
0.027609771117568016,
-0.05089458450675011,
0.019844377413392067,
0.005647152662277222,
0.03196210786700249,
0.024245472624897957,
0.02401437982916832,
-0.024991830810904503,
0.03310076519846916,
-0.0006200245115906,
-0.03585206717252731,
-0.029441529884934425,
-0.016237325966358185,
-0.01289672777056694,
-0.01561798807233572,
-0.10121745616197586,
0.02047916315495968,
0.03185426443815231,
-0.025890912860631943,
-0.016305532306432724,
0.037892866879701614,
0.00804649293422699,
-0.007243385538458824,
-0.015406596474349499,
0.01484224759042263,
-0.04179444909095764,
0.0643487498164177,
0.0077848974615335464,
0.003010848304256797,
0.01843963749706745,
-0.05381228029727936,
-0.002418684307485819,
0.019443409517407417,
0.02136826328933239,
0.06878870725631714,
0.0018117122817784548,
-0.00626759510487318,
0.004890847019851208,
0.024403411895036697,
0.025816118344664574,
-0.02488597109913826,
-0.0013013551943004131,
-0.01278735138475895,
-0.00590990437194705,
0.015772217884659767,
0.015547463670372963,
0.00382047682069242,
0.0118261082097888,
0.005936189088970423,
-0.044426821172237396,
-0.029576193541288376,
-0.06588109582662582,
0.021179331466555595,
0.029104506596922874,
-0.007195069454610348,
0.027532527223229408,
-0.01577395386993885,
0.01686430536210537,
-0.002772195963189006,
-0.03101433999836445,
-0.016753671690821648,
-0.005088400561362505,
0.02456853538751602,
-0.02778680808842182,
-0.002974105766043067,
0.05528142303228378,
0.046725425869226456,
-0.0041195545345544815,
0.038559406995773315,
0.003291645785793662,
-0.008151053451001644,
-0.03689393773674965,
0.0000014616082353313686,
0.0016063525108620524,
-0.018936211243271828,
0.004932325333356857,
-0.022102242335677147,
0.03388923406600952,
-0.0366278775036335,
0.0247795507311821,
-0.06717361509799957,
0.055466510355472565,
0.12486641854047775,
0.009617729112505913,
0.008420750498771667,
0.0003050150698982179,
0.005881174001842737,
0.046968329697847366,
-0.00006636685429839417,
-0.059638623148202896,
-0.04014800861477852,
0.012548893690109253,
0.017580188810825348,
0.02205011434853077,
-0.02193046174943447,
-0.0031534130685031414,
0.04539841413497925,
0.04519371688365936,
0.01920667104423046,
0.06399939209222794,
0.015260948799550533,
0.015802858397364616,
-0.0019177591893821955,
-0.00010169095185119659,
0.03539523109793663,
0.0019609241280704737,
0.03383791819214821,
0.011792411096394062,
0.036420729011297226,
-0.038957539945840836,
-0.013172972947359085,
0.02270127832889557,
-0.032534241676330566,
-0.04570743814110756,
-0.012793571688234806,
0.01268770918250084,
0.007902825251221657,
-0.006938792299479246,
0.00006678153295069933,
0.03757688030600548,
-0.004194716922938824,
-0.02410234697163105,
-0.016650468111038208,
-0.019088612869381905,
0.007549754809588194,
0.049993813037872314,
-0.017940426245331764,
0.02586827240884304,
0.016419721767306328,
-0.019947366788983345,
0.031309276819229126,
0.010764636099338531,
-0.015661243349313736,
-0.05097593739628792,
0.03018379583954811,
0.04676417261362076,
0.009307896718382835,
0.004900611937046051,
-0.004136419855058193,
-0.03441606089472771,
0.00633204123005271,
0.008891100063920021,
0.008944109082221985,
0.028308721259236336,
-0.0385420061647892,
0.0009725627023726702,
-0.02408510446548462,
0.03429392725229263,
-0.0036811602767556906,
-0.009660241194069386,
0.005252222530543804,
0.01762678660452366,
0.04020429775118828,
-0.04166357219219208,
0.01762254908680916,
0.010166897438466549,
0.02297322265803814,
-0.03416461497545242,
-0.015230054967105389,
-0.0015144414501264691,
0.02331649884581566,
-0.05015731230378151,
0.026074353605508804,
-0.01858612708747387,
0.006930418778210878,
-0.017317544668912888,
0.02263491041958332,
0.012178941629827023,
-0.04750300943851471,
0.04062419757246971,
0.06450432538986206,
0.001936409855261445,
-0.017537856474518776,
-0.045794516801834106,
-0.03895372897386551,
0.004950690548866987,
0.014431411400437355,
0.02673649601638317,
-0.005865221843123436,
-0.01789523847401142,
0.04206124320626259,
0.053175751119852066,
-0.01683685928583145,
-0.056695230305194855,
0.0003783550637308508,
-0.013180851936340332,
-0.043366689234972,
0.0034544644877314568,
-0.015022533014416695,
-0.009227457456290722,
-0.010429815389215946,
0.012305861338973045,
-0.014591827057301998,
0.033371761441230774,
-0.005535950884222984,
0.014942816458642483,
-0.002526300959289074,
-0.014193382114171982,
-0.018376115709543228,
0.030903896316885948,
-0.007261148653924465,
-0.04698062315583229,
-0.027351029217243195,
-0.005437007639557123,
0.0034152541775256395,
0.019580138847231865,
-0.006393902935087681,
-0.013594452291727066,
-0.015587110072374344,
-0.0007039632764644921,
-0.05003586411476135,
0.0170782171189785,
0.018595591187477112,
-0.014554743655025959,
0.0018286914564669132,
0.019867653027176857,
0.02123335562646389,
0.021914251148700714,
-0.03908975422382355,
0.04950176179409027,
0.02158069983124733,
-0.023086681962013245,
0.021048391237854958,
-0.017390035092830658,
0.03907207027077675,
0.02411237731575966,
-0.018996259197592735,
-0.003264111001044512,
0.015641197562217712,
0.03405476361513138,
0.04455501213669777,
-0.0003703903057612479,
-0.04209400340914726,
0.017102597281336784,
-0.03831132873892784,
0.027463218197226524,
-0.004752229433506727,
0.03345948085188866,
0.013400441035628319,
0.036800358444452286,
0.022907812148332596,
-0.030660223215818405,
0.011297080665826797,
-0.023414311930537224,
-0.04981039837002754,
0.04388110339641571,
0.002343285595998168,
-0.01848749816417694,
-0.000380840094294399,
-0.04459268972277641,
0.021451089531183243,
-0.004642069805413485,
0.010425134561955929,
0.03422396257519722,
0.01969192363321781,
-0.020050199702382088,
0.010901411063969135,
-0.0353977233171463,
-0.028101710602641106,
-0.03825487196445465,
0.02711469680070877,
0.03488371521234512,
-0.02797822654247284,
0.051762014627456665,
0.004373779986053705,
0.0038622694555670023,
-0.033169765025377274,
-0.003817794844508171,
0.024701116606593132,
0.024415360763669014,
0.02103559672832489,
0.02217346802353859,
0.0270623117685318,
-0.023244207724928856,
0.007213253993541002,
0.0007687720353715122,
0.08064035326242447,
0.04965999349951744,
0.012274728156626225,
0.012517026625573635,
-0.042517051100730896,
-0.012533467262983322,
0.028204824775457382,
0.015024994499981403,
-0.027838049456477165,
-0.020812591537833214,
0.03518613800406456,
-0.0035541413817554712,
-0.0779915526509285,
0.016381144523620605,
0.062437646090984344,
-0.00800298061221838,
0.018327830359339714,
0.006800930947065353,
0.00434822216629982,
0.010284042917191982,
-0.024934547021985054,
0.04731115326285362,
0.00709277531132102,
-0.017847340553998947,
0.0016980839427560568,
0.023854056373238564,
-0.03368636965751648,
-0.0236504003405571,
-0.0035497364588081837,
0.042265385389328,
0.05090167745947838,
-0.0009694043546915054,
-0.050944436341524124,
0.0000013749572644883301,
0.024766258895397186,
0.04401583969593048,
0.052014995366334915,
-0.008672064170241356,
-0.1002306118607521,
-0.0030750075820833445,
0.056924477219581604,
0.01017589122056961,
0.006934558507055044,
-0.0033514939714223146,
-0.05519990995526314,
0.015150027349591255,
0.017185701057314873,
-0.012411671690642834,
-0.01663966290652752,
-0.004569121170789003,
0.025331472977995872,
-0.03097596764564514,
-0.04390362650156021,
-0.05541147664189339,
0.025264481082558632,
-0.023125432431697845,
0.021298622712492943,
-0.049266405403614044,
-0.035965368151664734,
-0.05288377404212952,
0.05809353291988373,
-0.0011901409598067403,
0.06310291588306427,
-0.004564851056784391,
-0.005197842605412006,
-0.016905684024095535,
0.03809551149606705,
-0.003483982989564538,
-0.023770300671458244,
0.019162118434906006,
0.021429691463708878,
-0.03868938609957695,
0.07185135781764984,
0.0011501350672915578,
0.008207622915506363,
0.040803901851177216,
0.000051443690608721226,
0.0004494602617342025,
0.00003154972364427522,
-0.02884570136666298,
0.05873587355017662,
0.005947472993284464,
0.01633511111140251,
0.0695936307311058,
0.049703825265169144,
-0.005517605692148209,
-0.025443023070693016,
-0.03394229710102081,
0.033526550978422165,
-0.01738074980676174,
-0.03030702844262123,
-0.053478214889764786,
-0.004354205448180437,
-0.026964694261550903,
0.01710147224366665,
-0.00014240233576856554,
0.017767027020454407,
-0.042994797229766846,
-0.03154044970870018,
0.016120461747050285,
0.055231381207704544,
0.02990923635661602,
0.005752388387918472,
-0.0028385333716869354,
0.025634560734033585,
-0.013276197016239166,
-0.019987069070339203,
-0.014333542436361313,
0.003976086620241404,
0.03929797187447548,
-0.015887923538684845,
-0.009560816921293736,
0.0166852418333292,
-0.06350267678499222,
-0.011827834881842136,
0.02240384928882122,
-0.06883588433265686,
0.02750389836728573,
0.0058283014222979546,
0.046563200652599335,
0.029669396579265594,
-0.071368508040905,
0.0042997095733881,
0.03312519192695618,
0.015173389576375484,
0.03199203312397003,
-0.029819350689649582,
0.01584041677415371,
-0.02202680893242359,
0.04185645282268524,
-0.07055505365133286,
-0.03364954888820648,
0.05740603804588318,
-0.010384705848991871,
-0.011051522567868233,
-0.059352338314056396,
-0.015990059822797775,
-0.03281962499022484,
0.012016372755169868,
-0.01808960735797882,
0.03273838385939598,
-0.01730482280254364,
-0.010859953239560127,
-0.0012975941644981503,
0.008190631866455078,
0.04090457037091255,
-0.028056377544999123,
0.012541904114186764,
0.0290360264480114,
0.02579016610980034,
-0.026100507006049156,
0.003126308089122176,
0.02480987459421158,
-0.033673591911792755,
-0.0338396281003952,
-0.04291051626205444,
0.005740146152675152,
0.01911497302353382,
-0.030797850340604782,
-0.021639451384544373,
-0.01683267019689083,
0.02542310208082199,
0.023218302056193352,
-0.0469277985394001,
-0.03448105603456497,
0.015627101063728333,
-0.015281958505511284,
-0.05450131371617317,
0.010218766517937183,
0.006331322249025106,
0.01797962561249733,
0.03219195827841759,
0.015074211172759533,
0.02542506344616413,
0.02649093233048916,
0.06709370017051697,
-0.012142324820160866,
0.028592050075531006,
0.017438646405935287,
0.01838787831366062,
-0.005189270246773958,
-0.008864101022481918,
-0.03555922582745552,
0.040241219103336334,
0.029250577092170715,
-0.04887436330318451,
-0.0005754583980888128,
-0.041599538177251816,
-0.007723839487880468,
0.06142255663871765,
-0.010566276498138905,
0.08734344691038132,
0.07332470268011093,
0.010278867557644844,
-0.012854899279773235,
-0.03833400830626488,
-0.012895671650767326,
-0.038306672126054764,
-0.03076576441526413,
0.059418823570013046,
-0.006743937730789185,
0.002665366046130657,
0.013445191085338593,
0.027042238041758537,
0.010663825087249279,
0.07706869393587112,
0.018764883279800415,
0.03770788758993149,
0.014717815443873405,
-0.0004889683332294226,
-0.038153696805238724,
0.012721125036478043,
-0.01013099029660225,
0.025897199288010597,
-0.011710972525179386,
-0.0075576817616820335,
0.035773761570453644,
0.054058756679296494,
-0.03337794542312622,
-0.03899795562028885,
-0.0157476793974638,
-0.07570181041955948,
0.04693680629134178,
0.03154519200325012,
-0.02335386537015438,
0.0010184493148699403,
0.010675997473299503,
0.033545151352882385,
-0.009817678481340408,
-0.008099615573883057,
-0.02273371070623398,
-0.07549436390399933,
0.011624354869127274,
-0.014223683625459671,
-0.03178301826119423,
0.009987853467464447,
0.0028723436407744884,
-0.03494167700409889,
0.008309607394039631,
-0.01182801928371191,
0.0040435632690787315,
-0.027476217597723007,
0.01990821212530136,
0.01366205234080553,
0.0740707740187645,
0.0019069069530814886,
0.009886466898024082,
-0.0012260974617674947,
0.023069266229867935,
0.11027958244085312,
0.06042410805821419,
0.0017960891127586365,
-0.07255721837282181,
0.005586564540863037,
-0.02695278823375702,
-0.05315755680203438,
-0.014764204621315002,
-0.009349155239760876,
0.00029449837165884674,
-0.017070002853870392,
0.06732627004384995,
0.018826479092240334,
-0.0023851485457271338,
0.004974585957825184,
0.048875853419303894,
-0.02144693024456501,
-0.031167246401309967,
-0.020695015788078308,
0.002437327988445759,
-0.03880991041660309,
0.025518255308270454,
-0.06616026908159256,
0.045909248292446136,
-0.03629201650619507,
-0.024367807433009148,
-0.02063693292438984,
-0.05306125432252884,
0.01845819316804409,
0.0752367153763771,
-0.012204958125948906,
0.016739239916205406,
0.026706531643867493,
0.020921625196933746,
0.010450022295117378,
-0.009811422787606716,
0.001855915179476142,
-0.018250418826937675,
-0.003993849270045757,
0.002952585695311427,
-0.02341298945248127,
0.010224622674286366,
-0.025971999391913414,
-0.014752178452908993,
-0.014176400378346443,
-0.022939486429095268,
-0.05582619830965996,
0.04257172718644142,
-0.014550124295055866,
-0.022869519889354706,
-0.018179072067141533,
0.01680402085185051,
0.03036119043827057,
-0.030143937095999718,
-0.033240895718336105,
-0.012545363046228886,
0.027304859831929207,
-0.04272553697228432,
-0.018317168578505516,
-0.021759744733572006,
0.013326907530426979,
0.015121383592486382,
0.03224019333720207,
0.03030349686741829,
-0.013045953586697578,
0.018307602033019066,
-0.045070186257362366,
0.07554396986961365,
0.017698002979159355,
-0.044213928282260895,
0.006210587453097105,
-0.03243723884224892,
-0.03828752413392067,
-0.031219786033034325,
0.039161376655101776,
0.0070746950805187225,
0.023551268503069878,
0.016582518815994263,
-0.01995939575135708,
0.007604898419231176,
-0.02064773254096508,
-0.007963010109961033,
-0.0343191958963871,
-0.024292398244142532,
-0.03651487082242966,
0.0042176274582743645,
0.0311670433729887,
0.061374396085739136,
0.02481638267636299,
-0.01432267390191555,
-0.025186097249388695,
0.02579561062157154,
0.03812410682439804,
-0.041904572397470474,
-0.018908368423581123,
-0.004061713814735413,
-0.026731647551059723,
-0.006838561967015266,
-0.012511149980127811,
0.04688536375761032,
0.008075474761426449,
0.02540811523795128,
0.025834746658802032,
0.024636680260300636,
-0.005996950436383486,
0.016508152708411217,
-0.0066007403656840324,
-0.06054273247718811,
0.010468494147062302,
-0.005311648827046156,
-0.014047909528017044,
-0.026695262640714645,
0.011888905428349972,
-0.013432789593935013,
-0.023824365809559822,
0.001803097315132618,
-0.007488167379051447,
-0.026349389925599098,
0.017579324543476105,
-0.02391768991947174,
0.004271607846021652,
-0.04444464296102524,
-0.0007059522322379053,
-0.006188179366290569,
-0.01683376356959343,
-0.006939132697880268,
-0.024271007627248764,
0.03071451745927334,
0.00240524229593575,
-0.02148228883743286,
0.026501933112740517,
0.059111252427101135,
0.017493510618805885,
0.047001488506793976,
0.02862948551774025,
0.008500730618834496,
-0.008090699091553688,
0.0811343714594841,
-0.00594306318089366,
0.025054963305592537,
0.0298910029232502,
-0.037970200181007385,
-0.03358665853738785,
-0.0077566104009747505,
-0.005288639105856419,
0.06433113664388657,
0.015386542305350304,
-0.018579380586743355,
-0.031183738261461258,
0.06441956758499146,
0.021076219156384468,
-0.0005389577709138393,
-0.017141493037343025,
0.022239457815885544,
0.0047486829571425915,
0.016952168196439743,
0.04279788210988045,
-0.009274115785956383,
-0.00849330984055996,
0.045094866305589676,
0.02547529898583889,
0.021604014560580254,
-0.021462565287947655,
0.02013925276696682,
-0.031614746898412704,
-0.016094554215669632,
0.025704557076096535,
-0.005055441055446863,
0.04353611543774605,
0.05383484065532684,
-0.0011999709531664848,
0.004199950955808163,
-0.003669601632282138,
-0.009972269646823406,
-0.07235094159841537,
-0.04696952924132347,
0.024876931682229042,
-0.018568038940429688,
0.012830113992094994,
-0.05345359444618225,
-0.026268962770700455,
0.042939625680446625,
-0.08450766652822495,
0.0008882300462573767,
0.03878083452582359,
-0.02733028493821621,
-0.03912416845560074,
0.009264308027923107,
-0.026213761419057846,
0.007930377498269081,
0.007557567209005356,
0.05460122972726822,
0.018259264528751373,
0.044473905116319656,
-0.009312530979514122,
-0.018541106954216957,
-0.010192949324846268,
0.0058670430444180965,
0.032268960028886795,
-0.03502500429749489,
-0.004206658806651831,
-0.016851024702191353,
-0.0036317240446805954,
0.005013962276279926,
-0.019680457189679146,
-0.00011908633314305916,
0.020261431112885475,
0.021598687395453453,
-0.011644645594060421,
0.04418134316802025,
0.05031464248895645,
0.025825295597314835,
-0.002125185215845704,
-0.02102889120578766,
0.025250665843486786,
0.014430836774408817,
-0.041343215852975845,
0.002355678007006645,
-0.009134070947766304,
-0.021854769438505173,
-0.037428081035614014,
0.028064288198947906,
0.011015615426003933,
-0.01916913501918316,
0.00033512472873553634,
0.005166899412870407,
-0.007011317647993565,
-0.02374228462576866,
0.003292070236057043,
-0.04383748397231102,
-0.03598637133836746,
0.04878944158554077,
0.007997372187674046,
-0.030531616881489754,
-0.030938854441046715,
-0.029327696189284325,
-0.05681789666414261,
-0.0044710151851177216,
0.023068232461810112,
-0.07080095261335373,
-0.02631158009171486,
-0.001527635264210403,
-0.010846476070582867,
-0.05130035802721977,
0.0006813788786530495,
-0.012293942272663116,
-0.040950071066617966,
0.044665999710559845,
-0.012856077402830124,
-0.012007682584226131,
0.006853038445115089,
0.021261684596538544,
-0.013083117082715034,
-0.06278061866760254,
0.07317496836185455,
-0.003542751306667924,
-0.06652297079563141,
-0.05595945566892624,
-0.0006124890060164034,
-0.0010962937958538532,
0.018838651478290558,
0.01853853464126587,
0.0008722323109395802,
0.02136705070734024,
0.022664908319711685,
0.03730841353535652,
0.002692129462957382,
-0.03713010251522064,
0.057368144392967224,
0.022536536678671837,
-0.05725570395588875,
0.019469259306788445,
-0.020544508472085,
0.0019233155762776732,
0.04013214260339737,
-0.003681159345433116,
-0.02762880176305771,
0.0023069267626851797,
0.00908643752336502,
-0.04669801890850067,
0.027252528816461563,
0.003966134041547775,
-0.006465262267738581,
0.07387562096118927,
-0.027710197493433952,
-0.04913631081581116,
0.018159696832299232,
0.025026444345712662,
-0.011184754781425,
0.029290445148944855,
-0.0628652572631836,
-0.04303356632590294,
-0.01810135319828987,
0.016872847452759743,
0.005478296894580126,
-0.060881879180669785,
-0.0020057354122400284,
0.016997070983052254,
-0.05673900991678238,
0.007652053609490395,
0.04761258512735367,
-0.01281060092151165,
0.038553256541490555,
-0.015023193322122097,
0.022172704339027405,
-0.021828632801771164,
-0.008060107007622719,
0.006462979596108198,
-0.0051905205473303795,
0.017949838191270828,
-0.016488462686538696,
-0.005642443895339966,
0.04541199654340744,
0.00592199619859457,
0.02630055695772171,
-0.029012003913521767,
0.023060768842697144,
-0.032769255340099335,
-0.03234888240695,
0.031968746334314346,
0.015708360821008682,
0.03729208558797836,
0.0013059864286333323,
-0.012265714816749096,
0.07255428284406662,
-0.042899239808321,
-0.026189249008893967,
-0.03267575055360794,
-0.018574070185422897,
-0.0402899906039238,
0.03217544034123421,
0.007578740362077951,
0.007213384844362736,
0.028524648398160934,
0.03167510777711868,
0.0052454532124102116,
-0.01043064147233963,
0.030434368178248405,
-0.004139916505664587,
0.02947959490120411,
-0.030983788892626762,
-0.012055493891239166,
-0.0027134809643030167,
0.015842610970139503,
-0.006496426183730364,
-0.025483092293143272,
0.0032142235431820154,
0.013112730346620083,
0.0018404315924271941,
0.015403897501528263,
-0.030510982498526573,
-0.03449089452624321,
0.035049647092819214,
-0.08431187272071838,
-0.030829083174467087,
-0.018264470621943474,
-0.00517181446775794,
-0.014885950833559036,
0.011317117139697075
] |
<p>I've read <a href="http://www.evanmiller.org/how-not-to-sort-by-average-rating.html" rel="nofollow">How Not to Sort By Average Rating</a> regarding how to average binary positive/negative ratings in a way that takes the number of ratings into account. The author uses the "lower bound of Wilson score confidence interval for a Bernoulli parameter". However, the items I'm dealing with have continuous ratings from 0 to 1. Is there an analogous averaging technique for this case?</p>
<p>My ratings collection is long-tailed: the median item has only 2 ratings, but the average one has 80, and the most-rated item has 36,000 ratings. Intuitively ten ratings of 0.8 should "average" higher than one of 0.9, but I'd like a precise formulation of this intuition.</p>
<p>(I'm using this to design a recommender system, which has to deal with 50,000 users and 10,000 items. I'm evaluating various known recommenders, like GroupLens and LSI, and have to design one that doesn't perform too much worse than those (and hopefully better). I was reminded of this blog post on averages when using users' average ratings for a baseline RMSE calculation.)</p> | 73,433 | [
-0.035875026136636734,
-0.016002101823687553,
-0.021683987230062485,
-0.0017957048257812858,
0.02526714839041233,
0.002313903532922268,
-0.02067345753312111,
-0.012569892220199108,
0.008596842177212238,
-0.039700016379356384,
0.020407868549227715,
0.024254951626062393,
0.0519716702401638,
0.04564811289310455,
0.00481163477525115,
-0.018808072432875633,
-0.025597434490919113,
-0.027649646624922752,
-0.008942692540585995,
-0.02872001752257347,
0.018296681344509125,
0.030582020059227943,
0.04691252484917641,
-0.03224712982773781,
-0.006633338052779436,
0.026927726343274117,
0.05491244047880173,
-0.024889543652534485,
0.0027420055121183395,
0.05421223118901253,
-0.06119908019900322,
-0.012292447499930859,
0.011993407271802425,
0.037119440734386444,
0.03027728572487831,
-0.0008570560021325946,
-0.05795355141162872,
-0.00018965463095810264,
-0.03760886937379837,
-0.0017502199625596404,
-0.005312690977007151,
-0.02499047853052616,
-0.0227833092212677,
0.004111736547201872,
-0.03135913237929344,
-0.017892373725771904,
-0.013239852152764797,
-0.05086095631122589,
0.014362087473273277,
-0.04277700185775757,
0.06487704068422318,
-0.00008722914208192378,
0.033261191099882126,
0.011717397719621658,
-0.025097321718931198,
-0.012642191722989082,
0.022495150566101074,
0.07035063207149506,
-0.01606571115553379,
-0.03043476492166519,
-0.02904936857521534,
-0.024040324613451958,
-0.019978752359747887,
-0.005607403349131346,
0.010755491442978382,
0.045641809701919556,
-0.008473268710076809,
-0.01534842886030674,
0.038356997072696686,
0.02389436401426792,
-0.00626656087115407,
0.04663361236453056,
0.06274648010730743,
-0.01606815494596958,
0.026364298537373543,
-0.022959284484386444,
0.06139342859387398,
0.009196174331009388,
0.024059252813458443,
0.03405136242508888,
-0.013208662159740925,
0.011995761655271053,
0.03124898485839367,
0.06427118927240372,
0.02116216905415058,
-0.0021040032152086496,
0.07862520217895508,
-0.043134190142154694,
-0.016209563240408897,
0.04843921959400177,
0.0013823281042277813,
-0.008436822332441807,
0.011427055113017559,
0.015377923846244812,
-0.05027993768453598,
0.044758521020412445,
-0.025251105427742004,
0.0295400433242321,
0.01991710625588894,
0.007029673084616661,
-0.0036288215778768063,
-0.03201238065958023,
0.03328171372413635,
0.052470650523900986,
-0.015316442586481571,
0.0021934679243713617,
-0.049344245344400406,
-0.0014066585572436452,
-0.026355737820267677,
-0.03647683933377266,
-0.025883065536618233,
-0.012492723762989044,
0.021402953192591667,
0.0023704252671450377,
-0.005237236153334379,
0.013482200913131237,
-0.016856243833899498,
-0.02035515569150448,
0.015362454578280449,
0.037253160029649734,
0.04725652188062668,
0.01951473206281662,
0.01751982420682907,
-0.033951543271541595,
-0.03718645125627518,
0.025820042937994003,
0.0019843324553221464,
-0.03811801224946976,
-0.08104561269283295,
0.02470513805747032,
-0.005253874231129885,
-0.014013852924108505,
0.06582276523113251,
-0.01947450265288353,
0.01822235994040966,
-0.005876705516129732,
-0.053102221339941025,
-0.04571998119354248,
0.02579370327293873,
-0.005198669619858265,
0.014996759593486786,
-0.06916401535272598,
0.0020416369661688805,
0.06677082926034927,
0.0326828770339489,
0.023899182677268982,
0.02014896273612976,
0.04332711920142174,
0.030204934999346733,
-0.028498612344264984,
-0.03711789846420288,
-0.035042088478803635,
-0.019580146297812462,
-0.020085981115698814,
-0.03025762178003788,
-0.0568779893219471,
0.03399692103266716,
0.018042130395770073,
0.023945985361933708,
0.019196001812815666,
0.0034872079268097878,
0.026554392650723457,
-0.012489124201238155,
-0.04621899873018265,
0.03998933732509613,
-0.01882842928171158,
0.05727032572031021,
0.007672927342355251,
0.04051274433732033,
-0.016546176746487617,
-0.026321113109588623,
-0.004371050279587507,
0.006555767729878426,
0.026134807616472244,
0.06822660565376282,
0.008318210951983929,
-0.027285316959023476,
-0.028733814135193825,
0.021971356123685837,
0.01815900392830372,
-0.018597368150949478,
-0.05066845566034317,
-0.04635860398411751,
0.007698185741901398,
0.0145078981295228,
0.025571921840310097,
-0.025090016424655914,
-0.012087997980415821,
0.01418937649577856,
-0.048985350877046585,
-0.03129133582115173,
-0.08358161896467209,
-0.004680653568357229,
0.036216139793395996,
-0.000008688266461831518,
0.03663427755236626,
0.004890004172921181,
-0.015891574323177338,
-0.034200094640254974,
0.020893041044473648,
-0.028624186292290688,
-0.02162838540971279,
0.03385029733181,
-0.05302121490240097,
0.006927920039743185,
0.04705902561545372,
0.04049048572778702,
-0.040169209241867065,
0.03297268599271774,
-0.047207195311784744,
-0.056716255843639374,
-0.02462245710194111,
-0.033025067299604416,
0.02389051951467991,
0.013271622359752655,
-0.033459749072790146,
0.020829932764172554,
-0.027246449142694473,
-0.027131227776408195,
0.012219143100082874,
-0.03542890399694443,
0.04719463735818863,
0.05782549828290939,
-0.017717814072966576,
0.012815630994737148,
0.013059367425739765,
0.026450570672750473,
-0.009523363783955574,
-0.03208107501268387,
0.0029758538585156202,
-0.06330566853284836,
-0.025359967723488808,
0.03842732682824135,
0.04027911648154259,
-0.02712605893611908,
0.017514668405056,
0.05786390230059624,
0.046328555792570114,
0.02738122083246708,
0.020950110629200935,
0.013032914139330387,
0.0049329535104334354,
0.036970775574445724,
0.055110085755586624,
-0.0036669725086539984,
-0.011448393575847149,
-0.0220098365098238,
-0.015918556600809097,
0.0196596160531044,
0.02777186594903469,
-0.002558795502409339,
-0.029091130942106247,
0.0490448959171772,
0.0356287844479084,
-0.021186435595154762,
-0.03233622387051582,
0.06269463896751404,
-0.018656833097338676,
-0.010113777592778206,
0.00452869338914752,
-0.007515057921409607,
0.008255261927843094,
0.011712823994457722,
-0.034279949963092804,
0.011266966350376606,
0.042656123638153076,
-0.054459646344184875,
-0.049985405057668686,
0.020681455731391907,
-0.0001499515783507377,
0.01899118162691593,
-0.01881079562008381,
-0.02565981075167656,
-0.03563075512647629,
0.022079136222600937,
0.010469024069607258,
0.00553369102999568,
0.02441200613975525,
-0.02755063585937023,
-0.018147660419344902,
-0.004448433872312307,
-0.0003609778650570661,
-0.021610848605632782,
0.020895909518003464,
-0.033229369670152664,
-0.01671585999429226,
0.007890983484685421,
-0.035659559071063995,
0.05047784745693207,
0.027146877720952034,
-0.019378768280148506,
0.034183088690042496,
-0.008426009677350521,
-0.06652273237705231,
-0.015319372527301311,
-0.02321552485227585,
0.023140154778957367,
-0.009786674752831459,
-0.01585645228624344,
0.06849167495965958,
0.030737604945898056,
-0.08476994931697845,
0.03497636690735817,
-0.0222207922488451,
-0.030669571831822395,
-0.015258429571986198,
-0.0003342648269608617,
0.0012439123820513487,
-0.0012178036849945784,
-0.0026231245137751102,
0.011439738795161247,
-0.0037254313938319683,
-0.010908032767474651,
-0.08108958601951599,
-0.07221581786870956,
0.004209747537970543,
0.01603553630411625,
0.057139959186315536,
0.02337479032576084,
-0.002565995790064335,
0.09837740659713745,
0.03429868072271347,
-0.04181712865829468,
-0.03513232618570328,
-0.012174814939498901,
0.006880526430904865,
0.0076720514334738255,
0.0074725523591041565,
0.05353359133005142,
-0.009073033928871155,
0.0412280336022377,
-0.018940364941954613,
0.02993326261639595,
0.04776385799050331,
0.01047203317284584,
0.023269452154636383,
0.01227937638759613,
0.0007818537997081876,
-0.007282845210283995,
0.025525707751512527,
0.024661986157298088,
-0.013086582534015179,
0.028818048536777496,
0.05193159356713295,
0.06266290694475174,
0.017062198370695114,
-0.034069523215293884,
0.036028992384672165,
-0.019738562405109406,
-0.005528036039322615,
-0.0492059551179409,
0.02579563856124878,
0.022817157208919525,
-0.02887549065053463,
0.006119963712990284,
0.03138992562890053,
0.02149937115609646,
-0.02802232652902603,
0.011365803889930248,
0.04669615998864174,
0.07864059507846832,
-0.013856218196451664,
-0.05265713855624199,
-0.02204505354166031,
-0.03578359633684158,
-0.006887918803840876,
-0.014762003906071186,
0.012682335451245308,
0.02395334653556347,
0.019248509779572487,
0.008819971233606339,
-0.0000679850418237038,
-0.04888630285859108,
0.02127491496503353,
-0.056370362639427185,
-0.009135869331657887,
-0.04570377990603447,
0.05542609840631485,
0.019550804048776627,
0.0016980496002361178,
0.020964477211236954,
-0.0001339600421488285,
0.03168109059333801,
0.007357989903539419,
-0.041482359170913696,
0.036396123468875885,
-0.048633649945259094,
-0.0044379159808158875,
-0.006804713513702154,
0.0004528845311142504,
0.0027872291393578053,
-0.012863249517977238,
0.03419985994696617,
-0.02040685899555683,
0.07834190130233765,
-0.012884419411420822,
-0.01327656488865614,
-0.03552534431219101,
0.009105154313147068,
-0.004782454576343298,
-0.001675546751357615,
-0.01587233692407608,
-0.04043310135602951,
0.048561662435531616,
0.012515975162386894,
-0.010183279402554035,
0.014227706007659435,
-0.007517168298363686,
0.008359319530427456,
-0.01343982107937336,
0.0031068329699337482,
0.01379290409386158,
0.04349992424249649,
-0.03269369155168533,
0.012754051014780998,
0.0007009871187619865,
0.03721996769309044,
0.04311021417379379,
-0.032418906688690186,
0.020992755889892578,
-0.032085176557302475,
-0.02837444841861725,
0.01893243007361889,
0.0024109636433422565,
-0.016824904829263687,
0.002894073259085417,
0.015998942777514458,
-0.00003110340185230598,
-0.0706559419631958,
0.014672106131911278,
0.0910821259021759,
-0.0011245263740420341,
-0.02004220150411129,
-0.02032754197716713,
-0.0050610327161848545,
0.023172052577137947,
0.018201738595962524,
0.014147340320050716,
0.026596123352646828,
-0.015518882311880589,
0.0025988442357629538,
0.02975037880241871,
-0.04813569784164429,
-0.05885275825858116,
-0.016773264855146408,
0.0061063920147717,
0.04713020101189613,
-0.026116937398910522,
-0.034823428839445114,
-0.0021592327393591404,
0.05891576036810875,
0.056801941245794296,
0.015838753432035446,
0.03633914887905121,
-0.08817348629236221,
0.005509921815246344,
0.039521168917417526,
0.048805780708789825,
-0.002083682455122471,
0.004934616852551699,
-0.06887133419513702,
0.005401461850851774,
0.05634698644280434,
-0.002400087658315897,
0.015947384759783745,
0.005631933454424143,
-0.011579761281609535,
-0.018978632986545563,
-0.029508495703339577,
-0.02655714564025402,
0.015394320711493492,
-0.005419953726232052,
0.05096914991736412,
-0.009112324565649033,
-0.01407608576118946,
-0.05227747932076454,
0.028420211747288704,
0.031590163707733154,
0.03941982239484787,
-0.0014865313423797488,
0.016197655349969864,
0.031758081167936325,
-0.01023657713085413,
0.000496210006531328,
-0.043039243668317795,
-0.012793296948075294,
0.007325282320380211,
-0.016828887164592743,
0.017631543800234795,
-0.015802418813109398,
-0.038682322949171066,
-0.006652940530329943,
0.012293296866118908,
-0.041726138442754745,
-0.01607413776218891,
-0.04265384376049042,
0.05725685507059097,
0.05549139156937599,
0.0017657398711889982,
0.05980445444583893,
0.009871192276477814,
-0.03253813832998276,
0.014966110698878765,
-0.02463464066386223,
0.012423267588019371,
-0.01287740096449852,
-0.0034978361800312996,
-0.041563406586647034,
-0.052920594811439514,
-0.015387269668281078,
0.016508426517248154,
-0.002705257385969162,
0.0366298072040081,
0.0004934465978294611,
-0.005515822675079107,
-0.0008475772337988019,
0.006889969576150179,
0.019970295950770378,
0.012824321165680885,
0.03685897961258888,
0.006414508447051048,
0.005283178295940161,
-0.018586814403533936,
0.05007993057370186,
-0.01593957096338272,
0.02984614111483097,
0.04263394698500633,
-0.04938415437936783,
0.017484255135059357,
-0.03782041743397713,
-0.000009766525181476027,
-0.014889411628246307,
-0.02004113234579563,
0.066799595952034,
-0.00030292835435830057,
0.013017312623560429,
0.018886376172304153,
0.014110364951193333,
-0.019508441910147667,
-0.0032961321994662285,
-0.030571134760975838,
0.023238856345415115,
-0.03542625904083252,
0.026542069390416145,
-0.0022486161906272173,
0.006624891422688961,
-0.062375254929065704,
-0.027845414355397224,
0.040274668484926224,
0.00005049296305514872,
-0.005797961726784706,
-0.039930310100317,
-0.010487128049135208,
0.009090529754757881,
0.010453115217387676,
0.009224018082022667,
0.010082781314849854,
-0.022149186581373215,
-0.02244093082845211,
-0.0294924508780241,
0.00641127722337842,
0.10974609851837158,
0.0023195925168693066,
-0.02821558527648449,
0.02281658723950386,
-0.007883590646088123,
-0.015095429494976997,
-0.017998745664954185,
0.040665123611688614,
-0.05610973760485649,
-0.017206139862537384,
-0.028374480083584785,
0.015011867508292198,
0.050802554935216904,
-0.015999741852283478,
-0.008735517039895058,
0.01718279719352722,
-0.0015271911397576332,
-0.002510485937818885,
0.0027005388401448727,
-0.011068800464272499,
-0.029428644105792046,
0.017126120626926422,
-0.038480281829833984,
-0.0024089221842586994,
-0.018028412014245987,
-0.01750345528125763,
0.03953664377331734,
0.04809494689106941,
0.007229636888951063,
-0.010420112870633602,
0.04220059886574745,
0.006478575523942709,
-0.00040709818131290376,
-0.009898331947624683,
-0.056360241025686264,
0.029344074428081512,
0.010276616550981998,
-0.011749296449124813,
0.004146002698689699,
-0.01786893792450428,
-0.022465087473392487,
-0.010540005750954151,
-0.04001788794994354,
-0.008992128074169159,
0.048587046563625336,
0.01017819344997406,
0.030362986028194427,
0.022806955501437187,
0.015926549211144447,
-0.02858964540064335,
-0.025082796812057495,
-0.02853105403482914,
-0.018770447000861168,
0.019570929929614067,
0.030554918572306633,
-0.031214702874422073,
0.011870667338371277,
0.005084232892841101,
-0.023120012134313583,
0.028094161301851273,
0.04790541157126427,
0.004479365888983011,
0.017573565244674683,
0.037610653787851334,
-0.012440517544746399,
-0.03256388381123543,
0.04884375259280205,
-0.07759587466716766,
-0.005818020086735487,
-0.005056319758296013,
-0.040979500859975815,
0.018648622557520866,
0.02086229994893074,
-0.0071708387695252895,
-0.045157190412282944,
-0.018949169665575027,
-0.02181595377624035,
-0.012332321144640446,
0.01303436141461134,
-0.02002003975212574,
0.02788061462342739,
0.01219789870083332,
0.0045325602404773235,
0.03636309877038002,
0.034334488213062286,
-0.004045736975967884,
-0.04235723614692688,
-0.009619967080652714,
-0.021132590249180794,
-0.06019284576177597,
0.0163800660520792,
0.030751630663871765,
-0.016674291342496872,
-0.017080333083868027,
-0.04276043921709061,
0.0038217739202082157,
0.0227830708026886,
0.010720988735556602,
-0.003934388514608145,
0.07606558501720428,
0.00900012906640768,
0.039481304585933685,
-0.001582242432050407,
-0.010097160004079342,
0.12558090686798096,
0.05037328973412514,
0.0061683664098382,
-0.0652492418885231,
-0.010341249406337738,
0.005911326035857201,
-0.00993257388472557,
-0.05176291614770889,
0.023417986929416656,
-0.013934735208749771,
-0.015551823191344738,
0.05085815489292145,
0.029528947547078133,
0.003682211972773075,
-0.01685945689678192,
0.06863177567720413,
-0.055727384984493256,
0.017322847619652748,
0.027291281148791313,
0.0070305331610143185,
0.01866711489856243,
-0.026839539408683777,
-0.057293761521577835,
0.03366507962346077,
-0.016371240839362144,
0.024481087923049927,
-0.0340525358915329,
-0.0015159191098064184,
-0.018844308331608772,
-0.028625106438994408,
0.014894339255988598,
0.01944744400680065,
0.030631048604846,
-0.04354942589998245,
0.06461217254400253,
0.0013626256259158254,
0.03467119112610817,
-0.0029857393819838762,
0.048606231808662415,
0.01471730973571539,
-0.01901915669441223,
-0.013284479267895222,
0.0320056788623333,
0.011224563233554363,
-0.026019753888249397,
-0.06608767807483673,
-0.05904025211930275,
0.010987993329763412,
-0.02908434346318245,
-0.01936221495270729,
-0.01792716048657894,
-0.0060153440572321415,
-0.0329071581363678,
-0.04580613970756531,
0.008752294816076756,
-0.010890861041843891,
0.04134869948029518,
-0.009472772479057312,
-0.059848181903362274,
0.0028374926187098026,
0.03639926388859749,
-0.0018147676018998027,
0.03202153742313385,
0.019291142001748085,
-0.018402373418211937,
-0.044082581996917725,
-0.030362267047166824,
0.013120141811668873,
0.017387377098202705,
-0.028232084587216377,
-0.007478448562324047,
0.006916292477399111,
-0.0411735363304615,
-0.013005307875573635,
-0.02989931032061577,
-0.007093293592333794,
0.04609593003988266,
0.009654747322201729,
0.025723416358232498,
-0.04055887833237648,
-0.0298803448677063,
-0.012857800349593163,
-0.028226597234606743,
-0.010731781832873821,
-0.0015992405824363232,
-0.01541396789252758,
0.0035758595913648605,
0.01439215149730444,
-0.0034192115999758244,
-0.011818191967904568,
-0.015905626118183136,
0.05085291340947151,
0.0298630204051733,
-0.029916007071733475,
0.014115331694483757,
0.020978081971406937,
-0.05838518589735031,
0.03349906951189041,
-0.007867349311709404,
0.07796932011842728,
0.026862075552344322,
-0.012316755950450897,
-0.02673337794840336,
0.026211285963654518,
0.0008506026351824403,
-0.01414055097848177,
0.004951902199536562,
-0.06616514176130295,
-0.032545316964387894,
0.017475448548793793,
-0.015252509154379368,
-0.02109764702618122,
-0.045749057084321976,
-0.039082080125808716,
-0.005989430006593466,
0.01868707872927189,
-0.008511045016348362,
-0.007473337929695845,
-0.007461290340870619,
-0.007864079438149929,
0.02687375247478485,
-0.035537682473659515,
0.00864835549145937,
-0.03909989446401596,
0.024999454617500305,
-0.026775704696774483,
0.04783981293439865,
-0.027938444167375565,
0.03759075701236725,
-0.009498633444309235,
-0.022742537781596184,
0.011887396685779095,
0.04622029885649681,
-0.003848585532978177,
-0.000001747818146213831,
-0.0026736960280686617,
-0.021439513191580772,
0.029314350336790085,
-0.041184984147548676,
-0.039945024996995926,
0.033374205231666565,
-0.02831365168094635,
-0.02739168331027031,
0.014305990189313889,
-0.004087076056748629,
0.0017957178642973304,
-0.003279763041064143,
-0.0297868475317955,
-0.04352486878633499,
0.04206989333033562,
-0.01771329529583454,
-0.05965660884976387,
-0.006784174591302872,
-0.010136757977306843,
0.030966851860284805,
0.029380856081843376,
0.025832990184426308,
0.0065691363997757435,
0.0031075305305421352,
-0.011756449937820435,
0.02501446194946766,
-0.013921311125159264,
0.003704396542161703,
-0.01830459013581276,
0.004630967974662781,
0.01903575286269188,
-0.011402735486626625,
0.02256333827972412,
0.010139165446162224,
0.03279675543308258,
-0.05422866716980934,
0.041758716106414795,
-0.03779202327132225,
-0.009927788749337196,
-0.02230159193277359,
0.0006071204552426934,
0.032339874655008316,
-0.014982241205871105,
0.04073665291070938,
-0.0828520804643631,
-0.01403464563190937,
0.04629465937614441,
-0.03917533904314041,
0.025954287499189377,
0.012012729421257973,
-0.015295853838324547,
-0.051270000636577606,
0.0010944660753011703,
-0.03578290343284607,
0.03535674884915352,
0.02788379229605198,
0.03334326669573784,
0.015539565123617649,
0.024169910699129105,
-0.005336788948625326,
-0.022887641564011574,
-0.02396254986524582,
0.05062544345855713,
0.03381108120083809,
-0.03250787779688835,
0.025639789178967476,
-0.05073852092027664,
-0.02469051256775856,
0.07178504019975662,
0.018564868718385696,
0.013371978886425495,
0.012227312661707401,
0.03982975333929062,
0.015188141725957394,
0.05065026879310608,
0.015335659496486187,
0.021701941266655922,
0.018217122182250023,
0.008180567063391209,
0.028696691617369652,
0.05048450455069542,
-0.008347908966243267,
0.008649732917547226,
0.022992374375462532,
-0.02333766780793667,
-0.05046628788113594,
0.04968130588531494,
0.003978121094405651,
-0.026135923340916634,
-0.03294513002038002,
0.01188624370843172,
0.025300759822130203,
-0.03728485852479935,
0.015923259779810905,
0.0037706438452005386,
-0.022697187960147858,
0.03971129655838013,
-0.03208208456635475,
-0.017700551077723503,
-0.005696856416761875,
0.029983874410390854,
-0.03425951302051544,
0.010599922388792038,
0.013470173813402653,
0.00746791809797287,
-0.09461318701505661,
-0.018867220729589462,
-0.023032275959849358,
-0.005697852466255426,
-0.0014565523015335202,
-0.014107177965342999,
-0.04654443636536598,
0.02995028719305992,
-0.01506049558520317,
0.053532108664512634,
0.01505323313176632,
0.010255116038024426,
-0.0033625969663262367,
-0.08599304407835007,
0.02864290215075016,
0.030774394050240517,
0.002945395652204752,
-0.03560324013233185,
-0.013111211359500885,
-0.007369705475866795,
-0.013524520210921764,
0.042730461806058884,
0.023801472038030624,
0.027598073706030846,
-0.015347829088568687,
0.008323362097144127,
0.020916160196065903,
-0.05962119251489639,
0.03724114969372749,
-0.02214505709707737,
-0.006372686475515366,
-0.02583608403801918,
0.011903746984899044,
-0.004112632013857365,
-0.035340938717126846,
0.044185005128383636,
-0.002474812790751457,
-0.006994422525167465,
0.01844128780066967,
0.009984035044908524,
0.07083249092102051,
0.03906872496008873,
-0.020628267899155617,
0.043042149394750595,
-0.011821343563497066,
0.02429269626736641,
-0.012535976245999336,
0.00594451604411006,
-0.053947675973176956,
0.03858374059200287,
-0.014852351509034634,
0.001320020528510213,
-0.00801375787705183,
0.032048340886831284,
-0.0021112088579684496,
-0.05889689549803734,
0.0007026683888398111,
0.054398585110902786,
-0.041939374059438705,
0.019430892542004585,
0.04521661996841431,
-0.025941964238882065,
0.048352766782045364,
0.022845203056931496,
0.04173990339040756,
0.0031399214640259743,
0.002205024939030409,
0.01869729347527027,
-0.012658516876399517,
0.040050607174634933,
-0.008952336385846138,
0.03073885478079319,
0.04049629718065262,
-0.004700247198343277,
0.021447716280817986,
0.00021840434055775404,
0.04181589186191559,
-0.0012307636206969619,
-0.017167672514915466,
0.0359310507774353,
0.006066613364964724,
0.009195113554596901,
0.018083442002534866,
-0.004976296331733465,
0.06334753334522247,
-0.024079157039523125,
0.029465127736330032,
-0.059871722012758255,
-0.00886722281575203,
-0.025459803640842438,
0.007372458931058645,
-0.014721534214913845,
0.04980732128024101,
0.01247034315019846,
0.0179105494171381,
0.011480247601866722,
-0.022874874994158745,
0.015332930721342564,
-0.03252917155623436,
0.032360732555389404,
0.0027631332632154226,
0.01622029021382332,
-0.006752139888703823,
-0.025032371282577515,
-0.05737781524658203,
-0.02350936271250248,
-0.002049901755526662,
0.040803827345371246,
0.03367753326892853,
0.02287229150533676,
-0.010146240703761578,
0.002370768692344427,
0.039415907114744186,
-0.06609562784433365,
0.009819362312555313,
-0.07868433743715286,
-0.00114328577183187,
-0.030407821759581566,
-0.026919962838292122
] |
<p>I have a question about Bayesian Information Criteria. (GARCH models)</p>
<p>I have looked for so many hours but still very confused about this BIC especially a negative one. As far as I am concerned it is okay to have a BIC that is negative, but the interpretation of them are different in each book on website. I am not looking for sophisticated answer just a normal explanation as if you were to explain someone who is not math or statisticians.</p>
<p>Given same data,length and number of observation which model is better, based on BIC?</p>
<blockquote>
<ol>
<li><p>-4.98749 </p></li>
<li><p>-4.995782 </p></li>
<li><p>-4.9864</p></li>
</ol>
</blockquote>
<p>Thank you in advance.</p>
<p>I am using R software and running 3 models, GARCH-t, GJR model, and simple GARCH (1,1) model. So, I am trying to see which model is better, based only on BIC.
I have already concluded what model is better based on other factors but this makes me confused.</p> | 12,798 | [
-0.03201410919427872,
-0.03155180439352989,
0.0016081092180684209,
-0.017258645966649055,
0.04583723843097687,
0.03747366741299629,
0.0038565555587410927,
0.0004824248026125133,
0.0388508066534996,
-0.04204164817929268,
0.03734120354056358,
0.08960941433906555,
0.021646808832883835,
0.022686630487442017,
0.0038161734119057655,
0.012248261831700802,
-0.011235274374485016,
0.020258812233805656,
-0.035741176456213,
-0.0036676654126495123,
-0.002165137557312846,
-0.0008812780142761767,
0.040301501750946045,
0.03751682490110397,
-0.02757166512310505,
0.024424223229289055,
0.05632878094911575,
-0.0061365757137537,
0.01152785774320364,
0.05095743015408516,
-0.02944500744342804,
-0.0005891854525543749,
-0.0034877746365964413,
0.05474122241139412,
0.007474125828593969,
0.008063237182796001,
0.00511003565043211,
-0.011690585874021053,
-0.026851506903767586,
0.023232057690620422,
-0.0449366569519043,
-0.027859855443239212,
-0.0031726916786283255,
0.02277134731411934,
-0.027550090104341507,
-0.0012617906322702765,
0.004928500857204199,
-0.03626479580998421,
0.046378716826438904,
-0.053690798580646515,
0.016967030242085457,
-0.04049293324351311,
0.008991564624011517,
0.026624975726008415,
0.03519445285201073,
-0.012281653471291065,
0.025756552815437317,
0.09471458196640015,
-0.0182680431753397,
-0.06295409053564072,
-0.021345632150769234,
-0.010511321946978569,
0.04480666294693947,
-0.01916627027094364,
-0.004653401672840118,
0.04978179931640625,
0.022207871079444885,
-0.056095726788043976,
0.05199263244867325,
0.005200222600251436,
0.021530359983444214,
-0.005503855645656586,
0.013181217946112156,
-0.026404783129692078,
0.04945863410830498,
-0.04512503743171692,
-0.0022209850139915943,
0.04213942214846611,
0.04972048103809357,
0.0555645227432251,
-0.009682378731667995,
-0.014870204031467438,
0.017817746847867966,
0.05809744447469711,
0.029986469075083733,
-0.011371725238859653,
0.0793696790933609,
-0.023999445140361786,
0.022549856454133987,
0.021085595712065697,
-0.059389740228652954,
-0.011166796088218689,
0.039454732090234756,
-0.026244278997182846,
-0.05063670501112938,
0.055772874504327774,
-0.009558766148984432,
0.03625129163265228,
0.006814523600041866,
-0.0459572970867157,
-0.021983401849865913,
-0.0577586404979229,
0.02793004736304283,
0.06782981008291245,
0.004400714300572872,
-0.02209564484655857,
-0.015441585332155228,
-0.0172773115336895,
-0.02093825675547123,
-0.036718446761369705,
-0.025652380660176277,
-0.005700475070625544,
-0.008036268875002861,
-0.023519018664956093,
0.0009309732122346759,
-0.03559209778904915,
0.015239519998431206,
-0.023285267874598503,
0.07661134004592896,
0.060098469257354736,
0.039998721331357956,
-0.005278169643133879,
0.010745706968009472,
-0.05072670429944992,
-0.04668804258108139,
-0.025117702782154083,
0.019167736172676086,
-0.012833891436457634,
-0.023795759305357933,
0.06291075050830841,
0.021358324214816093,
0.0025246001314371824,
0.05543811246752739,
0.019045287743210793,
0.035532787442207336,
-0.009530519135296345,
-0.08392619341611862,
-0.03209104388952255,
0.07828561961650848,
0.0005768979317508638,
0.0003814241208601743,
-0.061907730996608734,
0.009191698394715786,
0.03737004101276398,
0.02947124093770981,
-0.00838546734303236,
0.05326879024505615,
-0.002157042268663645,
0.023311380296945572,
-0.004543875809758902,
-0.035291921347379684,
-0.004809819161891937,
-0.019454248249530792,
0.013978141359984875,
-0.04025409370660782,
-0.1149788647890091,
0.00722702918574214,
0.019769921898841858,
-0.012146602384746075,
-0.03390546888113022,
0.038056422024965286,
0.004769605118781328,
-0.007217491511255503,
-0.02183365635573864,
-0.009618761017918587,
-0.005317360162734985,
0.05802024155855179,
-0.009929902851581573,
-0.006323980167508125,
0.01226025726646185,
0.0167100727558136,
-0.02400589920580387,
0.003909853752702475,
0.05113409832119942,
0.025891181081533432,
-0.0517246387898922,
-0.00919446349143982,
-0.010780828073620796,
0.04432358220219612,
0.007399189751595259,
-0.024896016344428062,
0.006551395636051893,
-0.024124501273036003,
-0.031191617250442505,
0.009723062627017498,
0.01262733805924654,
0.007459117565304041,
-0.005849128123372793,
0.07048641890287399,
-0.01762695237994194,
-0.04570102319121361,
-0.05793927609920502,
-0.027285173535346985,
0.016125796362757683,
-0.03672538325190544,
0.050691619515419006,
-0.0010127088753506541,
0.03289974108338356,
-0.013807159848511219,
-0.001285630976781249,
-0.018653618171811104,
0.002440009033307433,
0.03069767914712429,
-0.05235325172543526,
0.02079974114894867,
0.012086165137588978,
0.03522166237235069,
-0.02761436253786087,
0.023605937138199806,
-0.034914661198854446,
-0.05008990317583084,
0.017612671479582787,
-0.016584964469075203,
0.021051619201898575,
0.02216712385416031,
-0.06671857833862305,
0.035561349242925644,
0.02082795649766922,
-0.01916567236185074,
0.018479004502296448,
-0.059231389313936234,
0.08594098687171936,
0.030082615092396736,
-0.008470213040709496,
0.006763729732483625,
0.03816191107034683,
0.0298016220331192,
0.03873233124613762,
-0.07624445855617523,
0.01884678192436695,
-0.031191958114504814,
-0.006706548389047384,
0.04433529078960419,
0.027858242392539978,
-0.02056117355823517,
0.016496922820806503,
0.02917085774242878,
0.008050372824072838,
0.014598646201193333,
0.03267080709338188,
0.0009371737251058221,
-0.0421566367149353,
0.0004540602385532111,
0.014898448251187801,
0.01318350713700056,
-0.01600571721792221,
0.041895993053913116,
-0.006070365663617849,
0.036780331283807755,
-0.024035535752773285,
-0.0012143715284764767,
0.07039008289575577,
0.01023298129439354,
-0.010502103716135025,
0.004647721536457539,
-0.00874085258692503,
0.06345845758914948,
-0.03296532481908798,
-0.007152379024773836,
0.015369142405688763,
-0.031932711601257324,
-0.007254430558532476,
0.03134482726454735,
0.019861744716763496,
0.033036746084690094,
0.011346027255058289,
-0.04363236203789711,
0.0004278466512914747,
0.003939542919397354,
-0.04545071721076965,
0.02847026102244854,
0.03674907609820366,
-0.01391440536826849,
-0.045821208506822586,
0.019860679283738136,
0.04604652151465416,
-0.0009713249164633453,
0.029670655727386475,
-0.009985714219510555,
-0.035811565816402435,
0.0018027047626674175,
-0.0036871526390314102,
0.01487125176936388,
0.006768831517547369,
-0.05051637440919876,
-0.0064704157412052155,
-0.0326480008661747,
-0.0010765648912638426,
0.028106119483709335,
-0.03333180770277977,
-0.006200100295245647,
-0.01948985457420349,
0.002148902043700218,
-0.024961747229099274,
-0.05711974576115608,
-0.023379376158118248,
-0.0008727263193577528,
-0.039138566702604294,
-0.043065063655376434,
0.06473516672849655,
0.0005899476818740368,
-0.022991761565208435,
-0.009769591502845287,
-0.060639213770627975,
-0.05423741787672043,
0.001741974614560604,
0.011497216299176216,
0.0321851409971714,
-0.0049187797121703625,
0.02376796491444111,
-0.0006495688576251268,
-0.017481323331594467,
-0.0076819974929094315,
-0.05990678071975708,
-0.05703478306531906,
0.03663351759314537,
-0.021658968180418015,
0.006966038607060909,
-0.00828933622688055,
-0.022704044356942177,
0.03714968264102936,
0.051421601325273514,
-0.004244660492986441,
-0.02341301366686821,
-0.003640939947217703,
-0.0342201329767704,
-0.019834378734230995,
0.02681553177535534,
0.04488131031394005,
0.0037784057203680277,
0.02229674533009529,
0.01404870767146349,
0.028501899912953377,
0.029953820630908012,
0.01364060863852501,
0.006803231779485941,
0.026294296607375145,
-0.0586281381547451,
-0.011189269833266735,
-0.002662869868800044,
0.031252507120370865,
0.005146618001163006,
-0.005005306098610163,
-0.00976218655705452,
0.02056276798248291,
0.009716962464153767,
-0.04329376295208931,
0.029696160927414894,
0.02338290959596634,
0.0036785679403692484,
-0.048509471118450165,
0.020866136997938156,
0.007353372406214476,
-0.0378849022090435,
-0.028095660731196404,
-0.00639866990968585,
0.006199205294251442,
0.009087230078876019,
0.028655705973505974,
0.05854102596640587,
0.0163645688444376,
-0.010549472644925117,
0.02729632519185543,
-0.025801297277212143,
-0.021168403327465057,
0.017084814608097076,
-0.022559529170393944,
0.0012528251390904188,
0.04495897889137268,
0.053071536123752594,
0.01193656213581562,
-0.031862448900938034,
-0.038489896804094315,
-0.008124555461108685,
-0.06476020067930222,
0.000483108451589942,
-0.02823791652917862,
0.03927277401089668,
0.03412765637040138,
0.024240614846348763,
0.0145038403570652,
0.00022158682986628264,
0.02746479958295822,
-0.02429869771003723,
-0.05100584030151367,
0.01755044050514698,
-0.03480370715260506,
0.004750613123178482,
0.01623743213713169,
0.004966441076248884,
0.037675708532333374,
-0.04552123323082924,
-0.004837424494326115,
-0.019865678623318672,
0.03424457460641861,
-0.05105665698647499,
0.014519496820867062,
-0.02001502923667431,
0.004904598463326693,
0.02740602195262909,
0.004462589509785175,
0.013600846752524376,
-0.006388011854141951,
0.022245384752750397,
0.04728977382183075,
0.016015993431210518,
0.004441921133548021,
0.01558675803244114,
0.038627415895462036,
0.042589981108903885,
0.03727707639336586,
0.03358304873108864,
0.005226572509855032,
-0.00014363501395564526,
0.022791553288698196,
0.03983349725604057,
0.011170847341418266,
0.04586166888475418,
-0.058700080960989,
-0.017653046175837517,
-0.030179087072610855,
-0.002391601912677288,
-0.030296621844172478,
0.01257677935063839,
-0.012465124949812889,
-0.020510561764240265,
0.06743830442428589,
0.027040714398026466,
0.0070282225497066975,
0.022157402709126472,
0.06310337036848068,
0.03310003504157066,
0.015379632823169231,
-0.039977677166461945,
-0.028200680390000343,
-0.012728261761367321,
-0.013289994560182095,
0.03840145468711853,
0.02267511934041977,
-0.03459920361638069,
-0.011847348883748055,
0.020125186070799828,
-0.04594080522656441,
-0.03310738876461983,
-0.006988922134041786,
0.036032795906066895,
0.040178220719099045,
0.03707241639494896,
-0.05342985317111015,
0.022663479670882225,
0.02908436767756939,
0.025872422382235527,
0.010148374363780022,
0.0009736294159665704,
-0.10018636286258698,
-0.028493501245975494,
0.02863677218556404,
0.017287062481045723,
-0.025195017457008362,
-0.007354360539466143,
-0.041865985840559006,
-0.023267962038517,
0.03695393353700638,
-0.03460017219185829,
0.021206380799412727,
-0.023240629583597183,
0.019790129736065865,
0.019002355635166168,
-0.024865105748176575,
-0.024278104305267334,
0.004026778507977724,
0.01323879137635231,
0.006398825906217098,
-0.015054503455758095,
-0.018007412552833557,
-0.03886682912707329,
-0.035768698900938034,
0.008035227656364441,
0.03066457435488701,
-0.04409785941243172,
-0.0015151625266298652,
0.02624538168311119,
0.03409547358751297,
-0.005215704441070557,
-0.0783180370926857,
-0.000934314972255379,
-0.008901244960725307,
-0.007962729781866074,
0.05132142826914787,
-0.012971078045666218,
-0.04757818952202797,
0.026729688048362732,
0.03206893801689148,
-0.04779309034347534,
-0.0004549058503471315,
-0.023263538256287575,
0.028116730973124504,
0.0034519147593528032,
-0.017394227907061577,
0.024076825007796288,
-0.008580300025641918,
-0.019450318068265915,
0.004702752456068993,
-0.05957142636179924,
0.0019236727384850383,
-0.01809508539736271,
-0.027052542194724083,
-0.04688950255513191,
0.007070566993206739,
-0.023442085832357407,
0.020983541384339333,
0.015492797829210758,
0.044006772339344025,
-0.023243241012096405,
-0.010580956004559994,
0.03002014011144638,
0.012770731933414936,
0.011679986491799355,
-0.014846695587038994,
-0.016240360215306282,
0.007722246926277876,
-0.004837728571146727,
-0.023501256480813026,
0.003459000727161765,
-0.043646492063999176,
-0.011698387563228607,
0.006223651114851236,
-0.042410511523485184,
-0.0034027770161628723,
-0.01431957632303238,
-0.03466391935944557,
0.013851150870323181,
0.01663343608379364,
0.011240268126130104,
0.023737529292702675,
0.020422589033842087,
0.03870665654540062,
-0.026807459071278572,
-0.012652467004954815,
-0.019803551957011223,
0.0032116989605128765,
0.056891731917858124,
-0.03156040981411934,
0.02999102883040905,
-0.011213371530175209,
-0.036037880927324295,
-0.06386911869049072,
-0.02044389396905899,
-0.00594527181237936,
-0.038297995924949646,
-0.06841420382261276,
0.0005155694088898599,
0.021093815565109253,
-0.019048655405640602,
-0.014212784357368946,
-0.02865939401090145,
0.026910817250609398,
0.014477632008492947,
-0.00921674445271492,
0.011903604492545128,
0.006242530886083841,
0.055217742919921875,
-0.011511065065860748,
-0.024883965030312538,
0.010819570161402225,
-0.023879142478108406,
-0.020098021253943443,
0.010166983120143414,
0.04982182756066322,
-0.03521114960312843,
0.011760571971535683,
0.0028992106672376394,
-0.015501783229410648,
0.03560136258602142,
-0.005631175823509693,
0.012611850164830685,
0.044626880437135696,
0.003225910011678934,
0.02078765071928501,
-0.03988640010356903,
0.01314518228173256,
-0.024681219831109047,
0.03155001252889633,
-0.02878379076719284,
-0.004212025552988052,
-0.005817785859107971,
-0.0461055263876915,
0.009897246956825256,
-0.02411436103284359,
-0.03547316789627075,
0.011242851614952087,
0.059385642409324646,
-0.02650660276412964,
0.032864734530448914,
-0.00908863265067339,
-0.02010279893875122,
0.024482831358909607,
-0.00666476134210825,
0.04284728318452835,
0.03152856603264809,
0.014549227431416512,
-0.04402274265885353,
-0.03180680796504021,
-0.04360424727201462,
0.008961765095591545,
0.057301536202430725,
0.007650614716112614,
0.07524233311414719,
0.023797418922185898,
0.03028182126581669,
0.030753329396247864,
-0.03268447518348694,
0.00675401883199811,
0.000831366574857384,
-0.006326252594590187,
0.06136280670762062,
-0.027555840089917183,
-0.028796536847949028,
0.043719518929719925,
-0.04443751648068428,
-0.02135402150452137,
0.03232711926102638,
0.028237922117114067,
0.007338342722505331,
0.004650173708796501,
-0.03171597048640251,
-0.0356258861720562,
0.04254600405693054,
-0.011540524661540985,
0.027866508811712265,
-0.02703799121081829,
-0.03987233340740204,
0.04466308653354645,
0.03028799034655094,
-0.01644301787018776,
-0.07603637874126434,
0.003915008623152971,
-0.04893622174859047,
0.014178675599396229,
0.031080277636647224,
-0.010370881296694279,
0.0034437510184943676,
0.010383889079093933,
0.0510263666510582,
0.011213965713977814,
0.038785669952631,
-0.024377750232815742,
-0.09574650228023529,
-0.02280275896191597,
0.0037429260555654764,
-0.054600995033979416,
0.028216838836669922,
0.00525924377143383,
-0.007976004853844643,
-0.007356695365160704,
-0.06105492264032364,
-0.00551840104162693,
0.0031953370198607445,
0.018304288387298584,
-0.015168634243309498,
0.09741780906915665,
-0.012944519519805908,
0.015320348553359509,
0.02271929569542408,
-0.014115303754806519,
0.12897811830043793,
0.07340224087238312,
0.016019649803638458,
-0.056568119674921036,
0.04345163330435753,
0.040157537907361984,
-0.009054405614733696,
-0.01619098335504532,
0.04252474009990692,
0.022390620782971382,
-0.024304552003741264,
0.05351559445261955,
0.04812382534146309,
0.00026843848172575235,
-0.06834074854850769,
0.01933973655104637,
-0.01743052713572979,
-0.014846780337393284,
0.01761190965771675,
0.02047218568623066,
-0.011406756937503815,
-0.02410748042166233,
-0.03209874778985977,
0.025951359421014786,
0.005957574583590031,
-0.02636059932410717,
-0.03178387135267258,
-0.009694607928395271,
-0.024526480585336685,
0.029064234346151352,
0.027601078152656555,
-0.009653644636273384,
0.0019852202385663986,
-0.008390006609261036,
-0.008977659046649933,
-0.035530634224414825,
-0.01872670091688633,
-0.012742266990244389,
0.02143384888768196,
0.012008669786155224,
-0.05903401970863342,
-0.020668646320700645,
0.01975630782544613,
0.011553061194717884,
-0.054990943521261215,
-0.027048291638493538,
-0.040150076150894165,
0.014492728747427464,
-0.0026699958834797144,
0.00629176152870059,
-0.01772717572748661,
-0.006934888660907745,
0.009210517629981041,
-0.04590689763426781,
-0.04868166893720627,
0.03888162225484848,
0.054864343255758286,
-0.021606318652629852,
-0.030821586027741432,
-0.037236277014017105,
0.0414152592420578,
-0.012082787230610847,
0.06500294059515,
0.006397991441190243,
-0.04658913612365723,
-0.022066175937652588,
-0.028002673760056496,
0.060618072748184204,
0.022765059024095535,
0.03239674121141434,
0.016745546832680702,
-0.015244212932884693,
-0.04805464297533035,
-0.02475643716752529,
0.01267570722848177,
-0.015860265120863914,
0.0020077042281627655,
-0.010690336115658283,
-0.006666915956884623,
0.033409714698791504,
-0.003998167812824249,
-0.006769666913896799,
0.003069066908210516,
-0.027991119772195816,
-0.03750714659690857,
-0.014876279979944229,
0.027757039293646812,
-0.004522417671978474,
0.0040629589930176735,
0.05748036876320839,
0.004233173094689846,
0.0315481498837471,
0.0054562995210289955,
-0.06221955269575119,
-0.012055310420691967,
0.012613310478627682,
-0.01531317550688982,
-0.011896987445652485,
-0.005796418059617281,
0.04135923460125923,
0.03367399424314499,
0.05306122452020645,
-0.020504150539636612,
0.0285965409129858,
-0.020876485854387283,
-0.0037351080682128668,
0.00013762727030552924,
-0.033393289893865585,
0.011786612682044506,
0.04140172153711319,
0.005457462277263403,
-0.03234283998608589,
-0.0010321501176804304,
0.009218325838446617,
0.006738361902534962,
0.04087229445576668,
-0.0041978913359344006,
-0.04366401955485344,
0.018124530091881752,
0.0017588972114026546,
0.036475006490945816,
-0.02126959152519703,
0.02237260527908802,
-0.00933629646897316,
0.055514853447675705,
-0.025144601240754128,
0.009317448362708092,
0.027776386588811874,
0.01752367615699768,
0.0007696066168136895,
-0.00335524370893836,
0.054691966623067856,
0.0053297607228159904,
0.007008229847997427,
-0.0037870847154408693,
0.03591359406709671,
-0.025796856731176376,
0.03340531513094902,
0.004690179135650396,
-0.022482842206954956,
0.022925246506929398,
-0.0332094207406044,
0.008302874863147736,
0.01811990700662136,
-0.0029040207155048847,
0.011332251131534576,
-0.009244661778211594,
-0.02331399917602539,
-0.03515487536787987,
0.05082153528928757,
-0.02116663195192814,
0.0042283241637051105,
0.010432886891067028,
0.0023110774345695972,
-0.007660771254450083,
-0.03972300887107849,
-0.006652595475316048,
0.01799599453806877,
0.0008542828727513552,
0.006850795354694128,
0.019118964672088623,
0.005200832616537809,
-0.02992270328104496,
-0.012439736165106297,
-0.004478600807487965,
0.007869294844567776,
-0.0012290963204577565,
-0.04644741117954254,
0.014792956411838531,
0.024493396282196045,
-0.007052381988614798,
0.05681058019399643,
-0.011212744750082493,
0.021192703396081924,
-0.06575842946767807,
0.0044305953197181225,
0.009559303522109985,
0.0027386988513171673,
0.053307268768548965,
-0.021644683554768562,
0.016972830519080162,
0.021727072075009346,
-0.008685559034347534,
0.0011753614526242018,
-0.0029874369502067566,
0.017725929617881775,
-0.0424836166203022,
-0.00206806231290102,
-0.0488751046359539,
0.05838814750313759,
0.04276220127940178,
0.01784410886466503,
0.052785951644182205,
0.033651452511548996,
-0.036430247128009796,
0.004987502936273813,
-0.014282014220952988,
0.034837864339351654,
-0.004973588045686483,
-0.07439836859703064,
0.03527136892080307,
-0.03131089732050896,
-0.016766812652349472,
0.04335591942071915,
0.019481856375932693,
-0.005689531564712524,
0.02165829762816429,
0.021886177361011505,
0.017382150515913963,
0.049028217792510986,
0.042922452092170715,
-0.035887546837329865,
-0.0001922636292874813,
0.01897726207971573,
0.02072150446474552,
0.028148410841822624,
0.012909960933029652,
0.01605168543756008,
-0.022966112941503525,
-0.01773926056921482,
0.01629396341741085,
-0.009481769055128098,
-0.02199026197195053,
-0.005911491811275482,
-0.01127286721020937,
0.0027242458891123533,
-0.0050868564285337925,
-0.008291179314255714,
0.01455727219581604,
-0.012045175768435001,
-0.01861688680946827,
0.05275045707821846,
0.03319680318236351,
-0.017873607575893402,
0.0003630708088167012,
-0.026915419846773148,
-0.08095911145210266,
0.04104373976588249,
0.006713292561471462,
0.015710745006799698,
-0.03971875086426735,
-0.016038624569773674,
0.02729758433997631,
0.02270851843059063,
-0.042678218334913254,
-0.0028680486138910055,
-0.05332266166806221,
0.03333218768239021,
-0.02618025802075863,
0.0035948045551776886,
0.02790539152920246,
0.010919235646724701,
0.003522413782775402,
-0.10104315727949142,
0.06003696843981743,
-0.02895285375416279,
-0.019107118248939514,
-0.01760684885084629,
-0.043826837092638016,
-0.0665149837732315,
-0.01835620403289795,
0.06518109142780304,
0.013043749146163464,
-0.01154272723942995,
0.006499050185084343,
0.014860200695693493,
-0.004732344765216112,
-0.026892052963376045,
0.058349210768938065,
-0.03433027118444443,
-0.006649437360465527,
0.012438906356692314,
-0.03311613202095032,
0.014866720885038376,
0.040095794945955276,
0.0030918223783373833,
-0.02715660072863102,
0.007988138124346733,
0.013182076625525951,
-0.023198211565613747,
0.04352249577641487,
0.01616056077182293,
-0.04051322862505913,
0.04654228687286377,
0.0020752607379108667,
0.005570586770772934,
0.028821071609854698,
0.006329543422907591,
-0.05038199946284294,
0.02951923944056034,
-0.0014505614526569843,
-0.02982947789132595,
0.012584886513650417,
0.036814626306295395,
0.007413450628519058,
-0.028627263382077217,
-0.0024628571700304747,
0.04937737062573433,
-0.021213321015238762,
0.01330457255244255,
0.011630481109023094,
-0.013148680329322815,
0.06154894083738327,
-0.0336260050535202,
0.035609450191259384,
0.028324443846940994,
-0.024538684636354446,
0.022136952728033066,
0.004788708873093128,
0.03867459297180176,
0.011970330029726028,
0.009962545707821846,
0.022360315546393394,
-0.03186710923910141,
0.021014437079429626,
-0.028647342696785927,
0.009978334419429302,
-0.019431935623288155,
-0.004133446607738733,
0.015257797203958035,
-0.0011150059290230274,
-0.010011843405663967,
0.008506023325026035,
-0.010546122677624226,
0.05365927144885063,
-0.03749413788318634,
-0.03510675206780434,
0.004365290515124798,
0.014427249319851398,
-0.02569546550512314,
0.002386039588600397,
-0.022003421559929848,
0.0359790101647377,
0.02663056179881096,
-0.020118074491620064,
-0.0040341024287045,
-0.03481985628604889,
0.028202196583151817,
-0.05662737786769867,
-0.0005603989120572805,
-0.014063283801078796,
0.013637217693030834,
-0.0218375101685524,
-0.037653326988220215,
-0.05372922867536545,
-0.003687061835080385,
-0.0030520453583449125,
0.0207387562841177,
0.006184838712215424,
-0.02861005999147892,
-0.05555543676018715,
0.003915927838534117,
0.04782941937446594,
-0.0468313992023468,
0.010409596376121044,
-0.06539411097764969,
-0.0065783243626356125,
-0.003832835704088211,
-0.019164394587278366
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.