question
stringlengths 37
38.8k
| group_id
int64 0
74.5k
| sentence_embeddings
sequencelengths 1.02k
1.02k
|
|---|---|---|
<p>I recently read a paper in which the authors claim that in order to compare the forecasting performance of two non-nested models, models A and B, a valid procedure is to fit models A and B on the same data set, and compare the average likelihood of the fitted models computed on the hold-out data set. All that is required is that models A and B are expressed as probability densities for the same variable. I am using the language of the paper: strictly speaking the quantities being compared are fitted models evaluated at data points, not likelihoods.
Accepting this likelihood as the forecasting accuracy metric, this method for checking forecast accuracy has some intuitive appeal, although I have misgivings. Can these likelihoods be meaningfully compared without some sort of normalization? The out of sample probabilities will not add up to one.
I'm not able to come up with a straightforward example in which this test would give a spurious result.</p>
<p>update:
I was able to produce a simple example in which direct comparison of out of sample likelihoods gave a misleading result: let the dependent variable y be a linear trend plus normally distributed error term, and let the explanatory variable x be a linear trend plus independent normally distributed error term. Generate 100 points for y and x. Model A is a linear regression, while for model B I used a regression with Student t-distributed errors (with two degrees of freedom). I trained on the first 50 points and tested on the second set of 50 points, and repeated with training and test sets interchanged. I repeated with three choices of variance for the data generating process. Model B gave higher average out of sample likelihoods in all cases. This example is a bit contrived but does illustrate my concern.</p> | 74,016 | [
-0.029233405366539955,
-0.01680378057062626,
-0.01179887168109417,
-0.008211182430386543,
0.029288271442055702,
0.003489515045657754,
-0.003102357964962721,
0.00430836109444499,
0.055781908333301544,
-0.016781866550445557,
0.0023839755449444056,
0.03823729231953621,
0.06578650325536728,
0.005286222789436579,
-0.009899559430778027,
0.01130794920027256,
-0.025049902498722076,
0.025340085849165916,
0.005492219235748053,
-0.04927985370159149,
0.010299813002347946,
0.023074043914675713,
-0.002614343771710992,
-0.02338704653084278,
-0.010766806080937386,
0.019346661865711212,
0.0066113159991800785,
-0.01944868452847004,
-0.004273353610187769,
0.05104269087314606,
-0.009710649028420448,
-0.03081381879746914,
0.032595016062259674,
0.029516689479351044,
0.02007240243256092,
0.010975993238389492,
0.006946139968931675,
-0.047491058707237244,
-0.01619524508714676,
0.025542017072439194,
-0.04053419455885887,
-0.02113601379096508,
0.014432614669203758,
0.05431205406785011,
-0.017434287816286087,
0.028254514560103416,
-0.0018099076114594936,
-0.027061114087700844,
0.021930983290076256,
-0.019888224080204964,
0.061883095651865005,
0.005358919966965914,
-0.014314661733806133,
0.05992883816361427,
-0.028767874464392662,
-0.02181982807815075,
0.030609363690018654,
0.046790070831775665,
-0.010060753673315048,
-0.03172174468636513,
-0.016707105562090874,
-0.051679763942956924,
0.005238312296569347,
0.0033797603100538254,
-0.05008913576602936,
0.01276012510061264,
-0.0018650664715096354,
-0.017699798569083214,
0.044244349002838135,
-0.06413158774375916,
0.0029337620362639427,
0.023094166070222855,
0.006786419544368982,
0.012876640073955059,
0.017359822988510132,
-0.0029457027558237314,
-0.0019800206646323204,
0.039591722190380096,
0.05560455843806267,
0.04359652101993561,
0.00474499212577939,
0.020311804488301277,
0.03408300504088402,
0.05109412968158722,
0.03268758952617645,
-0.0016314690001308918,
0.10196087509393692,
-0.04176529869437218,
0.006277994252741337,
0.006132009904831648,
-0.0295773483812809,
0.006573363672941923,
0.06886802613735199,
-0.027480151504278183,
-0.05246146768331528,
0.041156865656375885,
-0.014423739165067673,
0.01395519357174635,
0.004445693921297789,
0.018472053110599518,
-0.027277369052171707,
-0.04959676042199135,
0.02241578884422779,
0.045564621686935425,
0.04645054414868355,
-0.04242647439241409,
0.007163375616073608,
-0.027239199727773666,
-0.022912347689270973,
-0.03751208260655403,
-0.02938486821949482,
0.03136863932013512,
-0.012117603793740273,
0.029944339767098427,
-0.005547483451664448,
0.023899409919977188,
-0.010139204561710358,
-0.024352462962269783,
0.049341846257448196,
0.02925438992679119,
0.04286651685833931,
-0.01125507801771164,
0.02375398576259613,
-0.05281534418463707,
-0.0286968182772398,
0.0053202807903289795,
-0.0072491103783249855,
-0.023296089842915535,
-0.09061506390571594,
0.053447283804416656,
0.015059678815305233,
-0.013991555199027061,
0.00046976652811281383,
-0.013587293215095997,
0.043362829834222794,
0.01043839193880558,
-0.05900881811976433,
-0.07534909248352051,
0.04308871924877167,
0.01140602957457304,
0.026370402425527573,
-0.03286650776863098,
-0.020493388175964355,
0.01976841688156128,
0.03807087615132332,
0.013135387562215328,
0.07738985121250153,
-0.004559810739010572,
0.03699355199933052,
-0.007317055482417345,
-0.04841504991054535,
-0.006512796506285667,
-0.027820385992527008,
-0.04554201290011406,
-0.0366070531308651,
-0.10246718674898148,
0.013698887079954147,
0.0018379613757133484,
-0.030244087800383568,
0.001045449054799974,
0.03363563120365143,
-0.006127681117504835,
-0.02600216679275036,
-0.01689983904361725,
0.04044133052229881,
-0.03651973977684975,
0.04729178547859192,
-0.02185995876789093,
0.0180071871727705,
0.01537614781409502,
-0.028683163225650787,
0.0008175000548362732,
0.031560808420181274,
0.025292392820119858,
0.035689108073711395,
-0.03173358738422394,
0.0029596704989671707,
-0.036592353135347366,
0.0498880036175251,
0.01629440113902092,
-0.04868241026997566,
0.02542916312813759,
-0.005314788781106472,
0.02242959290742874,
-0.0041150376200675964,
0.047505661845207214,
-0.0056880321353673935,
-0.02354303002357483,
0.024119524285197258,
-0.05966023728251457,
-0.013189245946705341,
-0.04882346838712692,
-0.008944841101765633,
-0.025421906262636185,
-0.0029601147398352623,
0.05333314090967178,
-0.010849153622984886,
0.04907438904047012,
-0.01172875240445137,
-0.022551095113158226,
-0.03202084079384804,
-0.00956738367676735,
0.027612347155809402,
-0.029416272416710854,
0.027283048257231712,
0.03708795830607414,
0.029285797849297523,
0.017280960455536842,
-0.0026108932215720415,
-0.03917425125837326,
-0.031855545938014984,
0.012971863150596619,
-0.026744859293103218,
-0.0006351069314405322,
0.013062488287687302,
-0.026459941640496254,
0.0001775554846972227,
-0.016979264095425606,
-0.011977174319326878,
0.05521593987941742,
-0.05800348147749901,
0.006943153217434883,
0.06447532027959824,
0.01791444607079029,
-0.02265843003988266,
0.01928607001900673,
0.007197048980742693,
0.02562355063855648,
-0.01485374290496111,
0.01086835190653801,
-0.047673922032117844,
-0.0373326800763607,
0.02277824655175209,
0.021834678947925568,
-0.006409851834177971,
0.023521149531006813,
0.08218604326248169,
-0.004767529666423798,
0.014316942542791367,
0.06342761963605881,
0.015720920637249947,
-0.04577647149562836,
0.017208941280841827,
0.008225408382713795,
0.048913974314928055,
0.009139123372733593,
0.025638079270720482,
0.0012372551718726754,
0.009015223011374474,
0.024568593129515648,
0.044166140258312225,
0.02749226614832878,
-0.02310079336166382,
0.01499834656715393,
-0.006539515685290098,
0.0168892964720726,
0.011120668612420559,
-0.04601298272609711,
-0.015189636498689651,
0.008299549110233784,
-0.010089484974741936,
0.012768693268299103,
-0.00826573371887207,
0.014589056372642517,
0.07927734404802322,
0.034911684691905975,
0.012267371639609337,
0.005162878427654505,
0.03428656607866287,
-0.047887884080410004,
-0.013240999542176723,
-0.020915010944008827,
-0.045239634811878204,
-0.0173913836479187,
0.005210514180362225,
0.02133147604763508,
0.01598379947245121,
0.020083092153072357,
-0.04178041219711304,
-0.030142255127429962,
0.0030429617036134005,
-0.006487542763352394,
0.010739869438111782,
-0.019065633416175842,
-0.025690702721476555,
0.010877982713282108,
-0.013300183229148388,
-0.037383586168289185,
0.038679685443639755,
-0.02002428099513054,
-0.00786268338561058,
0.014419157058000565,
0.0039861081168055534,
-0.007512595038861036,
-0.021184366196393967,
-0.02742060273885727,
-0.009143444709479809,
-0.001026249025017023,
-0.03910527750849724,
0.00927380658686161,
-0.006440021563321352,
-0.029942071065306664,
0.046850576996803284,
-0.004397768992930651,
-0.005682490300387144,
-0.030597275123000145,
0.019502652809023857,
-0.02576342411339283,
0.001639627036638558,
0.02829200215637684,
0.04299814626574516,
-0.029812190681695938,
-0.008868420496582985,
-0.06573354452848434,
-0.05494203791022301,
0.004534389823675156,
-0.004468049854040146,
0.04120994731783867,
0.023589402437210083,
-0.024466056376695633,
0.06857699155807495,
0.04549190029501915,
-0.023441100493073463,
-0.017921393737196922,
-0.0025814874097704887,
-0.051362134516239166,
0.013145064003765583,
0.026107260957360268,
-0.007133433595299721,
-0.011661193333566189,
0.04215119406580925,
-0.005989332217723131,
-0.0027194074355065823,
0.04264197126030922,
-0.02060822583734989,
0.00906455423682928,
0.0022978391498327255,
0.042239896953105927,
-0.0037860639858990908,
0.033167947083711624,
0.02251235395669937,
-0.020812436938285828,
0.005072346422821283,
0.0111203258857131,
0.05466752499341965,
0.041031964123249054,
-0.01657899282872677,
0.05512378364801407,
0.0002984589373227209,
0.0026430522557348013,
-0.025742623955011368,
0.055625978857278824,
0.015669668093323708,
-0.018588131293654442,
-0.040134962648153305,
0.032361678779125214,
0.03565667197108269,
0.005455017555505037,
0.031224407255649567,
0.05740420147776604,
0.06108397617936134,
-0.012986511923372746,
-0.032044991850852966,
0.008433944545686245,
-0.0012660952052101493,
0.02916363812983036,
-0.011813457123935223,
-0.0339076854288578,
0.047196164727211,
0.019510457292199135,
0.00005217198486207053,
-0.011642285622656345,
-0.031943950802087784,
0.014559481292963028,
-0.05466923862695694,
0.02797734923660755,
-0.04495754837989807,
0.0204788651317358,
0.021947354078292847,
0.013835912570357323,
-0.03426390513777733,
-0.026097944006323814,
0.005037966649979353,
-0.022904418408870697,
-0.045456886291503906,
0.029370585456490517,
-0.003235368523746729,
-0.017668571323156357,
-0.010207771323621273,
-0.02686932124197483,
0.01669580489397049,
-0.04053246229887009,
0.02398349530994892,
-0.0112319216132164,
0.03226338326931,
-0.015025638043880463,
0.02761583961546421,
-0.024834908545017242,
-0.022228842601180077,
-0.008596980944275856,
-0.017668092623353004,
0.005345770623534918,
-0.025892598554491997,
0.040591828525066376,
0.05054469406604767,
-0.018327433615922928,
-0.016485655680298805,
-0.037209175527095795,
0.01670832373201847,
0.003197392215952277,
0.031178466975688934,
0.04862723499536514,
0.032841674983501434,
-0.04526850953698158,
0.041128210723400116,
0.027796199545264244,
0.036848943680524826,
0.056402843445539474,
-0.027229761704802513,
-0.05268629640340805,
-0.02674664929509163,
-0.05302993953227997,
0.04821959510445595,
-0.019560525193810463,
0.01756272464990616,
-0.014493502676486969,
0.06272166222333908,
0.031591057777404785,
-0.014833307825028896,
0.04106563329696655,
0.0524134635925293,
-0.0027522125747054815,
0.030045317485928535,
-0.0011670889798551798,
0.0038261772133409977,
-0.013838819228112698,
-0.014743500389158726,
0.023776596412062645,
-0.0164258424192667,
0.030788470059633255,
-0.032221730798482895,
0.042990125715732574,
-0.039184264838695526,
-0.031951386481523514,
0.006468184292316437,
0.01934041455388069,
0.02136259339749813,
0.016454041004180908,
-0.03492135554552078,
0.05712561681866646,
0.04858137294650078,
0.04705780744552612,
0.06369807571172714,
-0.004545398987829685,
-0.08208967745304108,
0.017806023359298706,
0.053056154400110245,
0.007251217029988766,
-0.03422154113650322,
-0.013405879959464073,
-0.0090649938210845,
-0.026559563353657722,
0.0178070031106472,
-0.016480538994073868,
0.025995556265115738,
-0.01725422404706478,
0.033232249319553375,
-0.02820250205695629,
-0.026338541880249977,
-0.061698827892541885,
-0.03603415563702583,
-0.03602156415581703,
0.026819350197911263,
-0.023877551779150963,
-0.025310078635811806,
-0.031960196793079376,
-0.014234566129744053,
0.020870380103588104,
0.04330619424581528,
-0.008250975050032139,
-0.0506446436047554,
-0.0006158881005831063,
0.0028939966578036547,
-0.008660552091896534,
-0.061151497066020966,
0.003469571005553007,
0.04421192407608032,
-0.02777165360748768,
0.026326723396778107,
-0.004951488692313433,
-0.043750617653131485,
0.020113592967391014,
-0.019531531259417534,
-0.032276399433612823,
-0.0047846301458776,
0.017127927392721176,
0.009019696153700352,
0.036548931151628494,
0.025634849444031715,
0.052257344126701355,
0.040987368673086166,
-0.00018290830485057086,
-0.0027514430694282055,
-0.025324039161205292,
0.0075874426402151585,
-0.02161029726266861,
-0.02957349456846714,
-0.062098775058984756,
-0.018132982775568962,
-0.01506264228373766,
0.03482796251773834,
0.008714798837900162,
0.030254829674959183,
-0.03949868679046631,
0.0005605550832115114,
-0.01982668600976467,
0.04878109693527222,
-0.02182072214782238,
-0.03490593656897545,
-0.01086078304797411,
0.023278627544641495,
-0.010177859105169773,
0.0020399184431880713,
0.008599814027547836,
-0.04833262041211128,
0.0071006156504154205,
0.03091309405863285,
-0.04854772984981537,
0.0030375185888260603,
-0.00927034392952919,
0.005839901976287365,
0.017624761909246445,
0.004098748322576284,
0.019031863659620285,
0.002249191515147686,
0.038686253130435944,
-0.014494197443127632,
-0.006855359300971031,
0.019088564440608025,
0.015527484938502312,
0.021922653540968895,
0.051760829985141754,
-0.008121847175061703,
0.004743145313113928,
-0.018786277621984482,
-0.005954253952950239,
-0.05584050342440605,
0.003845492610707879,
0.016441727057099342,
0.008868185803294182,
-0.03671257570385933,
-0.023905789479613304,
0.00045018576201982796,
-0.014130473136901855,
0.012021361850202084,
-0.06921052932739258,
0.0595824159681797,
-0.03336404263973236,
-0.042860738933086395,
-0.019608573988080025,
0.011849689297378063,
0.104642353951931,
-0.02863061986863613,
-0.005359089933335781,
-0.009030284360051155,
0.0036540082655847073,
0.000372035225154832,
0.022016888484358788,
0.02168913744390011,
-0.03819899633526802,
0.022404823452234268,
-0.010354332625865936,
-0.022881893441081047,
0.03019998036324978,
-0.03873302415013313,
-0.041935477405786514,
0.07063533365726471,
-0.015954503789544106,
0.02422553114593029,
-0.008137499913573265,
0.003917037043720484,
-0.05278420075774193,
0.0010043438524007797,
-0.022745292633771896,
0.022490527480840683,
0.02465074695646763,
-0.007002988364547491,
0.03866060823202133,
-0.022544827312231064,
-0.030877865850925446,
0.0016306423349305987,
0.1028735488653183,
0.021171126514673233,
0.005592236295342445,
-0.01036800816655159,
-0.022565709426999092,
0.05909230187535286,
0.03724759817123413,
0.024984924122691154,
0.016471462324261665,
0.03116229735314846,
-0.012809064239263535,
-0.02779209427535534,
0.0063276998698711395,
0.016130482777953148,
0.040399983525276184,
-0.0241194199770689,
0.043698765337467194,
0.020121391862630844,
-0.003268588799983263,
-0.007183249108493328,
-0.05781236290931702,
0.0018513344693928957,
-0.016949471086263657,
-0.015439527109265327,
0.04224877431988716,
-0.02374211698770523,
-0.013515337370336056,
0.030131541192531586,
0.008318718522787094,
0.019538514316082,
0.030410023406147957,
-0.004348238464444876,
0.016469761729240417,
0.014642426744103432,
0.014123262837529182,
-0.02533872053027153,
0.05463606119155884,
-0.0249688308686018,
-0.020292680710554123,
-0.0360887385904789,
-0.017325710505247116,
0.030792906880378723,
0.0227075032889843,
-0.0011739778565242887,
-0.01150896493345499,
-0.025501566007733345,
-0.09908051043748856,
0.015741081908345222,
0.026973916217684746,
0.00029271937091834843,
0.05116518214344978,
0.012415188364684582,
0.006580287590622902,
0.023615321144461632,
0.0024610748514533043,
-0.062155332416296005,
-0.06456298381090164,
-0.05475515127182007,
-0.029446924105286598,
0.003206853987649083,
0.0075151873752474785,
-0.03257111832499504,
-0.0015940724406391382,
0.04008067771792412,
-0.020413003861904144,
0.03154700621962547,
-0.02708207443356514,
0.01390948798507452,
-0.02267087809741497,
0.05158115178346634,
-0.027542298659682274,
0.014218435622751713,
-0.04242107272148132,
0.007277787197381258,
0.11903958767652512,
0.053168028593063354,
0.04209451377391815,
-0.05208383873105049,
0.01708933524787426,
-0.029354320839047432,
-0.014444884844124317,
-0.0031235013157129288,
-0.00531782628968358,
0.039321426302194595,
-0.009037240408360958,
0.009898918680846691,
0.0536021888256073,
-0.02123229019343853,
-0.026349496096372604,
0.0312819629907608,
-0.019175220280885696,
0.008094794116914272,
0.015581502579152584,
0.0027640981134027243,
0.017164111137390137,
-0.029908437281847,
-0.03488033264875412,
-0.016414711251854897,
-0.03990960493683815,
0.00888675358146429,
0.019123071804642677,
-0.004165179096162319,
-0.001095895771868527,
0.01053470466285944,
-0.04039357975125313,
0.000899596547242254,
0.02678767777979374,
0.03510688990354538,
0.00320906238630414,
0.0037095556035637856,
-0.017321916297078133,
-0.014991150237619877,
0.009107325226068497,
0.058045659214258194,
0.01568782515823841,
-0.008176266215741634,
-0.008485564030706882,
0.000012837503163609654,
-0.03689320757985115,
-0.039027243852615356,
-0.04238234460353851,
0.02134772762656212,
-0.004065562505275011,
-0.021197961643338203,
-0.000060034417401766405,
-0.012157293036580086,
0.008522565476596355,
-0.011221283115446568,
0.0034858763683587313,
0.015828769654035568,
-0.01032929215580225,
-0.028410179540514946,
-0.01282383780926466,
-0.027001427486538887,
0.02663557417690754,
0.024010617285966873,
0.013128464110195637,
0.024589302018284798,
-0.019939854741096497,
0.01044929213821888,
0.015213355422019958,
0.08850350230932236,
-0.01853429526090622,
0.004003656562417746,
-0.022822149097919464,
-0.00006828253390267491,
-0.04668829217553139,
-0.02459777519106865,
0.01635807752609253,
-0.019099103286862373,
0.0342625230550766,
0.010084627196192741,
0.02591961994767189,
-0.022363992407917976,
-0.055335186421871185,
-0.008763454854488373,
0.0068809278309345245,
0.009832467883825302,
-0.04048490151762962,
0.02113199792802334,
0.02332625351846218,
-0.004048346541821957,
0.03370055556297302,
0.0030880961567163467,
0.01202650461345911,
0.0449833907186985,
-0.00927459355443716,
-0.0785689726471901,
-0.022760385647416115,
-0.03147498518228531,
-0.0324435830116272,
0.01693311519920826,
-0.00699955178424716,
0.04289161413908005,
0.01802704483270645,
0.045034755021333694,
-0.016862554475665092,
0.06443998217582703,
0.020060673356056213,
-0.021555373445153236,
0.010615588165819645,
-0.016826920211315155,
0.007164039649069309,
0.05569306015968323,
0.005255737341940403,
0.001590187195688486,
-0.02542385272681713,
-0.05516505986452103,
-0.04996046423912048,
0.02494535781443119,
-0.01032835803925991,
-0.04142791032791138,
0.0024424244184046984,
0.02253086306154728,
0.013113020919263363,
-0.006862915586680174,
0.011651594191789627,
0.0006908941431902349,
-0.027555789798498154,
-0.0191288273781538,
-0.03560242801904678,
0.016190804541110992,
-0.0060787806287407875,
-0.048827748745679855,
-0.009347363375127316,
0.08525637537240982,
0.01047318335622549,
-0.0003837917174678296,
-0.04591638967394829,
-0.0030586407519876957,
0.011877789162099361,
0.015458733774721622,
-0.032828811556100845,
-0.009252226911485195,
0.034103479236364365,
-0.014875165186822414,
-0.041204191744327545,
0.012417824938893318,
0.001792578143067658,
0.02813984639942646,
-0.015557872131466866,
0.009783823974430561,
-0.030887924134731293,
0.04650042578577995,
-0.026342470198869705,
0.022187627851963043,
-0.004933494143188,
0.008431214839220047,
0.02221411094069481,
0.005798571743071079,
0.02434839867055416,
0.01913449540734291,
0.033591363579034805,
0.017694350332021713,
0.037376344203948975,
0.0040577673353254795,
0.0034536197781562805,
-0.022478193044662476,
-0.021750517189502716,
0.015331928618252277,
-0.05269159376621246,
-0.013281408697366714,
0.013160447590053082,
0.08480749279260635,
-0.024222642183303833,
0.002221387578174472,
0.011686060577630997,
0.01986655220389366,
-0.10509120672941208,
-0.02096056379377842,
0.015790846198797226,
0.019152268767356873,
0.0018226888496428728,
-0.04597528651356697,
-0.009329508990049362,
0.028059855103492737,
-0.04481643810868263,
0.001953475410118699,
-0.018048128113150597,
-0.0041590784676373005,
-0.060284990817308426,
0.0037482010666280985,
-0.01576315052807331,
-0.008432857692241669,
0.021509261801838875,
0.006079541053622961,
0.0016908172983676195,
0.032563481479883194,
0.01170539390295744,
-0.019854910671710968,
-0.021438749507069588,
0.018078386783599854,
0.0028596764896064997,
-0.051473379135131836,
0.008104960434138775,
-0.030377864837646484,
-0.05611240118741989,
0.056279901415109634,
-0.0078623341396451,
0.016521811485290527,
-0.022104915231466293,
0.031682323664426804,
0.004507496953010559,
0.023594645783305168,
0.059055544435977936,
0.012751555070281029,
-0.003415504703298211,
0.0059090591967105865,
0.015921588987112045,
0.001876163762062788,
-0.041914403438568115,
0.0005732625722885132,
-0.001602499047294259,
-0.026190320029854774,
-0.030127009376883507,
0.012301499024033546,
-0.03803994134068489,
0.001087953569367528,
-0.018152695149183273,
0.002897353144362569,
-0.002343028550967574,
-0.036203522235155106,
0.002600207692012191,
-0.04218371957540512,
0.022556524723768234,
0.05294625833630562,
0.07529760897159576,
-0.038222458213567734,
0.004873441997915506,
-0.04834486544132233,
-0.049149271100759506,
-0.0029720894526690245,
-0.002754553221166134,
-0.014875206165015697,
-0.04708978906273842,
-0.00496680848300457,
-0.012825235724449158,
-0.01757504604756832,
-0.034405581653118134,
-0.020699016749858856,
-0.049095917493104935,
0.05410149693489075,
-0.025865968316793442,
0.05288352817296982,
0.043727826327085495,
0.02220981940627098,
-0.013154548592865467,
-0.0885368064045906,
0.0995369404554367,
-0.018251696601510048,
-0.020173747092485428,
-0.02392931468784809,
0.01079563982784748,
-0.023244155570864677,
-0.004591117147356272,
0.038328856229782104,
0.03403952345252037,
0.029406478628516197,
0.023928875103592873,
0.02339945174753666,
-0.024361371994018555,
-0.015359614975750446,
0.03353587165474892,
-0.01286933571100235,
-0.007555841933935881,
0.014063178561627865,
-0.03541860356926918,
-0.00489434227347374,
0.01694358140230179,
0.03118143230676651,
0.0009467515628784895,
0.049350325018167496,
0.038945917040109634,
0.032767634838819504,
0.019747095182538033,
0.028829604387283325,
-0.034762587398290634,
0.049817949533462524,
0.03319116309285164,
0.013766965828835964,
0.009846560657024384,
-0.004867353942245245,
-0.06349854171276093,
0.01744549162685871,
-0.022717410698533058,
0.0036348074208945036,
-0.0033459060359746218,
0.04512323439121246,
-0.02311861142516136,
-0.0417187474668026,
-0.0098551195114851,
0.017626306042075157,
-0.033020492643117905,
0.005187676753848791,
0.007887918502092361,
0.043001968413591385,
0.02476004883646965,
-0.03685962036252022,
0.030275525525212288,
0.039836034178733826,
-0.03185533732175827,
0.007659721653908491,
0.004958997014909983,
0.06956276297569275,
0.04185692220926285,
-0.013312489725649357,
0.014308376237750053,
-0.044221553951501846,
0.008484474383294582,
-0.03677211329340935,
0.050409700721502304,
-0.004216812551021576,
-0.059580229222774506,
0.03614313527941704,
-0.012872596271336079,
-0.00808117724955082,
-0.014648309908807278,
-0.023106934502720833,
0.03708804398775101,
-0.04182971268892288,
-0.01965327374637127,
-0.03333365172147751,
0.004674684721976519,
0.01814301498234272,
0.03005083277821541,
-0.014064699411392212,
0.01914798654615879,
0.036416195333004,
-0.00006590790144400671,
-0.024989202618598938,
-0.02555754967033863,
0.005801909137517214,
0.017164085060358047,
-0.02034042775630951,
-0.06494181603193283,
-0.002092296490445733,
-0.000979345291852951,
-0.0246964693069458,
-0.04972776398062706,
-0.00017183678573928773,
0.015370221808552742,
0.014779121614992619,
0.04062553495168686,
-0.059675995260477066,
-0.029887044802308083,
0.01148903276771307,
0.03711913526058197,
-0.05772071331739426,
-0.009679299779236317,
-0.053163301199674606,
0.018348045647144318,
0.004456120077520609,
-0.07185240834951401
] |
<p>Which 2-tailed test is best to use to compare means/medians when one variable has a normal distribution and the other does not?</p> | 39,451 | [
-0.048386555165052414,
0.001171043491922319,
-0.024296551942825317,
0.008621418848633766,
0.03325442969799042,
0.014566443860530853,
0.0349661149084568,
-0.030514487996697426,
0.02869637869298458,
-0.010810187086462975,
0.02458752691745758,
0.04209219291806221,
0.025925487279891968,
0.0023901560343801975,
0.043110720813274384,
-0.009445932693779469,
-0.03725147247314453,
-0.0006623127264901996,
-0.009111897088587284,
0.002847147174179554,
-0.005894101224839687,
-0.0034104189835488796,
0.05143972113728523,
-0.012654971331357956,
-0.02189130149781704,
0.03940725699067116,
0.006961311213672161,
-0.023714929819107056,
0.007249576970934868,
0.055928610265254974,
-0.06265362352132797,
-0.04092356935143471,
0.0058541991747915745,
0.06788943707942963,
-0.013948006555438042,
-0.0035566757433116436,
-0.005352244712412357,
0.0055134473368525505,
-0.04107420891523361,
0.03591426461935043,
-0.02208389900624752,
-0.02332117035984993,
0.009114343672990799,
-0.011344951577484608,
-0.004217099864035845,
0.032947368919849396,
-0.005985117983072996,
-0.0534144751727581,
0.0357343964278698,
-0.0546109639108181,
0.037781037390232086,
0.003905354766175151,
0.029304947704076767,
0.018483053892850876,
0.00362995732575655,
-0.042899567633867264,
0.04265090823173523,
0.08609779924154282,
-0.011075311340391636,
-0.06741006672382355,
-0.020679524168372154,
-0.03474674001336098,
-0.039891839027404785,
-0.021558813750743866,
-0.045596279203891754,
0.026976238936185837,
0.009598065167665482,
-0.02762429229915142,
0.030961856245994568,
0.041531164199113846,
-0.004828132688999176,
0.017903652042150497,
0.04938221350312233,
-0.011012325994670391,
0.024056756868958473,
-0.0032356716692447662,
0.025080157443881035,
0.017216917127370834,
0.027195272967219353,
0.06119049713015556,
0.045708492398262024,
0.0032672886736691,
0.004782816395163536,
0.06027941778302193,
0.021167203783988953,
-0.011743062175810337,
0.07562657445669174,
-0.00021584416390396655,
-0.018160106614232063,
0.06257274746894836,
-0.027991993352770805,
-0.04495377466082573,
0.07337046414613724,
0.00276533467695117,
-0.04927875101566315,
0.02313375286757946,
-0.04545385017991066,
0.01350192166864872,
0.002568848431110382,
0.0018751021707430482,
-0.00341636105440557,
-0.052215442061424255,
0.03126334771513939,
0.06255396455526352,
0.005193044897168875,
0.013254860416054726,
-0.021245701238512993,
-0.0033280663192272186,
-0.029017716646194458,
0.001799504505470395,
-0.015874749049544334,
0.031059764325618744,
-0.01755547523498535,
0.0217787716537714,
0.036416903138160706,
0.00789977889508009,
-0.014423117972910404,
-0.03769112750887871,
0.037070274353027344,
0.039098791778087616,
0.05202310532331467,
0.017585203051567078,
-0.015143350698053837,
-0.011005759239196777,
0.005110989324748516,
0.01651715859770775,
0.006721689831465483,
-0.003804384730756283,
-0.0449230894446373,
0.03188823163509369,
-0.021894006058573723,
-0.0009362567798234522,
0.0686873197555542,
-0.008378684520721436,
0.04225835204124451,
0.015670664608478546,
-0.08140212297439575,
-0.03896968066692352,
0.029860742390155792,
-0.01838400401175022,
0.01952582225203514,
-0.05923690274357796,
-0.006965877488255501,
0.04428734630346298,
0.02076358161866665,
0.025628013536334038,
0.05603412911295891,
-0.02288779430091381,
0.02141234092414379,
-0.015229621902108192,
-0.005814366973936558,
-0.03661682829260826,
0.01001688651740551,
-0.02251279726624489,
0.02780677191913128,
-0.07475659251213074,
0.002238346030935645,
0.00910582859069109,
-0.015793250873684883,
-0.007927250117063522,
0.03028840944170952,
0.0019698257092386484,
0.001376737025566399,
-0.03452268987894058,
0.060792576521635056,
-0.015827663242816925,
0.06587017327547073,
0.00925509911030531,
0.03997797891497612,
-0.002916136523708701,
-0.025253338739275932,
0.04068100452423096,
0.011218789033591747,
0.03511125594377518,
0.05032389611005783,
-0.012221207842230797,
0.0015364044811576605,
-0.038049787282943726,
0.04261832311749458,
0.044707126915454865,
-0.019196730107069016,
0.018460022285580635,
-0.0462767630815506,
0.004011448472738266,
0.007336202077567577,
0.04078712686896324,
0.0047571901232004166,
-0.013575679622590542,
0.04891830310225487,
-0.03558214753866196,
-0.02279011346399784,
-0.04524313658475876,
0.0004421049961820245,
0.029061980545520782,
-0.054697033017873764,
0.045950282365083694,
0.03985969349741936,
0.04710664972662926,
-0.029386963695287704,
-0.010273641906678677,
0.009479579515755177,
0.003673840779811144,
0.054168395698070526,
-0.042529039084911346,
0.039276979863643646,
0.07049807161092758,
0.06533433496952057,
-0.018035298213362694,
0.005129157565534115,
-0.04113716259598732,
-0.04712199419736862,
0.010272241197526455,
-0.022335881367325783,
0.03176100552082062,
0.015985120087862015,
-0.010659311898052692,
0.018886635079979897,
0.014785470440983772,
-0.02785337157547474,
0.01047532819211483,
-0.057580817490816116,
0.058555711060762405,
0.05512697994709015,
0.0006284223636612296,
0.002688682870939374,
-0.034318771213293076,
0.008418463170528412,
0.011367113329470158,
-0.029865525662899017,
-0.013080171309411526,
-0.05302068218588829,
-0.008477789349853992,
0.047591838985681534,
0.0038461301010102034,
-0.049358122050762177,
0.037024546414613724,
0.038744352757930756,
-0.016341902315616608,
0.013478511944413185,
0.041210807859897614,
0.0025007035583257675,
-0.06563355773687363,
-0.007438614033162594,
0.04635179415345192,
0.02993134595453739,
0.01227455772459507,
0.025149142369627953,
0.019595561549067497,
0.024054601788520813,
0.0211513452231884,
-0.014244542457163334,
0.04384758695960045,
0.023258669301867485,
0.012922635301947594,
-0.00945543497800827,
-0.02856016717851162,
0.045843806117773056,
-0.022546347230672836,
-0.020576778799295425,
0.050609245896339417,
0.0014928595628589392,
-0.003817359684035182,
0.020703375339508057,
-0.024679159745573997,
0.0471842996776104,
0.009322256781160831,
-0.021997034549713135,
-0.009836776182055473,
0.05115387961268425,
-0.025915585458278656,
0.0004997258656658232,
-0.030491860583424568,
-0.03436620160937309,
-0.02375040017068386,
0.0025908625684678555,
0.04101408272981644,
-0.01213887520134449,
0.028752662241458893,
0.014909056015312672,
-0.012560377828776836,
-0.0006296765059232712,
-0.026654455810785294,
-0.01756727136671543,
-0.025917338207364082,
-0.04100076109170914,
0.013565371744334698,
-0.01293464470654726,
0.001495955279096961,
0.02304728515446186,
-0.010827433317899704,
0.008593732491135597,
0.041946891695261,
0.02270929515361786,
-0.059350378811359406,
0.0050108772702515125,
-0.023183580487966537,
0.00338544650003314,
-0.025532402098178864,
-0.05475164204835892,
0.04489203169941902,
0.02262295037508011,
-0.0606888011097908,
0.050429102033376694,
-0.03286895900964737,
-0.045565102249383926,
-0.02814863622188568,
0.00039747098344378173,
0.019705835729837418,
0.002182713942602277,
0.010900971479713917,
0.012562503106892109,
-0.03893899917602539,
-0.0038038529455661774,
-0.06157397851347923,
-0.040821947157382965,
0.047371797263622284,
-0.011001423932611942,
0.028757087886333466,
-0.02378009632229805,
-0.024852072820067406,
0.027766099199652672,
0.04782404378056526,
-0.0020499317906796932,
-0.00529548479244113,
-0.008334053680300713,
-0.03730592876672745,
-0.026383189484477043,
0.006534237414598465,
0.007011673878878355,
0.026578662917017937,
0.005979225505143404,
0.007998276501893997,
0.022708814591169357,
0.043097808957099915,
0.01572299934923649,
-0.03519895300269127,
0.0344727486371994,
0.038096994161605835,
-0.017468756064772606,
0.0628470629453659,
0.03360309451818466,
-0.02506665140390396,
0.0031043614726513624,
0.022740012034773827,
0.030860116705298424,
-0.00006660012877546251,
-0.031067010015249252,
0.04121699184179306,
-0.03691285103559494,
0.005334303714334965,
-0.03098384290933609,
0.012465677224099636,
0.04813479259610176,
-0.004862024914473295,
-0.018799861893057823,
0.012172744609415531,
0.011731820181012154,
-0.036771830171346664,
0.03357529640197754,
0.05383579432964325,
0.042380962520837784,
-0.0032256643753498793,
-0.022307857871055603,
-0.014531973749399185,
-0.04355446994304657,
0.0287754125893116,
-0.028456933796405792,
-0.0168959591537714,
0.03814259544014931,
0.046553365886211395,
0.009930687956511974,
0.015747414901852608,
-0.030461249873042107,
-0.003446738002821803,
-0.07435637712478638,
0.026864057406783104,
-0.02506808377802372,
0.03485516458749771,
0.01043167244642973,
0.028133045881986618,
0.05851038172841072,
0.024341322481632233,
-0.04174674674868584,
-0.007853323593735695,
-0.05532911792397499,
0.03573419898748398,
-0.041279055178165436,
0.007058533374220133,
-0.00024760200176388025,
-0.03474126756191254,
-0.008289861492812634,
-0.008795186877250671,
0.05033739283680916,
-0.011740420944988728,
0.028482316061854362,
-0.029013605788350105,
0.012090311385691166,
-0.031221572309732437,
-0.02751687914133072,
0.013333853334188461,
0.017082298174500465,
-0.012778171338140965,
-0.028512751683592796,
0.017743108794093132,
0.04564960300922394,
-0.011761073023080826,
-0.019336266443133354,
-0.007385649718344212,
-0.00070455193053931,
-0.009261318482458591,
0.05424993112683296,
0.017528047785162926,
0.013520361855626106,
-0.04148123785853386,
0.015248511917889118,
-0.00013113596651237458,
0.03450988605618477,
0.00661248154938221,
-0.02459253929555416,
-0.025207193568348885,
-0.05558982118964195,
-0.020357824862003326,
-0.03880101069808006,
0.03563127666711807,
-0.0024168130476027727,
-0.013776002451777458,
0.030067110434174538,
0.010141403414309025,
-0.03880208730697632,
0.004193530417978764,
0.056001998484134674,
0.02105875313282013,
0.00953776203095913,
-0.01877637952566147,
-0.016879599541425705,
-0.03535765781998634,
-0.033442482352256775,
0.054581597447395325,
0.014412489719688892,
-0.01884797029197216,
-0.0021606700029224157,
0.03763505443930626,
0.012049547396600246,
-0.018107270821928978,
0.0059851985424757,
0.011197877116501331,
0.03133522719144821,
0.006547458935528994,
-0.052547719329595566,
0.005954881198704243,
0.050227630883455276,
0.00645397137850523,
0.03654232993721962,
0.008584228344261646,
-0.05170551314949989,
0.031124189496040344,
0.06332533061504364,
0.040440671145915985,
-0.03788468986749649,
-0.03955256938934326,
-0.02148416079580784,
0.007684684358537197,
0.05366902053356171,
-0.050861526280641556,
0.004560235887765884,
-0.034344617277383804,
-0.01573878340423107,
-0.021479379385709763,
-0.004825948271900415,
-0.058183588087558746,
0.008537710644304752,
0.02780793234705925,
-0.009940095245838165,
0.01133513730019331,
-0.02933589369058609,
-0.07434694468975067,
-0.023437773808836937,
0.02048364467918873,
0.04798353463411331,
-0.0003223333915229887,
-0.008003427647054195,
0.01744963973760605,
0.013765833340585232,
-0.03924998268485069,
-0.031025247648358345,
0.014146458357572556,
-0.0232771597802639,
0.010480535216629505,
0.03733990713953972,
-0.008254309184849262,
-0.04859942942857742,
0.029186557978391647,
-0.044879354536533356,
-0.03314359858632088,
0.007455300539731979,
0.02809680439531803,
0.02816300466656685,
0.04556708410382271,
0.004279287997633219,
0.06871358305215836,
0.015246200375258923,
-0.018028395250439644,
-0.00880604051053524,
-0.04166402667760849,
0.0241771899163723,
-0.03801998123526573,
-0.044172972440719604,
-0.044916845858097076,
-0.04374886676669121,
-0.03665623068809509,
0.007636388298124075,
-0.01011786051094532,
0.02539493516087532,
-0.003456403035670519,
-0.01331863459199667,
0.008334528654813766,
0.010526612401008606,
0.025558369234204292,
-0.010428943671286106,
-0.008047401905059814,
-0.0004404459032230079,
0.016800876706838608,
-0.0035539029631763697,
0.05632765218615532,
-0.03181197866797447,
0.004307931754738092,
0.009016098454594612,
-0.06296433508396149,
0.021414613351225853,
-0.04644371569156647,
-0.03255651518702507,
0.01603393815457821,
-0.025554928928613663,
0.013891479931771755,
-0.014135325327515602,
0.012783953920006752,
0.03638651967048645,
-0.03391900286078453,
-0.023556362837553024,
0.05014486610889435,
0.0185245368629694,
0.04146324098110199,
-0.038167864084243774,
0.06537003070116043,
-0.01780710741877556,
-0.01946883462369442,
-0.06546434015035629,
-0.04249974340200424,
-0.019595634192228317,
0.023958774283528328,
-0.01197727769613266,
-0.03783363848924637,
0.03774413838982582,
0.0011008810251951218,
-0.0019976107869297266,
-0.031431980431079865,
0.07172585278749466,
0.01773073710501194,
-0.02803019993007183,
-0.028555026277899742,
0.023554086685180664,
0.08207099884748459,
0.000298431288683787,
-0.015651654452085495,
0.017719890922307968,
-0.024572966620326042,
-0.020735375583171844,
-0.013771540485322475,
0.012694941833615303,
-0.029432101175189018,
0.009364779107272625,
-0.020932292565703392,
-0.011240019463002682,
0.015342540107667446,
-0.00959860347211361,
-0.034595515578985214,
0.019591402262449265,
-0.004326313734054565,
-0.0007884054211899638,
-0.01704542152583599,
0.00010591347381705418,
-0.029126539826393127,
0.0362231470644474,
-0.020298272371292114,
-0.015494775027036667,
-0.014279264956712723,
-0.014379861764609814,
0.024872679263353348,
0.03188232704997063,
-0.031166866421699524,
0.019588755443692207,
0.07701361179351807,
-0.01094685960561037,
0.023931942880153656,
-0.027624929323792458,
-0.030548613518476486,
0.0006583096110261977,
-0.008391252718865871,
-0.0038354359567165375,
0.016691410914063454,
0.050740789622068405,
-0.022933052852749825,
-0.005084531381726265,
-0.032978903502225876,
-0.01885838620364666,
0.04119125008583069,
-0.00037184508983045816,
0.04078962281346321,
0.04480794072151184,
0.01426701433956623,
0.023820707574486732,
-0.03981062024831772,
-0.022682519629597664,
-0.017501896247267723,
0.0010903700022026896,
0.0574587881565094,
-0.011648546904325485,
0.027089793235063553,
0.041460342705249786,
0.007943830452859402,
0.018048880621790886,
0.040672190487384796,
0.021215634420514107,
0.02495664916932583,
0.042927972972393036,
-0.038128796964883804,
-0.0459580160677433,
0.03902881592512131,
-0.030983923003077507,
0.04188399016857147,
-0.0326172411441803,
-0.0434577539563179,
0.03582404926419258,
0.019112562760710716,
-0.03256935998797417,
-0.052449971437454224,
0.0023742513731122017,
-0.02644120715558529,
-0.008819346316158772,
-0.007561215199530125,
-0.011621063575148582,
0.007707857061177492,
0.030170749872922897,
0.030859075486660004,
-0.030669284984469414,
0.04362593591213226,
-0.01050811167806387,
-0.06107715144753456,
-0.030829451978206635,
0.03722350671887398,
-0.04546409472823143,
0.048841215670108795,
-0.010321157053112984,
-0.03207527846097946,
0.029904179275035858,
-0.04490199685096741,
-0.00504561560228467,
-0.013554679229855537,
0.013700459152460098,
-0.0195260439068079,
0.046086158603429794,
-0.0006839240668341517,
-0.0009230702999047935,
-0.0048325699754059315,
-0.022526465356349945,
0.09249888360500336,
0.04444752261042595,
0.04329279810190201,
-0.08313948661088943,
0.04026247188448906,
-0.0056099663488566875,
0.03748207911849022,
-0.02893999218940735,
0.02303573675453663,
0.034237246960401535,
0.011645146645605564,
0.11321861296892166,
0.05318474769592285,
0.0010879063047468662,
-0.025757044553756714,
0.0665435940027237,
-0.016621440649032593,
-0.047933924943208694,
0.009886190295219421,
0.014352541416883469,
-0.005196681246161461,
-0.020202213898301125,
-0.021482165902853012,
0.04418051615357399,
-0.007071650121361017,
0.022487713024020195,
-0.018589474260807037,
-0.01567027159035206,
0.007511323783546686,
-0.0018113178666681051,
-0.023002924397587776,
0.013778658583760262,
0.04569794982671738,
-0.00041691336082294583,
-0.03791184350848198,
-0.04274584725499153,
-0.0025465700309723616,
-0.04652673006057739,
0.0073343790136277676,
0.02227194793522358,
0.012693320401012897,
-0.007324225269258022,
0.01676788367331028,
0.001330840983428061,
-0.04946888983249664,
-0.007333454210311174,
-0.022757986560463905,
0.0383879579603672,
-0.0026826350949704647,
0.0061461846344172955,
-0.005304320249706507,
-0.007161957677453756,
-0.02438785880804062,
-0.025169620290398598,
-0.01279147993773222,
-0.01078683789819479,
0.03468767926096916,
-0.02807886153459549,
0.003981262445449829,
-0.044745851308107376,
0.05054144188761711,
0.024651678279042244,
0.05592983961105347,
0.03739830106496811,
-0.01625206507742405,
-0.021899694576859474,
0.0018209648551419377,
0.061871062964200974,
0.016039244830608368,
-0.03706364706158638,
0.0001255139068234712,
-0.029615869745612144,
-0.020793532952666283,
0.014382201246917248,
0.023185359314084053,
0.005716049112379551,
0.05311194434762001,
0.00017887912690639496,
-0.023997634649276733,
-0.044977881014347076,
-0.0005698278546333313,
0.02763563208281994,
-0.029944099485874176,
0.022198708727955818,
-0.05449630692601204,
-0.022068791091442108,
0.03684793412685394,
0.027954699471592903,
0.04837127402424812,
0.031202463433146477,
0.00881960615515709,
0.05966709926724434,
0.022211996838450432,
-0.0782998725771904,
-0.008259827271103859,
-0.03695673123002052,
-0.027283310890197754,
-0.014475577510893345,
-0.05591236799955368,
0.014926292933523655,
0.026991531252861023,
0.021425779908895493,
-0.006585486698895693,
0.004401539918035269,
-0.02774644084274769,
0.01148607674986124,
0.015516838058829308,
-0.06173228099942207,
-0.01771119236946106,
0.03581400215625763,
0.013378412462770939,
-0.010332951322197914,
-0.015827825292944908,
-0.029450146481394768,
-0.03120315819978714,
0.02916642837226391,
0.001381622743792832,
-0.029779233038425446,
-0.02142966166138649,
-0.011056884191930294,
0.048281725496053696,
-0.0189425777643919,
-0.017092565074563026,
-0.044506072998046875,
-0.02597435750067234,
0.0005838156794197857,
0.004480648320168257,
-0.019559718668460846,
0.020579127594828606,
-0.009835410863161087,
-0.009334378875792027,
0.04529523104429245,
0.003738952800631523,
0.029597213491797447,
0.03705688565969467,
0.00008891793549992144,
0.015640540048480034,
0.04116114601492882,
0.011378539726138115,
0.014922654256224632,
0.05841898173093796,
-0.016759583726525307,
-0.015026448294520378,
0.00815677922219038,
0.02434844709932804,
0.026173477992415428,
-0.011203430593013763,
-0.010883327573537827,
-0.021963560953736305,
0.03360959514975548,
-0.027214599773287773,
-0.05399535223841667,
-0.027020908892154694,
-0.015207987278699875,
0.043991830199956894,
-0.004645489621907473,
-0.011386571452021599,
0.004004430491477251,
-0.02807699143886566,
0.0057448032312095165,
0.03250190243124962,
-0.012906325981020927,
0.010818659327924252,
0.02270239219069481,
0.014208530075848103,
0.022145718336105347,
0.004107261076569557,
-0.016455162316560745,
0.025262514129281044,
0.034862179309129715,
-0.0174411628395319,
0.011059203185141087,
-0.06221628189086914,
-0.008082103915512562,
-0.07040243595838547,
-0.01892971061170101,
0.02273525856435299,
0.003190459916368127,
0.04574443772435188,
-0.036333922296762466,
-0.015727071091532707,
0.037980176508426666,
-0.04508500173687935,
0.002966557629406452,
-0.008192240260541439,
-0.047934431582689285,
-0.0322389230132103,
-0.0076417019590735435,
-0.006571943871676922,
0.031229274347424507,
-0.00849109422415495,
0.016161514446139336,
0.024625983089208603,
0.022043712437152863,
-0.009530696086585522,
-0.011324976570904255,
-0.000037383353628683835,
0.009448336437344551,
0.03339160978794098,
-0.06652699410915375,
0.012191061861813068,
-0.02496284432709217,
-0.007883862592279911,
0.04364805296063423,
0.006436669267714024,
0.037639785557985306,
-0.02236923575401306,
0.01815427653491497,
0.013927147723734379,
0.039441101253032684,
0.0345955528318882,
0.026025855913758278,
-0.031457483768463135,
-0.009493252262473106,
-0.002479161601513624,
0.036496154963970184,
-0.0251722801476717,
-0.016365623101592064,
0.032338112592697144,
-0.02640378288924694,
-0.023681772872805595,
0.0220324844121933,
-0.008998677134513855,
-0.07061357796192169,
-0.004424931015819311,
-0.037509191781282425,
0.029328184202313423,
0.014249276369810104,
0.009255239740014076,
-0.06442951411008835,
-0.013625573366880417,
0.039791446179151535,
0.007060676347464323,
-0.03261328116059303,
0.04058796539902687,
0.018338190391659737,
-0.028923016041517258,
0.012225608341395855,
-0.010508190840482712,
0.007229976821690798,
-0.0380142442882061,
-0.015857825055718422,
-0.01750994473695755,
0.0442596897482872,
-0.034762512892484665,
-0.025600537657737732,
-0.022242948412895203,
0.019411223009228706,
0.00035596484667621553,
0.014007926918566227,
-0.0016938319895416498,
0.004189606290310621,
0.0173767302185297,
-0.06035915017127991,
0.035463206470012665,
0.003682283218950033,
-0.04948950558900833,
-0.027803758159279823,
0.0016569503350183368,
-0.04305465519428253,
0.00009917685383697972,
0.06598463654518127,
0.02159198932349682,
-0.004261368419975042,
-0.0032159762922674417,
0.016769740730524063,
0.016159329563379288,
-0.07612138986587524,
0.014153415337204933,
-0.02779427357017994,
-0.04303118214011192,
-0.025788206607103348,
0.012372435070574284,
0.0364874042570591,
0.0048928409814834595,
0.011920951306819916,
0.020289093255996704,
0.021728433668613434,
0.00032886076951399446,
0.010819976218044758,
0.031067674979567528,
-0.009440850466489792,
-0.01924922689795494,
0.03350919485092163,
-0.023568544536828995,
0.02170860581099987,
-0.0059964838437736034,
-0.010206779465079308,
-0.055292628705501556,
0.04580150172114372,
-0.011660697869956493,
-0.025475358590483665,
-0.030359936878085136,
0.030672939494252205,
-0.03528008610010147,
-0.05962393060326576,
-0.018461402505636215,
-0.0033963853493332863,
-0.020604142919182777,
-0.01577586494386196,
-0.008598348125815392,
-0.0031862149480730295,
0.021922383457422256,
0.000970046385191381,
0.03314457833766937,
0.03300350159406662,
-0.020253660157322884,
-0.007286756299436092,
-0.007437889464199543,
0.006804856471717358,
0.0060768998228013515,
-0.02012917399406433,
0.03270944207906723,
-0.05013642832636833,
0.05516672134399414,
-0.02888215333223343,
0.034823548048734665,
-0.010888159275054932,
-0.044907890260219574,
0.03943297639489174,
-0.008896274492144585,
0.03947397693991661,
-0.010314307175576687,
0.009046370163559914,
0.049091536551713943,
-0.04832559451460838,
0.0333651527762413,
-0.03199998661875725,
-0.013912776485085487,
-0.041384901851415634,
-0.010691998526453972,
0.012253841385245323,
-0.018589964136481285,
-0.027533916756510735,
0.014219222590327263,
0.025887859985232353,
0.009228354319930077,
0.006419181823730469,
-0.017763465642929077,
0.04738171398639679,
-0.016030382364988327,
-0.011828812770545483,
-0.06434112787246704,
-0.015736475586891174,
-0.08758561313152313,
-0.018424617126584053,
-0.004178667441010475,
0.05552150309085846,
0.012561963871121407,
-0.01436614990234375,
-0.009230834431946278,
-0.0008689439855515957,
0.04132466018199921,
-0.09552070498466492,
-0.02176739275455475,
-0.0364014133810997,
0.006354745011776686,
0.016147548332810402,
-0.03523622080683708
] |
<p>Is there a difference between ANCOVA (as performed under the 'General Linear Model (GLM)') and Hierarchical Regression (as performed under 'Regression') in SPSS?</p>
<p>I am testing the main effects and interaction of X1 (continuous) and X2 (categorical) on Y (continuous).</p>
<p>I understand GLM incorporates regression and one of the main advantages of using GLM over the regression function is that GLM (factor) creates dummy coding. In regression, this must be done prior to inputting the categorical factor in the analysis box. The same also applies to the interaction product.</p>
<p>I personally find GLM (ANCOVA) output easier to understand.</p> | 74,017 | [
-0.030660312622785568,
0.00899992324411869,
0.015140337869524956,
0.007935788482427597,
0.0272712092846632,
0.003773016156628728,
0.010968024842441082,
-0.03520561382174492,
0.05968368425965309,
-0.0013871858827769756,
0.018873970955610275,
0.008811538107693195,
0.0488324798643589,
0.029016591608524323,
0.03196333348751068,
0.019638027995824814,
0.01681642234325409,
0.006993407849222422,
0.02117661014199257,
-0.003674326231703162,
-0.041420385241508484,
0.014499844051897526,
0.03573911264538765,
-0.022358346730470657,
-0.013559283688664436,
0.03715471550822258,
0.02712598256766796,
-0.04488436132669449,
0.033901941031217575,
0.026295257732272148,
-0.021216852590441704,
-0.0401780903339386,
-0.04963510110974312,
0.022087203338742256,
0.019242025911808014,
-0.005655650515109301,
-0.008453691378235817,
-0.04488478600978851,
0.00005982908623991534,
0.023815028369426727,
-0.01139771193265915,
-0.02260095812380314,
-0.005454187747091055,
0.05673989653587341,
-0.01343768835067749,
0.01517378818243742,
-0.011912953108549118,
0.0076247104443609715,
0.017615918070077896,
-0.0420372374355793,
0.012341841123998165,
0.0015935281990095973,
0.042905502021312714,
0.05728520452976227,
-0.00153471645899117,
-0.004739219322800636,
0.05088292062282562,
0.035517774522304535,
-0.03118816763162613,
-0.046795085072517395,
0.00912860780954361,
-0.03656942769885063,
0.00847866851836443,
-0.01619013026356697,
-0.02699986845254898,
0.01674235425889492,
-0.02194201387465,
-0.031681664288043976,
0.03828509524464607,
-0.023652510717511177,
0.03476646915078163,
0.03542017936706543,
0.0357000008225441,
-0.006993723567575216,
0.04098985716700554,
-0.03711077943444252,
0.021125463768839836,
0.0050481166690588,
0.06788524240255356,
0.0358426459133625,
0.023876797407865524,
0.015089712105691433,
-0.0006104107014834881,
0.016776815056800842,
-0.0016380491433665156,
-0.0002843651454895735,
0.057454913854599,
-0.051258500665426254,
0.01866556517779827,
0.022960608825087547,
-0.017374355345964432,
0.007412855513393879,
0.04233086481690407,
0.044066332280635834,
-0.05697379261255264,
0.02905319258570671,
-0.02646060101687908,
0.005832802038639784,
0.039170924574136734,
-0.012668810784816742,
0.014917036518454552,
-0.017268121242523193,
0.014087928459048271,
0.024398846551775932,
0.0016184452688321471,
0.01868906058371067,
-0.013762389309704304,
-0.006754114292562008,
-0.04019425809383392,
-0.027302922680974007,
-0.017566444352269173,
0.030869683250784874,
-0.018589289858937263,
0.0018053438980132341,
0.0420861653983593,
-0.0005418307846412063,
0.01723804883658886,
0.008484554477036,
0.04212525114417076,
0.033667974174022675,
0.04921850189566612,
-0.04756734147667885,
0.002056131837889552,
0.0018740355735644698,
-0.02409132942557335,
-0.006750497967004776,
0.018261760473251343,
-0.011896601878106594,
-0.055933915078639984,
0.06926015019416809,
-0.013880244456231594,
-0.011244406923651695,
-0.002242547692731023,
0.0026214064564555883,
0.010424790903925896,
0.017389658838510513,
-0.10247432440519333,
-0.07038196176290512,
0.028654327616095543,
-0.004775461740791798,
0.04582539200782776,
-0.0454053170979023,
0.0037372347433120012,
0.02972268871963024,
0.055704597383737564,
0.04703009873628616,
0.042158424854278564,
0.007608828134834766,
0.03735245764255524,
0.0200234092772007,
-0.02941157855093479,
-0.005409921519458294,
0.008101880550384521,
-0.06763776391744614,
-0.015426408499479294,
-0.08962554484605789,
0.024475224316120148,
0.007890408858656883,
-0.018871640786528587,
-0.0069613209925591946,
0.016984015703201294,
0.0018871900392696261,
-0.028499070554971695,
0.0508645623922348,
0.041937269270420074,
-0.004092882387340069,
0.022810198366642,
-0.016874490305781364,
0.07121806591749191,
0.07567828893661499,
-0.006750503554940224,
0.04166274145245552,
0.014722375199198723,
0.06283558160066605,
0.011206544004380703,
0.0192358810454607,
-0.018595634028315544,
-0.031421907246112823,
0.011541726998984814,
-0.00001333513228019001,
-0.05498410388827324,
-0.048771560192108154,
-0.026216333732008934,
-0.005389752332121134,
0.03620336949825287,
0.05201473832130432,
0.004713085014373064,
-0.020428363233804703,
0.04370245710015297,
-0.0218210332095623,
-0.07722245156764984,
-0.05017564818263054,
0.045830756425857544,
0.027281206101179123,
-0.06452695280313492,
0.0340946801006794,
-0.021880783140659332,
0.00011639831791399047,
-0.03056035190820694,
-0.019787508994340897,
-0.009692220017313957,
-0.007505394518375397,
-0.003233577124774456,
-0.037583138793706894,
-0.014900344423949718,
0.03715166449546814,
0.022763581946492195,
-0.03901543468236923,
0.027429288253188133,
-0.056082744151353836,
-0.029896922409534454,
0.023423541337251663,
-0.008584719151258469,
0.029289063066244125,
-0.021695688366889954,
-0.018036922439932823,
0.02283245138823986,
-0.0018758396618068218,
-0.034952178597450256,
0.04100779816508293,
-0.08478638529777527,
0.05007686838507652,
0.08384224772453308,
0.004017393104732037,
0.024532578885555267,
0.03942292928695679,
-0.010878555476665497,
-0.03504466637969017,
-0.02094820886850357,
0.0056930407881736755,
-0.04212550073862076,
-0.0140624288469553,
0.032405924052000046,
-0.04121426120400429,
-0.031442150473594666,
-0.007776198908686638,
0.040450479835271835,
0.006768030114471912,
0.0054431818425655365,
0.030186910182237625,
-0.006808033678680658,
0.00228508235886693,
0.01256378274410963,
0.009045437909662724,
0.026719355955719948,
0.009508086368441582,
0.041835393756628036,
0.014640231616795063,
0.08125342428684235,
0.015007603913545609,
-0.014921437948942184,
0.06344454735517502,
-0.00209427741356194,
0.028482915833592415,
-0.006025892216712236,
-0.019525423645973206,
0.01012252178043127,
-0.034191522747278214,
-0.00468624010682106,
0.030780229717493057,
0.002728968858718872,
-0.048966556787490845,
0.013439415954053402,
-0.0005015888018533587,
0.027875440195202827,
0.02944348007440567,
-0.05957909673452377,
-0.027065061032772064,
0.015670185908675194,
-0.007593526039272547,
0.03847683221101761,
-0.008980686776340008,
-0.02333381585776806,
-0.06365509331226349,
0.002902454696595669,
0.026279618963599205,
-0.03451060503721237,
0.04095952957868576,
-0.020536603406071663,
-0.020748505368828773,
-0.004163686651736498,
-0.038588158786296844,
0.04215899854898453,
-0.020819885656237602,
-0.05325073003768921,
-0.02222231775522232,
-0.041247785091400146,
0.001929266843944788,
0.020590608939528465,
-0.026823727414011955,
-0.019338153302669525,
0.017160387709736824,
0.004354038741439581,
-0.056984007358551025,
-0.034951645880937576,
-0.01929757557809353,
0.01008034497499466,
0.045319899916648865,
-0.02676604501903057,
0.02137821726500988,
-0.023805074393749237,
-0.040543004870414734,
-0.01503633800894022,
0.010293812490999699,
0.016227731481194496,
-0.03158331289887428,
0.03341951221227646,
0.0009533962002024055,
0.019564976915717125,
-0.011436174623668194,
0.03010089509189129,
-0.033211059868335724,
-0.0037513738498091698,
-0.051057375967502594,
-0.050374921411275864,
0.03569721430540085,
-0.015257519669830799,
0.04041994735598564,
-0.02728213183581829,
-0.02751961722970009,
0.0762588307261467,
0.02789050154387951,
-0.013743347488343716,
-0.05337563157081604,
-0.028677040711045265,
-0.028284326195716858,
-0.012147773057222366,
0.0311540886759758,
0.0037223538383841515,
0.023477084934711456,
0.012458330020308495,
-0.004085282329469919,
0.004365730565041304,
0.016419842839241028,
0.028665555641055107,
0.023189453408122063,
0.022875666618347168,
-0.009040025994181633,
-0.02007167786359787,
-0.012658405117690563,
-0.0033061366993933916,
-0.031146081164479256,
-0.017514146864414215,
0.010014385916292667,
-0.003201712155714631,
-0.03181370720267296,
0.0022704736329615116,
0.00890921801328659,
-0.06610435992479324,
0.004484101664274931,
-0.016227154061198235,
0.00572366826236248,
0.01521909050643444,
-0.024274108931422234,
-0.009559891186654568,
0.0381590761244297,
0.008100086823105812,
-0.01803148351609707,
-0.008708138018846512,
0.02638443559408188,
0.0882379338145256,
-0.017938116565346718,
0.008344179019331932,
-0.00786592811346054,
-0.016619404777884483,
0.025112751871347427,
-0.005180527456104755,
0.0011499639367684722,
0.06018243730068207,
0.034541234374046326,
0.013996167108416557,
0.02654062956571579,
-0.052072230726480484,
0.014556217938661575,
-0.10108175128698349,
0.030152717605233192,
-0.036405641585588455,
0.028279615566134453,
0.009102318435907364,
0.03643418848514557,
0.009632888250052929,
0.008428269997239113,
0.015593468211591244,
-0.005047256126999855,
-0.060053061693906784,
0.020530156791210175,
-0.015102517791092396,
0.004158892203122377,
0.036183372139930725,
-0.02007175236940384,
0.03581728786230087,
0.01211883407086134,
-0.012642910704016685,
0.019549496471881866,
0.02153763361275196,
-0.00323441531509161,
0.0015976177528500557,
-0.010824216529726982,
-0.011188485659658909,
-0.005894654430449009,
-0.028632383793592453,
-0.024440445005893707,
-0.021339235827326775,
0.032822247594594955,
0.038580555468797684,
-0.010668670758605003,
0.008120146580040455,
-0.02633684128522873,
-0.0009735801722854376,
0.0557849183678627,
0.033299341797828674,
0.06174032762646675,
0.035078540444374084,
-0.038996659219264984,
0.033932968974113464,
0.007800733204931021,
0.03159752115607262,
0.0331525020301342,
-0.008592446334660053,
-0.02756761573255062,
-0.05312681570649147,
-0.009885474108159542,
0.014656977728009224,
0.010685577988624573,
0.009082137607038021,
-0.005505713634192944,
0.023208077996969223,
0.027734247967600822,
-0.0006552509148605168,
0.030990561470389366,
0.04916653409600258,
-0.008632929064333439,
-0.026412496343255043,
-0.009041584096848965,
0.016555219888687134,
-0.03294743597507477,
-0.030469203367829323,
0.05965832248330116,
0.0015151876723393798,
0.016159938648343086,
-0.024286950007081032,
0.04217943549156189,
-0.020779959857463837,
-0.02326003834605217,
0.027022670954465866,
0.04055226966738701,
0.03721656650304794,
0.0315999761223793,
-0.05169062688946724,
0.00569025706499815,
0.048194631934165955,
0.031116772443056107,
-0.008840112015604973,
-0.03205760940909386,
-0.08507626503705978,
0.0007615006761625409,
0.03390202671289444,
0.0324682854115963,
-0.03874845430254936,
-0.02637597545981407,
0.04222782328724861,
-0.014393659308552742,
0.008755388669669628,
-0.005380903370678425,
0.015524930320680141,
-0.03411099314689636,
0.01187087781727314,
-0.043462663888931274,
-0.012735836207866669,
-0.039265263825654984,
0.02847846783697605,
-0.018075764179229736,
-0.01312783919274807,
0.018069852143526077,
-0.00805122684687376,
-0.050889380276203156,
-0.008161347359418869,
-0.009832918643951416,
0.009486277587711811,
-0.006967311259359121,
-0.025729505345225334,
0.023220589384436607,
0.04924484342336655,
0.01142666582018137,
-0.02880464866757393,
0.03928053751587868,
-0.024860233068466187,
-0.027493471279740334,
0.06917836517095566,
0.006283538416028023,
-0.017554430291056633,
-0.0024095012340694666,
0.013737578876316547,
-0.012340959161520004,
-0.007767411880195141,
-0.020227795466780663,
0.03766309469938278,
0.005062614567577839,
-0.013234362937510014,
0.052447907626628876,
0.024073339998722076,
0.0007482412038370967,
-0.016234219074249268,
0.004946116823703051,
-0.0000795812375145033,
-0.0037673264741897583,
-0.05346520617604256,
-0.03769351541996002,
0.016940046101808548,
-0.012534587644040585,
0.039511218667030334,
0.01707681082189083,
0.04087715595960617,
-0.04312969744205475,
-0.023570436984300613,
0.01834295317530632,
0.05407518520951271,
0.008537447080016136,
-0.009595093317329884,
-0.011103980243206024,
0.014131059870123863,
0.009702094830572605,
-0.03567487373948097,
-0.005303736310452223,
0.006060551851987839,
0.01082178857177496,
0.010579333640635014,
-0.03216230869293213,
0.009734444320201874,
-0.008686424233019352,
-0.04038287326693535,
0.004911067895591259,
-0.022049693390727043,
0.00031072262208908796,
0.0024909120984375477,
0.04181241989135742,
0.0010946969268843532,
-0.08229056745767593,
-0.0037740690167993307,
0.03691583499312401,
-0.022097429260611534,
0.025609316304326057,
-0.029802599921822548,
0.06454681605100632,
-0.03327733650803566,
-0.013371076434850693,
-0.04421798884868622,
-0.05492646247148514,
-0.005984145682305098,
-0.010496795177459717,
0.006958845071494579,
0.0027945598121732473,
0.0015248667914420366,
-0.036851175129413605,
0.04563964903354645,
-0.007494423538446426,
0.05424441024661064,
-0.05040900036692619,
0.008284390904009342,
-0.010338323190808296,
0.018180761486291885,
0.0413585864007473,
0.028141267597675323,
0.010456875897943974,
0.0011732662096619606,
0.02228691056370735,
-0.0009924821788445115,
0.011881728656589985,
0.02031727321445942,
-0.012323671951889992,
-0.01237660925835371,
-0.02587726153433323,
-0.00028485149960033596,
0.03597059100866318,
-0.0019784891046583652,
0.001729535055346787,
0.009865978732705116,
0.011400943621993065,
0.02773130126297474,
-0.011776168830692768,
-0.019686171784996986,
-0.03287560120224953,
-0.015836764127016068,
-0.018497589975595474,
-0.00936933048069477,
-0.020976219326257706,
-0.00027803677949123085,
0.04101532697677612,
-0.007241505663841963,
-0.027540242299437523,
0.004502690397202969,
0.06786093860864639,
0.011922311037778854,
0.028196925297379494,
-0.012515056878328323,
-0.008255936205387115,
0.057860102504491806,
0.006984715349972248,
0.003989481367170811,
0.008414075709879398,
0.04954203963279724,
-0.010593443177640438,
-0.003842306323349476,
-0.027447491884231567,
0.0005455907084979117,
0.04106268659234047,
-0.04313546419143677,
0.03756152465939522,
0.029599035158753395,
-0.025823717936873436,
-0.015537983737885952,
-0.05889009311795235,
-0.004522946663200855,
-0.0045149303041398525,
0.0019206395372748375,
0.06528908759355545,
-0.0019974003080278635,
-0.008344655856490135,
0.02781892940402031,
0.0064128548838198185,
-0.012456435710191727,
0.012395452708005905,
-0.009601323865354061,
0.02627839334309101,
0.01754864864051342,
-0.027326148003339767,
-0.04041675105690956,
0.03743661195039749,
-0.02924279496073723,
-0.006705496460199356,
-0.04060075059533119,
-0.024987585842609406,
0.03264126926660538,
0.04955713450908661,
0.006416934542357922,
-0.0905819907784462,
-0.03545770049095154,
-0.03909018263220787,
0.007320394739508629,
0.014174513518810272,
-0.005961399059742689,
-0.0059351809322834015,
0.017318719998002052,
0.010519515722990036,
-0.00006860303255962208,
-0.014436199329793453,
-0.023732561618089676,
-0.08258496224880219,
-0.04985382407903671,
-0.02648167498409748,
-0.036948416382074356,
0.021227436140179634,
-0.016060246154665947,
-0.07089053839445114,
0.01168972160667181,
-0.04864436015486717,
-0.0213872492313385,
0.0026350743137300014,
0.012807006016373634,
0.004003416281193495,
0.037456829100847244,
-0.014022049494087696,
-0.006037443410605192,
0.01732656918466091,
0.01288312952965498,
0.08618887513875961,
0.05385853722691536,
0.041719961911439896,
-0.08845612406730652,
0.007796778343617916,
-0.03672117367386818,
0.01689363643527031,
-0.007844885811209679,
-0.031141681596636772,
0.03095990978181362,
-0.03598892316222191,
0.059188976883888245,
0.05532338470220566,
0.03201543167233467,
-0.004064516630023718,
0.07116290926933289,
-0.03911598026752472,
-0.009851637296378613,
0.00259689730592072,
0.0003470968222245574,
-0.027020271867513657,
0.015350679866969585,
-0.018321586772799492,
0.010283520445227623,
0.0018313834443688393,
-0.003560036653652787,
-0.02153059095144272,
0.015031018294394016,
-0.005086148623377085,
0.020126042887568474,
-0.052877914160490036,
0.017056375741958618,
0.0008037560619413853,
0.014380235224962234,
-0.03345026820898056,
-0.027707481756806374,
0.006729271728545427,
-0.06378060579299927,
-0.012061657384037971,
0.03484584018588066,
-0.01130253542214632,
-0.031263262033462524,
0.00603991374373436,
-0.01997295208275318,
-0.09102509170770645,
-0.006787399295717478,
0.0007294288952834904,
0.004898929502815008,
-0.013362139463424683,
-0.03218270093202591,
-0.05399418994784355,
-0.0014282513875514269,
-0.015401564538478851,
-0.030240993946790695,
-0.01980781927704811,
0.016282465308904648,
0.05536985024809837,
0.005390329752117395,
-0.036111097782850266,
-0.05324656516313553,
0.005985085386782885,
-0.021420486271381378,
0.04844420403242111,
0.024141598492860794,
-0.03738496080040932,
0.016858329996466637,
-0.04761643707752228,
0.0183494221419096,
0.003612915286794305,
-0.012367959134280682,
0.0364384651184082,
0.029324091970920563,
-0.012423848733305931,
-0.008653160184621811,
-0.0046538980677723885,
-0.00792976375669241,
0.007433148566633463,
0.0008350738207809627,
-0.007092424668371677,
-0.02307494729757309,
-0.04967057704925537,
-0.011048790067434311,
-0.03116275742650032,
0.016750037670135498,
-0.0526994913816452,
-0.007033762522041798,
0.056511443108320236,
0.022259393706917763,
0.028387509286403656,
0.028737928718328476,
0.012067034840583801,
0.026487737894058228,
0.013641227968037128,
-0.06832712143659592,
-0.024925174191594124,
0.02315106987953186,
-0.022515196353197098,
-0.02161535806953907,
-0.029928352683782578,
0.07652492076158524,
0.0006684928666800261,
0.029471557587385178,
-0.017823975533246994,
0.02062292955815792,
-0.010383150540292263,
0.03075801022350788,
0.00002906118970713578,
-0.03154535964131355,
0.03023381344974041,
0.010517829097807407,
0.014700609259307384,
-0.022699791938066483,
-0.009233405813574791,
-0.04364100843667984,
-0.022027621045708656,
0.013073951005935669,
-0.006993723567575216,
0.0017321084160357714,
-0.005544785410165787,
0.009200132451951504,
0.03916909918189049,
-0.04822125658392906,
-0.00916591752320528,
-0.05415738373994827,
-0.005398223642259836,
0.029054226353764534,
-0.045250046998262405,
0.049229491502046585,
-0.004049601498991251,
-0.027666229754686356,
0.03395581245422363,
0.04239184781908989,
0.021398555487394333,
0.01538111362606287,
0.018579678609967232,
-0.01948508992791176,
0.007903676480054855,
0.03343508392572403,
-0.016055351123213768,
-0.03322029113769531,
0.002500004367902875,
-0.02391309104859829,
-0.036549702286720276,
0.02745872549712658,
-0.011340858414769173,
0.03703897446393967,
0.040674205869436264,
0.017743509262800217,
-0.042654357850551605,
0.08544941246509552,
-0.027152251452207565,
0.015265566296875477,
-0.03866173326969147,
-0.03447340801358223,
-0.04027950391173363,
-0.027982285246253014,
0.00046654848847538233,
0.015918996185064316,
-0.0171579048037529,
0.0630926787853241,
0.06895367801189423,
-0.004840002860873938,
-0.027229048311710358,
0.004271010402590036,
-0.026993894949555397,
0.009739815257489681,
0.028697079047560692,
-0.032235872000455856,
0.06717891246080399,
0.03331040218472481,
-0.025324184447526932,
0.03534243628382683,
0.026862984523177147,
0.01978733204305172,
-0.0889042317867279,
-0.05990058183670044,
-0.005729956552386284,
0.030129214748740196,
0.0033392442855983973,
-0.05174490809440613,
-0.021850336343050003,
0.012138932943344116,
-0.031673185527324677,
0.0031431401148438454,
0.02685968205332756,
-0.008782830089330673,
-0.011241411790251732,
0.01073014922440052,
-0.000020754332581418566,
0.003154441248625517,
0.028902849182486534,
0.00939058419317007,
0.017259113490581512,
0.022467028349637985,
0.020825378596782684,
-0.02943473868072033,
-0.01882588304579258,
-0.023066692054271698,
0.008551523089408875,
-0.06379231065511703,
0.016082370653748512,
-0.03254460543394089,
-0.00561764370650053,
0.0328151173889637,
-0.025289831683039665,
0.019937973469495773,
0.050125665962696075,
0.0336507111787796,
0.029338199645280838,
0.016124555841088295,
0.020108796656131744,
0.02510954812169075,
-0.01041475124657154,
0.03217384219169617,
0.033294543623924255,
0.05401139706373215,
-0.014314305037260056,
0.02582881972193718,
-0.00872447807341814,
-0.006525858771055937,
0.0005738104227930307,
0.009879957884550095,
-0.01499101985245943,
-0.014346455223858356,
-0.021882278844714165,
-0.030339445918798447,
0.0394008606672287,
0.018541716039180756,
-0.008359699510037899,
-0.034226592630147934,
0.019801001995801926,
0.02161179855465889,
0.02924341894686222,
-0.021794158965349197,
-0.019080255180597305,
0.0013779673026874661,
-0.011166036128997803,
0.013425846584141254,
-0.006288105621933937,
0.025120990350842476,
-0.055201344192028046,
0.0014316410524770617,
0.006162367295473814,
-0.02591685578227043,
0.008426442742347717,
-0.005041664931923151,
-0.026236504316329956,
0.03824227675795555,
-0.004944790154695511,
-0.027538930997252464,
0.028523331508040428,
-0.006895778700709343,
0.03486701846122742,
-0.054220180958509445,
0.093934066593647,
0.020282410085201263,
-0.03998441994190216,
-0.05106335133314133,
0.015330214984714985,
-0.039748504757881165,
0.004500553011894226,
0.045830097049474716,
0.021363960579037666,
0.007852396927773952,
-0.01246919110417366,
0.07149671018123627,
-0.02019183151423931,
-0.013043167069554329,
0.05077548697590828,
0.027073917910456657,
-0.05804826691746712,
-0.01767716556787491,
-0.012900294736027718,
-0.020091069862246513,
0.030905304476618767,
0.02976357750594616,
0.0021735753398388624,
0.013959281146526337,
0.006634244695305824,
0.008595235645771027,
0.012068254873156548,
0.04513196647167206,
-0.028218118473887444,
0.05080660432577133,
-0.027282368391752243,
-0.017122551798820496,
0.047795619815588,
0.0215435940772295,
-0.029868461191654205,
0.020515000447630882,
-0.019736705347895622,
0.024773191660642624,
-0.0002734384033828974,
0.0030539645813405514,
-0.03475993871688843,
-0.03723161295056343,
-0.005906891077756882,
0.03189057856798172,
-0.05157366394996643,
-0.02251981943845749,
0.02509387955069542,
0.030350325629115105,
0.0663616880774498,
-0.04160374775528908,
0.010735327377915382,
0.03446713089942932,
-0.012388255447149277,
0.05155811086297035,
0.06496673077344894,
0.051999252289533615,
-0.011690033599734306,
0.015811294317245483,
0.03751829266548157,
0.0016078564804047346,
0.031249472871422768,
0.0014762342907488346,
0.05447429046034813,
-0.008381622843444347,
-0.006876038387417793,
0.00930176954716444,
-0.023644505068659782,
0.0057224854826927185,
0.03485292196273804,
-0.008865216746926308,
0.061798252165317535,
-0.053855568170547485,
-0.03830290213227272,
-0.010677590034902096,
0.012268719263374805,
-0.030278725549578667,
-0.030875805765390396,
0.04728129878640175,
0.030648212879896164,
0.007323465310037136,
-0.023670583963394165,
0.017674574628472328,
-0.011380866169929504,
0.018670333549380302,
0.0010223842691630125,
0.007469346281141043,
-0.051026809960603714,
-0.00906115211546421,
-0.0454748161137104,
-0.03066374734044075,
-0.03347843512892723,
-0.056090667843818665,
0.06160009652376175,
0.041182853281497955,
0.011493454687297344,
-0.027623282745480537,
-0.03490117937326431,
-0.016024531796574593,
0.039906252175569534,
-0.08326858282089233,
-0.00743210269138217,
-0.01564166508615017,
0.014453784562647343,
-0.01630767621099949,
-0.04607570916414261
] |
<p>Can anyone tell me what exactly a cross-validation analysis gives as result?
Is it just the average accuracy or does it give any model with parameters tuned? </p>
<p>Because, I heard somewhere that cross-validation is used for parameter tuning.</p> | 36,638 | [
-0.029588956385850906,
-0.003342600306496024,
-0.03713073581457138,
0.0001202124185510911,
0.05390394479036331,
0.009257704950869083,
-0.020881617441773415,
-0.024726402014493942,
0.05135389044880867,
-0.01942862570285797,
0.03428962454199791,
0.01837620884180069,
0.044538795948028564,
0.008900952525436878,
-0.008031892590224743,
0.04272637143731117,
-0.0058816829696297646,
0.016488483175635338,
0.0010160427773371339,
0.006567217875272036,
0.00011784375965362415,
0.014063555747270584,
0.010449510999023914,
-0.03053550235927105,
-0.004768886603415012,
0.028952471911907196,
0.06426137685775757,
-0.03758906200528145,
0.04062163084745407,
0.03523989021778107,
-0.04221512749791145,
-0.024674318730831146,
0.005232470575720072,
0.06890130043029785,
0.012138042598962784,
-0.000870579679030925,
-0.007018656935542822,
-0.049076054245233536,
-0.017237626016139984,
0.04440018907189369,
-0.012661231681704521,
-0.034823816269636154,
0.003886957885697484,
0.0318274088203907,
-0.008706933818757534,
0.00353785278275609,
-0.03133116662502289,
-0.0579567514359951,
0.006613246165215969,
-0.06069781631231308,
0.07605692744255066,
-0.023426754400134087,
0.025066988542675972,
0.029941851273179054,
-0.005925366654992104,
0.0249553881585598,
0.08099488168954849,
0.02331766113638878,
-0.008025567047297955,
-0.08399558812379837,
-0.01438918150961399,
-0.008905739523470402,
0.020993083715438843,
-0.00856670644134283,
-0.01081791240721941,
0.03297151252627373,
-0.006708031054586172,
-0.011405865661799908,
0.017932770773768425,
0.021627774462103844,
0.015745308250188828,
0.03017629310488701,
0.03882359340786934,
-0.018092025071382523,
0.002326831454411149,
-0.025305354967713356,
0.01037230622023344,
0.04064574092626572,
0.04892551153898239,
0.044643376022577286,
0.001998485531657934,
0.006911855656653643,
0.006358169484883547,
0.011757634580135345,
0.011341440491378307,
0.00337027246132493,
0.07003042846918106,
0.002093459712341428,
-0.003031460102647543,
0.004760213196277618,
0.009854022413492203,
0.026481086388230324,
0.026385746896266937,
0.006900709122419357,
-0.019954031333327293,
0.0489954836666584,
0.007133956998586655,
0.034985654056072235,
0.031079374253749847,
-0.04956846311688423,
0.03176787868142128,
-0.017478186637163162,
-0.004521127324551344,
0.027790838852524757,
-0.018862558528780937,
0.00519694434478879,
-0.008837904781103134,
-0.01874525099992752,
-0.003380173584446311,
-0.021105224266648293,
-0.007077042479068041,
0.01868731714785099,
0.031193803995847702,
0.00858702789992094,
0.021054713055491447,
0.03828035667538643,
0.014637717977166176,
0.0032384309452027082,
0.03889329731464386,
0.031246772035956383,
0.05141111835837364,
-0.017797842621803284,
0.02023049257695675,
0.010402760468423367,
-0.022574590519070625,
-0.02195422723889351,
-0.0012284311233088374,
-0.0017410378204658628,
-0.04788249358534813,
0.05418930575251579,
-0.03963886946439743,
-0.036546092480421066,
0.02344372868537903,
0.002223451854661107,
0.013438059948384762,
0.005481133237481117,
-0.10089844465255737,
-0.06589335948228836,
0.003697443986311555,
0.005497137550264597,
0.025451065972447395,
-0.06223952770233154,
0.005010940600186586,
0.009907500818371773,
0.033766817301511765,
0.02291523851454258,
0.036664772778749466,
0.01800452172756195,
-0.002257849322631955,
-0.005723882000893354,
-0.04290581867098808,
-0.052929919213056564,
0.0032744258642196655,
-0.002267220988869667,
-0.02221756801009178,
-0.07790984958410263,
0.006830296479165554,
0.008687552995979786,
-0.03243599086999893,
-0.03197168558835983,
0.009152054786682129,
-0.017159733921289444,
-0.04291393980383873,
-0.004976350348442793,
-0.006722119636833668,
-0.01459325198084116,
0.04264416545629501,
0.011548143811523914,
0.023067710921168327,
0.03103504702448845,
-0.01608489640057087,
0.02406879886984825,
0.06107495352625847,
0.023582827299833298,
0.01264421921223402,
0.04236004874110222,
-0.002325088484212756,
-0.03354774788022041,
0.031381648033857346,
-0.005578856915235519,
-0.05129411816596985,
-0.022897571325302124,
0.00012890464859083295,
0.031210942193865776,
-0.006572507321834564,
0.04192802309989929,
0.004288933239877224,
-0.016602084040641785,
0.012464297004044056,
-0.046014267951250076,
-0.02162572182714939,
-0.08366376906633377,
0.010032078251242638,
-0.030820805579423904,
-0.0005641261232085526,
0.008330323733389378,
0.0166301429271698,
-0.0002877025108318776,
-0.04732486978173256,
-0.010892375372350216,
-0.04433497041463852,
0.01749889738857746,
0.02860843390226364,
-0.03943246230483055,
0.018917253240942955,
0.05370664224028587,
-0.0023946838919073343,
-0.03886403888463974,
0.054771482944488525,
-0.03489048406481743,
-0.06791720539331436,
-0.011207603849470615,
-0.04177618399262428,
-0.01830570213496685,
-0.04322995990514755,
-0.0314432755112648,
0.023515479639172554,
-0.018085123971104622,
-0.02030598744750023,
0.018040653318166733,
-0.06231503561139107,
0.0832202285528183,
0.042005542665719986,
0.00257269199937582,
0.017854399979114532,
0.0007703719893470407,
0.01166450697928667,
0.03742745518684387,
-0.00476954597979784,
-0.00980768259614706,
-0.06541729718446732,
-0.025867709890007973,
0.03149178624153137,
0.009178252890706062,
-0.023508135229349136,
-0.01708763651549816,
0.060400139540433884,
0.008705927059054375,
0.02412438578903675,
0.00044718579738400877,
-0.0022047313395887613,
0.0036159211304038763,
0.005194546654820442,
0.03189677372574806,
-0.006694328971207142,
0.012231426313519478,
0.01045354176312685,
0.014121278189122677,
0.03524480760097504,
0.009372584521770477,
-0.006456454284489155,
0.08511604368686676,
-0.008897450752556324,
-0.007862954400479794,
0.008273863233625889,
-0.026689274236559868,
0.02829800173640251,
-0.01930188573896885,
0.01885669305920601,
-0.018076177686452866,
-0.0008813721360638738,
0.02017117477953434,
-0.010213576257228851,
0.007834965363144875,
0.037112005054950714,
0.017515435814857483,
-0.025527648627758026,
0.01825147680938244,
0.032097768038511276,
-0.043414406478405,
0.018619973212480545,
-0.041956957429647446,
-0.0036934271920472383,
-0.05352288484573364,
-0.03052237443625927,
0.037479136139154434,
0.016166377812623978,
0.05160628259181976,
-0.001330839586444199,
-0.052890196442604065,
-0.016165191307663918,
-0.03287800773978233,
0.009234493598341942,
-0.02720276452600956,
-0.018196601420640945,
-0.006574798375368118,
-0.03285745903849602,
0.0032572203781455755,
0.05124016851186752,
-0.040157172828912735,
-0.01058083027601242,
0.04244273900985718,
-0.004461122676730156,
-0.03680812567472458,
-0.036701641976833344,
-0.03248748555779457,
0.030299944803118706,
-0.012766705825924873,
-0.009634308516979218,
0.02724858745932579,
0.0018171821720898151,
-0.03835257142782211,
0.05432787537574768,
-0.010965044610202312,
-0.009098533540964127,
-0.010774166323244572,
-0.004064460285007954,
0.03207544982433319,
-0.00523621030151844,
0.0343564972281456,
0.020955758169293404,
-0.03307821601629257,
0.006926112808287144,
-0.059922173619270325,
-0.04854375496506691,
0.04552885890007019,
-0.007465692702680826,
0.019089413806796074,
-0.0011392462765797973,
-0.03646067529916763,
0.08034542202949524,
0.014580420218408108,
-0.05149921402335167,
-0.02924933284521103,
0.028859276324510574,
-0.03263638913631439,
-0.023203987628221512,
0.009887918829917908,
0.028011765331029892,
0.022213462740182877,
0.05027240514755249,
0.009663005359470844,
0.023060742765665054,
0.045504454523324966,
-0.006689134985208511,
-0.004937352612614632,
-0.007898968644440174,
0.01119146030396223,
-0.013196964748203754,
0.026440296322107315,
0.012254029512405396,
-0.010951654054224491,
0.025090673938393593,
0.031081587076187134,
0.030470265075564384,
0.027688702568411827,
-0.014523674733936787,
0.028174875304102898,
-0.023752298206090927,
0.01788690686225891,
-0.024584628641605377,
0.024576444178819656,
-0.01652037724852562,
0.00008610678924014792,
-0.015139257535338402,
0.01705137826502323,
0.044873159378767014,
0.0025067301467061043,
0.00343477469868958,
0.026631316170096397,
0.04407023265957832,
-0.03691880404949188,
-0.00743496511131525,
0.0015814467333257198,
0.008170338347554207,
-0.01223447360098362,
0.01088032592087984,
-0.05270807072520256,
0.07531704753637314,
0.058576662093400955,
0.01660809852182865,
-0.000799192872364074,
-0.044264618307352066,
-0.012788684107363224,
-0.09817718714475632,
0.005247859749943018,
-0.06238393485546112,
0.04591863974928856,
0.005539780016988516,
0.06602564454078674,
0.008336436934769154,
-0.020728154107928276,
0.029444774612784386,
-0.0037468099035322666,
-0.06492045521736145,
0.04383675754070282,
-0.018269890919327736,
-0.026805510744452477,
-0.028684522956609726,
-0.039314523339271545,
0.010592551901936531,
-0.027812490239739418,
0.014757147058844566,
0.00718492129817605,
0.025437241420149803,
-0.0337204709649086,
0.002613734919577837,
0.0034821894951164722,
0.005006380379199982,
-0.011998487636446953,
0.002556283725425601,
0.038158152252435684,
0.0017660813173279166,
0.008032141253352165,
0.03702344372868538,
-0.020094310864806175,
-0.03515477478504181,
-0.033859118819236755,
-0.0004910901770927012,
0.026780635118484497,
0.03780059516429901,
0.03307442367076874,
0.03777153417468071,
-0.06331434845924377,
0.03966384753584862,
-0.009356538765132427,
0.04858691990375519,
0.04493372142314911,
0.005519052967429161,
-0.04767615720629692,
-0.05672580748796463,
-0.011049438267946243,
0.022919248789548874,
-0.0160056222230196,
-0.011973988264799118,
0.008455641567707062,
0.0409870371222496,
0.021525472402572632,
-0.054713521152734756,
0.015358326025307178,
0.07172126322984695,
0.03392665088176727,
0.010362503118813038,
-0.03334379568696022,
-0.02379755489528179,
-0.014784571714699268,
-0.04085638374090195,
0.036945607513189316,
-0.014856207184493542,
-0.01405335497111082,
0.007861994206905365,
0.02749483473598957,
-0.028366107493638992,
-0.04629503935575485,
-0.039646394550800323,
0.0304523017257452,
0.0398656465113163,
-0.004034814890474081,
-0.03164738044142723,
0.001460867584683001,
0.0656212866306305,
0.052584365010261536,
0.019799932837486267,
-0.011188610456883907,
-0.10020219534635544,
0.01497307326644659,
0.06126104295253754,
0.03292612358927727,
-0.07909166812896729,
-0.03358558192849159,
-0.03439286723732948,
0.018382946029305458,
0.03225505352020264,
-0.03495560213923454,
0.021838119253516197,
0.02407943457365036,
0.0244071576744318,
-0.03714536130428314,
0.03692476451396942,
-0.031003287062048912,
0.001190357143059373,
-0.005023756995797157,
0.023814838379621506,
-0.038711220026016235,
-0.022131875157356262,
-0.047119054943323135,
0.02900545857846737,
0.008403420448303223,
0.049457043409347534,
-0.01740914024412632,
0.015784835442900658,
-0.010132192634046078,
0.007313028909265995,
0.0015960880555212498,
-0.07457716017961502,
-0.029279937967658043,
0.009936981834471226,
-0.02656681276857853,
0.015453387051820755,
0.008821147494018078,
-0.04440252482891083,
0.02031484805047512,
0.017297731712460518,
-0.02654341608285904,
-0.02847820334136486,
-0.01496745366603136,
0.01268409751355648,
0.02328331582248211,
0.02304905466735363,
0.06788700073957443,
0.0030889143235981464,
0.005407160148024559,
-0.03274301812052727,
-0.007043956313282251,
0.024775968864560127,
-0.0030326603446155787,
-0.03202898055315018,
-0.026625867933034897,
-0.03723849728703499,
-0.03809794783592224,
-0.004436453804373741,
-0.006328812334686518,
0.03813948854804039,
-0.03306153044104576,
-0.029921768233180046,
-0.024168051779270172,
0.029224323108792305,
-0.026341285556554794,
-0.01524435542523861,
0.023568416014313698,
0.0012531125685200095,
0.010357599705457687,
-0.015294237062335014,
0.016324784606695175,
0.007035152055323124,
0.011193804442882538,
0.01628189906477928,
-0.02446005307137966,
-0.009417287074029446,
-0.022644439712166786,
-0.03229755908250809,
0.03761202469468117,
-0.0033547189086675644,
0.04868190735578537,
-0.007833626121282578,
0.01649487018585205,
0.00782554131001234,
-0.06301267445087433,
-0.016655750572681427,
0.02121286652982235,
-0.0030723875388503075,
0.04239547625184059,
-0.029042791575193405,
0.03143186494708061,
-0.013592497445642948,
-0.00655360147356987,
-0.07701926678419113,
-0.04136764258146286,
0.0395674966275692,
-0.0010324354516342282,
-0.03549790382385254,
-0.01368990819901228,
-0.002496897941455245,
-0.025852935388684273,
-0.021394528448581696,
-0.015044298022985458,
0.03260320425033569,
-0.008197925984859467,
0.00012404125300236046,
0.015164998359978199,
-0.026665955781936646,
0.0514591708779335,
0.02670464664697647,
0.030451061204075813,
-0.010021792724728584,
-0.023150868713855743,
-0.03239785507321358,
0.01890759915113449,
0.033701539039611816,
-0.03875138610601425,
0.012658508494496346,
-0.03240983933210373,
0.010434424504637718,
0.03195143863558769,
-0.011624693870544434,
-0.007073790300637484,
-0.02442498318850994,
0.02619214542210102,
0.008548375219106674,
-0.01708541251718998,
0.011575558222830296,
-0.0031537662725895643,
0.005102997645735741,
0.009966500103473663,
0.002264211652800441,
-0.038180723786354065,
0.003813318908214569,
0.011659965850412846,
0.0013766041956841946,
-0.024210242554545403,
0.00795360840857029,
0.09569119662046432,
-0.006251440849155188,
0.011162949725985527,
-0.012912271544337273,
-0.03898528218269348,
0.03207721188664436,
0.006856244057416916,
0.0032748784869909286,
0.030875137075781822,
0.034379202872514725,
-0.03849479928612709,
-0.036901041865348816,
-0.02048170566558838,
-0.026359040290117264,
0.04434841871261597,
-0.0300183966755867,
0.05087039992213249,
0.05489647760987282,
0.013315821997821331,
-0.028109228238463402,
-0.044358015060424805,
-0.02093498408794403,
0.007181777153164148,
0.007859155535697937,
0.039513442665338516,
0.024138182401657104,
-0.0025532261934131384,
0.01398150809109211,
-0.010290367528796196,
0.012571527622640133,
0.03947734087705612,
0.029987625777721405,
0.03781244158744812,
-0.01723957061767578,
-0.0108888428658247,
-0.061286792159080505,
0.04833626374602318,
-0.036753151565790176,
-0.007753318175673485,
-0.010671659372746944,
0.0034561355132609606,
0.03744308277964592,
0.03439496457576752,
-0.015094573609530926,
-0.031000392511487007,
-0.0017602704465389252,
-0.04002578556537628,
0.04367861524224281,
0.016631266102194786,
-0.012266882695257664,
0.014515453949570656,
0.014026644639670849,
0.02104271575808525,
-0.004655451979488134,
0.02384527213871479,
-0.016737425699830055,
-0.07263123989105225,
-0.006008980795741081,
-0.002871424425393343,
-0.027865691110491753,
0.05181688442826271,
0.035687558352947235,
-0.05937708169221878,
0.014211098663508892,
-0.044715169817209244,
0.02674279548227787,
-0.006585235241800547,
0.03047521412372589,
-0.03789585828781128,
0.05927414819598198,
-0.024396954104304314,
-0.0002637575089465827,
0.027661480009555817,
0.02473626285791397,
0.12226250767707825,
0.08594857901334763,
0.018384873867034912,
-0.06563491374254227,
-0.0025291203055530787,
-0.027659356594085693,
-0.0017451156163588166,
-0.028476838022470474,
0.0014765862142667174,
0.011600077152252197,
0.03146413713693619,
0.01959885098040104,
0.0003618293849285692,
0.01440679281949997,
-0.00888172909617424,
0.059806086122989655,
-0.009613873437047005,
-0.032563310116529465,
0.04201030731201172,
-0.0020722150802612305,
-0.009594345465302467,
-0.010700982995331287,
-0.023247404024004936,
0.009907479397952557,
-0.011818462051451206,
-0.025435572490096092,
-0.02518962323665619,
-0.03726327791810036,
0.008236882276833057,
-0.0064297993667423725,
-0.028526874259114265,
0.008703263476490974,
-0.011028368026018143,
0.020387813448905945,
-0.07928360253572464,
0.015239747241139412,
-0.02316642738878727,
0.010930655524134636,
-0.011445463635027409,
0.04402812570333481,
0.020350266247987747,
-0.02492939867079258,
-0.013363252393901348,
0.02226024679839611,
-0.048531074076890945,
-0.022231992334127426,
-0.04856890067458153,
0.003497001249343157,
0.009355362504720688,
-0.02787465788424015,
-0.014367091469466686,
0.031661149114370346,
-0.008469689637422562,
-0.032735344022512436,
-0.0013476378517225385,
0.02843715064227581,
0.01596512459218502,
-0.04083944857120514,
-0.045452821999788284,
-0.06585104763507843,
0.027756815776228905,
-0.03265063092112541,
0.018403595313429832,
0.02362285554409027,
-0.02809954434633255,
-0.00021228485275059938,
-0.021556703373789787,
0.06013612821698189,
-0.006572781130671501,
0.002805850701406598,
0.0010630636243149638,
-0.0003185630193911493,
-0.048793770372867584,
-0.008996783755719662,
0.030107242986559868,
0.022090649232268333,
0.03999142721295357,
-0.00028940654010511935,
-0.0069296397268772125,
-0.013036206364631653,
-0.06106182187795639,
0.008617297746241093,
-0.0026031043380498886,
0.004804914817214012,
-0.013458185829222202,
0.00962816271930933,
0.01616223156452179,
0.02910763956606388,
0.036763809621334076,
0.02690373733639717,
-0.005514462944120169,
0.004355827812105417,
0.0070007252506911755,
-0.05705287307500839,
-0.012793423607945442,
0.016328860074281693,
-0.02590702846646309,
0.022841347381472588,
0.008288673125207424,
0.05512642487883568,
0.01401517167687416,
0.029014021158218384,
-0.03858914598822594,
0.028474582359194756,
-0.02375085838139057,
0.01722748763859272,
0.009150966070592403,
-0.04669543355703354,
0.003676688764244318,
-0.0067039234563708305,
0.007763225585222244,
-0.008097914047539234,
0.0009082644246518612,
-0.02909909561276436,
-0.049194782972335815,
0.048978064209222794,
0.009536927565932274,
-0.02595786564052105,
0.02109907753765583,
-0.00465853838250041,
0.045613229274749756,
-0.037342023104429245,
0.009884998202323914,
-0.039715901017189026,
0.011137672699987888,
-0.018069367855787277,
-0.03535183146595955,
0.03819737583398819,
-0.02796647511422634,
-0.011424783617258072,
-0.005840786267071962,
0.05525040999054909,
-0.007564086467027664,
0.020583132281899452,
0.013121825642883778,
0.009596511721611023,
-0.0012192042777314782,
0.05435692146420479,
-0.03744754195213318,
-0.015897275879979134,
0.045937106013298035,
-0.04855399951338768,
-0.007688577752560377,
0.01723162829875946,
-0.025868209078907967,
0.049524739384651184,
0.01311838161200285,
-0.02234245464205742,
0.0014685887144878507,
0.05045142024755478,
-0.028747979551553726,
-0.031055452302098274,
-0.0085146464407444,
0.009841765277087688,
0.046267759054899216,
0.028637297451496124,
0.009689286351203918,
-0.007044172380119562,
0.003658940549939871,
0.033126670867204666,
0.04281110689043999,
0.00024161867622751743,
-0.02842818573117256,
0.04310523718595505,
-0.009819616563618183,
0.0066613685339689255,
0.025762924924492836,
0.012030947022140026,
-0.007652704603970051,
0.06221575662493706,
0.031035088002681732,
0.01477665826678276,
-0.00664967205375433,
0.010827171616256237,
-0.09516669809818268,
-0.004531062673777342,
0.0009795519290491939,
0.015933014452457428,
0.012833554297685623,
-0.04747346416115761,
0.015186742879450321,
0.05221545323729515,
-0.0406782291829586,
0.02794943004846573,
-0.024410085752606392,
-0.02675349824130535,
-0.02375631406903267,
0.00517143402248621,
-0.009450292214751244,
0.02149164117872715,
0.054261188954114914,
-0.011199217289686203,
0.02317299321293831,
0.015552148222923279,
-0.008930154144763947,
-0.010446149855852127,
-0.006783663295209408,
0.05815889313817024,
0.0010903846705332398,
-0.03951265662908554,
0.010913246311247349,
-0.010800404474139214,
-0.06041766703128815,
0.027062969282269478,
0.008430243469774723,
0.02709888108074665,
0.013637895695865154,
0.02934773452579975,
0.024785220623016357,
0.010440587997436523,
0.02795802801847458,
-0.004116289783269167,
-0.02240140177309513,
0.040359627455472946,
0.0009732037433423102,
0.04594307020306587,
-0.019688740372657776,
0.029748672619462013,
-0.008444546721875668,
-0.010502140037715435,
-0.04919153079390526,
0.014853399246931076,
-0.024088140577077866,
-0.024602482095360756,
-0.001351531594991684,
-0.005308154504746199,
-0.01663724146783352,
-0.04304693266749382,
-0.003578560659661889,
-0.003564385697245598,
0.013384928926825523,
0.029294608160853386,
0.015801137313246727,
-0.01919361762702465,
0.011783953756093979,
-0.014241155236959457,
-0.020933721214532852,
0.02804330736398697,
0.010189229622483253,
-0.019404686987400055,
-0.07592786848545074,
-0.004581280052661896,
0.01101605873554945,
-0.01329915039241314,
-0.04136006534099579,
-0.009939612820744514,
-0.027062775567173958,
0.03910151124000549,
0.014274955727159977,
-0.005045349709689617,
0.027535442262887955,
-0.06535977870225906,
-0.008206713944673538,
-0.06835684180259705,
0.10982109606266022,
0.006990701425820589,
-0.06743238866329193,
-0.049598030745983124,
-0.004838764667510986,
-0.024624740704894066,
-0.021071752533316612,
0.04511222243309021,
0.006325106602162123,
0.005462073255330324,
-0.015568149276077747,
0.03301244601607323,
-0.039990052580833435,
-0.05788452923297882,
0.04563187062740326,
-0.03313038870692253,
-0.021730957552790642,
-0.04226730391383171,
-0.028075991198420525,
-0.01081681065261364,
0.03629462793469429,
-0.0019235869403928518,
-0.030703699216246605,
0.06081949546933174,
-0.020156051963567734,
-0.01753603108227253,
0.04837825521826744,
0.01828162558376789,
0.011870653368532658,
0.07509845495223999,
0.03344590961933136,
0.029433028772473335,
0.02318006008863449,
0.011291843838989735,
-0.026595788076519966,
0.025908691808581352,
-0.024551939219236374,
-0.004438673611730337,
-0.028694678097963333,
0.05254168435931206,
-0.016565164551138878,
-0.03470355644822121,
-0.00740752462297678,
0.05799218639731407,
-0.046094369143247604,
-0.009171645157039165,
0.05601782351732254,
0.05482262000441551,
0.011946949176490307,
-0.028836386278271675,
0.015468055382370949,
0.022785015404224396,
-0.010154008865356445,
-0.015175559557974339,
0.023130379617214203,
0.02491636388003826,
0.0116809057071805,
0.017016422003507614,
0.021309582516551018,
-0.004505825694650412,
0.010605806484818459,
0.014134086668491364,
0.06164152920246124,
-0.06853564828634262,
-0.005902307108044624,
0.000002368507693972788,
-0.03845035657286644,
0.04239493981003761,
-0.005717354826629162,
-0.01583123952150345,
0.07157190889120102,
-0.05189106985926628,
-0.03351304680109024,
-0.03508036583662033,
-0.023879073560237885,
0.010329253040254116,
-0.018947573378682137,
0.010861141607165337,
0.03096960484981537,
0.014749480411410332,
0.01354870107024908,
-0.021420519798994064,
0.011503837071359158,
0.04601074755191803,
0.0003558664466254413,
0.027193501591682434,
-0.0103685287758708,
-0.011307706125080585,
-0.040051594376564026,
0.018386514857411385,
-0.02221115306019783,
-0.0005176877020858228,
0.022902118042111397,
0.02993866242468357,
0.008882186375558376,
0.0038945628330111504,
-0.01592755876481533,
-0.004040011204779148,
0.0407584086060524,
-0.09099163115024567,
-0.030197877436876297,
-0.04530734196305275,
0.02076191082596779,
-0.004680396057665348,
-0.011147169396281242
] |
<p>I am studying a population of individuals who all begin with a measureable score of interest (ranging from -2 to 2) [call it "old"], then they all undergo a change to a new score (also ranging from -2 to 2) ["new"]. Thus all the variation is in the change (which can be positive or negative), and there are also a variety of predictors that help to explain variation in the amount of change.</p>
<p>My initial model is simply:</p>
<pre><code>change = a + bx + e
</code></pre>
<p>where x is my vector of predictors.</p>
<p>But now I'm concerned that some of these predictors could be correlated with the baseline (old) score. Is this, then, a better specification?</p>
<pre><code>change = a + bx + old + e
</code></pre>
<p>Or perhaps</p>
<pre><code>new = a + bx + old + e
</code></pre>
<p>Thanks!</p> | 74,018 | [
-0.05571361631155014,
-0.0005952300853095949,
-0.037092626094818115,
0.002017675433307886,
0.02503512054681778,
-0.0013419139431789517,
0.016564320772886276,
-0.0010070235002785921,
0.02623656764626503,
-0.034806061536073685,
0.01930421032011509,
0.021673617884516716,
0.02940954826772213,
0.00024219612532760948,
0.03651341050863266,
0.039446115493774414,
0.009262979961931705,
-0.009413384832441807,
-0.003562921890988946,
-0.03275274857878685,
-0.0033092289231717587,
-0.00950942374765873,
0.029095623642206192,
-0.004912025760859251,
-0.007043635472655296,
0.05296431854367256,
0.0537690706551075,
-0.02537555806338787,
0.015011523850262165,
0.04517289623618126,
-0.022979363799095154,
-0.01325081568211317,
-0.0022169840522110462,
0.03795035928487778,
0.052708644419908524,
-0.013509734533727169,
-0.021102992817759514,
-0.048642538487911224,
0.018135104328393936,
0.03639435023069382,
0.007344633340835571,
-0.000370914553059265,
-0.012056580744683743,
0.03654254972934723,
-0.006184284575283527,
0.01888657733798027,
-0.014912023209035397,
0.004907353315502405,
0.033974528312683105,
-0.016556955873966217,
0.08538368344306946,
-0.03240405395627022,
0.06141786649823189,
0.023371247574687004,
-0.059106968343257904,
0.009051748551428318,
0.07492749392986298,
0.08024580031633377,
-0.005284711252897978,
-0.04331779479980469,
0.019550833851099014,
-0.023785514757037163,
0.022043274715542793,
0.0008635037811473012,
-0.03907378762960434,
0.038887783885002136,
-0.020300602540373802,
-0.048026375472545624,
0.05387251824140549,
-0.04371832311153412,
0.024670731276273727,
0.013470418751239777,
0.029144808650016785,
-0.016006503254175186,
0.0343979112803936,
-0.04132000356912613,
0.018317967653274536,
0.02630561962723732,
0.029357967898249626,
0.02988389879465103,
-0.016158679500222206,
-0.010925530456006527,
0.025723664090037346,
0.06258724629878998,
0.007292486261576414,
-0.016617536544799805,
0.049859579652547836,
-0.03389201685786247,
0.023507041856646538,
0.04253238067030907,
0.005004705861210823,
0.008462696336209774,
0.04807435721158981,
-0.017966244369745255,
-0.019660204648971558,
0.04172634705901146,
-0.008696075528860092,
0.030422024428844452,
0.05336317792534828,
0.008341532200574875,
-0.006600407417863607,
-0.050186969339847565,
0.009125974960625172,
0.01699373684823513,
-0.045941971242427826,
-0.015697630122303963,
-0.06655532866716385,
-0.03347653150558472,
-0.009016723372042179,
-0.02536119520664215,
-0.01943843439221382,
0.017973123118281364,
-0.03168191388249397,
-0.005300378426909447,
0.03454030305147171,
-0.03669670224189758,
-0.035074204206466675,
0.001274954411201179,
0.021109240129590034,
0.06356223672628403,
0.041464634239673615,
-0.017251044511795044,
0.043627627193927765,
0.00443429546430707,
-0.025211242958903313,
0.012604634277522564,
0.01794031262397766,
-0.013667913153767586,
-0.013417812064290047,
0.03891779109835625,
-0.005974097643047571,
-0.0211507398635149,
0.04070303216576576,
0.016376253217458725,
0.012437201105058193,
0.011696125380694866,
-0.09939948469400406,
-0.045808322727680206,
0.011686709709465504,
-0.04920250177383423,
-0.019786501303315163,
-0.07714779675006866,
-0.024087900295853615,
0.013442433439195156,
0.06925331801176071,
0.04068552702665329,
0.022977212443947792,
0.022516194730997086,
0.02605614811182022,
0.02821923978626728,
-0.009891352616250515,
-0.019977770745754242,
-0.03661278262734413,
-0.04263952001929283,
-0.022878356277942657,
-0.06667537987232208,
-0.035798028111457825,
0.027803415432572365,
-0.011572611518204212,
0.025972045958042145,
0.02341862954199314,
-0.02194339781999588,
-0.004597340244799852,
-0.013824810273945332,
0.010004269890487194,
-0.002675502561032772,
0.05746956914663315,
0.011673950590193272,
0.02100364863872528,
0.035044193267822266,
0.018245678395032883,
0.03761854022741318,
-0.017047088593244553,
0.047770630568265915,
0.0764937549829483,
0.01509691122919321,
-0.004454960580915213,
-0.028667492792010307,
0.0013979687355458736,
0.018037615343928337,
-0.057681769132614136,
-0.06239454448223114,
-0.0330975279211998,
-0.026193559169769287,
0.027813389897346497,
0.03529856353998184,
0.021267587319016457,
-0.014870996586978436,
0.04414624348282814,
-0.03953377157449722,
-0.042114101350307465,
-0.08309967815876007,
0.030319975689053535,
-0.008353088051080704,
-0.023538250476121902,
0.015937436372041702,
-0.006336214020848274,
0.059335459023714066,
-0.02693387120962143,
0.0005623704055324197,
-0.02751968987286091,
0.007535145618021488,
0.009070753119885921,
-0.061438705772161484,
-0.007888422347605228,
0.04966305196285248,
0.026185616850852966,
-0.02870619110763073,
0.04892970994114876,
-0.04855163022875786,
-0.031846802681684494,
0.025374624878168106,
-0.035881925374269485,
0.03598363324999809,
-0.01288665272295475,
-0.0209670253098011,
0.006599145475775003,
0.002685986692085862,
-0.02389276772737503,
0.02446560561656952,
-0.07615596055984497,
0.0792451873421669,
0.062399912625551224,
-0.017033562064170837,
0.012490982189774513,
0.00632849894464016,
0.019756494089961052,
0.052959028631448746,
-0.0441008023917675,
-0.033052682876586914,
-0.03440529853105545,
-0.013518528081476688,
0.04005984589457512,
0.04341107979416847,
-0.02929917350411415,
0.014633871614933014,
0.06923491507768631,
-0.017787817865610123,
-0.02391672134399414,
0.002928638132289052,
0.0280681774020195,
-0.025206472724676132,
0.006215735338628292,
-0.015112491324543953,
0.011331154964864254,
0.0009919279254972935,
0.01758045144379139,
0.006028858013451099,
0.05348876118659973,
-0.010511304251849651,
0.0074375388212502,
0.022351285442709923,
0.04325205460190773,
0.015748120844364166,
-0.018860049545764923,
-0.03797899931669235,
0.008999676443636417,
-0.03382951393723488,
0.023441821336746216,
0.027022533118724823,
0.017299801111221313,
-0.023332510143518448,
0.01322722714394331,
-0.03177596628665924,
-0.003149367170408368,
0.06328319013118744,
-0.0027493496891111135,
-0.0035255434922873974,
0.007849539630115032,
-0.030557848513126373,
0.026948057115077972,
-0.02156911790370941,
-0.03174412623047829,
-0.05230436474084854,
0.020132143050432205,
0.038473568856716156,
-0.008548651821911335,
0.02237647958099842,
-0.027007795870304108,
-0.05650612711906433,
0.008150885812938213,
0.009276704862713814,
0.016512397676706314,
0.007835005410015583,
-0.053882256150245667,
-0.0020724544301629066,
-0.038970883935689926,
-0.028740286827087402,
0.05088545009493828,
-0.005557249300181866,
-0.026818500831723213,
0.027583882212638855,
-0.005401416681706905,
-0.05980723351240158,
-0.021854259073734283,
-0.03676970675587654,
0.0063856919296085835,
0.035558976233005524,
-0.06541019678115845,
0.07119881361722946,
0.017694395035505295,
-0.04269087314605713,
0.02557334490120411,
-0.0760895237326622,
-0.015377096831798553,
-0.018761655315756798,
-0.00361368409357965,
0.020219244062900543,
-0.0014763220679014921,
0.03981486335396767,
0.026517661288380623,
-0.01723788119852543,
-0.005862930789589882,
-0.07699164748191833,
-0.0679246112704277,
0.010491986759006977,
-0.022157857194542885,
0.04725579917430878,
-0.02504122443497181,
-0.00363629637286067,
0.06050175055861473,
0.004609919618815184,
-0.025521734729409218,
-0.07108525186777115,
0.005583449732512236,
-0.022234883159399033,
-0.03923201188445091,
0.004606801085174084,
0.02775912918150425,
0.014235399663448334,
0.007045702543109655,
-0.00475955568253994,
0.008535767905414104,
0.03259291499853134,
0.02944846823811531,
-0.027984440326690674,
0.03457196056842804,
0.011581768281757832,
-0.013507183641195297,
0.031147245317697525,
0.010821066796779633,
-0.0020003316458314657,
-0.002924696309491992,
0.0024081890005618334,
0.022902192547917366,
0.0045121354050934315,
-0.0471075065433979,
0.028587626293301582,
-0.0008843066170811653,
0.025248181074857712,
-0.01753072813153267,
0.011366709135472775,
-0.0025478096213191748,
-0.027150524780154228,
-0.0565510094165802,
0.02309722825884819,
-0.011698119342327118,
-0.0053128888830542564,
-0.003990068566054106,
0.04988834634423256,
0.007330713327974081,
-0.007554218638688326,
0.03173458203673363,
-0.016224617138504982,
0.01703251339495182,
0.004428613465279341,
-0.01100790686905384,
-0.00789970625191927,
0.05218230187892914,
0.011063064448535442,
0.005045678932219744,
0.019747242331504822,
-0.03724982962012291,
0.0036834203638136387,
-0.061875686049461365,
0.011309175752103329,
0.007787341717630625,
0.055297352373600006,
0.007244516164064407,
0.029681537300348282,
0.009277798235416412,
-0.020008912310004234,
0.029180271551012993,
-0.009315281175076962,
-0.07685437798500061,
0.012961333617568016,
-0.002524069044739008,
0.013583066873252392,
0.008269625715911388,
0.004439630080014467,
0.008740818127989769,
-0.04915936663746834,
0.007420807611197233,
-0.005107779521495104,
0.03311542794108391,
-0.03175755590200424,
-0.008697401732206345,
-0.03088841773569584,
0.0040761255659163,
0.023579128086566925,
0.009026320651173592,
0.046481095254421234,
-0.02579781413078308,
0.013952484354376793,
0.035243116319179535,
-0.005128565244376659,
-0.017086884006857872,
-0.02702585980296135,
0.002752866130322218,
0.0016599370865151286,
0.006729370914399624,
0.040535323321819305,
0.04759018123149872,
-0.03866428881883621,
0.044412512332201004,
-0.011543947272002697,
0.02828258089721203,
0.044472597539424896,
0.006511323153972626,
0.011104493401944637,
-0.015287532471120358,
-0.020433705300092697,
-0.0001472960429964587,
0.024570804089307785,
0.04070526733994484,
0.0037103989161551,
0.031685106456279755,
0.044957224279642105,
-0.03379659354686737,
-0.006715776398777962,
0.07495176047086716,
0.03031954914331436,
-0.0007625765865668654,
-0.03573238104581833,
0.00980436336249113,
0.012248232029378414,
-0.02140515297651291,
0.021958349272608757,
0.012897787615656853,
0.011535431258380413,
-0.002652710070833564,
0.010371776297688484,
-0.025692075490951538,
-0.0433942973613739,
0.013309262692928314,
-0.003634176217019558,
0.029530957341194153,
0.006721592508256435,
-0.03634099289774895,
0.020302297547459602,
0.018841082230210304,
0.026799675077199936,
0.013352807611227036,
0.0030582528561353683,
-0.11831177026033401,
0.010344878770411015,
0.04671766981482506,
0.057362884283065796,
-0.02383982390165329,
-0.04087724909186363,
-0.041100893169641495,
-0.025451552122831345,
0.04128348082304001,
-0.03914957493543625,
-0.0009070136584341526,
0.019997544586658478,
-0.015047849155962467,
-0.011587372049689293,
-0.043103575706481934,
-0.06112724915146828,
0.02418578788638115,
-0.05204228684306145,
0.06049179285764694,
0.0049151647835969925,
-0.0073239682242274284,
-0.02424096316099167,
0.01241820678114891,
-0.004500861745327711,
0.055796027183532715,
-0.041057560592889786,
-0.02602342888712883,
0.03118584118783474,
0.005426447372883558,
0.0019170010928064585,
-0.05187838524580002,
0.018487347289919853,
0.01574692502617836,
0.008233513683080673,
0.027923157438635826,
0.017664991319179535,
-0.014714368619024754,
-0.028155596926808357,
0.034173306077718735,
-0.01805795356631279,
-0.003478370839729905,
-0.022638780996203423,
0.07226910442113876,
0.041271984577178955,
0.013612359762191772,
0.05691033601760864,
0.023400165140628815,
0.03559436649084091,
0.009490188211202621,
-0.02878664992749691,
-0.011803927831351757,
-0.016848944127559662,
0.004389888606965542,
-0.05695919692516327,
-0.004516220185905695,
0.004701471887528896,
0.06612074375152588,
-0.005678014829754829,
0.021109318360686302,
-0.042684417217969894,
-0.011666909791529179,
0.02484685741364956,
0.017402049154043198,
-0.03058016672730446,
-0.026281513273715973,
0.01624000072479248,
-0.0007245423039421439,
-0.01130511425435543,
-0.0015151615953072906,
0.04213651642203331,
-0.02859085239470005,
-0.003954323008656502,
0.03380562737584114,
-0.03588338941335678,
0.009318089112639427,
-0.019112344831228256,
-0.024775652214884758,
-0.0005961321876384318,
-0.032047517597675323,
0.01242432277649641,
0.022241486236453056,
0.06118705868721008,
0.009316199459135532,
-0.06295593827962875,
-0.028553608804941177,
0.010120829567313194,
-0.0053421687334775925,
-0.003097731852903962,
-0.03990873694419861,
0.04613916948437691,
-0.03539643436670303,
-0.02437787689268589,
-0.050395477563142776,
-0.06819774955511093,
0.02559184841811657,
-0.04271966591477394,
0.014072849415242672,
-0.0190958883613348,
-0.03787217289209366,
-0.027927381917834282,
-0.0133156543597579,
-0.011350737884640694,
0.02712184377014637,
-0.0028415683191269636,
-0.006857650354504585,
0.0450996533036232,
0.008597396314144135,
0.07511699944734573,
0.018205150961875916,
0.026241542771458626,
0.02937564253807068,
-0.028048962354660034,
-0.031387362629175186,
-0.008891431614756584,
0.007229776121675968,
-0.04442692920565605,
-0.022784747183322906,
-0.049726542085409164,
0.01906214840710163,
0.056921664625406265,
-0.022734154015779495,
-0.010582667775452137,
-0.000738499453291297,
0.0040162368677556515,
0.03902395814657211,
-0.05020521208643913,
0.008642788976430893,
-0.06728904694318771,
-0.04745106399059296,
-0.01670197769999504,
0.00993376411497593,
0.014886668883264065,
-0.014738238416612148,
0.024879559874534607,
0.0202760249376297,
-0.022875677794218063,
0.0032940409146249294,
0.020861396566033363,
-0.01605459675192833,
-0.009201955050230026,
0.004925661254674196,
-0.0555531308054924,
0.05962426960468292,
0.03814166784286499,
-0.022461876273155212,
0.01528880838304758,
0.01549070980399847,
-0.05610702931880951,
-0.04066292569041252,
-0.0251143965870142,
0.004288267344236374,
0.06267951428890228,
0.019791703671216965,
0.040802743285894394,
0.05299195647239685,
0.01909986138343811,
0.01495206356048584,
-0.015507868491113186,
0.016532549634575844,
-0.00567049952223897,
-0.034047070890665054,
0.029490964487195015,
-0.03725101053714752,
-0.00032286939676851034,
0.020903663709759712,
0.01809164322912693,
0.0278758704662323,
0.04239697754383087,
0.007398189976811409,
-0.002134463516995311,
0.0252841804176569,
-0.008430139161646366,
-0.050557270646095276,
0.038362808525562286,
-0.043970171362161636,
0.0005385188851505518,
-0.0558067224919796,
-0.02273828536272049,
0.02629484236240387,
0.034764353185892105,
0.013013847172260284,
-0.06161821633577347,
-0.03798043355345726,
-0.054686885327100754,
-0.019666792824864388,
0.013975243084132671,
-0.040996003895998,
0.04393107816576958,
0.024872731417417526,
0.050262074917554855,
0.011434941552579403,
0.010691069066524506,
-0.04266805201768875,
-0.0976308137178421,
-0.02007715404033661,
-0.01154513843357563,
-0.01425890251994133,
0.015114917419850826,
-0.0015912866219878197,
-0.00045288100955076516,
-0.0041549657471477985,
-0.02558767795562744,
-0.011751225218176842,
-0.009110549464821815,
0.037347063422203064,
-0.013024798594415188,
0.047455817461013794,
-0.025367848575115204,
-0.012169674970209599,
-0.0004558695654850453,
0.0011508588213473558,
0.11525512486696243,
0.09153588861227036,
0.022780640050768852,
-0.0418468602001667,
0.042170338332653046,
0.021066341549158096,
-0.0010420503094792366,
0.011671759188175201,
0.0008340905769728124,
-0.0003747924929484725,
0.0039299302734434605,
0.013567157089710236,
0.02184239588677883,
0.03328816220164299,
-0.0194197129458189,
0.04374699667096138,
-0.03221174702048302,
-0.006087763700634241,
0.023014884442090988,
-0.004857359454035759,
0.0040297480300068855,
0.024766892194747925,
-0.018598094582557678,
-0.005748681258410215,
0.02020104229450226,
-0.02253156155347824,
-0.02612983249127865,
0.024576762691140175,
-0.035032376646995544,
0.04659086838364601,
0.006988089065998793,
0.014775354415178299,
0.002194551285356283,
0.017541436478495598,
0.003567360807210207,
-0.004962497390806675,
0.004134898539632559,
-0.018796300515532494,
0.026426570490002632,
0.01172802597284317,
-0.014360941015183926,
-0.033302001655101776,
0.004198554437607527,
0.004496945533901453,
-0.04760223254561424,
-0.026183361187577248,
-0.05034472048282623,
0.047781843692064285,
0.007716646883636713,
-0.018343593925237656,
0.021362263709306717,
-0.01129967998713255,
0.027730677276849747,
-0.048661187291145325,
-0.04081634804606438,
0.0448116734623909,
0.009816590696573257,
-0.026349779218435287,
0.0096401022747159,
-0.01938522979617119,
0.02258554846048355,
-0.01805439032614231,
0.007201783359050751,
0.037287596613168716,
-0.04405874013900757,
-0.014512150548398495,
-0.05488104373216629,
0.0626848116517067,
-0.009566226042807102,
0.003817492164671421,
0.025224991142749786,
-0.0011152741499245167,
-0.043103307485580444,
-0.01763381063938141,
0.013850090093910694,
0.019310064613819122,
0.012390071526169777,
-0.010265001095831394,
-0.00400927197188139,
-0.001797212171368301,
-0.025920817628502846,
-0.007865449413657188,
0.019626857712864876,
0.02086935192346573,
-0.031261757016181946,
0.009968960657715797,
0.011385261081159115,
0.03869376704096794,
-0.004981185309588909,
0.007173019926995039,
0.01100306585431099,
0.07935840636491776,
0.022415440529584885,
-0.04553254693746567,
-0.00015264075773302466,
0.025224721059203148,
-0.023180266842246056,
0.013206010684370995,
-0.050049714744091034,
0.05388552322983742,
-0.010847611352801323,
0.011764121241867542,
-0.021961821243166924,
0.05496064946055412,
-0.03514714911580086,
-0.001503528910689056,
-0.004908462055027485,
-0.028343677520751953,
-0.0010313233360648155,
-0.000584114866796881,
-0.014768356457352638,
0.008802640251815319,
-0.011732619255781174,
-0.039818815886974335,
-0.04057303071022034,
-0.0009451994556002319,
-0.034047678112983704,
-0.04125392809510231,
0.04986530914902687,
-0.02307325229048729,
0.005500386469066143,
-0.038115739822387695,
0.0021334420889616013,
-0.04206490144133568,
0.006963337771594524,
0.0006697168573737144,
-0.02486470714211464,
0.014271842315793037,
0.007490705233067274,
-0.03740649297833443,
-0.015358413569629192,
0.035832054913043976,
0.019649283960461617,
0.01067263912409544,
-0.006221235729753971,
-0.0006853810627944767,
-0.00015838407853152603,
0.03511764854192734,
-0.02877792902290821,
-0.04313914105296135,
0.021619539707899094,
-0.04283389821648598,
0.013647743500769138,
0.013027879409492016,
0.041377175599336624,
0.027767539024353027,
-0.02505703829228878,
-0.007067837752401829,
0.01989937201142311,
0.04365074634552002,
-0.01621069386601448,
-0.017532898113131523,
0.0011586877517402172,
-0.005028091836720705,
-0.004513869062066078,
-0.02007574401795864,
0.03272920846939087,
0.01633167639374733,
-0.04407978057861328,
0.0024459282867610455,
0.04877803474664688,
-0.008260691538453102,
-0.028253115713596344,
-0.013540975749492645,
-0.01516181230545044,
0.023519299924373627,
0.020510511472821236,
-0.006264370866119862,
0.0251495148986578,
0.01666175201535225,
-0.024775927886366844,
-0.007232436910271645,
-0.02133326791226864,
0.007778179831802845,
-0.08145061880350113,
-0.02019507810473442,
0.027761265635490417,
-0.004137147683650255,
0.04242352768778801,
-0.07350838929414749,
0.021191930398344994,
0.01053531188517809,
-0.03860700875520706,
0.008581330068409443,
0.020780079066753387,
-0.013669491745531559,
-0.006438195239752531,
0.005063192453235388,
-0.043492935597896576,
0.026952259242534637,
0.04297872632741928,
0.04998255521059036,
0.030584324151277542,
0.016678251326084137,
0.025460297241806984,
-0.04391003027558327,
-0.03085126355290413,
0.007745466660708189,
0.006688406690955162,
-0.04708179831504822,
-0.008654837496578693,
-0.04500631242990494,
-0.04824591055512428,
0.014363820664584637,
-0.018461989238858223,
0.035456955432891846,
0.03928728774189949,
0.03728247433900833,
0.03660513833165169,
0.06568136066198349,
0.03185894712805748,
-0.0028055883012712,
0.006727276369929314,
-0.023224717006087303,
-0.030068380758166313,
0.013095567934215069,
0.013763729482889175,
0.030365779995918274,
0.01782682165503502,
0.013759547844529152,
-0.034743472933769226,
0.0031877218279987574,
-0.01711854711174965,
-0.014138985425233841,
-0.007910322397947311,
0.012199722230434418,
0.003969233483076096,
-0.007479464169591665,
-0.01807381771504879,
-0.031456783413887024,
-0.010293998755514622,
0.019853411242365837,
0.03722067177295685,
-0.03746849298477173,
0.013299542479217052,
-0.019155198708176613,
-0.019809378311038017,
0.020153233781456947,
-0.013016865588724613,
0.025857163593173027,
-0.07148655503988266,
-0.0383121520280838,
0.0037874500267207623,
0.007044441998004913,
-0.058151718229055405,
-0.0165222380310297,
-0.028138775378465652,
0.013060539960861206,
-0.02914852276444435,
-0.00355813791975379,
0.021169893443584442,
-0.0008212888496927917,
0.01887694001197815,
-0.06369344890117645,
0.056613218039274216,
0.0012795451330021024,
-0.00026021539815701544,
-0.017641853541135788,
-0.016353603452444077,
-0.03796006739139557,
0.04781459644436836,
0.0796499028801918,
-0.00774661498144269,
0.003372021485120058,
-0.00813852809369564,
0.008584465831518173,
0.002894685138016939,
-0.036685243248939514,
0.06517007946968079,
0.007403166964650154,
0.003334648907184601,
0.012990573421120644,
0.005316644441336393,
0.025132186710834503,
0.04150658845901489,
0.032890819013118744,
-0.023539504036307335,
0.012737380340695381,
0.00762927858158946,
-0.010368534363806248,
0.031140515580773354,
0.017027679830789566,
-0.022503450512886047,
0.0396038256585598,
-0.01247261743992567,
0.011562171392142773,
0.023467596620321274,
0.00039028539322316647,
-0.03623037040233612,
0.04863116517663002,
-0.044758331030607224,
-0.03047134354710579,
0.021862855181097984,
-0.009399056434631348,
-0.017487339675426483,
-0.03932876139879227,
-0.008261793293058872,
0.02910936251282692,
-0.03310535475611687,
0.0021201670169830322,
0.03282598778605461,
0.04887237399816513,
0.04384153336286545,
-0.013802649453282356,
-0.006883515510708094,
0.005366011522710323,
0.005723976995795965,
0.02224608324468136,
-0.005899672396481037,
0.05394309014081955,
0.008791363798081875,
0.02786317840218544,
0.019763242453336716,
-0.031916506588459015,
0.016744760796427727,
-0.009376028552651405,
0.0058805025182664394,
-0.03310096263885498,
0.02164551243185997,
0.007027851417660713,
-0.0009067571954801679,
0.05834755301475525,
0.014504661783576012,
-0.01901480183005333,
0.04692569002509117,
-0.048395462334156036,
-0.0364493764936924,
-0.025543533265590668,
0.024791091680526733,
-0.04421401396393776,
-0.006625300273299217,
0.011717925779521465,
0.032191358506679535,
0.053966596722602844,
-0.0080496184527874,
-0.016575517132878304,
-0.030817953869700432,
-0.01252474170178175,
-0.023850195109844208,
0.024551764130592346,
-0.029003307223320007,
-0.0016920476919040084,
0.03305478021502495,
0.010964414104819298,
-0.03909188136458397,
-0.005106855649501085,
0.0474938228726387,
0.05992298200726509,
0.03855545073747635,
-0.013935280032455921,
-0.026789136230945587,
0.00891977921128273,
0.025401636958122253,
-0.06309846043586731,
-0.0019652764312922955,
-0.043909814208745956,
-0.019796356558799744,
0.0014018260408192873,
-0.030835850164294243
] |
<p>I ran a within subjects repeated measures experiment, where the independent variable had 3 levels. The dependent variable is a measure of correctness and is recorded as either correct / incorrect. Time taken to provide an answer was also recorded.</p>
<p>A within subjects repeated measures ANOVA is used to establish whether there is significant differences in correctness (DV) between the 3 levels of the IV, there is significant. Now, I'd like to analyze whether there is significant differences in the time taken to provide the answers when the answers are 1) correct, and 2) incorrect.</p>
<p>My problem is: Across the levels there are different numbers of correct / incorrect answers, e.g. level 1 has 67 correct answers, level 2 has 30, level 3 has 25. </p>
<p>How can I compare the time take taken for all correct answers across the 3 levels? I think this means its unbalanced? Can I do 3 one way ANOVAS to do a pairwise comparison, while adjusting p downwards to account for each comparison?</p>
<p>Thanks</p> | 38,142 | [
-0.049575075507164,
0.005023685283958912,
-0.022454647347331047,
0.0061744702979922295,
0.05185479670763016,
-0.00823917705565691,
0.015771886333823204,
-0.013520915061235428,
0.018286511301994324,
-0.016372937709093094,
0.010319588705897331,
0.02640151046216488,
0.05003930255770683,
-0.010643552988767624,
0.02176499553024769,
0.02750784531235695,
-0.005403430666774511,
-0.0247807577252388,
0.009982951916754246,
-0.02023245580494404,
-0.0258338525891304,
-0.0017381199868395925,
0.008791166357696056,
-0.007902603596448898,
-0.04528733715415001,
0.016721384599804878,
0.036905840039253235,
-0.027992602437734604,
0.0016581438248977065,
0.024379828944802284,
-0.02742985635995865,
-0.043893538415431976,
0.028025493025779724,
0.04467310756444931,
0.025280628353357315,
0.026836300268769264,
-0.016273541375994682,
-0.023978494107723236,
-0.01531722117215395,
0.03892241418361664,
-0.02291068248450756,
0.01777774840593338,
-0.023212745785713196,
0.037774473428726196,
0.014869417995214462,
0.038301192224025726,
-0.034276317805051804,
-0.0004978514043614268,
0.03735101968050003,
-0.04315060377120972,
0.08502000570297241,
-0.008371083997189999,
0.020155804231762886,
0.04693344607949257,
-0.028952687978744507,
-0.02930576540529728,
0.07901670038700104,
0.04684989154338837,
0.006283760070800781,
-0.04702691733837128,
-0.03249978646636009,
-0.034176506102085114,
0.016510555520653725,
0.010446295142173767,
-0.050437334924936295,
0.003965126350522041,
-0.017842592671513557,
0.003789514536038041,
0.04910719767212868,
-0.015301205217838287,
0.030435390770435333,
0.026197506114840508,
0.054790448397397995,
0.017593825235962868,
0.007089863996952772,
-0.0451987199485302,
0.032507676631212234,
0.0018095532432198524,
0.047051314264535904,
0.04100613668560982,
-0.03471957519650459,
0.007179436273872852,
0.0020629852078855038,
0.05126991495490074,
0.026137080043554306,
0.004652456380426884,
0.051038630306720734,
-0.03583238273859024,
-0.018044771626591682,
0.013207824900746346,
-0.02281677909195423,
0.015295670367777348,
0.011805220507085323,
0.040484968572854996,
-0.0003916348214261234,
0.011516595259308815,
-0.012509472668170929,
0.031125400215387344,
-0.01033203024417162,
0.036719247698783875,
0.03761264309287071,
-0.04587966203689575,
0.013963030651211739,
0.035631585866212845,
0.0016453373245894909,
0.01947026513516903,
-0.010448239743709564,
0.01679346337914467,
0.020269053056836128,
-0.01439611054956913,
-0.022399824112653732,
0.00976331066340208,
-0.02798536978662014,
0.011430400423705578,
-0.004638629965484142,
-0.0309080109000206,
-0.0291275791823864,
-0.015046783722937107,
0.08870827406644821,
0.03790377080440521,
0.04464356601238251,
-0.04862731695175171,
0.020807327702641487,
-0.048936136066913605,
-0.07149249315261841,
0.006823710631579161,
0.009083906188607216,
-0.027778079733252525,
-0.0314473919570446,
0.09155184030532837,
0.005857392679899931,
-0.01635698974132538,
0.034194670617580414,
-0.027768030762672424,
0.060495130717754364,
0.016521325334906578,
-0.09000813961029053,
-0.08082862943410873,
-0.025020889937877655,
-0.0034511813428252935,
0.002268562326207757,
-0.06494805216789246,
-0.016743537038564682,
0.015716904774308205,
0.030648093670606613,
0.00010600492532830685,
0.02343715913593769,
0.00337753864005208,
0.015616489574313164,
0.035111963748931885,
-0.005211887415498495,
0.012849087826907635,
-0.0032659461721777916,
-0.019523825496435165,
-0.005001532845199108,
-0.07080772519111633,
0.04656228423118591,
0.02159833535552025,
0.02903307043015957,
0.013601848855614662,
0.009476290084421635,
-0.00047590836766175926,
-0.01735442318022251,
-0.0034152031876146793,
0.016058683395385742,
0.018249429762363434,
0.06945900619029999,
-0.029195936396718025,
0.03269787132740021,
-0.014763238839805126,
-0.031656548380851746,
0.03769638389348984,
0.006583825219422579,
0.005747007671743631,
0.04486100375652313,
-0.03073524683713913,
-0.0023054699413478374,
0.0024123897310346365,
-0.00014660743181593716,
0.03817388042807579,
-0.03153016045689583,
-0.007228268310427666,
-0.01670502871274948,
-0.014889254234731197,
0.014612964354455471,
0.041936375200748444,
-0.02595089189708233,
0.04214932397007942,
0.015612983144819736,
-0.028086373582482338,
-0.024999329820275307,
-0.07880477607250214,
0.032978858798742294,
0.02387484349310398,
-0.03546933829784393,
0.05430271476507187,
-0.013926590792834759,
0.024813219904899597,
-0.01930871419608593,
-0.044288113713264465,
-0.03612477332353592,
-0.014819180592894554,
0.04456103593111038,
-0.035481635481119156,
0.03497182950377464,
0.027217023074626923,
0.046302422881126404,
-0.022146329283714294,
0.0524718277156353,
-0.02595069445669651,
-0.0038912631571292877,
0.014216396026313305,
-0.02549440972507,
0.028479529544711113,
-0.008181063458323479,
-0.012637048028409481,
0.019516639411449432,
0.020114947110414505,
-0.012752112932503223,
0.0341954343020916,
-0.03959970921278,
0.0959339290857315,
0.07439497113227844,
-0.0019984387326985598,
-0.0023410278372466564,
0.010550914332270622,
0.012701368890702724,
0.02811243012547493,
-0.012651422061026096,
-0.051798731088638306,
-0.060174327343702316,
-0.03294448181986809,
0.007142649497836828,
-0.004520399961620569,
-0.025416487827897072,
0.02568202093243599,
0.06933978199958801,
0.018101200461387634,
0.010261254385113716,
0.024901125580072403,
0.030751090496778488,
-0.02791588008403778,
0.031078414991497993,
0.05628607049584389,
0.0031515290029346943,
0.06278719007968903,
0.029533538967370987,
-0.013486994430422783,
0.04653346166014671,
0.027331024408340454,
0.03496889770030975,
0.012736767530441284,
0.03395821899175644,
0.024085700511932373,
-0.028778323903679848,
-0.012679016217589378,
0.026615025475621223,
-0.008015008643269539,
0.03173289820551872,
0.07453302294015884,
0.002337720012292266,
0.00015832923236303031,
0.029551152139902115,
-0.022077234461903572,
0.07639442384243011,
0.03346928209066391,
-0.034854162484407425,
-0.013302931562066078,
0.02340097166597843,
0.003666945733129978,
0.01783435046672821,
-0.037256818264722824,
-0.012499270960688591,
-0.02856561541557312,
0.003060931107029319,
0.001308458624407649,
-0.016055317595601082,
0.0041045849211514,
-0.03162744268774986,
0.021074702963232994,
-0.012852702289819717,
-0.017872627824544907,
0.029079677537083626,
-0.02216929942369461,
-0.06312274932861328,
0.021057112142443657,
-0.007333871442824602,
-0.049956001341342926,
0.0057885791175067425,
-0.01395532488822937,
0.014203226193785667,
0.047221243381500244,
-0.016355250030755997,
-0.014678820967674255,
-0.02468285523355007,
-0.02280593290925026,
0.02908533625304699,
-0.03375059366226196,
-0.019505251199007034,
0.0298912413418293,
0.01679234765470028,
-0.002635811921209097,
0.02454538457095623,
-0.03760991990566254,
0.007843934930860996,
0.0009677505004219711,
0.00438039330765605,
0.023257121443748474,
-0.012410852126777172,
0.01463585440069437,
0.01569715328514576,
-0.011303561739623547,
-0.019235625863075256,
-0.06253955513238907,
-0.09043315052986145,
0.0028071063570678234,
0.04476023092865944,
0.03831365704536438,
-0.02289205603301525,
-0.039301324635744095,
0.06444475054740906,
0.02332633174955845,
-0.06022295355796814,
-0.027732806280255318,
-0.026567641645669937,
-0.03911265730857849,
-0.008023971691727638,
0.03611433133482933,
0.013846796937286854,
-0.001123671536333859,
0.03204062208533287,
-0.015487897209823132,
0.02088177390396595,
0.03238799422979355,
0.02106669917702675,
-0.002169508021324873,
0.00486960681155324,
0.003985667135566473,
-0.026710493490099907,
-0.003074395703151822,
0.004177137278020382,
-0.052509404718875885,
-0.01690487377345562,
0.011707687750458717,
0.03753551095724106,
-0.02955932728946209,
-0.04286741092801094,
0.029667193070054054,
-0.018550654873251915,
-0.00487830163910985,
-0.010344889014959335,
0.0029829186387360096,
0.0068738521076738834,
-0.0008752617286518216,
-0.008698537945747375,
0.03176522254943848,
0.04140258580446243,
-0.015380491502583027,
0.033069852739572525,
0.0741334781050682,
0.05378563702106476,
-0.007573637645691633,
-0.02976294234395027,
-0.007474173326045275,
0.00801579374819994,
0.02729455940425396,
-0.0277231615036726,
-0.049356576055288315,
0.05707880109548569,
0.017805490642786026,
0.005001714453101158,
0.02007273957133293,
-0.029008733108639717,
0.0192366074770689,
-0.06386352330446243,
0.02234428934752941,
-0.03921482339501381,
0.05364803224802017,
-0.02813982032239437,
0.05455771088600159,
0.005379852373152971,
-0.026807064190506935,
-0.03664831072092056,
-0.0036766990087926388,
-0.04815080761909485,
0.018711507320404053,
-0.008728847838938236,
-0.0005329286213964224,
0.020942501723766327,
0.006408510264009237,
-0.01002469565719366,
-0.053573641926050186,
0.04771146923303604,
0.001897282782010734,
0.022785624489188194,
0.004762173630297184,
-0.013043205253779888,
0.0012996412115171552,
0.026090510189533234,
-0.00857198890298605,
0.03437288478016853,
0.007210911251604557,
-0.030451595783233643,
0.0138257946819067,
-0.009760457091033459,
-0.019369008019566536,
0.018739014863967896,
-0.048737213015556335,
-0.02243112586438656,
0.043092790991067886,
0.04148133471608162,
0.015583775006234646,
0.03541482612490654,
-0.04192253202199936,
0.036806948482990265,
-0.006084709893912077,
0.023310014978051186,
0.038815658539533615,
-0.018569493666291237,
-0.04877280816435814,
-0.039721157401800156,
-0.05308636650443077,
0.016464218497276306,
0.03402993828058243,
0.0028281775303184986,
0.015416695736348629,
0.02182799205183983,
0.0241305623203516,
-0.06023021042346954,
0.03156483918428421,
0.06614692509174347,
0.003804972628131509,
-0.010552704334259033,
-0.06592849642038345,
-0.021000413224101067,
-0.005207818932831287,
-0.01827975921332836,
0.030787454918026924,
0.04348786920309067,
0.021136760711669922,
-0.008916782215237617,
0.049354080110788345,
-0.01623699814081192,
-0.04164569452404976,
0.008281848393380642,
0.017496224492788315,
0.015139398165047169,
0.03278925269842148,
-0.008015667088329792,
0.024356018751859665,
0.050157055258750916,
0.03151839226484299,
-0.005264692939817905,
0.009683441370725632,
-0.07464287430047989,
-0.00008559626439819112,
0.058095261454582214,
0.033240221440792084,
-0.04118282347917557,
-0.005104610696434975,
0.005462239496409893,
0.01997421868145466,
0.025626469403505325,
-0.0532107800245285,
0.028716662898659706,
-0.006299247033894062,
-0.00388924079015851,
-0.02371187135577202,
-0.04554292932152748,
-0.050486285239458084,
0.003606655402109027,
-0.012436656281352043,
0.022147445008158684,
-0.00224247295409441,
-0.010601302608847618,
-0.025729600340127945,
-0.030715178698301315,
0.06355559080839157,
0.01755473203957081,
0.008989297784864902,
0.03869042918086052,
0.026219530031085014,
0.02534479647874832,
-0.02865521050989628,
-0.0625184029340744,
0.032643791288137436,
-0.0243998896330595,
-0.02352139540016651,
0.020830577239394188,
-0.03443951532244682,
-0.049318570643663406,
0.03233916684985161,
0.006209527142345905,
0.012007231824100018,
-0.014062521979212761,
-0.03815431147813797,
0.03899511694908142,
0.032249726355075836,
0.006887999828904867,
0.056163664907217026,
-0.004350868985056877,
0.013968824408948421,
-0.012707876972854137,
-0.006481148302555084,
0.0052022915333509445,
-0.014549550600349903,
-0.021946581080555916,
-0.005066221114248037,
-0.030812710523605347,
-0.015107451938092709,
0.05510914698243141,
-0.003232654184103012,
0.038626160472631454,
-0.04045840725302696,
-0.007355635054409504,
0.014419106766581535,
0.0036700726486742496,
0.02584141492843628,
0.001796963275410235,
-0.009938892908394337,
-0.00929045770317316,
0.0157068632543087,
-0.048650749027729034,
0.012892588041722775,
-0.028659192845225334,
0.023951927199959755,
0.011353711597621441,
-0.028708267956972122,
0.00019619110389612615,
-0.025037484243512154,
-0.05567234754562378,
-0.009400404989719391,
-0.041738152503967285,
0.021023951470851898,
-0.014732594601809978,
0.03099195845425129,
-0.02175408974289894,
-0.03650287538766861,
-0.00264439987950027,
0.041769854724407196,
-0.026909239590168,
0.02087298408150673,
-0.028887001797556877,
0.01093903835862875,
-0.02018599584698677,
0.0059211417101323605,
-0.05722203105688095,
-0.03931637108325958,
0.0389319472014904,
0.033866554498672485,
-0.005868683569133282,
0.00973618682473898,
-0.00960605964064598,
-0.03857206180691719,
-0.0037303180433809757,
-0.031696420162916183,
0.060737550258636475,
-0.0006042261957190931,
-0.034435294568538666,
-0.01252988912165165,
0.027312975376844406,
0.051407504826784134,
-0.028448397293686867,
0.00703229708597064,
-0.0354037843644619,
-0.025327298790216446,
-0.02142505720257759,
-0.009811842814087868,
0.00967651978135109,
-0.01134102325886488,
0.0003531772526912391,
-0.003865595208480954,
0.02152509242296219,
0.036859266459941864,
-0.032728951424360275,
-0.033908165991306305,
-0.008339016698300838,
-0.048647258430719376,
-0.015332392416894436,
-0.05636986345052719,
0.02474157325923443,
0.012592599727213383,
-0.003636952955275774,
-0.02560258097946644,
0.005203399807214737,
-0.04329332709312439,
-0.007593707647174597,
0.030827820301055908,
0.0019371674861758947,
-0.05411403626203537,
-0.0013366036582738161,
0.0818103775382042,
-0.023698700591921806,
0.022994009777903557,
0.02184019796550274,
-0.01819118857383728,
0.0330982580780983,
0.005176982376724482,
-0.011879482306540012,
0.024371124804019928,
0.03928295150399208,
-0.02295307070016861,
-0.02647990733385086,
-0.009320035576820374,
-0.005869477987289429,
0.06697630137205124,
0.02083243429660797,
0.027175314724445343,
0.06017681211233139,
0.02830607071518898,
0.001638184068724513,
-0.00012172434799140319,
-0.009479430504143238,
0.007086189929395914,
0.036688853055238724,
0.03692299872636795,
-0.011168012395501137,
0.0075842286460101604,
-0.006265899632126093,
0.01697884313762188,
0.009746149182319641,
0.03605930134654045,
0.011342927813529968,
-0.0014756720047444105,
0.027065854519605637,
0.01334341336041689,
-0.03327831253409386,
0.04132798686623573,
-0.04560729116201401,
0.006796986795961857,
-0.055119916796684265,
-0.02214200608432293,
0.030035050585865974,
0.030144814401865005,
0.00450369855388999,
-0.036152951419353485,
-0.020616531372070312,
-0.11214685440063477,
0.030365634709596634,
-0.0036616362631320953,
-0.007212220691144466,
0.005047588609158993,
0.011800498701632023,
0.03892131149768829,
-0.024718957021832466,
0.024482473731040955,
-0.03818698972463608,
-0.04973388463258743,
-0.04212716594338417,
-0.010021462105214596,
-0.012834230437874794,
0.03593583032488823,
-0.0038663512095808983,
-0.03041008673608303,
-0.012118133716285229,
-0.019593236967921257,
0.037733882665634155,
-0.016051387414336205,
0.03887389600276947,
-0.04494688659906387,
0.051502618938684464,
-0.01080716960132122,
0.04102618619799614,
0.017224399372935295,
0.03126047924160957,
0.07922696322202682,
0.07250204682350159,
0.03147047013044357,
-0.07970095425844193,
0.030150756239891052,
0.00234621437266469,
0.005368811544030905,
-0.015937283635139465,
0.002236493630334735,
-0.005094196647405624,
-0.0417538583278656,
0.039531052112579346,
0.05531168729066849,
-0.0005878527881577611,
0.000282725173747167,
0.05912661924958229,
-0.022414138540625572,
-0.019326629117131233,
0.012538552284240723,
0.012994552962481976,
0.01337652001529932,
-0.024566899985074997,
-0.01906852051615715,
0.044746775180101395,
0.011855415999889374,
0.01559930108487606,
0.0060955192893743515,
-0.009447254240512848,
0.01506881695240736,
0.004082590341567993,
-0.012314354069530964,
0.02950334921479225,
-0.023800671100616455,
-0.019425950944423676,
-0.06199466064572334,
0.04030465707182884,
0.005435609258711338,
-0.03220460191369057,
0.024091990664601326,
0.07268374413251877,
-0.020449023693799973,
0.006044347304850817,
-0.018327990546822548,
0.000964987906627357,
-0.038523588329553604,
-0.03685212880373001,
-0.028334544971585274,
0.01904870569705963,
-0.020852118730545044,
-0.05851574242115021,
-0.017040608450770378,
-0.007392226718366146,
0.007704793009907007,
-0.04671821743249893,
-0.03989963233470917,
0.023160673677921295,
0.01793176494538784,
-0.03283241391181946,
-0.01347969751805067,
-0.015664266422390938,
-0.00951895210891962,
-0.01626810058951378,
0.007429921999573708,
0.01018296368420124,
-0.02574383281171322,
-0.0229682307690382,
-0.042608242481946945,
0.030909322202205658,
-0.03152187913656235,
-0.007410809397697449,
0.008792427368462086,
-0.0033718643244355917,
-0.007275328505784273,
0.0259723998606205,
0.02401897683739662,
0.029081324115395546,
-0.002261793939396739,
0.006315906997770071,
-0.03020421229302883,
-0.04161633923649788,
-0.04394829273223877,
-0.013576489873230457,
0.014920751564204693,
-0.022142738103866577,
-0.037689097225666046,
-0.0023956377990543842,
0.03523659333586693,
0.016437210142612457,
0.03415456786751747,
0.028308643028140068,
0.003944222815334797,
0.05094056949019432,
0.0019322747830301523,
-0.09607703983783722,
-0.006731643341481686,
-0.0032049918081611395,
-0.048508282750844955,
-0.039611030369997025,
-0.022670801728963852,
0.07969585806131363,
0.015473254956305027,
-0.024563387036323547,
-0.00864112563431263,
0.04301750287413597,
-0.007621472235769033,
0.00669518206268549,
0.02869226410984993,
-0.05070163309574127,
-0.011922360397875309,
0.025413552299141884,
0.006047488190233707,
-0.00968770682811737,
-0.023689836263656616,
-0.058001335710287094,
-0.0014643960166722536,
0.002263737842440605,
-0.03217606619000435,
0.0007716268883086741,
0.00437577348202467,
-0.027165845036506653,
-0.024332895874977112,
-0.01515461690723896,
0.026676220819354057,
-0.045830801129341125,
-0.005821858998388052,
-0.0038703843019902706,
0.022143244743347168,
0.008461813442409039,
0.023089217022061348,
-0.008167666383087635,
-0.0015026889741420746,
0.05298265814781189,
0.0236269049346447,
0.04302751272916794,
-0.022999687120318413,
-0.0032757881563156843,
0.015211349353194237,
0.052142444998025894,
-0.022670067846775055,
-0.04156453534960747,
0.011186833493411541,
-0.058507900685071945,
-0.04127758368849754,
0.04504875838756561,
0.02371070347726345,
0.0036249696277081966,
0.019663415849208832,
-0.023128967732191086,
-0.023188939318060875,
0.0662456676363945,
-0.02663120999932289,
-0.026815980672836304,
-0.00008493212226312608,
-0.023781051859259605,
-0.0076888189651072025,
-0.00924687460064888,
0.026669111102819443,
0.0005944215226918459,
-0.006948478519916534,
0.03605226054787636,
0.05874040350317955,
-0.0044482676312327385,
-0.03461164981126785,
-0.025098826736211777,
0.02154463715851307,
0.04291854798793793,
-0.00343945506028831,
-0.02545017935335636,
-0.0029799919575452805,
0.05657115578651428,
-0.016673468053340912,
0.03694663569331169,
-0.03138022497296333,
-0.016074208542704582,
-0.07925166189670563,
-0.0006067248177714646,
-0.023785719648003578,
0.03395404294133186,
0.024298451840877533,
-0.05378296598792076,
-0.0048712813295423985,
0.019992150366306305,
-0.05576123297214508,
0.04236232116818428,
-0.028272513300180435,
-0.0339227095246315,
-0.023786047473549843,
0.002276697428897023,
-0.030055878683924675,
-0.006350196432322264,
-0.010882540605962276,
0.001582382945343852,
0.03983459994196892,
0.004944844637066126,
0.02454918809235096,
-0.06034905090928078,
0.018645677715539932,
0.037261638790369034,
0.021825358271598816,
-0.09555980563163757,
0.017630677670240402,
-0.05093776807188988,
-0.04861152544617653,
0.051586370915174484,
-0.021622246131300926,
0.01108838152140379,
0.02684039995074272,
0.04781188443303108,
0.013488157652318478,
0.06053882837295532,
0.02555493824183941,
0.009735309518873692,
0.020076623186469078,
0.006782241631299257,
-0.02412954345345497,
0.006321704480797052,
-0.03549039363861084,
0.026714788749814034,
0.026076072826981544,
0.030415957793593407,
-0.0011877052020281553,
0.008996601216495037,
-0.003303024685010314,
0.013944614678621292,
0.010181126184761524,
0.009965137578547001,
0.019446102902293205,
-0.04784196987748146,
0.003764410736039281,
-0.043149225413799286,
0.012786184437572956,
0.03258410468697548,
0.04152838513255119,
-0.056940414011478424,
0.024188127368688583,
-0.033696822822093964,
-0.02963804081082344,
-0.023382360115647316,
-0.01099440548568964,
0.004476012196391821,
-0.024911673739552498,
0.020551951602101326,
-0.002051732037216425,
-0.009597956202924252,
-0.030628876760601997,
-0.022183557972311974,
-0.005457163322716951,
0.04348541423678398,
-0.057002704590559006,
-0.02424127422273159,
-0.024447627365589142,
-0.00964002963155508,
-0.02206512726843357,
-0.07866553217172623,
0.05326415225863457,
0.012022635899484158,
-0.035373758524656296,
-0.026695014908909798,
0.03199372440576553,
-0.03890850767493248,
0.019930314272642136,
0.056175537407398224,
0.0032546750735491514,
-0.02342355251312256,
0.009813586249947548,
-0.011354256421327591,
0.01965690404176712,
-0.054470762610435486,
0.023340415209531784,
0.0010992740280926228,
0.010358364321291447,
-0.003206698689609766,
-0.009716267697513103,
0.001715815276838839,
-0.026851201429963112,
-0.0030859222169965506,
-0.026165427640080452,
-0.020383760333061218,
-0.014750863425433636,
0.0015194481238722801,
0.0205292496830225,
-0.033669549971818924,
0.0076421815901994705,
0.02324526384472847,
0.006862849462777376,
-0.001450160052627325,
0.03792387619614601,
0.018888816237449646,
-0.04395223781466484,
0.011980028823018074,
-0.040615733712911606,
0.009964643977582455,
0.006044096779078245,
-0.0036647533997893333,
-0.009390449151396751,
-0.06305041909217834,
0.006636124104261398,
0.011654761619865894,
-0.03203556314110756,
0.001018677605316043,
0.043880660086870193,
0.023061592131853104,
0.011778222396969795,
0.009884965606033802,
0.02954195626080036,
0.016431985422968864,
0.004492681939154863,
0.025970496237277985,
0.06309043616056442,
0.05149555951356888,
0.018250446766614914,
0.029844488948583603,
0.011707067489624023,
-0.020911315456032753,
0.06367212533950806,
0.009478003717958927,
0.034818798303604126,
0.014335211366415024,
-0.0038230938371270895,
0.014822741970419884,
-0.0032817067112773657,
-0.014386431314051151,
0.004442859441041946,
0.000930172682274133,
0.016398070380091667,
-0.04650766775012016,
0.0020648683421313763,
-0.027305707335472107,
0.022524535655975342,
-0.017013410106301308,
-0.03903106227517128,
0.027834026142954826,
0.014321567490696907,
-0.008533889427781105,
-0.00120301463175565,
-0.005705374758690596,
-0.0067474995739758015,
0.006735714618116617,
-0.016727393493056297,
0.02160048484802246,
-0.004614981357008219,
-0.0014510841574519873,
-0.015628308057785034,
-0.034256935119628906,
-0.07133770734071732,
-0.019058886915445328,
0.04772445186972618,
0.030350806191563606,
0.055026039481163025,
-0.01054062508046627,
-0.05528637394309044,
0.02682001143693924,
0.06038552522659302,
-0.05684445798397064,
-0.029329929500818253,
-0.027536023408174515,
0.01705946773290634,
-0.003925217781215906,
-0.0054265824146568775
] |
<p>Based on the responses from the question <a href="http://stats.stackexchange.com/questions/28086/how-to-draw-a-side-by-side-plot-mentioned-in-graphical-display-as-an-aid-to-ana">How to draw a side-by-side plot mentioned in "Graphical Display as an Aid to Analysis"</a>, I am considering implementing the function myself. The problem is that I don't know how to utilize the result of <code>aov()</code> function. I have to see how many factors there are, the names of factors, what are their main effects and interaction effects, etc. I can get residuals from <code>aov(y~x)$residuals</code>. I consulted the documentation for <code>aov()</code>, but I still have no clue how to do this. There must be some other way much complex than something like <code>t.test(x,y)$p.value</code>.</p>
<p>Would you help me?</p> | 41,740 | [
-0.009120408445596695,
0.024714592844247818,
0.015006376430392265,
0.02906878851354122,
0.0429263636469841,
-0.016430871561169624,
-0.010421673767268658,
-0.02503610961139202,
0.02870154194533825,
-0.002614174969494343,
0.041602231562137604,
0.026587825268507004,
0.08388853818178177,
0.035761043429374695,
0.01020539365708828,
-0.01251858752220869,
-0.03051334246993065,
-0.020694777369499207,
0.01688326708972454,
-0.02799074724316597,
-0.013238532468676567,
-0.020845673978328705,
0.014262721873819828,
-0.0125345503911376,
0.02775430493056774,
0.05407703295350075,
0.05701196566224098,
-0.005470694042742252,
0.03023349680006504,
0.0297309048473835,
-0.031779687851667404,
-0.04126774147152901,
0.027285685762763023,
0.024555381387472153,
0.014745828695595264,
-0.0004043187072966248,
0.01704268343746662,
-0.02094934694468975,
0.00949071068316698,
0.030593641102313995,
-0.0016300129937008023,
-0.001928360085003078,
-0.00016079422493930906,
0.03711019456386566,
0.00596204586327076,
0.019231848418712616,
-0.034604884684085846,
0.005996553227305412,
0.04105081036686897,
-0.04648419842123985,
0.056967172771692276,
-0.005342245567589998,
0.059258297085762024,
0.01963026262819767,
-0.026830490678548813,
-0.013761300593614578,
0.054682657122612,
0.03273486718535423,
0.035160426050424576,
-0.06263704597949982,
0.02480684593319893,
-0.024358706548810005,
-0.02175493910908699,
-0.03330284729599953,
-0.06895478814840317,
0.020445995032787323,
0.0202924981713295,
-0.014194301329553127,
0.0010429213289171457,
-0.04557740315794945,
0.010907596908509731,
0.029474707320332527,
0.014576319605112076,
0.0002961126738227904,
0.009028252214193344,
0.0025016667786985636,
0.05727514997124672,
-0.057401519268751144,
0.035354599356651306,
0.03700830042362213,
0.023422226309776306,
0.04805433377623558,
-0.01118540670722723,
0.013374490663409233,
0.023769604042172432,
0.016634928062558174,
0.0727880671620369,
-0.019967233762145042,
0.006605858914554119,
-0.008477275259792805,
-0.0012688483111560345,
0.033515188843011856,
0.057875875383615494,
0.05050872266292572,
-0.0708661824464798,
0.018676578998565674,
-0.012773706577718258,
0.02235429547727108,
0.018133113160729408,
-0.00009067435894394293,
-0.007551789283752441,
-0.03303465247154236,
-0.001213014591485262,
0.022394049912691116,
0.0021124007180333138,
-0.02806910127401352,
-0.018968161195516586,
-0.0068773007951676846,
0.003912352956831455,
-0.038377419114112854,
-0.027784593403339386,
0.022330164909362793,
-0.02940952219069004,
-0.008387679234147072,
0.017940882593393326,
-0.01303953304886818,
0.021311365067958832,
0.04142530634999275,
0.08432227373123169,
0.012478061951696873,
0.06348458677530289,
-0.019433842971920967,
0.027003757655620575,
-0.01003476046025753,
-0.055325139313936234,
-0.01020340621471405,
0.01049818191677332,
-0.006908032577484846,
-0.02352319099009037,
0.06929977983236313,
-0.018876006826758385,
-0.040562327951192856,
0.02645224891602993,
-0.00913330540060997,
0.007353002205491066,
0.006502089556306601,
-0.08599132299423218,
-0.07122991234064102,
0.02358243241906166,
-0.04258665814995766,
0.010475028306245804,
-0.008324665017426014,
-0.023104438558220863,
0.026942063122987747,
0.017077237367630005,
-0.00016314772074110806,
0.010791614651679993,
-0.00887946505099535,
0.023812731727957726,
0.03338836878538132,
-0.05837933346629143,
0.016569485887885094,
-0.0252235047519207,
0.0017833266174420714,
-0.03446584194898605,
-0.0576033741235733,
0.0120413051918149,
0.03939306363463402,
-0.016863981261849403,
-0.011931591667234898,
0.0560947060585022,
-0.006465170532464981,
-0.007233971264213324,
0.008025789633393288,
-0.0010556720662862062,
-0.0693821907043457,
0.044362809509038925,
-0.014283696189522743,
0.02708265744149685,
0.028809381648898125,
-0.040553390979766846,
0.015002707950770855,
0.02490754798054695,
0.0129401795566082,
0.02396063506603241,
0.005673578474670649,
-0.018262043595314026,
-0.027236394584178925,
-0.0038668052293360233,
0.027622435241937637,
-0.04868195205926895,
-0.05755124241113663,
-0.05174313858151436,
-0.016467584297060966,
0.028548981994390488,
0.02987758442759514,
-0.033142101019620895,
-0.02365792728960514,
0.043596960604190826,
-0.06356159597635269,
-0.056191716343164444,
-0.0640195980668068,
0.009556012228131294,
-0.01236790418624878,
-0.026479491963982582,
-0.016824694350361824,
0.000767361547332257,
0.03771112114191055,
0.031291842460632324,
-0.025180557742714882,
0.010456107556819916,
0.03411714732646942,
0.07440128922462463,
-0.023011349141597748,
0.00281044514849782,
0.013518176041543484,
0.07262290269136429,
-0.02386384643614292,
0.01826408877968788,
-0.03864859789609909,
-0.01237258967012167,
0.0019219813402742147,
-0.056319672614336014,
0.021395636722445488,
0.005568655673414469,
-0.011665429919958115,
0.012551214545965195,
0.014364218339323997,
0.0008123955922201276,
0.009620347060263157,
-0.03256542235612869,
0.04431385174393654,
0.07963676005601883,
0.006225785240530968,
-0.0085066556930542,
-0.026367835700511932,
0.03423162177205086,
-0.0013966636033728719,
-0.031663235276937485,
0.05918687954545021,
-0.03828762099146843,
-0.059146568179130554,
0.05873909965157509,
0.002698509953916073,
-0.0011953915236517787,
0.03596920147538185,
0.02873172052204609,
-0.02361169457435608,
0.012432669289410114,
0.03945159912109375,
0.015441163443028927,
-0.015412014909088612,
0.005948252975940704,
0.047475915402173996,
0.014931649900972843,
-0.02125898189842701,
0.038535404950380325,
-0.013369321823120117,
0.05231141671538353,
0.027586989104747772,
-0.011733540333807468,
0.06596070528030396,
-0.006646386347711086,
0.009411252103745937,
-0.03216847777366638,
-0.013757869601249695,
0.0798916220664978,
0.004015746992081404,
0.011281847022473812,
0.023967359215021133,
0.0115882633253932,
-0.015472358092665672,
0.03759625926613808,
-0.019421851262450218,
-0.01861107535660267,
0.017705487087368965,
-0.015849387273192406,
0.011079146526753902,
0.003763162763789296,
-0.020455604419112206,
0.048188433051109314,
-0.024623168632388115,
-0.02010277472436428,
-0.04387308657169342,
0.002407046500593424,
0.02059515379369259,
0.0471513569355011,
0.0606401301920414,
-0.0383312813937664,
-0.03299175575375557,
0.02493964321911335,
-0.006789518985897303,
0.01403594296425581,
0.015055916272103786,
-0.046188849955797195,
0.01672946847975254,
-0.07585440576076508,
-0.01849624328315258,
0.019146688282489777,
-0.0025110142305493355,
-0.024264728650450706,
0.027176398783922195,
-0.007503580767661333,
-0.056664057075977325,
-0.06764280050992966,
-0.040727343410253525,
0.0010130350710824132,
-0.08372051268815994,
-0.03368748351931572,
0.01327388547360897,
-0.03222759813070297,
-0.026228589937090874,
-0.007653138134628534,
-0.006834178697317839,
0.007085450924932957,
-0.0008903364650905132,
0.019248798489570618,
0.024371910840272903,
0.0017899514641612768,
-0.008457289077341557,
0.03261562064290047,
-0.019243542104959488,
-0.02184140682220459,
-0.0785973072052002,
-0.026912596076726913,
0.0001696668186923489,
0.012779554352164268,
-0.00227940920740366,
-0.018069446086883545,
-0.023205092176795006,
0.06361253559589386,
0.008969778195023537,
-0.01342589221894741,
-0.07267896085977554,
0.0013204347342252731,
-0.042219243943691254,
-0.03635816648602486,
-0.0031172288581728935,
0.013713985681533813,
0.030417131260037422,
0.029416847974061966,
-0.03079642541706562,
0.02976292371749878,
0.06320404261350632,
0.008689318783581257,
0.007013858761638403,
0.0006089751259423792,
-0.017816796898841858,
-0.011964332312345505,
0.018112972378730774,
0.018960371613502502,
-0.01916523277759552,
0.0063458695076406,
0.01708313822746277,
0.011649982072412968,
-0.018847458064556122,
-0.04595251753926277,
0.003692804602906108,
-0.031443532556295395,
0.0017279052408412099,
-0.03252251073718071,
0.010288244113326073,
0.01722450740635395,
-0.01192443910986185,
-0.014167236164212227,
0.03931328281760216,
0.07108794152736664,
-0.011280414648354053,
0.0039687249809503555,
0.0641479417681694,
0.043107300996780396,
-0.03332846984267235,
-0.007940882816910744,
-0.013825132511556149,
-0.014443432912230492,
-0.0015044915489852428,
-0.012348201125860214,
0.012344649992883205,
0.021588759496808052,
0.015734562650322914,
0.00443293759599328,
0.012254375033080578,
-0.050761837512254715,
0.048562705516815186,
-0.038710106164216995,
0.02324320189654827,
-0.049249883741140366,
0.05104224011301994,
0.023532496765255928,
0.05671392008662224,
0.016175651922822,
-0.006122080609202385,
0.01756472885608673,
-0.04115050658583641,
-0.05528808757662773,
0.03437987342476845,
-0.0011008934816345572,
-0.005587898660451174,
0.01101476326584816,
0.004249716177582741,
0.01476144976913929,
0.0013648583553731441,
0.016904618591070175,
0.0011090043699368834,
0.009974883869290352,
0.009157062508165836,
0.0005182239110581577,
-0.02460412308573723,
0.007532052230089903,
-0.03739289194345474,
0.012462573125958443,
0.029969217255711555,
-0.006420754361897707,
0.034453146159648895,
0.07031227648258209,
-0.03002641536295414,
-0.014745966531336308,
-0.04105176776647568,
-0.005818530917167664,
-0.010480988770723343,
0.021320294588804245,
0.06171146780252457,
0.0221652090549469,
-0.006749821361154318,
-0.0142905842512846,
-0.01860678195953369,
0.03793478384613991,
0.018386563286185265,
0.011119295842945576,
0.005688040982931852,
-0.0024456093087792397,
-0.0366545170545578,
-0.01931895688176155,
0.014246022328734398,
-0.018755856901407242,
0.011590478010475636,
0.024523183703422546,
0.025164905935525894,
-0.035455573350191116,
0.06136638671159744,
0.050365153700113297,
0.021283918991684914,
0.02974121831357479,
-0.02987266331911087,
-0.0029829873237758875,
-0.023728491738438606,
-0.006363522727042437,
0.05543842911720276,
0.013629363849759102,
-0.005172158591449261,
0.01893942430615425,
0.026237623766064644,
-0.016647497192025185,
-0.02398689091205597,
-0.005069426726549864,
0.008236312307417393,
0.04282502084970474,
0.0032492962200194597,
-0.041340626776218414,
-0.007862444967031479,
0.008638797327876091,
0.01591678336262703,
0.008690080605447292,
-0.009433161467313766,
-0.10184749960899353,
0.0019305059686303139,
0.026669450104236603,
0.012442498467862606,
-0.011968608014285564,
-0.0031322999857366085,
-0.023993708193302155,
-0.028254585340619087,
0.022617284208536148,
-0.03381867706775665,
0.022680720314383507,
-0.01918705739080906,
0.029703177511692047,
-0.04201541468501091,
0.0027670138515532017,
-0.07127492874860764,
0.03946390748023987,
-0.05618013069033623,
0.0027031635399907827,
-0.04500171169638634,
-0.023559249937534332,
-0.045854467898607254,
0.015432880260050297,
-0.020913202315568924,
0.018242886289954185,
-0.022522833198308945,
-0.019264573231339455,
-0.03241613507270813,
0.024599608033895493,
-0.02447875216603279,
-0.04470056667923927,
0.027190925553441048,
0.005482678301632404,
-0.019208213314414024,
0.05408046394586563,
0.004549992270767689,
0.006002817302942276,
0.02101210691034794,
0.04112423211336136,
0.006984134204685688,
-0.02471589669585228,
-0.05345943197607994,
0.07132049649953842,
0.0204459335654974,
-0.01918821781873703,
0.0817979946732521,
0.03257841244339943,
0.01075638085603714,
0.013673854060471058,
-0.02908996492624283,
0.033075202256441116,
0.013280925340950489,
-0.023945355787873268,
-0.0350828655064106,
-0.027536962181329727,
0.015781031921505928,
0.009769526310265064,
-0.021730465814471245,
0.008430186659097672,
-0.04499363154172897,
-0.022191474214196205,
0.010618693195283413,
0.015115470625460148,
0.006830571684986353,
-0.015146445482969284,
0.025515180081129074,
-0.01760166697204113,
-0.005276556592434645,
-0.029246581718325615,
-0.021158209070563316,
-0.03577625751495361,
-0.007209946401417255,
-0.00392430555075407,
-0.03403528407216072,
-0.009001856669783592,
-0.028767118230462074,
-0.019788946956396103,
-0.0025840741582214832,
0.014324711635708809,
0.02350856363773346,
-0.015166728757321835,
0.052587173879146576,
0.01161560881882906,
-0.026363546028733253,
-0.028634002432227135,
0.07017336785793304,
0.014791066758334637,
0.0173802487552166,
-0.0322711355984211,
0.07497227936983109,
-0.02664245292544365,
-0.004681080114096403,
-0.023907572031021118,
-0.024921366944909096,
-0.013211829587817192,
-0.0035032820887863636,
-0.0315106101334095,
-0.008300860412418842,
-0.03555993735790253,
-0.019870661199092865,
0.02467402070760727,
-0.003384307725355029,
0.022108647972345352,
-0.04714883863925934,
-0.002562736626714468,
-0.021266624331474304,
-0.025919899344444275,
0.05793594568967819,
-0.017824318259954453,
0.0063605718314647675,
0.005658826790750027,
0.013286835514008999,
0.022270360961556435,
0.009095684625208378,
-0.02203746885061264,
-0.034844666719436646,
-0.014171279035508633,
-0.04840156063437462,
0.03684217482805252,
0.0650329440832138,
0.0030181570909917355,
0.0008927949820645154,
-0.03164280205965042,
0.0016754713142290711,
-0.006335590500384569,
-0.043153852224349976,
0.0073525067418813705,
0.013769243843853474,
0.0193219855427742,
0.009035971015691757,
0.00005006802894058637,
-0.030396098271012306,
0.004749093670397997,
0.004111246671527624,
-0.03539528325200081,
-0.03080180659890175,
0.03182857856154442,
0.09216316789388657,
0.033370163291692734,
0.060060225427150726,
-0.026950055733323097,
-0.00024966575438156724,
0.062083955854177475,
0.013108707964420319,
0.02356491982936859,
0.0013833523262292147,
-0.007956176064908504,
-0.06624002754688263,
-0.04382301867008209,
-0.057261716574430466,
-0.014198138378560543,
0.06354257464408875,
-0.0582529716193676,
0.04602980986237526,
0.05870683118700981,
0.01263171061873436,
-0.0016746334731578827,
-0.025566913187503815,
-0.03050062619149685,
-0.03007657453417778,
0.024430422112345695,
0.06485337018966675,
0.0025638402439653873,
-0.008969011716544628,
0.033086977899074554,
0.010911860503256321,
0.021705957129597664,
0.03887799009680748,
-0.01216548029333353,
-0.025573546066880226,
0.030493242666125298,
-0.016960052773356438,
-0.01613619364798069,
-0.012062332592904568,
-0.022505730390548706,
0.002084111561998725,
-0.03604791685938835,
-0.031965624541044235,
0.05685684457421303,
0.04912284016609192,
-0.048709556460380554,
-0.06008624657988548,
-0.015287242829799652,
-0.052244946360588074,
-0.022427327930927277,
0.02035643719136715,
-0.012090838514268398,
0.001783158048056066,
0.037172481417655945,
0.06505033373832703,
-0.045260366052389145,
0.036400552839040756,
-0.03444618359208107,
-0.0696505531668663,
-0.010091589763760567,
-0.02760939486324787,
-0.027839412912726402,
0.04932522028684616,
-0.010212351568043232,
-0.023433012887835503,
0.012269035913050175,
-0.05328979343175888,
0.020001661032438278,
-0.008835341781377792,
0.029281141236424446,
-0.002421346493065357,
0.08856505900621414,
-0.027045421302318573,
0.019539276137948036,
0.010425700806081295,
0.015550407581031322,
0.1267675757408142,
0.04031085968017578,
0.03669314086437225,
-0.07605376839637756,
0.014061475172638893,
0.01128936093300581,
-0.011303640902042389,
-0.026886016130447388,
-0.022226683795452118,
0.03314628824591637,
0.019341150298714638,
0.052877459675073624,
0.06620114296674728,
0.010037197731435299,
0.02133428119122982,
0.03851574286818504,
-0.02859291434288025,
-0.03547365963459015,
-0.007603843230754137,
0.007457142695784569,
-0.00977173913270235,
-0.028975699096918106,
-0.08020112663507462,
0.007984773255884647,
0.011233766563236713,
0.0009627339895814657,
-0.009669380262494087,
-0.02253171056509018,
-0.0048336852341890335,
-0.019695360213518143,
-0.033130351454019547,
0.028201738372445107,
0.008860988542437553,
0.0365619920194149,
-0.00715950271114707,
-0.017490260303020477,
0.05158273130655289,
-0.03380236029624939,
0.02850988879799843,
0.03866703063249588,
0.007560251280665398,
-0.00745115801692009,
-0.00003440640648477711,
0.015397002920508385,
-0.010890249162912369,
-0.04116102308034897,
-0.0026370768900960684,
0.05749315768480301,
-0.0082993870601058,
-0.0025615182239562273,
-0.03360610455274582,
-0.008714305236935616,
-0.03404596447944641,
-0.021156881004571915,
-0.021209411323070526,
0.02316977269947529,
0.03803772106766701,
-0.023947004228830338,
0.019407136365771294,
-0.012495697475969791,
-0.015552067197859287,
-0.019749263301491737,
0.04682960733771324,
0.024354612454771996,
-0.006670176517218351,
-0.00535446684807539,
-0.04135344922542572,
0.06408216059207916,
-0.0059424699284136295,
-0.004552613478153944,
-0.01168337743729353,
-0.004621624946594238,
-0.023500006645917892,
-0.01573648303747177,
0.04370851442217827,
0.03580041229724884,
-0.012455678544938564,
0.04640877991914749,
-0.003258622484281659,
-0.014536397531628609,
-0.030717726796865463,
0.013378254137933254,
-0.06814970076084137,
-0.027653036639094353,
-0.04914018511772156,
0.0052415793761610985,
0.05663556233048439,
0.025314947590231895,
0.019361527636647224,
-0.012346961535513401,
-0.002255456754937768,
0.05976537987589836,
0.00017985468730330467,
-0.028076231479644775,
-0.04803721606731415,
0.041659336537122726,
-0.021920407190918922,
-0.04021996259689331,
-0.004804741591215134,
0.055134501308202744,
0.011977330781519413,
-0.0030775030609220266,
-0.022105371579527855,
0.027068667113780975,
0.0032373203430324793,
-0.005631175823509693,
0.0223127119243145,
-0.05278204381465912,
-0.012971405871212482,
-0.028492499142885208,
0.0074767861515283585,
-0.061325449496507645,
0.0053051006980240345,
-0.029719501733779907,
-0.028934640809893608,
0.044831033796072006,
0.00006681072409264743,
-0.018776632845401764,
0.023149147629737854,
-0.008805513381958008,
0.036800846457481384,
-0.04305064305663109,
0.0069265225902199745,
-0.01753934845328331,
-0.045854102820158005,
-0.0020067289005964994,
-0.015795139595866203,
-0.023127034306526184,
0.05350973457098007,
-0.0190131738781929,
0.021099168807268143,
0.022545520216226578,
0.04220844805240631,
0.020507361739873886,
0.004981882404536009,
0.004998976830393076,
0.01774941012263298,
0.0430227629840374,
0.025645878165960312,
-0.019462382420897484,
0.00981072522699833,
-0.005761750042438507,
-0.00933622382581234,
0.008023770526051521,
-0.027968814596533775,
0.055000778287649155,
0.007680412381887436,
-0.005885236896574497,
-0.008308143354952335,
0.03639204800128937,
-0.0220138318836689,
0.022949939593672752,
-0.01136175636202097,
-0.01420561596751213,
-0.016477610915899277,
0.011750833131372929,
0.018972087651491165,
-0.0024632320273667574,
0.01350309792906046,
0.00643468601629138,
0.060437485575675964,
-0.0035236526746302843,
-0.014470777474343777,
0.002845081966370344,
0.007909415289759636,
-0.015113460831344128,
0.012489689514040947,
-0.0467279776930809,
0.040007736533880234,
0.04201044142246246,
-0.029388437047600746,
0.04177031293511391,
-0.013417001813650131,
0.038548678159713745,
-0.09647829830646515,
0.01469773706048727,
-0.013791246339678764,
0.018030859529972076,
0.02964659407734871,
-0.031661469489336014,
-0.0023659763392060995,
0.011008245870471,
-0.018033936619758606,
0.036709293723106384,
0.026800591498613358,
-0.0036445956211537123,
-0.005549977999180555,
0.033117614686489105,
0.001266294508241117,
0.02825714461505413,
0.017747191712260246,
0.015559010207653046,
0.02078915387392044,
0.048059847205877304,
0.01805095188319683,
-0.008711879141628742,
-0.0008211450767703354,
-0.002873111516237259,
0.02113405428826809,
-0.043098051100969315,
0.04640590399503708,
-0.021012865006923676,
-0.02355319820344448,
0.017893457785248756,
-0.0014895788626745343,
0.033462926745414734,
0.00045691855484619737,
-0.005083744414150715,
-0.017131207510828972,
0.05040846765041351,
-0.031353335827589035,
0.005383527837693691,
-0.02329118922352791,
-0.0013662794372066855,
0.01850827783346176,
-0.005858360789716244,
0.00454889889806509,
0.0327640064060688,
0.027990464121103287,
0.015294106677174568,
-0.04043988138437271,
0.027676939964294434,
0.0047322832979261875,
-0.03394991531968117,
0.007127950433641672,
-0.015864482149481773,
-0.0018599992617964745,
-0.03292568773031235,
-0.0008031285251490772,
-0.021985236555337906,
0.01080461498349905,
0.03680212423205376,
-0.02051001787185669,
-0.0191507451236248,
0.008120215497910976,
-0.03488488867878914,
-0.07290179282426834,
0.02313992939889431,
-0.0023252409882843494,
0.01596381887793541,
-0.04727085307240486,
0.02861311286687851,
-0.010139796882867813,
-0.010163521394133568,
0.0019784856121987104,
0.007663076743483543,
-0.03483811020851135,
0.010362913832068443,
-0.026902638375759125,
-0.002504047006368637,
0.0378844253718853,
-0.03000093437731266,
0.030052294954657555,
-0.09386168420314789,
0.05065979063510895,
0.03970517963171005,
-0.027468468993902206,
-0.03154361620545387,
0.024675386026501656,
-0.02925517037510872,
0.006837258115410805,
0.004903985187411308,
0.0022483873181045055,
-0.009265027940273285,
-0.023497870191931725,
0.01965954899787903,
-0.011139082722365856,
-0.03208458423614502,
0.04447145387530327,
-0.011701494455337524,
-0.016098471358418465,
-0.004199012648314238,
0.024643098935484886,
0.030796777456998825,
0.014037352986633778,
0.022419730201363564,
-0.02131914347410202,
-0.005194128956645727,
-0.014430788345634937,
-0.05707443878054619,
0.005447877570986748,
0.014962979592382908,
-0.04411502555012703,
0.04569235071539879,
0.0007423994247801602,
-0.0024884508457034826,
0.04047783091664314,
0.02965480461716652,
-0.011229184456169605,
0.050145622342824936,
-0.0190939549356699,
0.007648179307579994,
-0.017359856516122818,
0.0023078524973243475,
0.029392946511507034,
-0.07445405423641205,
0.017904456704854965,
0.022300461307168007,
-0.008247253485023975,
0.007722966372966766,
0.014819364994764328,
0.043509937822818756,
0.004986755084246397,
-0.015969008207321167,
0.009604014456272125,
-0.0029237205162644386,
-0.04437440261244774,
-0.0023478481452912092,
-0.011316658928990364,
0.02412392385303974,
0.01297028735280037,
-0.01878792978823185,
0.021463461220264435,
-0.014528922736644745,
0.005335231311619282,
-0.009419984184205532,
0.046907030045986176,
0.023997927084565163,
-0.00577675411477685,
0.012453717179596424,
-0.016455594450235367,
0.02304951660335064,
0.019310617819428444,
0.0050118230283260345,
0.04743988439440727,
-0.0643734484910965,
0.01037478819489479,
-0.02388955093920231,
-0.017915723845362663,
-0.06393727660179138,
0.005178208462893963,
0.021921148523688316,
0.009089620783925056,
-0.02740100771188736,
0.0012062033638358116,
0.01362669002264738,
-0.014213033020496368,
-0.02280990593135357,
0.0075800190679728985,
0.04652249813079834,
-0.014258257113397121,
-0.022369904443621635,
-0.02048715576529503,
-0.041194453835487366,
-0.04829035699367523,
-0.040336307138204575,
0.04501894488930702,
0.027495717629790306,
0.02078467421233654,
-0.035688500851392746,
-0.023424768820405006,
0.00559559091925621,
0.04358965903520584,
-0.08007030934095383,
-0.03371626138687134,
-0.031012453138828278,
0.00733241206035018,
0.00914826337248087,
0.013130445964634418
] |
<p>Standard deck has 52 cards, 26 Red and 26 Black. A run is a maximum contiguous block of cards, which has the same color.</p>
<p>Eg.</p>
<ul>
<li>(R,B,R,B,...,R,B) has 52 runs.</li>
<li>(R,R,R,...,R,B,B,B,...,B) has 2 runs.</li>
</ul>
<p>What is the expected number of runs in a shuffled deck of cards?</p> | 74,019 | [
-0.03798166289925575,
-0.048547785729169846,
-0.01592393033206463,
-0.008598731830716133,
0.03335712477564812,
-0.026122942566871643,
0.035231899470090866,
-0.022026751190423965,
-0.00982693862169981,
0.01947994902729988,
0.06748907268047333,
0.0484444722533226,
-0.002843787893652916,
0.029307721182703972,
-0.003607867518439889,
0.013897190801799297,
0.010931498371064663,
-0.045605845749378204,
0.004782770294696093,
0.020599573850631714,
-0.012689785100519657,
0.02272717095911503,
0.03690063953399658,
0.01906154491007328,
-0.049610771238803864,
0.008523071184754372,
0.07865937799215317,
-0.01768920198082924,
0.042164817452430725,
0.05935141444206238,
-0.05426594614982605,
-0.025619149208068848,
0.030189497396349907,
0.05056624487042427,
0.04135636240243912,
0.03296132758259773,
-0.022933393716812134,
-0.04276338592171669,
-0.0195483285933733,
-0.013496292755007744,
-0.019944483414292336,
0.0015868892660364509,
-0.03316407650709152,
0.009833941236138344,
-0.023089682683348656,
0.04477474093437195,
-0.0039246887899935246,
-0.023513849824666977,
0.0254898052662611,
-0.04221557080745697,
0.08435102552175522,
-0.017552025616168976,
0.04373329132795334,
0.003687930293381214,
0.015076624229550362,
0.012363898567855358,
0.040874168276786804,
0.0626257061958313,
0.0075368923135101795,
-0.02563423663377762,
0.026050005108118057,
-0.027382642030715942,
-0.004351689014583826,
-0.0179478507488966,
-0.03570530191063881,
0.026692107319831848,
0.0013041136553511024,
-0.020366337150335312,
0.033082254230976105,
0.0008459443342871964,
-0.009996524080634117,
0.04604100063443184,
0.029258325695991516,
-0.030878324061632156,
0.056613657623529434,
-0.022428886964917183,
-0.007925440557301044,
0.022192390635609627,
-0.008340907283127308,
0.03281083703041077,
0.022334426641464233,
0.027474509552121162,
0.028638139367103577,
0.001367912394925952,
0.021479401737451553,
-0.041935261338949203,
0.07552929222583771,
0.011850646696984768,
0.012384618632495403,
-0.0187816359102726,
0.06748463958501816,
-0.005373304709792137,
0.05826060101389885,
-0.012092109769582748,
-0.05412987619638443,
0.03422190994024277,
-0.02364405430853367,
0.03441468998789787,
-0.03224005177617073,
-0.006776685360819101,
-0.006401402875781059,
-0.06144511327147484,
0.02901197411119938,
0.06664801388978958,
-0.0019506452372297645,
0.0027369854506105185,
-0.030575983226299286,
0.018091455101966858,
0.006628864444792271,
-0.004269349854439497,
0.016598178073763847,
0.04488778114318848,
-0.001512668444775045,
0.011524622328579426,
-0.024189677089452744,
-0.01904737949371338,
0.014766979031264782,
0.015118680894374847,
0.0052256048657000065,
0.06309668719768524,
-0.0016760198632255197,
-0.04592570662498474,
-0.0029220711439847946,
-0.03639212250709534,
-0.07014988362789154,
0.013158619403839111,
0.028065873309969902,
-0.03576882183551788,
-0.05937151983380318,
0.0633372962474823,
-0.03441954776644707,
0.009306265972554684,
-0.010698194615542889,
0.015058777295053005,
0.034676097333431244,
-0.02515474706888199,
-0.07611682265996933,
-0.07518050074577332,
0.01936066336929798,
-0.011478662490844727,
-0.041298188269138336,
-0.019674599170684814,
0.0006592301069758832,
-0.0017243241891264915,
0.020084436982870102,
-0.03278405964374542,
0.047495774924755096,
0.029390158131718636,
-0.006443951278924942,
0.00915632862597704,
-0.018261365592479706,
0.01782899722456932,
-0.003917846363037825,
-0.02558920346200466,
0.01584484428167343,
-0.06121225282549858,
0.00983260478824377,
0.015871930867433548,
-0.03833187744021416,
-0.014224628917872906,
-0.011844497174024582,
-0.005428796634078026,
0.0018342933617532253,
-0.004559245891869068,
-0.015190785750746727,
-0.05620874837040901,
0.08268912136554718,
0.005863802973181009,
0.013030447997152805,
0.02739914134144783,
-0.018313702195882797,
-0.019567886367440224,
0.023994922637939453,
0.012141052633523941,
0.03972264751791954,
-0.029213055968284607,
-0.01828482747077942,
0.01627292111515999,
-0.0027493059169501066,
0.003618622897192836,
-0.05325709283351898,
-0.01223920937627554,
0.021801887080073357,
0.015167023055255413,
0.04701510816812515,
0.01889653690159321,
0.010687141679227352,
-0.007817353121936321,
0.007464027032256126,
-0.0510181300342083,
-0.005518779624253511,
-0.08665343374013901,
0.010919421911239624,
0.02694745734333992,
0.008933071978390217,
-0.04140795022249222,
-0.02124953642487526,
0.053441375494003296,
-0.017215117812156677,
-0.009431925602257252,
-0.011219695210456848,
0.0254703089594841,
0.0025190929882228374,
-0.008600820787250996,
-0.019038861617445946,
0.11522115021944046,
0.03863327205181122,
-0.025537263602018356,
0.03024604544043541,
-0.0576464980840683,
-0.025391148403286934,
-0.03701576218008995,
-0.045783258974552155,
0.020977916195988655,
0.007131790276616812,
-0.01333815697580576,
0.02754998579621315,
0.026462092995643616,
0.010708601213991642,
0.007971863262355328,
-0.033513061702251434,
0.02488841861486435,
0.055115245282649994,
0.018018346279859543,
0.020811840891838074,
-0.0005932445637881756,
-0.001180992927402258,
-0.011740968562662601,
0.014610462822020054,
-0.0033734620083123446,
-0.04176388680934906,
-0.007248616777360439,
0.04316370189189911,
0.02912675403058529,
-0.02890903316438198,
0.014205794781446457,
0.06909467279911041,
0.023474931716918945,
-0.010141546837985516,
0.05423010513186455,
-0.04942507669329643,
0.0037025685887783766,
0.014378988184034824,
-0.017378853633999825,
0.006375265307724476,
-0.010897467844188213,
0.017051612958312035,
0.013991786167025566,
-0.0005141079891473055,
-0.01624934747815132,
-0.042882487177848816,
0.04065905138850212,
0.020670784637331963,
0.0021585943177342415,
-0.012041943147778511,
-0.03431254252791405,
0.04205486923456192,
-0.015044400468468666,
-0.026524867862462997,
0.03856135904788971,
-0.0006892546662129462,
0.0009260136284865439,
0.003552085720002651,
-0.026886364445090294,
-0.0029218632262200117,
0.011668207123875618,
0.003496680874377489,
-0.035138845443725586,
0.033947788178920746,
0.02664891630411148,
0.016187146306037903,
-0.014292283914983273,
-0.024590512737631798,
-0.03688114881515503,
0.02810015343129635,
0.02521151676774025,
-0.030970953404903412,
0.040461551398038864,
-0.03953995183110237,
0.007422558031976223,
-0.0016715703532099724,
-0.015480635687708855,
-0.001788669265806675,
-0.03360763192176819,
-0.06392931193113327,
0.013051965273916721,
0.01449781283736229,
-0.04477960243821144,
0.009984773583710194,
-0.01850695163011551,
-0.01710749976336956,
0.06828617304563522,
-0.001620457274839282,
-0.017312785610556602,
0.003640102921053767,
-0.02608099952340126,
0.026097478345036507,
-0.051164694130420685,
-0.005546515807509422,
0.08606114983558655,
0.011455107480287552,
-0.05544517561793327,
0.03741679713129997,
-0.05268622562289238,
0.011293421499431133,
-0.027530228719115257,
-0.0042787352576851845,
0.021073440089821815,
-0.003545860294252634,
-0.02062959410250187,
-0.004127281717956066,
-0.0014884107513353229,
0.0064517175778746605,
-0.0660652369260788,
-0.041292525827884674,
-0.024457402527332306,
-0.027830176055431366,
0.042782727628946304,
0.008005124516785145,
-0.0036397783551365137,
0.060884665697813034,
0.027689145877957344,
-0.00790906697511673,
-0.006090973969548941,
-0.0378112755715847,
0.010091896168887615,
-0.05492820590734482,
0.032982371747493744,
0.03539473935961723,
-0.03267126530408859,
0.01939990743994713,
0.014058670960366726,
0.03683096170425415,
0.027688393369317055,
-0.033330947160720825,
-0.01793668605387211,
-0.003147340379655361,
0.018613047897815704,
-0.022507531568408012,
0.05621543526649475,
0.004472984466701746,
-0.043654054403305054,
-0.005026055034250021,
-0.001789152855053544,
0.02008427120745182,
0.014308291487395763,
-0.04319942742586136,
0.05060810595750809,
-0.010589619167149067,
0.012240231037139893,
-0.011519377119839191,
0.04878837615251541,
0.005446736700832844,
-0.02656339295208454,
-0.013298548758029938,
-0.013156356289982796,
0.04357919469475746,
0.01453430950641632,
0.007159512955695391,
0.05558821186423302,
0.04716802015900612,
-0.04185022413730621,
-0.021414760500192642,
-0.015547561459243298,
-0.015561435371637344,
0.020084703341126442,
-0.03300295025110245,
-0.02712569199502468,
0.032589804381132126,
0.01607847958803177,
0.015697844326496124,
-0.0010178884258493781,
-0.04148005694150925,
-0.040927376598119736,
-0.0822589322924614,
0.018096961081027985,
-0.016441859304904938,
0.08524033427238464,
0.00832424871623516,
0.05029424652457237,
-0.008679784834384918,
-0.014954537153244019,
0.02373264916241169,
0.021610092371702194,
-0.09349431097507477,
-0.011389867402613163,
-0.02379344217479229,
-0.00928763672709465,
-0.04497582092881203,
-0.024100948125123978,
0.030901826918125153,
-0.02104443684220314,
-0.0029303161427378654,
0.01735760271549225,
0.011173474602401257,
-0.02812439203262329,
0.03271627426147461,
-0.013102805241942406,
-0.04281226173043251,
0.02306191809475422,
-0.003950584679841995,
0.003288908628746867,
-0.014589146710932255,
0.04788055643439293,
0.026137566193938255,
-0.03182617202401161,
-0.009799866937100887,
0.012528751976788044,
0.00895986519753933,
-0.0016197572695091367,
0.03339656814932823,
0.02788166143000126,
0.041714977473020554,
-0.012661601416766644,
-0.001803276827558875,
-0.0069486056454479694,
0.038371313363313675,
0.02045419253408909,
-0.031162558123469353,
0.022609608247876167,
-0.07299549132585526,
0.009560666978359222,
0.009151844307780266,
0.00023448631691280752,
-0.023585570976138115,
0.019193464890122414,
0.03925945609807968,
0.024540387094020844,
-0.02771664597094059,
0.022663189098238945,
0.048139024525880814,
-0.009463478811085224,
-0.0303086806088686,
-0.029214773327112198,
0.030846044421195984,
-0.021607648581266403,
-0.017095183953642845,
-0.005301141180098057,
-0.010951867327094078,
0.011645701713860035,
0.03975000977516174,
0.016893982887268066,
-0.0032977827358990908,
-0.036947160959243774,
-0.008325685746967793,
-0.00792606920003891,
0.04384029656648636,
-0.017711183056235313,
-0.003560254815965891,
0.00685009453445673,
0.020889488980174065,
0.010128874331712723,
0.026814943179488182,
-0.03172348067164421,
-0.020084811374545097,
-0.006330263335257769,
0.05187893658876419,
0.0485987588763237,
-0.04151851683855057,
0.020428676158189774,
-0.026705827564001083,
0.03140206262469292,
0.015654565766453743,
-0.017148174345493317,
0.024465201422572136,
-0.023609885945916176,
0.014902686700224876,
-0.06051585078239441,
-0.052180737257003784,
-0.031150588765740395,
0.01771017536520958,
-0.026695385575294495,
0.028014222159981728,
-0.016700444743037224,
-0.001441473956219852,
-0.034711629152297974,
0.012365601025521755,
0.05597345530986786,
0.060505472123622894,
-0.06421656906604767,
0.01486029289662838,
0.012397311627864838,
-0.002412360394373536,
-0.0441390722990036,
-0.07957629859447479,
-0.001560200471431017,
-0.00035943323746323586,
0.012869948521256447,
0.03224405273795128,
-0.02796514704823494,
-0.05865266174077988,
-0.004734192509204149,
-0.0072509124875068665,
-0.024465521797537804,
0.024324430152773857,
-0.045604389160871506,
0.038149282336235046,
0.02756301499903202,
-0.014383492060005665,
0.04642567038536072,
0.037615831941366196,
-0.010960676707327366,
0.007190083619207144,
0.006371659692376852,
0.017064986750483513,
-0.0113253528252244,
0.0014456106582656503,
-0.04218956455588341,
-0.007808669935911894,
-0.04235508665442467,
0.005691657308489084,
-0.01928498037159443,
0.04722614586353302,
0.00659551564604044,
-0.04044288769364357,
-0.029357336461544037,
0.01310944464057684,
0.026029113680124283,
0.017930692061781883,
-0.004032421857118607,
-0.018928151577711105,
-0.004491816274821758,
-0.03621593862771988,
0.03282816708087921,
0.0032070090528577566,
0.01949610561132431,
0.027389278635382652,
0.00016310169303324074,
0.03211786970496178,
-0.043122898787260056,
-0.013266078196465969,
-0.01406064908951521,
-0.0245833620429039,
0.05035807192325592,
-0.0034108879044651985,
0.025435108691453934,
0.014436887577176094,
-0.0066562844440341,
-0.015256626531481743,
0.005287165753543377,
-0.027403583750128746,
-0.0544692724943161,
-0.024470647796988487,
0.05124467611312866,
-0.00543708773329854,
-0.03440476581454277,
-0.06539376080036163,
-0.022189555689692497,
0.020330749452114105,
0.012243798933923244,
-0.0053544011898338795,
-0.03705601766705513,
-0.0026717728469520807,
0.023613275960087776,
-0.006869684439152479,
-0.03608289361000061,
0.030529767274856567,
-0.022520946338772774,
-0.0046875933185219765,
-0.021876245737075806,
-0.04822712019085884,
0.08956067264080048,
0.045022446662187576,
-0.00904080830514431,
-0.0023094741627573967,
-0.040971558541059494,
-0.044728461652994156,
-0.02794795110821724,
0.03447597846388817,
-0.026740550994873047,
-0.01721499115228653,
0.02476264350116253,
0.024467116221785545,
0.057454731315374374,
-0.010619175620377064,
-0.031003553420305252,
0.011545625515282154,
0.02434646151959896,
-0.03411448001861572,
-0.0446854904294014,
0.006257815286517143,
0.0030910500790923834,
0.010817307978868484,
0.0013344347244128585,
0.013717243447899818,
-0.012042741291224957,
-0.01834127865731716,
-0.017143327742815018,
-0.009207992814481258,
-0.01889318972826004,
0.014263687655329704,
0.065163254737854,
-0.0006950542447157204,
-0.02160581760108471,
0.006395475007593632,
-0.04000687226653099,
0.029629414901137352,
0.02514016069471836,
-0.006403698585927486,
0.022175390273332596,
-0.015006312169134617,
-0.0027444115839898586,
-0.033586736768484116,
-0.01855192333459854,
-0.012264684773981571,
0.02469867281615734,
-0.0074866157956421375,
0.03915233910083771,
0.03937917202711105,
0.007266449276357889,
0.03603486716747284,
0.0029604434967041016,
0.0076340786181390285,
-0.008282102644443512,
0.03419730067253113,
0.03972054645419121,
0.006019968073815107,
0.03735480457544327,
0.009942627511918545,
0.040533822029829025,
0.02952580340206623,
0.020398132503032684,
0.020965777337551117,
-0.025033950805664062,
0.00587279861792922,
-0.03038492612540722,
-0.04879540950059891,
0.030356567353010178,
-0.06531896442174911,
0.01938706822693348,
-0.022607827559113503,
0.0014960203552618623,
0.07737001031637192,
0.023990361019968987,
-0.021238774061203003,
-0.005781606771051884,
0.04267364367842674,
-0.050897546112537384,
0.004606041591614485,
0.0013324307510629296,
0.02512376569211483,
0.000037857895222259685,
-0.017428167164325714,
0.03307735547423363,
-0.0008323794463649392,
0.06571725010871887,
-0.031942449510097504,
-0.07694685459136963,
0.015343118458986282,
0.006367685738950968,
-0.05107448250055313,
0.027921417728066444,
0.020817650482058525,
-0.008636931888759136,
-0.0073232795111835,
-0.02025715447962284,
0.04544385150074959,
0.02313769795000553,
0.04515243321657181,
-0.036840952932834625,
0.07947441190481186,
0.016894381493330002,
0.01661071926355362,
-0.020417826250195503,
-0.0011640622979030013,
0.12121190875768661,
0.06314005702733994,
0.07872558385133743,
-0.06891065090894699,
0.004166345577687025,
-0.031997084617614746,
0.0048966375179588795,
0.014481538906693459,
0.0013039904879406095,
0.005228775553405285,
0.026622191071510315,
0.025193337351083755,
0.022114409133791924,
-0.011366801336407661,
0.004447080194950104,
0.006220633629709482,
-0.06027546152472496,
-0.04113974794745445,
-0.0007490650750696659,
0.014626458287239075,
-0.016350993886590004,
0.028815092518925667,
-0.08636104315519333,
-0.0007801270694471896,
0.003412796650081873,
-0.019043702632188797,
-0.04275019094347954,
-0.013240810483694077,
0.017164459452033043,
0.0016100641805678606,
-0.016636252403259277,
0.025621546432375908,
0.04414611682295799,
-0.011826000176370144,
0.0031296643428504467,
0.0014264743076637387,
0.011423073709011078,
-0.012394587509334087,
0.010858123190701008,
0.04514331370592117,
0.01297664362937212,
0.018344996497035027,
0.010947938077151775,
0.021065492182970047,
-0.05886334180831909,
-0.03306801989674568,
-0.035642676055431366,
-0.008199055679142475,
-0.04945111647248268,
-0.012075427919626236,
-0.02010512165725231,
-0.012893203645944595,
-0.032001130282878876,
-0.05204816162586212,
0.012877542525529861,
0.01894827000796795,
0.014892988838255405,
-0.05474122241139412,
-0.0263198409229517,
-0.04285554587841034,
-0.0027535762637853622,
-0.04892084747552872,
0.004350786097347736,
0.037246912717819214,
-0.012999004684388638,
-0.025823431089520454,
-0.05031803995370865,
0.0533294714987278,
-0.0009296819334849715,
0.007826518267393112,
-0.025168832391500473,
-0.006722653284668922,
-0.04298793151974678,
-0.007296689786016941,
0.0008545124437659979,
0.014545297250151634,
0.02713388204574585,
0.02993626520037651,
-0.018806984648108482,
0.016977757215499878,
-0.0341184101998806,
0.06857822090387344,
-0.020809220150113106,
-0.04119473323225975,
-0.03974686190485954,
0.008719785138964653,
0.031658731400966644,
-0.007712698075920343,
0.027735663577914238,
0.026869313791394234,
0.026852823793888092,
0.04235425218939781,
-0.00449006725102663,
-0.043871961534023285,
-0.0047105103731155396,
0.009342568926513195,
-0.04734514653682709,
-0.027705034241080284,
0.018066763877868652,
0.06707427650690079,
0.03797457739710808,
0.001373797538690269,
0.004007911309599876,
0.011952162720263004,
-0.010288573801517487,
-0.002969425870105624,
0.006737526971846819,
-0.05953031778335571,
-0.0017039412632584572,
0.0276673324406147,
-0.014464701525866985,
-0.029124684631824493,
0.0026383730582892895,
-0.0043943170458078384,
-0.018395032733678818,
0.026222411543130875,
-0.036204367876052856,
-0.04249986633658409,
-0.051535818725824356,
-0.030458714812994003,
0.040972981601953506,
-0.021363016217947006,
-0.027952594682574272,
-0.017582405358552933,
-0.029427019879221916,
-0.01364127453416586,
0.023173293098807335,
-0.022073568776249886,
0.02500576339662075,
0.019971387460827827,
-0.004047574009746313,
0.027490666136145592,
0.011678009293973446,
0.04001113772392273,
0.0276979710906744,
0.008387933485209942,
-0.012689660303294659,
0.022155849263072014,
-0.010927381925284863,
-0.043255146592855453,
0.048916250467300415,
-0.039699990302324295,
0.018204398453235626,
-0.012038562446832657,
-0.010561087168753147,
0.029131805524230003,
0.03451714292168617,
-0.009760349988937378,
-0.005048106424510479,
0.046577297151088715,
-0.023175504058599472,
-0.03714747354388237,
-0.024158336222171783,
-0.015183459036052227,
0.03808866813778877,
0.013334883376955986,
-0.0009017151314765215,
-0.014735790900886059,
-0.0028863255865871906,
0.011264121159911156,
0.01738554798066616,
-0.028829896822571754,
0.014737200923264027,
0.010017761029303074,
0.025167658925056458,
0.0007882826612330973,
-0.02024565450847149,
-0.019662952050566673,
0.011990724131464958,
0.019985387101769447,
-0.0029196389950811863,
0.05096552520990372,
-0.04005717486143112,
-0.004868393298238516,
-0.08344608545303345,
0.009690918028354645,
-0.0075731598772108555,
-0.014662984758615494,
0.040855180472135544,
-0.034645091742277145,
-0.040116384625434875,
0.02400905452668667,
-0.011022903025150299,
0.01914393901824951,
0.028354542329907417,
-0.00419986667111516,
-0.029128212481737137,
0.046524133533239365,
-0.029800884425640106,
0.005427862051874399,
0.02853710949420929,
0.028261825442314148,
0.056693289428949356,
0.035817570984363556,
0.0005742123466916382,
-0.02853243798017502,
0.0006232863524928689,
0.012951071374118328,
-0.0026476841885596514,
0.00479366397485137,
-0.010792063549160957,
0.00658395467326045,
0.0016346173360943794,
0.006990240886807442,
0.006269985809922218,
0.031249500811100006,
0.0041598170064389706,
0.011627553030848503,
0.022087030112743378,
0.048172205686569214,
0.02066742815077305,
0.014734050258994102,
-0.026942510157823563,
-0.04248833283782005,
-0.014120842330157757,
0.03804468363523483,
-0.011810162104666233,
0.013852106407284737,
0.03372618183493614,
-0.024552926421165466,
-0.033769600093364716,
0.005808540154248476,
-0.025785626843571663,
-0.019197700545191765,
-0.007888630032539368,
0.02431919425725937,
0.009804349392652512,
-0.00126170355360955,
0.022641712799668312,
0.03851619362831116,
0.02236894890666008,
0.035279568284749985,
0.003401105524972081,
-0.011405467987060547,
-0.018947044387459755,
0.02048473246395588,
-0.01471132691949606,
-0.0074851433746516705,
0.0033572872634977102,
-0.04060087725520134,
-0.05164530128240585,
-0.015641752630472183,
0.009675823152065277,
0.003573915222659707,
-0.000540365232154727,
-0.029942160472273827,
-0.008944586850702763,
0.004484623204916716,
0.013619182631373405,
0.03068658523261547,
0.02640855498611927,
0.004466869402676821,
0.009203415364027023,
-0.02668239176273346,
0.06735171377658844,
0.0032574234064668417,
-0.00625248346477747,
-0.06360986083745956,
-0.0040185535326600075,
0.01095614954829216,
0.055449966341257095,
0.05523732304573059,
0.044701434671878815,
-0.03298023343086243,
0.0012837420217692852,
0.02758757583796978,
0.058512914925813675,
-0.03939191997051239,
0.02705174684524536,
-0.05499991402029991,
-0.005079883150756359,
-0.017504394054412842,
-0.04136704280972481,
0.014615755528211594,
0.028330164030194283,
0.024129807949066162,
-0.018456950783729553,
-0.007496228441596031,
-0.010274958796799183,
-0.003711182624101639,
0.01665622554719448,
0.03306983411312103,
-0.03895656019449234,
0.05922945588827133,
-0.015473724342882633,
0.03536370024085045,
-0.007401270791888237,
-0.009425252676010132,
-0.03142230212688446,
0.07336628437042236,
-0.07622101157903671,
-0.009913780726492405,
0.006560519803315401,
-0.006130686961114407,
0.04939722269773483,
-0.04600749909877777,
0.006326703820377588,
0.015111041255295277,
-0.04790952429175377,
-0.014124562963843346,
0.0545031875371933,
0.021961001679301262,
0.055537205189466476,
-0.043690744787454605,
0.013221719302237034,
-0.01037539355456829,
-0.06958863139152527,
-0.027007531374692917,
-0.0007605707505717874,
0.01352628879249096,
-0.03299872204661369,
0.019360478967428207,
0.01414090022444725,
-0.004958052653819323,
0.04474881291389465,
0.03857395425438881,
0.0020878559444099665,
0.008674788288772106,
0.014448211528360844,
0.018352096900343895,
-0.02683483436703682,
0.013094468042254448,
0.018244970589876175,
-0.012206352315843105,
0.06973328441381454,
-0.0034688059240579605,
0.04883681237697601,
-0.03986375778913498,
-0.00888404343277216,
-0.05566209927201271,
-0.027872221544384956,
0.009568572044372559,
-0.023962393403053284,
0.005981582682579756,
0.032359976321458817,
-0.01490773819386959,
0.031148100271821022,
0.06150228530168533,
-0.033753104507923126,
0.035795990377664566,
0.0013982612872496247,
-0.019094757735729218,
-0.0338745042681694,
0.021742766723036766,
-0.021134356036782265,
-0.02778337523341179,
0.04261333867907524,
0.03276403248310089,
-0.012601974420249462,
0.007042491342872381,
-0.007298977579921484,
0.03016859106719494,
0.06998346745967865,
-0.05938122794032097,
-0.0148096214979887,
-0.07376446574926376,
0.01860591396689415,
-0.04341491311788559,
-0.011534953489899635
] |
<p>Following to the recent questions we had <a href="http://stats.stackexchange.com/questions/1818/how-to-determine-the-sample-size-needed-for-repeated-measurement-anova/1823#1823">here</a>.</p>
<p>I was hopping to know if anyone had come across or can share <strong>R code for performing a custom power analysis based on simulation for a linear model?</strong></p>
<p>Later I would obviously like to extend it to more complex models, but lm seems to right place to start. Thanks.</p> | 74,020 | [
-0.032374706119298935,
0.012609319761395454,
-0.01686200127005577,
0.0007528496789745986,
0.06881555169820786,
0.023969750851392746,
-0.013222762383520603,
-0.04613509774208069,
0.024428093805909157,
-0.024909673258662224,
0.04199371114373207,
0.06609617173671722,
0.08390196412801743,
-0.0017337709432467818,
0.025475619360804558,
-0.0013897411990910769,
-0.005997731816023588,
-0.003560603130608797,
-0.010229707695543766,
-0.023049114271998405,
-0.007280248217284679,
0.0063691833056509495,
0.013048901222646236,
-0.01993696577847004,
-0.044264089316129684,
0.05509383603930473,
0.03699641674757004,
-0.022106869146227837,
-0.0031055391300469637,
0.06249845772981644,
-0.04777376726269722,
-0.012909376062452793,
0.02142925001680851,
0.04149927571415901,
-0.0007621952681802213,
0.0033140291925519705,
-0.03193463385105133,
-0.044908199459314346,
0.03583147004246712,
0.03833196312189102,
-0.016630519181489944,
0.00855815876275301,
-0.01316946279257536,
0.026976589113473892,
0.013008861802518368,
0.018616480752825737,
-0.04523184522986412,
-0.03662943094968796,
0.03073386289179325,
-0.03339610621333122,
0.0870068222284317,
0.02460496872663498,
0.05780009925365448,
0.014701585285365582,
0.006026675458997488,
-0.02264305017888546,
0.05590580403804779,
0.0462021566927433,
0.010690303519368172,
-0.04651689529418945,
-0.009607293643057346,
-0.01269750390201807,
0.00979410856962204,
-0.006254562642425299,
-0.04253799095749855,
-0.017205743119120598,
0.006988842505961657,
-0.020833414047956467,
0.031128570437431335,
-0.02289455197751522,
0.02595374546945095,
0.02950240857899189,
0.033528707921504974,
-0.006546540651470423,
-0.013650991022586823,
-0.00561095867305994,
0.00013511840370483696,
-0.018533699214458466,
0.033219944685697556,
0.05840558931231499,
-0.01791093870997429,
0.0444086454808712,
0.0160986315459013,
0.02897905930876732,
0.0050201416015625,
-0.02030041813850403,
0.06892940402030945,
-0.002333645708858967,
-0.02622375078499317,
-0.007733621168881655,
-0.03021841123700142,
-0.020083868876099586,
0.032461944967508316,
0.024685144424438477,
-0.03058497980237007,
0.010568437166512012,
-0.010188073851168156,
0.07245568186044693,
-0.0005566289182752371,
0.004179114941507578,
0.00042533778469078243,
-0.022052455693483353,
0.008082033134996891,
0.03187735378742218,
-0.007392076775431633,
-0.023519428446888924,
0.011715957894921303,
0.0008465530117973685,
-0.00684697600081563,
-0.029764708131551743,
0.01174410991370678,
0.02933656983077526,
0.014983296394348145,
-0.01591481827199459,
0.01830917038023472,
-0.032459087669849396,
0.003051930572837591,
0.005895957816392183,
0.055564697831869125,
0.05999111011624336,
0.047881416976451874,
-0.025405077263712883,
0.020982472226023674,
-0.04996456950902939,
-0.011757529340684414,
0.016975758597254753,
-0.01919715292751789,
-0.014468199573457241,
-0.04320157319307327,
0.08717749267816544,
0.004691749811172485,
-0.047435104846954346,
0.023509806022047997,
-0.030542680993676186,
0.04384658485651016,
0.00345383258536458,
-0.07116206735372543,
-0.0512024387717247,
0.042973898351192474,
-0.00559147959575057,
-0.006551095750182867,
-0.055038273334503174,
-0.003047846956178546,
0.013004494830965996,
0.04223092272877693,
0.04912315681576729,
0.03320200741291046,
-0.008164141327142715,
0.02159249410033226,
0.01970512606203556,
-0.0383574441075325,
0.039723385125398636,
-0.0453767329454422,
-0.027920424938201904,
-0.018185479566454887,
-0.11216709017753601,
0.012026432901620865,
0.016558868810534477,
-0.023812150582671165,
-0.0029566374141722918,
0.03197682276368141,
0.018711591139435768,
0.017864014953374863,
-0.016647135838866234,
-0.011205500923097134,
-0.0448603555560112,
0.06296776235103607,
-0.040753915905952454,
0.01386273093521595,
-0.009209580719470978,
-0.024333050474524498,
0.009987978264689445,
0.01990651711821556,
0.01804274134337902,
0.04345232993364334,
-0.004341230262070894,
0.01981297694146633,
-0.02837967872619629,
0.025771934539079666,
0.034143682569265366,
-0.04132106900215149,
0.002404688624665141,
0.011159089393913746,
-0.015926912426948547,
0.022787997499108315,
0.012605990283191204,
0.0011199836153537035,
-0.029364824295043945,
0.04049907252192497,
-0.01913587376475334,
-0.03824448212981224,
-0.07942339032888412,
0.027146756649017334,
-0.001635734224691987,
-0.021503441035747528,
-0.016107963398098946,
0.0009012347436510026,
0.04966117814183235,
0.005785733461380005,
-0.028951311483979225,
-0.000848517520353198,
-0.011006776243448257,
0.04756589233875275,
-0.023243572562932968,
-0.011668622493743896,
0.03251836821436882,
0.06027529761195183,
-0.04886576905846596,
0.02667233720421791,
-0.021472418680787086,
-0.0521712452173233,
-0.0010821602772921324,
-0.03645659238100052,
-0.0005994949606247246,
-0.024231187999248505,
-0.02033895254135132,
-0.004339322447776794,
0.010427236557006836,
-0.015490936115384102,
0.0661732479929924,
-0.028201110661029816,
0.06955315172672272,
0.08625304698944092,
0.04260723665356636,
-0.0026091134641319513,
0.00845105666667223,
0.007575661409646273,
-0.0004439717158675194,
-0.0358949676156044,
-0.005141901317983866,
-0.037159696221351624,
-0.0003028138307854533,
0.06285055726766586,
-0.011335218325257301,
-0.035878539085388184,
-0.012939904816448689,
0.05221356451511383,
-0.013322407379746437,
0.008144864812493324,
0.04059586673974991,
-0.00992533564567566,
-0.020611468702554703,
-0.02666349895298481,
0.05413265526294708,
0.02852204069495201,
0.012616047635674477,
-0.009462746791541576,
0.01133482065051794,
0.04878455772995949,
0.025169527158141136,
-0.012057770043611526,
0.06063748523592949,
-0.015827374532818794,
-0.012176211923360825,
-0.014006366021931171,
-0.03287433087825775,
0.03951841592788696,
-0.027422193437814713,
-0.005853419657796621,
0.03974287211894989,
0.013536705635488033,
0.0033916588872671127,
-0.016779953613877296,
-0.03220798820257187,
0.006681382656097412,
0.00921745877712965,
-0.020975856110453606,
0.02128508687019348,
0.012995504774153233,
-0.00865961704403162,
0.03324609622359276,
-0.040774472057819366,
-0.022959258407354355,
-0.03428143635392189,
0.007353968918323517,
-0.015401351265609264,
0.02357533574104309,
0.02046218141913414,
-0.024305572733283043,
-0.022246677428483963,
0.0012711257440969348,
-0.018393665552139282,
0.0054565235041081905,
-0.0038179056718945503,
-0.05887799337506294,
-0.019755063578486443,
-0.003855982795357704,
0.0048441579565405846,
0.01295672357082367,
-0.004534658510237932,
0.007415321189910173,
0.0589216873049736,
0.012544959783554077,
-0.07441359758377075,
-0.005606402177363634,
0.008968624286353588,
0.016638023778796196,
-0.004997780546545982,
0.010177371092140675,
0.032208338379859924,
0.017324568703770638,
-0.061520934104919434,
0.02402493543922901,
-0.015243897214531898,
0.011249858886003494,
-0.003941450733691454,
-0.009502304717898369,
0.017102377489209175,
-0.006126627326011658,
-0.008094018325209618,
0.010447715409100056,
-0.050740256905555725,
-0.018357593566179276,
-0.05598733574151993,
-0.018793126568198204,
0.010768892243504524,
0.020710567012429237,
0.049552492797374725,
-0.009431172162294388,
-0.012130164541304111,
0.09524250030517578,
0.024938691407442093,
-0.015518993139266968,
-0.051972102373838425,
-0.008118472062051296,
-0.028163637965917587,
-0.04848867282271385,
0.0117933489382267,
0.0006101049948483706,
-0.056354086846113205,
0.005253144074231386,
-0.0035755096469074488,
-0.005795700009912252,
0.05088764429092407,
0.03895356133580208,
0.01903296262025833,
-0.009160022251307964,
-0.016679901629686356,
-0.000015056870324769989,
0.03726159781217575,
-0.008532273583114147,
-0.02753261663019657,
0.015473133884370327,
0.008507604710757732,
0.025569088757038116,
-0.020173635333776474,
-0.04973846673965454,
-0.004662864375859499,
-0.032058101147413254,
0.010167502798140049,
-0.029481565579771996,
0.01924201287329197,
-0.00973801501095295,
-0.03452896699309349,
0.003959679044783115,
0.06292447447776794,
0.012856745161116123,
-0.01812433823943138,
-0.025157514959573746,
0.031198719516396523,
0.03843819722533226,
-0.0069018262438476086,
-0.008301869034767151,
-0.006281827110797167,
-0.015770914033055305,
0.007382837124168873,
-0.016628999263048172,
-0.00839606486260891,
0.04850258305668831,
0.05898306518793106,
0.015631863847374916,
0.015112606808543205,
-0.023809542879462242,
0.002962931990623474,
-0.05639990419149399,
0.03064960427582264,
-0.0567907877266407,
0.03329593315720558,
-0.0003605155798140913,
0.04599662125110626,
0.016622193157672882,
-0.01886870339512825,
0.009349897503852844,
-0.016741476953029633,
-0.0629318505525589,
0.061297737061977386,
-0.030166886746883392,
-0.03396257385611534,
0.0177789106965065,
0.00478525273501873,
0.02895115129649639,
0.023317687213420868,
0.018074823543429375,
-0.00475805951282382,
0.02362307906150818,
-0.011035971343517303,
-0.012288946658372879,
-0.010679100640118122,
-0.013141704723238945,
0.007296976633369923,
0.030450139194726944,
0.00009989085083361715,
-0.01840556412935257,
0.008286960422992706,
-0.001626672688871622,
-0.03286472707986832,
-0.028152771294116974,
0.009953676722943783,
0.028554514050483704,
-0.010146944783627987,
0.034606702625751495,
0.019296888262033463,
0.020979847759008408,
-0.042455196380615234,
0.03437117859721184,
-0.011034892871975899,
0.01760656014084816,
0.04710644856095314,
0.01055990718305111,
-0.00639490969479084,
-0.042890120297670364,
-0.0226299986243248,
0.03775559738278389,
-0.008223441429436207,
-0.007426777388900518,
-0.012761538848280907,
0.04492038115859032,
0.039383888244628906,
-0.07482617348432541,
0.038528550416231155,
0.06662744283676147,
0.021200159564614296,
-0.012957573868334293,
-0.05932467430830002,
0.0248117558658123,
0.003350541228428483,
-0.0070422315038740635,
0.023265600204467773,
0.010613436810672283,
0.028320863842964172,
0.011388996616005898,
0.01643681339919567,
-0.02277795784175396,
-0.0014801147626712918,
0.006865373812615871,
0.0203904677182436,
0.05623292177915573,
-0.0050035323947668076,
-0.01966543309390545,
-0.010649943724274635,
0.039049237966537476,
-0.005585783626884222,
0.03140972927212715,
0.002284834859892726,
-0.0770827904343605,
0.015959130600094795,
0.03034602291882038,
0.05653533339500427,
-0.03815234452486038,
-0.004855791572481394,
0.026981599628925323,
-0.013418194837868214,
0.026065435260534286,
-0.044615764170885086,
0.03659961745142937,
-0.02130129188299179,
0.04158114269375801,
-0.0552324540913105,
0.012683426961302757,
-0.032327983528375626,
0.0016634747153148055,
-0.026781566441059113,
0.011586615815758705,
-0.01989113539457321,
-0.021158665418624878,
-0.047770898789167404,
0.03267237916588783,
0.027922771871089935,
0.054137252271175385,
-0.05878215655684471,
-0.019241133704781532,
-0.0018767715664580464,
0.009507733397185802,
-0.022047102451324463,
-0.06767590343952179,
0.009202300570905209,
0.00862989854067564,
-0.016599906608462334,
0.032491665333509445,
-0.04543743282556534,
-0.038178835064172745,
0.04455699771642685,
0.014202632941305637,
0.0014604475582018495,
-0.045580312609672546,
-0.03707249462604523,
0.055597200989723206,
-0.00009216117905452847,
-0.005402280483394861,
0.06595439463853836,
0.013876622542738914,
-0.012283354997634888,
0.007332233712077141,
-0.027263527736067772,
0.0005398804787546396,
-0.022166846320033073,
-0.05801253765821457,
-0.06119287386536598,
-0.024425126612186432,
-0.03192828968167305,
0.0484967865049839,
0.006888265255838633,
0.020878605544567108,
-0.0024050737265497446,
-0.0094448272138834,
0.0077522131614387035,
0.017898444086313248,
0.015454086475074291,
-0.010038472712039948,
-0.003376262029632926,
0.03526942431926727,
-0.011902429163455963,
-0.0019549180287867785,
0.007949617691338062,
-0.0010093731107190251,
-0.02015571855008602,
0.009690260514616966,
-0.03898610547184944,
-0.00029801446362398565,
0.012457155622541904,
-0.049011748284101486,
0.025980470702052116,
-0.03703693300485611,
0.04936150461435318,
-0.01122667919844389,
0.008912090212106705,
-0.013228850439190865,
-0.08199083060026169,
0.009136207401752472,
0.036201514303684235,
-0.04548093304038048,
0.018635937944054604,
-0.016179963946342468,
0.010421310551464558,
-0.021877724677324295,
-0.009724607691168785,
-0.033345647156238556,
-0.053567931056022644,
0.040867652744054794,
-0.02134571596980095,
0.010166571475565434,
-0.03588986396789551,
-0.05533100664615631,
-0.015702005475759506,
-0.027706095948815346,
-0.029937883839011192,
0.05243740603327751,
-0.005387345794588327,
0.007915819063782692,
-0.0178296510130167,
-0.0027094653341919184,
0.06327460706233978,
0.008997179567813873,
-0.011812734417617321,
0.02955782786011696,
-0.03538445755839348,
-0.038583654910326004,
-0.004819882567971945,
0.0021719138603657484,
-0.0274719949811697,
0.000015290141163859516,
-0.03161634877324104,
0.0063106161542236805,
0.05528038367629051,
-0.0211988165974617,
-0.02320193313062191,
0.011397005058825016,
-0.005043849349021912,
0.016054349020123482,
-0.06315360218286514,
0.0032911542803049088,
-0.0008327352697961032,
0.02976010926067829,
-0.058033641427755356,
0.010774056427180767,
-0.024253446608781815,
0.03270425274968147,
0.02454235963523388,
0.013995281420648098,
0.02612905763089657,
0.015367054380476475,
0.04656669497489929,
0.00825706496834755,
0.026582326740026474,
-0.02455381117761135,
-0.01714210957288742,
0.01766192726790905,
0.01254245825111866,
-0.0169545728713274,
0.008017580024898052,
-0.0105813629925251,
-0.02017279341816902,
-0.06258496642112732,
-0.034786030650138855,
-0.010163083672523499,
0.015679357573390007,
0.03470263257622719,
0.034546080976724625,
0.068007692694664,
-0.012215422466397285,
0.003511078655719757,
0.027769532054662704,
-0.016130482777953148,
-0.004507893696427345,
0.039640236645936966,
0.0540965273976326,
-0.017429372295737267,
0.002075925236567855,
0.03308618813753128,
0.00447847181931138,
0.03951861336827278,
0.04016619175672531,
0.020051652565598488,
0.0400056391954422,
0.046855367720127106,
-0.009224928915500641,
-0.03620115667581558,
0.010553800500929356,
-0.027377961203455925,
0.01281837746500969,
-0.04971662163734436,
-0.0040071583352983,
0.031366266310214996,
0.05256519466638565,
0.013696447014808655,
-0.05189653858542442,
-0.008086161687970161,
-0.0711640939116478,
-0.023090828210115433,
0.03690623119473457,
0.011007887311279774,
0.02101399563252926,
0.009657717309892178,
0.01883895881474018,
-0.030335061252117157,
0.03770696744322777,
-0.010844786651432514,
-0.06774339079856873,
-0.02429250255227089,
-0.011630542576313019,
-0.03415549173951149,
0.05447867885231972,
0.0024135145358741283,
0.0031504647340625525,
0.013590839691460133,
-0.04032239317893982,
-0.0017740305047482252,
-0.006364415865391493,
0.01836707442998886,
0.0007675845990888774,
0.07185018062591553,
-0.035757679492235184,
0.014569432474672794,
0.007047540042549372,
-0.006211054977029562,
0.10198931396007538,
0.072311170399189,
0.033135127276182175,
-0.08445736765861511,
0.06365078687667847,
0.01047417800873518,
0.00829482264816761,
-0.015409043990075588,
0.0005643769982270896,
-0.015863856300711632,
-0.02368415705859661,
0.01632663607597351,
0.07995973527431488,
-0.013940047472715378,
0.017986105754971504,
0.05092667415738106,
0.010510038584470749,
-0.008153414353728294,
0.03422141447663307,
-0.008208096958696842,
-0.03105301223695278,
-0.05447354167699814,
-0.03226693347096443,
0.029572928324341774,
0.016822628676891327,
-0.043316811323165894,
-0.03911497816443443,
-0.029201261699199677,
-0.025835895910859108,
-0.054581720381975174,
-0.01967936009168625,
0.0061477175913751125,
-0.0045739891938865185,
0.01670452393591404,
-0.0030291115399450064,
-0.03221692144870758,
0.02276887185871601,
-0.01496678777039051,
-0.013076897710561752,
0.05126325041055679,
-0.006701954640448093,
0.021759772673249245,
-0.038395609706640244,
0.0043240077793598175,
-0.04968351125717163,
-0.03816460818052292,
-0.00440967595204711,
0.03385801985859871,
0.01810607500374317,
0.0041179652325809,
-0.009062469936907291,
0.0006574610015377402,
-0.028714578598737717,
-0.03337926045060158,
0.00596251804381609,
0.02229570597410202,
0.03615934029221535,
-0.05245914310216904,
-0.03633218631148338,
-0.03162436559796333,
0.011959541589021683,
-0.027924323454499245,
0.022301597520709038,
0.03893280774354935,
-0.0007405420765280724,
-0.0022500348277390003,
-0.028187425807118416,
0.0384332500398159,
0.018255989998579025,
-0.0011491681216284633,
0.001948850811459124,
0.01162640005350113,
-0.025326456874608994,
0.011780884116888046,
0.026574084535241127,
0.017084604129195213,
0.05424145609140396,
-0.009401286020874977,
0.008737711235880852,
-0.04411933571100235,
-0.05027475953102112,
0.010188998654484749,
-0.034179504960775375,
-0.015561915934085846,
-0.002335806842893362,
0.017708219587802887,
0.04276028275489807,
0.052550602704286575,
0.025402231141924858,
-0.03154249116778374,
-0.011989149264991283,
0.0003035927948076278,
0.021990638226270676,
-0.07718585431575775,
0.01368109043687582,
0.023153431713581085,
-0.050686392933130264,
-0.0005024734418839216,
-0.009904894977807999,
0.04883556067943573,
-0.020923729985952377,
0.01462042611092329,
0.001843394711613655,
0.004585975781083107,
-0.033598337322473526,
-0.003394933883100748,
0.000904680578969419,
-0.06097003445029259,
-0.00810677744448185,
-0.010162158869206905,
-0.023343753069639206,
-0.012049611657857895,
-0.006767211947590113,
-0.054525960236787796,
-0.05692232772707939,
0.009748638607561588,
-0.008195525966584682,
-0.023883070796728134,
0.006001526489853859,
-0.004655004478991032,
-0.018899457529187202,
-0.03672843053936958,
0.009769156575202942,
-0.026424424722790718,
-0.013786199502646923,
-0.011688019149005413,
-0.009078886359930038,
-0.02372189797461033,
0.021596482023596764,
-0.00886840932071209,
0.003867292543873191,
0.0421769917011261,
-0.0013855599099770188,
0.017030686140060425,
-0.0013907927786931396,
-0.0019401561003178358,
0.010981529019773006,
0.04303451254963875,
-0.016783414408564568,
-0.01158276479691267,
0.054512590169906616,
-0.0403347983956337,
-0.021673759445548058,
0.024265673011541367,
-0.022573227062821388,
0.039771292358636856,
0.052023060619831085,
-0.004834019113332033,
-0.014669065363705158,
0.03392753377556801,
0.015479369089007378,
-0.008220532909035683,
-0.005825852043926716,
0.015341932885348797,
0.028572801500558853,
0.010464731603860855,
0.027376245707273483,
-0.013962802477180958,
0.0009314138442277908,
0.03721406310796738,
0.07174351066350937,
-0.003451205790042877,
-0.018291445448994637,
0.018306907266378403,
0.019900698214769363,
0.035223715007305145,
-0.01528098713606596,
-0.02053297683596611,
0.05315278097987175,
0.03418698534369469,
-0.0282828900963068,
0.027565866708755493,
-0.03910420089960098,
0.009938627481460571,
-0.10700482130050659,
-0.006299699191004038,
-0.047463104128837585,
0.031868770718574524,
0.04341072961688042,
-0.07561410963535309,
0.012520556338131428,
0.00841627735644579,
-0.05820966139435768,
-0.01561805885285139,
-0.0022874807473272085,
0.02147822454571724,
-0.029774371534585953,
0.014515809714794159,
-0.014077674597501755,
-0.0051514757797122,
-0.01340576633810997,
-0.00045909557957202196,
0.04240468889474869,
0.05060385540127754,
0.020151659846305847,
-0.028599675744771957,
-0.004596839193254709,
0.015587899833917618,
0.01452544890344143,
-0.06116028502583504,
0.014846180565655231,
-0.01597527042031288,
-0.024725044146180153,
0.01917184144258499,
-0.03024694137275219,
0.03192611783742905,
0.02666684053838253,
0.0535886213183403,
-0.010867111384868622,
0.08997704833745956,
0.04818670451641083,
-0.012038364075124264,
-0.012033293023705482,
-0.022525019943714142,
0.008584873750805855,
0.023846270516514778,
0.00019869848620146513,
0.005678233224898577,
0.03807065635919571,
0.015069982968270779,
0.009687277488410473,
0.04011574015021324,
-0.017872000113129616,
-0.007643815595656633,
0.0017004008404910564,
-0.026531660929322243,
-0.017357228323817253,
-0.03691204637289047,
0.008372782729566097,
-0.034789446741342545,
0.0031340878922492266,
0.05466000363230705,
0.004475300200283527,
-0.020052403211593628,
0.04625167325139046,
-0.005138399079442024,
-0.019400862976908684,
0.012038273736834526,
-0.015873927623033524,
-0.018018953502178192,
-0.07688064128160477,
0.03228893131017685,
0.03165388107299805,
-0.013462507165968418,
-0.018872344866394997,
-0.014103848487138748,
-0.021415168419480324,
0.031225455924868584,
-0.01664743572473526,
0.02106262370944023,
0.011870925314724445,
-0.03366509824991226,
0.066368468105793,
-0.08197135478258133,
0.0966414287686348,
-0.006693869363516569,
0.00835377350449562,
-0.04600807651877403,
-0.010524905286729336,
-0.01147380843758583,
-0.009411631152033806,
0.05945185571908951,
-0.008798777125775814,
-0.016923366114497185,
-0.012100858613848686,
0.052779536694288254,
-0.006308389361947775,
-0.04379541054368019,
0.01341161411255598,
-0.038508251309394836,
-0.013399570249021053,
-0.010567047633230686,
-0.024772431701421738,
0.010062995366752148,
0.008310711942613125,
0.008963358588516712,
-0.01541778352111578,
0.00962732546031475,
-0.025738801807165146,
-0.01351581234484911,
0.039914198219776154,
0.03244223818182945,
0.010746852494776249,
0.041478708386421204,
0.008976520970463753,
0.0009768801974132657,
0.0407940112054348,
0.021586546674370766,
-0.02498713880777359,
0.021423345431685448,
-0.05634396895766258,
-0.021041952073574066,
0.009182208217680454,
0.00376714626327157,
0.030448446050286293,
-0.060661379247903824,
0.0010843260679394007,
-0.01091081090271473,
-0.0018883593147620559,
-0.007867792621254921,
0.03526848182082176,
0.027409689500927925,
0.016178926452994347,
0.022498276084661484,
0.00605511199682951,
0.0027831224724650383,
0.018451565876603127,
-0.03472407907247543,
0.01059720665216446,
0.02003990299999714,
-0.02276177518069744,
-0.02782461605966091,
0.03776707127690315,
-0.00833271723240614,
0.03670156002044678,
-0.0059075625613331795,
0.05482851713895798,
-0.01668410189449787,
-0.020397767424583435,
0.029704710468649864,
-0.012791270390152931,
0.05596362054347992,
0.0025064568035304546,
-0.03139640763401985,
0.06540629267692566,
-0.04444175586104393,
0.03379744663834572,
-0.01144313719123602,
-0.017588777467608452,
-0.024159008637070656,
-0.006501671392470598,
-0.0021337454672902822,
0.026789680123329163,
0.0032791101839393377,
0.02356497384607792,
0.01605445332825184,
-0.023046443238854408,
0.03220472112298012,
-0.032237011939287186,
0.05097265541553497,
-0.0051023708656430244,
0.01024593785405159,
-0.053023263812065125,
-0.0361180417239666,
-0.02212534286081791,
-0.05298936367034912,
0.014750024303793907,
0.004853816702961922,
0.04090113192796707,
-0.03257027640938759,
-0.03537122532725334,
0.02350376546382904,
0.04414302855730057,
-0.048174574971199036,
-0.018762575462460518,
-0.03849261254072189,
0.016822537407279015,
-0.017244936898350716,
-0.006099672056734562
] |
<p>What is the distribution of the following monomial?
$$X^a \cdot Y^b$$
where $X$ and $Y$ are normal random variables and $a$ and $b$ are natural numbers.</p>
<p>For example, when $X \sim N(0,1)$, $a=2$, and $b=0$ it is a Chi-squared distribution, which has a variance of 2.</p>
<p>What if we have $n$ independent variables $X_1, X_2, \dots , X_n$, with $X_i \sim N(0,\sigma^2)$ and some natural numbers $p_1, p_2, \dots,p_n$. What can we say about the variance of the following r.v.?</p>
<p>$$X_1^{p_1} \cdot X_2^{p_2} \cdots X_n^{p_n}$$</p> | 74,021 | [
-0.05181879177689552,
-0.0030520004220306873,
0.02444043941795826,
-0.02944348379969597,
0.04472017660737038,
0.013219970278441906,
-0.009299803525209427,
-0.02212826907634735,
0.015825530514121056,
-0.04584932699799538,
0.06697673350572586,
0.016545072197914124,
0.05147117003798485,
0.04567505791783333,
0.023105032742023468,
-0.007238283287733793,
-0.03364402800798416,
-0.013408967293798923,
-0.0005216453573666513,
0.013379753567278385,
0.021055392920970917,
0.00747635867446661,
0.013993494212627411,
-0.001838505151681602,
-0.046659208834171295,
0.017349541187286377,
-0.020422421395778656,
-0.02174057438969612,
0.018188344314694405,
0.08612129092216492,
-0.05563908442854881,
0.0007893724832683802,
0.037715137004852295,
0.03454984351992607,
-0.017722511664032936,
-0.0032690910156816244,
-0.02918524295091629,
-0.04833119362592697,
0.004044754430651665,
-0.004901616368442774,
-0.04490883648395538,
-0.0436626560986042,
0.003415047889575362,
-0.009459380991756916,
-0.014539848081767559,
0.005739840213209391,
-0.028788305819034576,
-0.0478704497218132,
0.02755218930542469,
-0.04507150873541832,
0.10891532897949219,
0.02184257283806801,
0.04035757854580879,
0.006136228330433369,
-0.034996818751096725,
-0.02237640880048275,
0.020206263288855553,
0.0433662012219429,
-0.00416338536888361,
-0.07464532554149628,
-0.009087679907679558,
-0.02213291823863983,
-0.0034413475077599287,
-0.04057248309254646,
-0.057067617774009705,
0.014900660142302513,
0.010554744862020016,
-0.008412144146859646,
0.010234416462481022,
-0.011934760957956314,
0.02251509763300419,
0.06086070090532303,
0.027306392788887024,
-0.02556922473013401,
0.0039030893240123987,
-0.002103733830153942,
0.051853910088539124,
-0.015088331885635853,
0.03865385055541992,
0.020790956914424896,
0.009701663628220558,
0.027889207005500793,
-0.0041541364043951035,
-0.004839670844376087,
0.005354114342480898,
-0.001375376945361495,
0.06260719895362854,
0.0027757156640291214,
0.011646952480077744,
-0.00692626042291522,
-0.004375141113996506,
-0.005296156741678715,
0.0565662644803524,
-0.02485804818570614,
-0.07537626475095749,
0.06033369526267052,
-0.028757328167557716,
0.021721551194787025,
0.01960090547800064,
-0.05465497821569443,
-0.011983766220510006,
-0.017642010003328323,
0.04504392668604851,
0.07508592307567596,
-0.03542410209774971,
-0.021856272593140602,
-0.01505556795746088,
0.01798631064593792,
-0.025449445471167564,
-0.03008204512298107,
-0.008244071155786514,
0.037782929837703705,
0.006250506266951561,
0.003893720917403698,
0.016444841399788857,
-0.014995882287621498,
0.00710969977080822,
-0.01714826002717018,
0.05430009961128235,
0.07840592414140701,
0.043388091027736664,
-0.02143053337931633,
0.05441220849752426,
-0.016957754269242287,
-0.027146833017468452,
0.027715494856238365,
0.01407251600176096,
0.012123086489737034,
-0.08191265165805817,
0.03293558955192566,
0.0008986852481029928,
0.009196712635457516,
0.02934584580361843,
0.004324825946241617,
0.010333736427128315,
-0.014055275358259678,
-0.11168693006038666,
-0.04868857190012932,
0.00587594136595726,
-0.017963988706469536,
-0.02129506878554821,
-0.07018105685710907,
0.022943953052163124,
0.07531607151031494,
0.056492794305086136,
-0.028103630989789963,
0.054304733872413635,
0.011934168636798859,
0.046642549335956573,
0.02502366714179516,
-0.02763504721224308,
-0.004564220085740089,
0.006914271041750908,
-0.05052131041884422,
0.011213704012334347,
-0.05752456188201904,
0.02348814159631729,
0.0345633402466774,
0.0018261412624269724,
-0.032457731664180756,
0.013851570896804333,
0.009981085546314716,
0.00213999068364501,
-0.01860397309064865,
0.020877137780189514,
-0.021517962217330933,
0.07638757675886154,
0.012364482507109642,
0.06153218448162079,
0.021356945857405663,
-0.01595398597419262,
0.00869054440408945,
0.0033743777312338352,
0.058545663952827454,
0.04686180502176285,
-0.002007708651944995,
0.0014666797360405326,
-0.004626411944627762,
0.027961036190390587,
0.04267007112503052,
-0.07461103796958923,
0.0013601044192910194,
-0.016491597518324852,
0.002485359087586403,
-0.008866168558597565,
0.027633169665932655,
0.005825791973620653,
-0.01223201584070921,
0.018440909683704376,
-0.05560775101184845,
-0.02642030455172062,
-0.06514281034469604,
0.01577671803534031,
-0.014245369471609592,
-0.01975589245557785,
0.026074301451444626,
0.032478392124176025,
0.014513086527585983,
-0.00915030762553215,
-0.008076821453869343,
-0.020387116819620132,
-0.00517464941367507,
0.03871473670005798,
-0.0338699035346508,
0.004550629761070013,
0.04912063106894493,
0.02682293951511383,
-0.0025576206389814615,
0.043052226305007935,
-0.010151543654501438,
-0.040850866585969925,
-0.004511749837547541,
-0.05151056498289108,
0.020578322932124138,
-0.0011872703908011317,
0.017412854358553886,
0.01065065711736679,
-0.016152841970324516,
-0.013777866028249264,
0.03141952306032181,
-0.05108517408370972,
0.018082905560731888,
0.049528080970048904,
0.035426102578639984,
0.0008039698586799204,
-0.01825037971138954,
0.011138166300952435,
0.014940288849174976,
0.005439734552055597,
-0.01765860803425312,
-0.04008316248655319,
0.01050490327179432,
0.009870527312159538,
0.05098002031445503,
-0.03176164627075195,
0.03204214200377464,
0.022532666102051735,
0.030608411878347397,
0.028210096061229706,
0.00737692229449749,
-0.01390731893479824,
-0.004142832010984421,
0.0009947228245437145,
0.014963825233280659,
0.02100830338895321,
0.027282096445560455,
-0.0021834124345332384,
-0.01782476156949997,
0.011124776676297188,
0.019312366843223572,
-0.03307536244392395,
0.04446198046207428,
-0.034868571907281876,
0.010431205853819847,
-0.03843151032924652,
-0.02221018634736538,
0.033356353640556335,
0.000808871875051409,
0.021403586491942406,
0.03187407925724983,
0.009203760884702206,
-0.006663316395133734,
0.01644827239215374,
-0.011624488048255444,
0.013002107851207256,
0.015099556185305119,
-0.04695354402065277,
-0.02531631849706173,
0.019221486523747444,
-0.011993707157671452,
0.001375844469293952,
-0.028779076412320137,
-0.03898157179355621,
-0.03011968731880188,
0.00282511068508029,
-0.011049536988139153,
-0.0068887281231582165,
0.030685700476169586,
0.0013523808447644114,
-0.03464281186461449,
-0.002574935555458069,
-0.007190869189798832,
0.011930080130696297,
-0.017494430765509605,
-0.06705955415964127,
-0.025916455313563347,
-0.0076141818426549435,
0.019838396459817886,
0.026717673987150192,
-0.015386831015348434,
0.008936328813433647,
0.04307660460472107,
-0.002477570902556181,
-0.03201651945710182,
-0.016987144947052002,
0.01346578635275364,
-0.01241040788590908,
-0.035217076539993286,
-0.022724086418747902,
-0.008695154450833797,
-0.030248304829001427,
-0.029950149357318878,
0.0589713491499424,
-0.04921748489141464,
-0.04834733158349991,
-0.016923578456044197,
0.01127257663756609,
0.04198133572936058,
-0.03851763904094696,
0.033761199563741684,
0.029124902561306953,
-0.0003532450064085424,
0.0037257052026689053,
-0.0714842826128006,
-0.04974578320980072,
-0.0014409159775823355,
-0.04055801406502724,
0.022662989795207977,
-0.005928898695856333,
-0.038180094212293625,
0.0815105065703392,
0.030754337087273598,
-0.013268126174807549,
-0.010479044169187546,
-0.0057588135823607445,
-0.027244040742516518,
-0.06498118489980698,
0.04394567757844925,
0.027384808287024498,
-0.012299749068915844,
0.04610788822174072,
0.02425156906247139,
0.008728456683456898,
0.03491244465112686,
-0.02049454115331173,
-0.030652327463030815,
0.008442258462309837,
0.020648425444960594,
-0.013378963805735111,
0.0514589287340641,
-0.01267759595066309,
0.0034288372844457626,
0.017278773710131645,
0.02227192558348179,
0.022379402071237564,
-0.01073745358735323,
-0.019690250977873802,
0.034568507224321365,
-0.05066549405455589,
0.02208481915295124,
-0.03278221935033798,
0.0664186030626297,
0.024195432662963867,
-0.03326164931058884,
-0.011556616052985191,
0.014928480610251427,
-0.009607961401343346,
-0.03894844651222229,
0.030230704694986343,
0.05331280454993248,
0.07446037977933884,
-0.010402828454971313,
-0.03835580125451088,
-0.02115795947611332,
0.028401536867022514,
0.03787070885300636,
-0.02538967691361904,
-0.001179295708425343,
0.023476801812648773,
0.034076008945703506,
0.01581626385450363,
-0.027409883216023445,
-0.013028455898165703,
0.0077304719015955925,
-0.019479090347886086,
0.030735908076167107,
-0.05107545107603073,
0.037487879395484924,
0.012148579582571983,
0.08096634596586227,
-0.0196865051984787,
-0.006441500037908554,
-0.008625859394669533,
-0.0177360437810421,
-0.04466177150607109,
0.010091648437082767,
-0.03124842420220375,
-0.010506976395845413,
0.002411833731457591,
-0.014042648486793041,
0.05484967678785324,
0.02762581594288349,
0.013316546566784382,
0.006230639759451151,
0.0041223010048270226,
-0.018294399604201317,
-0.002272329293191433,
-0.03994765877723694,
-0.04607713222503662,
-0.018398631364107132,
0.028434252366423607,
-0.024743052199482918,
-0.0023132096976041794,
0.04492519050836563,
0.015645336359739304,
-0.01309942826628685,
0.003850317560136318,
-0.0206033606082201,
-0.009048879146575928,
-0.014336801134049892,
0.022153666242957115,
-0.0015312317991629243,
0.01406822632998228,
-0.016934091225266457,
0.03266346827149391,
-0.0025216196663677692,
0.04853776842355728,
0.03918216750025749,
0.0298396497964859,
0.03875650465488434,
-0.0284234918653965,
-0.019019795581698418,
-0.010209552012383938,
0.0038172241766005754,
0.008264383301138878,
-0.011758578009903431,
0.07364222407341003,
0.01894574984908104,
-0.012979809194803238,
0.012061024084687233,
0.03252599015831947,
0.004457687493413687,
0.003057686146348715,
0.011192097328603268,
-0.002176109701395035,
-0.009001979604363441,
-0.006605309899896383,
-0.02126304991543293,
-0.019406720995903015,
-0.004968305584043264,
-0.001809004694223404,
0.051987096667289734,
0.01781170256435871,
-0.04733425751328468,
-0.007319444790482521,
0.03171662241220474,
0.005388110410422087,
0.002311403164640069,
-0.032030265778303146,
0.012108289636671543,
0.039179544895887375,
0.027273494750261307,
0.024379603564739227,
-0.012334074825048447,
-0.06125325709581375,
0.01691904105246067,
-0.0034740138798952103,
0.03150126710534096,
-0.007267430424690247,
-0.020468594506382942,
-0.012209981679916382,
0.010865278542041779,
0.0076512680388987064,
-0.020641906186938286,
0.049156200140714645,
-0.013009941205382347,
0.013597645796835423,
-0.0020686842035502195,
0.012667627073824406,
-0.06193225085735321,
0.022251944988965988,
0.00005304644218995236,
0.049385443329811096,
-0.021113859489560127,
-0.007976148277521133,
-0.0411653108894825,
0.02375946007668972,
0.02523943781852722,
0.06402859836816788,
-0.010732391849160194,
0.002848176984116435,
0.011606981046497822,
0.03924448415637016,
-0.009820437990128994,
-0.05423181131482124,
0.04991161450743675,
0.03445008024573326,
-0.038990508764982224,
0.07610064744949341,
-0.0278742928057909,
-0.058668579906225204,
-0.007865630090236664,
-0.0170420054346323,
-0.007006498984992504,
0.05920993536710739,
0.006777308415621519,
0.033943161368370056,
0.04408492147922516,
0.04382604733109474,
0.0685223713517189,
0.017204556614160538,
-0.013581272214651108,
-0.042769577354192734,
-0.039383355528116226,
0.03822940215468407,
0.008878808468580246,
-0.018930913880467415,
-0.02987259440124035,
-0.021646076813340187,
-0.01761932112276554,
0.06364753842353821,
-0.027829285711050034,
0.03139546886086464,
-0.019414765760302544,
-0.006909032817929983,
-0.009339764714241028,
0.03415738418698311,
0.016455477103590965,
-0.010432395152747631,
0.024309471249580383,
0.0168097373098135,
0.026901064440608025,
-0.01763133890926838,
0.026356985792517662,
0.003474157303571701,
0.027078721672296524,
-0.004342101980000734,
-0.026786595582962036,
0.023491621017456055,
-0.029961340129375458,
-0.024959394708275795,
-0.007767252624034882,
-0.0073535810224711895,
0.055317699909210205,
0.014943764545023441,
0.0330800786614418,
0.015717117115855217,
-0.061787962913513184,
-0.021892651915550232,
0.029710937291383743,
-0.0005892675835639238,
0.038649726659059525,
-0.040119003504514694,
0.0024996167048811913,
-0.008585279807448387,
0.0021230189595371485,
-0.0695638433098793,
-0.04250356927514076,
-0.00733837578445673,
0.008180188946425915,
0.012895790860056877,
-0.0018395611550658941,
-0.004339390899986029,
0.02140512689948082,
-0.04374222829937935,
-0.014633314684033394,
0.04017211124300957,
-0.020267924293875694,
-0.02202392742037773,
-0.004851422272622585,
0.010489843785762787,
0.07990171760320663,
0.012921624816954136,
-0.047473397105932236,
0.021545518189668655,
-0.017106033861637115,
-0.007900157943367958,
0.022593917325139046,
0.00991645734757185,
-0.024085329845547676,
0.00535191223025322,
0.018462805077433586,
-0.019627660512924194,
0.05623815208673477,
-0.05031440407037735,
-0.045851971954107285,
0.005817328114062548,
0.005866604391485453,
-0.008740709163248539,
-0.023598801344633102,
-0.018947288393974304,
0.010882474482059479,
0.016420267522335052,
-0.01900704950094223,
-0.04403086379170418,
-0.036934442818164825,
0.003036790294572711,
0.020570499822497368,
0.00644295709207654,
0.006271997466683388,
0.022723549976944923,
0.0558963418006897,
-0.0031186104752123356,
-0.005742473527789116,
-0.015092900022864342,
-0.0010496237082406878,
0.03821071609854698,
0.03364640101790428,
-0.011957126669585705,
0.014189399778842926,
0.02969585731625557,
-0.006208907347172499,
-0.008715370669960976,
-0.020532066002488136,
0.017264077439904213,
0.05958839878439903,
-0.010856008157134056,
0.01671283133327961,
0.05737930163741112,
0.014971289783716202,
-0.00962353590875864,
-0.026805207133293152,
-0.008432915434241295,
-0.026776134967803955,
0.041650425642728806,
0.0034969712141901255,
-0.03402562811970711,
0.0034776837565004826,
0.05134957283735275,
0.023605169728398323,
0.007471759803593159,
0.020848920568823814,
0.028077760711312294,
-0.0069862836971879005,
0.03355196863412857,
-0.016011184081435204,
-0.030536742880940437,
0.04207652062177658,
-0.04084548354148865,
0.02531510405242443,
-0.014736051671206951,
-0.002612531650811434,
0.05006083473563194,
0.009194119833409786,
0.029662884771823883,
-0.031419817358255386,
-0.0317184254527092,
-0.011366927064955235,
-0.037806253880262375,
0.019669493660330772,
0.0013880777405574918,
0.007339763920754194,
-0.02541239559650421,
0.020352547988295555,
-0.028028180822730064,
0.05648962780833244,
-0.006798853632062674,
-0.10640574991703033,
-0.03686497360467911,
0.012580635026097298,
-0.039782702922821045,
0.037773896008729935,
0.015855953097343445,
-0.033123161643743515,
0.0075843860395252705,
-0.044422708451747894,
0.039615146815776825,
0.0019074755255132914,
0.028689298778772354,
-0.017182257026433945,
0.06440207362174988,
-0.004453527741134167,
0.01754060946404934,
0.00007241147250169888,
-0.0018792505143210292,
0.09459571540355682,
0.04459112137556076,
0.03165807947516441,
-0.06085173785686493,
0.0008147034677676857,
-0.045099496841430664,
-0.012848173268139362,
-0.012060947716236115,
-0.03530709818005562,
0.006069500464946032,
0.0028473420534282923,
0.03598420321941376,
0.04446609318256378,
0.00028493357240222394,
-0.010187449865043163,
0.02209019660949707,
-0.02744287997484207,
-0.07028113305568695,
-0.0036495975218713284,
0.01884211041033268,
-0.0030073884408921003,
0.0018276292830705643,
-0.05111570656299591,
0.007236789911985397,
-0.0003671151353046298,
-0.016743820160627365,
-0.033977657556533813,
-0.013223489746451378,
0.008122020401060581,
-0.013647067360579967,
-0.0263796616345644,
-0.0008806251571513712,
0.07220775634050369,
-0.018366612493991852,
-0.007483163382858038,
-0.026737572625279427,
0.008910119533538818,
-0.030329495668411255,
-0.0011768152471631765,
0.059247326105833054,
0.0005456307553686202,
0.013074657879769802,
0.06498200446367264,
0.009593195281922817,
-0.05392144247889519,
-0.045832064002752304,
-0.02847452647984028,
0.03371183201670647,
-0.021266093477606773,
0.010461783036589622,
-0.04332464560866356,
-0.008681192062795162,
-0.02658768929541111,
-0.004817032255232334,
0.001261438592337072,
0.03345894441008568,
0.015750683844089508,
-0.04695756360888481,
-0.028583144769072533,
-0.007573397364467382,
0.010548229329288006,
-0.015666842460632324,
0.03625670075416565,
-0.0027117885183542967,
-0.055440373718738556,
-0.015546146780252457,
-0.007588828913867474,
0.058132603764534,
-0.048981670290231705,
0.004360970575362444,
-0.047319892793893814,
-0.054509952664375305,
-0.010312206111848354,
-0.003917656373232603,
-0.011065936647355556,
-0.013751285150647163,
0.03709784522652626,
0.020831609144806862,
-0.00830482691526413,
-0.01070478092879057,
-0.027533357962965965,
0.003426474519073963,
-0.03261931240558624,
0.018971282988786697,
-0.02805384434759617,
-0.006715681403875351,
0.03125463426113129,
0.008486653678119183,
0.00022206595167517662,
-0.027272364124655724,
0.0025275966618210077,
0.06502798944711685,
0.03893473744392395,
-0.03538930043578148,
-0.006997980643063784,
0.035025838762521744,
-0.02564895711839199,
-0.03156119957566261,
-0.0160842165350914,
0.0436941497027874,
0.05646830424666405,
0.02094772644340992,
-0.007250238209962845,
0.045704618096351624,
-0.018253864720463753,
0.012737651355564594,
0.04911525174975395,
-0.07012693583965302,
0.012510628439486027,
0.02500154823064804,
0.0026505065616220236,
-0.018363159149885178,
-0.02768547646701336,
-0.005868444684892893,
-0.04478911682963371,
0.006238522008061409,
-0.02317660115659237,
-0.04770808294415474,
-0.053648799657821655,
-0.03250971809029579,
0.01780962385237217,
-0.016134310513734818,
-0.004925569519400597,
0.00551031157374382,
0.03472432866692543,
0.016343506053090096,
-0.007834803313016891,
-0.018023112788796425,
0.019498828798532486,
-0.023291945457458496,
-0.00841936469078064,
0.04178192839026451,
0.02131427638232708,
0.040567461401224136,
-0.020564673468470573,
-0.029095705598592758,
0.008592350408434868,
0.050276823341846466,
-0.039619579911231995,
-0.011239849030971527,
0.056119054555892944,
-0.05028904229402542,
-0.0035660085268318653,
0.03393875062465668,
0.015960946679115295,
0.050137925893068314,
-0.008530699647963047,
-0.022914346307516098,
-0.014012875035405159,
0.019720735028386116,
-0.032776668667793274,
-0.003157145343720913,
-0.02871263027191162,
-0.015647534281015396,
0.009958243928849697,
-0.04169280454516411,
0.011405994184315205,
0.012030286714434624,
-0.0170864537358284,
0.027133112773299217,
0.060697972774505615,
-0.015131398104131222,
-0.003751282347366214,
0.019793368875980377,
0.007541586644947529,
-0.012363352812826633,
-0.01735677197575569,
0.0038277371786534786,
0.013180258683860302,
0.048393137753009796,
-0.0490981824696064,
0.03857068717479706,
-0.023457733914256096,
0.007071526721119881,
-0.08967513591051102,
-0.041151758283376694,
0.029858911409974098,
0.005001866724342108,
0.04848232865333557,
-0.05277079716324806,
-0.005472417920827866,
0.03287346661090851,
-0.078037329018116,
0.033354002982378006,
0.0013432177947834134,
-0.042419902980327606,
-0.03850200027227402,
0.02414698339998722,
-0.007263417821377516,
0.0658496618270874,
-0.016650481149554253,
0.021319260820746422,
0.028000997379422188,
0.002659380668774247,
-0.017277691513299942,
-0.029677601531147957,
0.008515396155416965,
-0.0016763856401666999,
0.008620166219770908,
-0.05673597753047943,
0.036885444074869156,
-0.012069067917764187,
-0.02579515241086483,
0.029542967677116394,
-0.028829781338572502,
0.03565596416592598,
0.03933730721473694,
0.015501148998737335,
-0.0005034422501921654,
0.04756338521838188,
0.006261406000703573,
0.011389951221644878,
-0.018557842820882797,
0.015609619207680225,
0.0527646467089653,
0.041539065539836884,
-0.040285464376211166,
-0.004320642910897732,
0.043936144560575485,
0.0006670510047115386,
-0.006070851348340511,
0.029116850346326828,
-0.010672378353774548,
-0.024661673232913017,
-0.02722637727856636,
-0.03548175096511841,
-0.0130712129175663,
-0.019949832931160927,
0.05826569348573685,
-0.040168583393096924,
-0.019877249374985695,
0.01589316315948963,
0.0472000353038311,
-0.009728403761982918,
0.02444702759385109,
0.015761610120534897,
-0.044102732092142105,
0.02518729865550995,
0.0022167337592691183,
0.0038788970559835434,
-0.028450453653931618,
-0.02141890488564968,
-0.012784542515873909,
0.02494126185774803,
0.016891803592443466,
-0.034525856375694275,
-0.029783183708786964,
0.008408873341977596,
0.01820613071322441,
0.007562263403087854,
0.015269067138433456,
-0.024916740134358406,
-0.004077955149114132,
-0.06524846702814102,
0.03680716082453728,
0.03274737671017647,
0.00212534936144948,
-0.04351360350847244,
0.03418780118227005,
-0.04564369469881058,
-0.025933578610420227,
0.04244621843099594,
0.03118746541440487,
0.025029761716723442,
-0.005260717123746872,
0.06699112802743912,
0.00481311185285449,
-0.036072488874197006,
-0.009764903225004673,
-0.02401966229081154,
-0.038675177842378616,
-0.0409541092813015,
-0.002395726041868329,
0.03187095373868942,
-0.010412200354039669,
0.025451531633734703,
-0.014563383534550667,
-0.012617049738764763,
-0.007114325650036335,
-0.024637743830680847,
0.021042615175247192,
-0.0436001680791378,
-0.04498260095715523,
0.026634762063622475,
-0.004327939357608557,
-0.027224618941545486,
0.01313798688352108,
-0.00021238098270259798,
-0.049213189631700516,
0.02334761805832386,
-0.03491106629371643,
-0.03003842569887638,
-0.017912790179252625,
0.01682904176414013,
0.016651488840579987,
-0.06716342270374298,
0.006191509775817394,
0.011291872709989548,
-0.03065427392721176,
-0.030794326215982437,
0.039881739765405655,
0.039012618362903595,
0.016211846843361855,
0.025020254775881767,
-0.007786999456584454,
-0.007259579841047525,
-0.035747651010751724,
0.019968125969171524,
0.017907019704580307,
0.005398651584982872,
-0.03231427073478699,
0.012179167941212654,
0.01970120705664158,
-0.03377256542444229,
0.03564555570483208,
0.014185544103384018,
0.04610537365078926,
-0.021591195836663246,
-0.009457416832447052,
0.03663976490497589,
-0.0195064228028059,
0.029313506558537483,
-0.008428771048784256,
-0.036837607622146606,
0.10427454113960266,
-0.005356960464268923,
0.015259438194334507,
-0.040769267827272415,
-0.004227612633258104,
-0.005467399023473263,
-0.05376670882105827,
0.008865347132086754,
0.04034959524869919,
-0.0008180058212019503,
-0.004973899573087692,
-0.035970330238342285,
-0.016406329348683357,
0.025228753685951233,
-0.021781127899885178,
0.01686667650938034,
-0.024203328415751457,
-0.0015476512489840388,
-0.017013568431138992,
-0.07202678173780441,
-0.015436790883541107,
-0.03706297278404236,
0.071686290204525,
0.04991455003619194,
0.03980015218257904,
-0.008612802252173424,
-0.013507449068129063,
0.012912987731397152,
0.06106501445174217,
-0.02988619916141033,
-0.018077563494443893,
-0.05556102469563484,
0.03082461841404438,
0.012677651830017567,
-0.004879273474216461
] |
<p>When studying time series, I once heard the statement that</p>
<blockquote>
<p>unit root test is less powerful.</p>
</blockquote>
<p>I hereby have two questions:</p>
<ol>
<li>What does it mean for a test to be powerful?</li>
<li>What causes the unit root test to be less powerful?</li>
</ol> | 36,642 | [
-0.012686391361057758,
-0.026275375857949257,
-0.001767727080732584,
-0.022113071754574776,
0.05316649377346039,
0.01700783707201481,
-0.023794744163751602,
-0.040014371275901794,
0.025687629356980324,
-0.0038383451756089926,
0.04248455911874771,
0.027157898992300034,
0.04188012704253197,
-0.004260283429175615,
0.003974032122641802,
0.021793711930513382,
-0.016570713371038437,
0.032651420682668686,
-0.012399274855852127,
-0.0063350871205329895,
-0.021194448694586754,
0.026858733966946602,
0.018162939697504044,
0.005346996709704399,
-0.0033701506908982992,
0.029932033270597458,
0.015377016738057137,
0.03407195955514908,
0.003663352457806468,
0.07612154632806778,
-0.02017214335501194,
-0.015331683680415154,
0.02110009267926216,
0.026508640497922897,
0.0011540316045284271,
-0.015059385448694229,
-0.0051305824890732765,
-0.0016826478531584144,
-0.016292110085487366,
0.055195435881614685,
-0.03411275893449783,
-0.03808992728590965,
0.008546216413378716,
0.019942590966820717,
-0.03161853551864624,
0.046219877898693085,
-0.014327040873467922,
-0.016877146437764168,
0.006422931328415871,
-0.041320424526929855,
0.0350174754858017,
0.005715703126043081,
0.02734256163239479,
0.02588619664311409,
-0.00744438823312521,
-0.022655770182609558,
0.06128464266657829,
0.04278692975640297,
-0.067685566842556,
-0.049046579748392105,
-0.004360199440270662,
-0.01072912011295557,
0.022160863503813744,
-0.02902589738368988,
-0.03394215926527977,
0.048402089625597,
-0.009777015075087547,
0.009689293801784515,
0.041742950677871704,
-0.026904135942459106,
0.030676662921905518,
0.023435188457369804,
0.0041471486911177635,
0.017274290323257446,
-0.018011407926678658,
-0.011966882273554802,
-0.0020476800855249166,
0.03244917839765549,
0.07301337271928787,
0.06492356210947037,
0.0149065051227808,
0.04353296756744385,
0.04369727522134781,
0.026963431388139725,
0.05727245286107063,
-0.014802366495132446,
0.06670776754617691,
-0.0018995138816535473,
-0.010294590145349503,
0.02695028856396675,
-0.0029830976855009794,
-0.02182677946984768,
0.03125897794961929,
-0.003728594398126006,
-0.03436018526554108,
0.006309564225375652,
-0.0323629193007946,
0.02312902733683586,
0.011920292861759663,
0.004767068196088076,
-0.013330289162695408,
-0.04074833542108536,
0.03590131178498268,
0.02256249450147152,
-0.005936375353485346,
-0.0014254804700613022,
-0.004752327222377062,
-0.031581684947013855,
-0.02040562406182289,
-0.037868957966566086,
-0.030642839148640633,
0.0225625392049551,
-0.01090115588158369,
-0.01085756253451109,
0.019901234656572342,
0.031297601759433746,
-0.015992451459169388,
-0.03282565250992775,
0.05682290717959404,
0.020902104675769806,
0.03969070687890053,
-0.01613982580602169,
-0.0008075407822616398,
-0.023976527154445648,
-0.03248196840286255,
0.03410133719444275,
-0.010564112104475498,
-0.013821647502481937,
-0.04442911222577095,
0.06347698718309402,
0.0036947354674339294,
-0.04267759621143341,
0.003489566734060645,
-0.013470815494656563,
0.07768049836158752,
0.00779353640973568,
-0.10514514148235321,
-0.059536416083574295,
0.0915226861834526,
0.010642084293067455,
-0.0006689756992273033,
-0.0690772607922554,
0.025519708171486855,
0.004395161755383015,
0.054429471492767334,
0.005101475398987532,
0.056466951966285706,
0.03150990977883339,
0.00401989696547389,
0.03216591104865074,
-0.020364752039313316,
-0.03449084609746933,
-0.01408039964735508,
-0.016278164461255074,
0.00800313614308834,
-0.06371321529150009,
-0.0016043124487623572,
0.01822829805314541,
-0.042929764837026596,
-0.012807765044271946,
0.043810393661260605,
0.025701357051730156,
-0.02097509428858757,
0.0163740161806345,
-0.016309218481183052,
-0.034404657781124115,
0.06835823506116867,
0.005581421311944723,
0.02704244665801525,
0.037997785955667496,
-0.001276585040614009,
0.027238547801971436,
0.04453391209244728,
0.02756534330546856,
0.013931657187640667,
-0.024646766483783722,
-0.003610894549638033,
-0.015320571139454842,
-0.004081158433109522,
-0.00039987234049476683,
-0.05582530051469803,
-0.02774178236722946,
-0.009388729929924011,
-0.017001988366246223,
0.020512748509645462,
0.07662313431501389,
-0.0029594446532428265,
-0.02668858878314495,
0.011013570241630077,
-0.057050202041864395,
-0.06732238829135895,
-0.06784790754318237,
0.04002441465854645,
0.016523173078894615,
-0.009547362104058266,
0.011721229180693626,
-0.005740834400057793,
0.05125853046774864,
-0.005671760533004999,
-0.014465777203440666,
-0.027917329221963882,
0.036801353096961975,
0.0027407612651586533,
-0.02015269547700882,
0.044287387281656265,
0.028730224817991257,
0.047097355127334595,
-0.0070015243254601955,
0.0014178443234413862,
0.007309816312044859,
-0.051499441266059875,
0.02401072159409523,
-0.0506698340177536,
0.0009557713638059795,
-0.015294287353754044,
-0.04355820268392563,
0.037896737456321716,
-0.02173350192606449,
-0.02537628449499607,
0.0750683918595314,
-0.04534192755818367,
0.033194731920957565,
0.021216776221990585,
0.004912033211439848,
0.02312329225242138,
0.010772681795060635,
0.02099716104567051,
-0.015561679378151894,
-0.022013623267412186,
0.009336586110293865,
-0.07929467409849167,
0.01570015214383602,
0.030101140961050987,
0.05050721392035484,
-0.030010489746928215,
0.014900431036949158,
0.0729084387421608,
0.013499725610017776,
-0.00708682369440794,
0.03830089420080185,
0.009794638492166996,
-0.005210878327488899,
0.0022068405523896217,
0.003836939809843898,
-0.001488643465563655,
0.011602208018302917,
0.03355839103460312,
0.014931819401681423,
0.024914663285017014,
-0.0003832028596661985,
-0.018456539139151573,
0.041781287640333176,
0.0016098871128633618,
0.00532478466629982,
0.006167776882648468,
-0.0029672207310795784,
-0.004255733452737331,
-0.049915604293346405,
-0.002758017275482416,
0.003994589205831289,
0.004611514043062925,
0.021612605080008507,
-0.01355232298374176,
-0.010738476179540157,
0.04205736517906189,
0.005292705725878477,
-0.01300390437245369,
-0.019793136045336723,
0.041950520128011703,
-0.03630503639578819,
0.008359950967133045,
-0.031012875959277153,
-0.014608686789870262,
-0.04309185966849327,
0.0011459079105407,
0.027954669669270515,
0.0032598809339106083,
0.028756912797689438,
-0.003571116831153631,
-0.02824852056801319,
0.0005282440106384456,
-0.04329793155193329,
-0.0013829718809574842,
-0.0018911627121269703,
-0.015089625492691994,
0.0078039951622486115,
-0.010828300379216671,
0.00013571187446359545,
0.04391748830676079,
-0.03277156874537468,
0.025798266753554344,
0.028612421825528145,
0.003062993520870805,
-0.05533209815621376,
-0.048057761043310165,
-0.027986925095319748,
0.021448805928230286,
-0.040432173758745193,
-0.03663717955350876,
0.046942129731178284,
-0.024909788742661476,
-0.024690188467502594,
0.014244874007999897,
-0.020000390708446503,
-0.029006294906139374,
-0.04608803614974022,
-0.0015902456361800432,
0.0182390995323658,
-0.04058605059981346,
-0.003958895802497864,
0.00039065052988007665,
-0.0662546381354332,
-0.02496911585330963,
-0.039675939828157425,
-0.034919630736112595,
0.020258942618966103,
-0.016460904851555824,
0.044127002358436584,
-0.01099066250026226,
-0.048005640506744385,
0.05055798962712288,
0.028794772922992706,
-0.011494960635900497,
-0.03371886909008026,
-0.02903539128601551,
-0.03326243534684181,
-0.03883500024676323,
0.011647208593785763,
0.02465413697063923,
0.0045622000470757484,
0.0018138051964342594,
0.00028643867699429393,
0.02343362383544445,
0.04246807098388672,
0.03027447871863842,
0.0006817391840741038,
-0.025509292259812355,
-0.02672027051448822,
-0.011818473227322102,
0.014166557230055332,
0.03181740269064903,
-0.024463150650262833,
0.01620149426162243,
0.021185101941227913,
0.029990212991833687,
0.021345051005482674,
-0.026843927800655365,
0.03800260275602341,
-0.0058091250248253345,
0.02894485369324684,
-0.058310989290475845,
0.03737024590373039,
0.013273979537189007,
0.0013923655496910214,
-0.028498215600848198,
0.003909154329448938,
-0.02782623842358589,
0.018958915024995804,
-0.011085494421422482,
0.008386541157960892,
0.056012969464063644,
-0.025548500940203667,
-0.02321140468120575,
-0.05068816989660263,
-0.009489054791629314,
0.014631631784141064,
0.0013743326999247074,
-0.025295013561844826,
0.034276291728019714,
0.04177252948284149,
0.025335092097520828,
-0.014417771250009537,
-0.026155121624469757,
-0.03485260158777237,
-0.03993586078286171,
0.006673980969935656,
-0.02795274369418621,
0.07622840255498886,
0.0018040022114291787,
0.042319174855947495,
0.020016297698020935,
0.001752505893819034,
0.011649906635284424,
-0.031013479456305504,
-0.057813405990600586,
0.017598820850253105,
-0.024727459996938705,
-0.025757424533367157,
0.027261730283498764,
-0.03153302147984505,
0.0068946825340390205,
-0.035636864602565765,
0.014807038009166718,
-0.02767888270318508,
0.028666339814662933,
-0.030571233481168747,
0.03195203095674515,
0.022079959511756897,
0.004161111079156399,
-0.01190230529755354,
0.0133131705224514,
0.029631420969963074,
-0.002691600238904357,
0.039946768432855606,
0.05725954845547676,
-0.012377561070024967,
-0.00888072233647108,
-0.00117028271779418,
0.00032859790371730924,
0.04256674274802208,
0.03756885603070259,
0.028432093560695648,
0.014907971024513245,
-0.041313499212265015,
0.03516344353556633,
0.04839140549302101,
0.046110983937978745,
0.012239432893693447,
-0.027179386466741562,
-0.05524146929383278,
-0.048846837133169174,
-0.01675821654498577,
0.049738138914108276,
0.030547240749001503,
0.018702955916523933,
-0.021032284945249557,
0.028608152642846107,
0.01766398549079895,
-0.015261579304933548,
0.022670678794384003,
0.05409276485443115,
0.005503458436578512,
0.022899525240063667,
-0.025193823501467705,
-0.040334515273571014,
-0.019167965278029442,
-0.01303899846971035,
0.030145864933729172,
-0.01713147759437561,
-0.014353363774716854,
-0.03217955306172371,
0.04749308153986931,
-0.018266290426254272,
-0.034376729279756546,
-0.016464857384562492,
0.010665541514754295,
0.056964367628097534,
0.02474099211394787,
-0.023967834189534187,
0.017940707504749298,
0.040928978472948074,
0.0080541567876935,
0.0439177080988884,
0.005136840045452118,
-0.07392379641532898,
0.014439430087804794,
0.04617123678326607,
0.00723124947398901,
-0.039669498801231384,
-0.038275327533483505,
-0.010487298481166363,
-0.0034524814691394567,
0.034887757152318954,
-0.05313482508063316,
0.04781803861260414,
-0.03043266385793686,
0.012010767124593258,
-0.0682341456413269,
-0.02971484139561653,
-0.0153675377368927,
0.03997111693024635,
0.01757057197391987,
0.032596733421087265,
-0.00905954372137785,
-0.02208264358341694,
-0.028943432494997978,
0.005443040281534195,
-0.010965503752231598,
0.04979686439037323,
-0.03695353865623474,
-0.012520468793809414,
0.0017069365130737424,
0.04971149191260338,
-0.021869750693440437,
-0.07824226468801498,
0.0008940520929172635,
-0.02455599047243595,
0.006799288559705019,
0.02348320744931698,
-0.01725679449737072,
-0.0800672098994255,
0.01682906597852707,
-0.02262217178940773,
-0.004709718748927116,
0.0023533806670457125,
-0.0359409935772419,
0.007658661808818579,
0.024983013048768044,
0.017297210171818733,
0.053903352469205856,
0.02350139245390892,
0.022844644263386726,
0.026267504319548607,
0.005424262955784798,
0.0010781718883663416,
-0.0641239807009697,
0.0033654363360255957,
-0.009484090842306614,
0.0021915938705205917,
-0.046502310782670975,
0.043954044580459595,
0.034216370433568954,
0.03606325387954712,
-0.04051881283521652,
0.02222132869064808,
-0.019145721569657326,
-0.0002989281783811748,
0.013885319232940674,
-0.0233564805239439,
-0.012115257792174816,
0.02079482562839985,
-0.037220630794763565,
-0.002713242545723915,
0.025554979220032692,
0.0007125750416889787,
0.003498736536130309,
0.016206806525588036,
0.002018104773014784,
0.02540585771203041,
0.0021559109445661306,
-0.008259590715169907,
0.011776999570429325,
-0.008915282785892487,
0.04317708685994148,
-0.026332495734095573,
-0.011405850760638714,
0.020327873528003693,
-0.05387813597917557,
-0.0017300592735409737,
0.026448136195540428,
0.006016704719513655,
0.05049537867307663,
-0.03257875517010689,
0.03677336499094963,
0.01361726876348257,
-0.016788294538855553,
-0.06660553067922592,
-0.039633430540561676,
0.014662052504718304,
0.007562069222331047,
-0.001153139746747911,
0.004485012497752905,
0.009710254147648811,
-0.0018371578771620989,
-0.003117915475741029,
-0.06876076012849808,
0.06556615978479385,
0.01401386596262455,
-0.018373554572463036,
-0.0018045707838609815,
0.006039927247911692,
0.091232068836689,
-0.022515105083584785,
-0.024052582681179047,
0.011171515099704266,
-0.018861930817365646,
-0.03321433439850807,
-0.023124800994992256,
0.0502396784722805,
-0.01778724417090416,
-0.02174163982272148,
-0.011019888333976269,
-0.04448844492435455,
0.03401031717658043,
-0.003954057116061449,
-0.014606993645429611,
0.031365469098091125,
-0.02275436371564865,
-0.015260027721524239,
-0.003866552608087659,
0.0289864931255579,
-0.004580374341458082,
0.038821540772914886,
0.00209504715166986,
0.0013178623048588634,
-0.033786386251449585,
-0.04330574721097946,
0.010777367278933525,
0.025268355384469032,
-0.03182501345872879,
0.01220162957906723,
0.04506451636552811,
-0.04493255540728569,
0.015564980916678905,
-0.026793409138917923,
-0.010021187365055084,
0.03434150665998459,
0.017581308260560036,
0.020203646272420883,
0.005711715668439865,
0.01692517288029194,
-0.06354982405900955,
0.00010562383249634877,
0.00978175736963749,
-0.004475558176636696,
0.050338950008153915,
0.004922264255583286,
0.056170959025621414,
0.036456767469644547,
-0.013122656382620335,
0.026109997183084488,
-0.019496789202094078,
-0.0032094649504870176,
0.006378924008458853,
0.010963736101984978,
0.020064545795321465,
-0.013545122928917408,
-0.0029407325200736523,
0.03694804385304451,
-0.0017745493678376079,
0.03493213281035423,
0.011369843035936356,
0.023609809577465057,
0.027353152632713318,
-0.011884651146829128,
-0.021091032773256302,
-0.01853576861321926,
0.039301395416259766,
-0.037763405591249466,
0.007470331154763699,
-0.037415605038404465,
0.03783721476793289,
0.048525333404541016,
0.012995554134249687,
-0.03184504806995392,
-0.03984122723340988,
-0.014766966924071312,
-0.07703965902328491,
-0.015665879473090172,
0.01858183927834034,
-0.014754332602024078,
0.016103949397802353,
0.013760782778263092,
0.030603302642703056,
0.0195490512996912,
0.02376684546470642,
-0.01195420604199171,
-0.05266173556447029,
-0.029258741065859795,
-0.023315347731113434,
-0.022498343139886856,
0.04703450947999954,
-0.0164778009057045,
-0.04650788754224777,
0.04308700934052467,
-0.06140286847949028,
-0.011267304420471191,
0.0069949873723089695,
0.004958559293299913,
-0.053574711084365845,
0.07577057182788849,
0.027503762394189835,
0.012882937677204609,
0.023645441979169846,
-0.00714681064710021,
0.10420198738574982,
0.04428863525390625,
0.007225917186588049,
-0.07182711362838745,
0.007804547902196646,
-0.017641158774495125,
0.018711645156145096,
-0.04304959997534752,
0.01165567897260189,
-0.005847982596606016,
0.02127295546233654,
0.04251508414745331,
0.06730397790670395,
-0.020428292453289032,
0.004007676616311073,
0.038183704018592834,
-0.04512520134449005,
0.011526362970471382,
0.02148035168647766,
0.020726023241877556,
0.006198081187903881,
-0.009152188897132874,
-0.045379284769296646,
-0.013334183022379875,
-0.01411574985831976,
-0.02642204426229,
0.016888011246919632,
-0.013924376107752323,
-0.002180666895583272,
-0.022230571135878563,
-0.045438334345817566,
0.013214915990829468,
0.04896420240402222,
0.026933640241622925,
-0.0709037035703659,
-0.017956819385290146,
0.0035749890375882387,
-0.027677763253450394,
0.015008022077381611,
0.042578477412462234,
-0.014146251603960991,
-0.037214163690805435,
0.003265791805461049,
0.02181856334209442,
-0.038563378155231476,
-0.004929163958877325,
-0.032677460461854935,
0.0259831752628088,
0.02437864989042282,
0.005854750517755747,
-0.03241269290447235,
0.034731391817331314,
-0.020519979298114777,
-0.042420875281095505,
-0.025264400988817215,
0.009214497171342373,
0.03181103616952896,
-0.06232231855392456,
-0.05776820331811905,
-0.045578744262456894,
0.0072303656488657,
-0.014748585410416126,
0.052566226571798325,
-0.0023474337067455053,
-0.039932508021593094,
0.013753380626440048,
0.00625563831999898,
0.0375872440636158,
-0.006342804059386253,
0.006912711076438427,
0.018482426181435585,
-0.0017134399386122823,
-0.031615547835826874,
0.014726748690009117,
0.0363423191010952,
-0.023987261578440666,
0.03212538734078407,
0.01723799668252468,
0.02279258705675602,
-0.042481377720832825,
-0.0443490706384182,
0.043663617223501205,
-0.0363757349550724,
-0.003208124777302146,
-0.06050106883049011,
0.0026505030691623688,
0.0357021801173687,
0.02015627548098564,
0.03555567190051079,
0.022600598633289337,
-0.013692686334252357,
0.01965206302702427,
0.055014364421367645,
-0.061114367097616196,
-0.010008583776652813,
0.0046012685634195805,
-0.012729416601359844,
-0.027841590344905853,
-0.0177779458463192,
0.037084631621837616,
0.0481051504611969,
0.0020844030659645796,
-0.02484869956970215,
0.01701696217060089,
-0.03301119804382324,
-0.00920672807842493,
0.028357598930597305,
-0.04124519228935242,
-0.046878986060619354,
0.044158704578876495,
0.00638002622872591,
-0.030894340947270393,
-0.03409956768155098,
-0.041388146579265594,
-0.0035191988572478294,
0.014484526589512825,
0.0012473514070734382,
-0.021526606753468513,
0.008575395680963993,
0.0021526245400309563,
0.05039733648300171,
-0.07046757638454437,
0.004318644758313894,
-0.0498456135392189,
-0.015338679775595665,
0.011712084524333477,
-0.05871047452092171,
0.00043065749923698604,
0.02354178950190544,
-0.013077886775135994,
-0.007605717517435551,
0.05307776853442192,
0.016579406335949898,
-0.0020975403022021055,
-0.00514264078810811,
0.005002651829272509,
-0.007645804900676012,
0.03661191090941429,
-0.029689298942685127,
-0.036641623824834824,
0.06568491458892822,
-0.016324473544955254,
-0.029659703373908997,
0.03447902575135231,
-0.024816501885652542,
0.037871912121772766,
0.005588133353739977,
0.017185041680932045,
-0.03443599119782448,
-0.004640304017812014,
-0.018522165715694427,
0.020084120333194733,
-0.02018575556576252,
-0.007865591906011105,
-0.00660516694188118,
0.028948163613677025,
-0.002720191143453121,
-0.0011136984685435891,
-0.016821380704641342,
0.052355386316776276,
0.04277318716049194,
-0.009071935899555683,
0.017128344625234604,
-0.0025568732526153326,
-0.004264564253389835,
0.025585604831576347,
0.01710968278348446,
-0.014802028425037861,
0.048441555351018906,
0.036241162568330765,
-0.027794653549790382,
-0.009534061886370182,
-0.026939131319522858,
0.005034545436501503,
-0.09750239551067352,
-0.0073178852908313274,
-0.020034432411193848,
-0.017849929630756378,
0.046715736389160156,
-0.0264839269220829,
-0.00047718561836518347,
0.014760935679078102,
-0.062163520604372025,
0.027815314009785652,
-0.029785284772515297,
-0.011819692328572273,
-0.043519649654626846,
-0.03610052168369293,
-0.014751977287232876,
0.056799206882715225,
0.04333518445491791,
0.016621094197034836,
0.002322429558262229,
0.07428276538848877,
0.0328887403011322,
-0.017747139558196068,
-0.006528384517878294,
0.011288478970527649,
-0.019486885517835617,
-0.022380024194717407,
0.03779052570462227,
-0.029467759653925896,
0.00029032406746409833,
0.01984432339668274,
-0.04197708144783974,
0.03523065894842148,
0.006638051476329565,
0.030926121398806572,
0.00809185765683651,
0.026389582082629204,
0.04151130095124245,
-0.038744520395994186,
-0.05234229564666748,
-0.003191604046151042,
-0.00760736083611846,
0.02104252204298973,
0.009153041057288647,
-0.02908669225871563,
0.000606230110861361,
-0.022640792652964592,
-0.0067573171108961105,
-0.023079948499798775,
0.0025543400552123785,
0.0036967997439205647,
0.019258229061961174,
-0.007128395605832338,
0.007622078061103821,
0.01043115183711052,
0.008689973503351212,
-0.019955798983573914,
0.020371807739138603,
0.06692487746477127,
0.022662056609988213,
-0.04217496141791344,
-0.00018015869136434048,
0.003880585776641965,
-0.007463793270289898,
0.04534698650240898,
0.01580853760242462,
0.011495738290250301,
-0.0665661171078682,
-0.0030506891198456287,
0.041549619287252426,
-0.03175441548228264,
-0.040466293692588806,
-0.001246492494828999,
-0.017338307574391365,
0.044459979981184006,
0.03465722128748894,
-0.018760446459054947,
0.02936476655304432,
-0.05271520838141441,
-0.010753355920314789,
-0.11891376227140427,
0.08108916133642197,
-0.0011274542193859816,
-0.015841763466596603,
-0.031081173568964005,
-0.015992192551493645,
-0.03388334438204765,
-0.014211727306246758,
0.0707637295126915,
0.002896260004490614,
0.02529072016477585,
0.008996795862913132,
0.007258867844939232,
0.006811186205595732,
-0.022811787202954292,
0.026368845254182816,
-0.027936682105064392,
-0.009059340693056583,
-0.019182205200195312,
-0.02727590501308441,
0.009607065469026566,
0.013132070191204548,
0.016566455364227295,
-0.016661962494254112,
0.0073644802905619144,
-0.005685153882950544,
0.03379830718040466,
0.06522206217050552,
0.02082865871489048,
-0.010768293403089046,
0.06472115218639374,
0.01533957663923502,
0.03323746845126152,
-0.0032345245126634836,
0.008082360960543156,
-0.07090345025062561,
0.01569674350321293,
-0.01146387867629528,
-0.006480544805526733,
-0.011711370199918747,
0.03598388284444809,
-0.006601162254810333,
-0.01822965033352375,
-0.0376804880797863,
0.03212060034275055,
-0.047620996832847595,
0.030685825273394585,
0.024173475801944733,
0.025916580110788345,
0.03273959085345268,
-0.012340948916971684,
0.024873508140444756,
-0.009679438546299934,
0.015401924028992653,
-0.010105370543897152,
0.025572439655661583,
0.034675806760787964,
-0.02086164802312851,
-0.0035948529839515686,
0.018859578296542168,
-0.026201574131846428,
0.015585490502417088,
-0.012918980792164803,
0.07525493949651718,
-0.03192298486828804,
-0.0453953854739666,
-0.005094049498438835,
-0.036940447986125946,
0.022019578143954277,
0.020494751632213593,
-0.002493036212399602,
0.07984301447868347,
-0.022806918248534203,
-0.002190404338762164,
-0.0025404265616089106,
-0.032534293830394745,
-0.02272140048444271,
0.016191886737942696,
0.04146772250533104,
-0.009074985980987549,
-0.019509626552462578,
-0.004166462458670139,
-0.006693679373711348,
-0.02053506299853325,
0.018395233899354935,
-0.00827021524310112,
0.001543873455375433,
0.015349590219557285,
-0.01948346197605133,
-0.03549855947494507,
0.003995375707745552,
-0.0346713550388813,
-0.010287517681717873,
0.036081280559301376,
0.019286079332232475,
0.03572741150856018,
-0.004029777366667986,
-0.04057111591100693,
0.029502402991056442,
0.03651392087340355,
-0.0954384058713913,
-0.0064735691994428635,
-0.03840241581201553,
0.039989691227674484,
0.0004179723036941141,
-0.0565795861184597
] |
<p>My lecturer just covered the <strong>Lindberg-Levy central limit theorem</strong> and the multivariate version, the <strong>Lindberg-fuller CLT</strong>. I understood the basic concept and I can derive it, etc. But it would help my understanding a lot if someone could explain how all this used in real life applications of <strong>econometric</strong> analysis?</p>
<p>Ive read some claims that the CLT is nice only on a piece of paper.</p>
<p>Some really cool industry applications or references would be appreciated.</p> | 74,022 | [
0.005748308729380369,
-0.018395690247416496,
0.033186402171850204,
-0.02483201213181019,
0.043077412992715836,
0.01096387393772602,
0.018522756174206734,
-0.01871352456510067,
0.011152669787406921,
-0.0386577770113945,
0.02448413148522377,
0.045419398695230484,
0.03888266533613205,
0.011501799337565899,
0.03145171329379082,
-0.013721199706196785,
-0.0039035906083881855,
-0.00546490540727973,
-0.010762368328869343,
-0.02356412634253502,
0.021231234073638916,
0.00820995680987835,
0.02161570079624653,
-0.02874511294066906,
-0.014188424684107304,
0.03675534203648567,
0.0011912938207387924,
-0.0070682368241250515,
0.024440107867121696,
0.058462340384721756,
-0.04903070256114006,
-0.014250624924898148,
-0.014693239703774452,
0.059210482984781265,
-0.020367557182908058,
0.013201992958784103,
-0.026861894875764847,
-0.04538453370332718,
0.03831637278199196,
0.028933538123965263,
-0.04622180014848709,
-0.017488284036517143,
0.017749471589922905,
0.05003295838832855,
0.006649593356996775,
-0.01433526910841465,
-0.0025734466034919024,
-0.07812785357236862,
0.05902756005525589,
-0.06191948428750038,
0.06719585508108139,
-0.006907939445227385,
0.006580232176929712,
0.01664746180176735,
-0.015153016895055771,
-0.008857090026140213,
0.04920520260930061,
0.04296823590993881,
0.0036236911546438932,
-0.04124017059803009,
-0.005284078419208527,
0.033169448375701904,
-0.008348328061401844,
-0.001440955325961113,
-0.027584152296185493,
0.011055278591811657,
0.000547556031960994,
-0.042613279074430466,
0.02706342190504074,
-0.01718127354979515,
0.030420975759625435,
0.003400245448574424,
0.03824751451611519,
-0.008543934673070908,
-0.006523486692458391,
0.006163198966532946,
0.02039489336311817,
0.02701800875365734,
0.030610980466008186,
0.031630996614694595,
0.005261067766696215,
0.05194239318370819,
-0.000686118844896555,
0.06142984330654144,
0.005051957909017801,
-0.017403574660420418,
0.10028069466352463,
-0.034608375281095505,
0.029449360445141792,
-0.0029409802518785,
-0.0022976708132773638,
-0.028685307130217552,
0.04398506134748459,
0.018697263672947884,
-0.06851105391979218,
0.03750479593873024,
-0.006418986711651087,
0.011647514067590237,
-0.002156972885131836,
0.013411260209977627,
-0.01728738285601139,
-0.025682223960757256,
-0.00663426099345088,
0.044605553150177,
-0.0062060607597231865,
-0.04973607882857323,
0.00387108838185668,
0.006893814541399479,
-0.014604460448026657,
-0.01672038622200489,
-0.0419171079993248,
-0.011812002398073673,
0.036294035613536835,
-0.026104707270860672,
0.004906516522169113,
0.031641583889722824,
-0.012921499088406563,
0.011888286098837852,
0.0399341806769371,
0.06516443938016891,
0.04787761718034744,
-0.013904914259910583,
0.012380200438201427,
0.015461132861673832,
-0.05548530071973801,
0.040865711867809296,
-0.012360475026071072,
-0.02024490013718605,
-0.056680675595998764,
0.08471561968326569,
-0.008504658937454224,
-0.007750956807285547,
0.012949971482157707,
0.019816182553768158,
0.05338098853826523,
-0.008796206675469875,
-0.11975519359111786,
-0.04965654015541077,
0.07013937085866928,
0.015024286694824696,
-0.010778091847896576,
-0.037097688764333725,
0.01949934847652912,
0.035740926861763,
0.0647917240858078,
0.0009613186120986938,
0.039721887558698654,
-0.026859136298298836,
0.023148609325289726,
0.02707619033753872,
-0.04353000968694687,
-0.029404835775494576,
0.020519517362117767,
-0.028802208602428436,
-0.006143190432339907,
-0.1037384495139122,
-0.012269995175302029,
0.03589130938053131,
-0.03844590112566948,
-0.05837314575910568,
0.037495192140340805,
0.004084425047039986,
-0.048692312091588974,
-0.03880401700735092,
0.005860971752554178,
-0.04818008095026016,
0.057502057403326035,
0.0005602446035481989,
-0.0006485129706561565,
0.005248596426099539,
0.013700456358492374,
0.028035884723067284,
-0.01030147448182106,
0.05145559832453728,
0.03642099350690842,
-0.007963192649185658,
0.02267996221780777,
0.01253955252468586,
0.01142407301813364,
0.02334240823984146,
-0.041978150606155396,
0.007682336028665304,
-0.023871375247836113,
-0.016994794830679893,
0.009938927367329597,
0.05816153809428215,
-0.0038080874364823103,
-0.008114500902593136,
0.01195942796766758,
-0.050259631127119064,
-0.03511160984635353,
-0.06610828638076782,
0.01329730823636055,
-0.027546031400561333,
-0.03447417542338371,
0.04923104867339134,
0.006900802254676819,
0.005152213852852583,
-0.011201858520507812,
-0.025002961978316307,
-0.01686902716755867,
-0.01322875265032053,
0.030210785567760468,
-0.011261025443673134,
0.004447530955076218,
0.019330240786075592,
0.014862208627164364,
0.007105384953320026,
-0.0005912943161092699,
-0.04953668639063835,
-0.029889890924096107,
-0.0031300601549446583,
-0.029181139543652534,
0.023101327940821648,
-0.007958509959280491,
-0.02484693005681038,
0.011879567056894302,
-0.026063695549964905,
-0.008459271863102913,
0.058797262609004974,
-0.03880475088953972,
0.0479358471930027,
0.06080402806401253,
-0.0037036132998764515,
-0.017159296199679375,
0.04985739663243294,
0.0024405012372881174,
-0.003921453841030598,
0.023345855996012688,
-0.013437973335385323,
-0.056776925921440125,
0.002797238063067198,
0.022371044382452965,
0.04783633351325989,
-0.031145509332418442,
0.006263893563300371,
0.07215603440999985,
0.029512057080864906,
0.004101909697055817,
0.03274621069431305,
-0.03346706181764603,
-0.006289721000939608,
0.01588280498981476,
-0.01570056565105915,
0.02544422447681427,
-0.01891244202852249,
0.019512709230184555,
0.0059357513673603535,
0.0439981147646904,
-0.005172806791961193,
-0.041992511600255966,
0.03139006346464157,
0.01127768587321043,
-0.027734141796827316,
-0.024952251464128494,
0.00044697101111523807,
0.042766325175762177,
-0.03663747385144234,
0.018706470727920532,
0.01904909498989582,
-0.0015476207481697202,
-0.005672242026776075,
-0.032868411391973495,
-0.039812762290239334,
0.009053638204932213,
0.005611729342490435,
-0.03297001123428345,
0.04775935411453247,
0.024103661999106407,
-0.054912302643060684,
0.008154013194143772,
-0.01906069554388523,
-0.021190917119383812,
-0.016405407339334488,
0.02137088030576706,
0.04288158193230629,
0.015816550701856613,
-0.005806670989841223,
-0.014499743469059467,
-0.0740402489900589,
-0.029390908777713776,
0.0005766585236415267,
0.01515187881886959,
-0.02325858362019062,
-0.03576907142996788,
0.040456391870975494,
-0.006518361158668995,
-0.025863297283649445,
0.05088719725608826,
-0.009587809443473816,
0.01953907497227192,
0.05150362476706505,
-0.01584787108004093,
-0.06960928440093994,
-0.007193733472377062,
0.03737253323197365,
0.008066531270742416,
-0.02752618119120598,
-0.0427946038544178,
0.06547009199857712,
-0.01346105057746172,
0.005029169376939535,
0.015472669154405594,
-0.027890266850590706,
-0.04175107181072235,
-0.04271005839109421,
-0.02579985372722149,
-0.000548370648175478,
-0.015224209055304527,
0.024569999426603317,
-0.00015782073023729026,
-0.02689441479742527,
-0.011830760166049004,
-0.06243226304650307,
-0.049436647444963455,
0.0028603458777070045,
-0.03484892472624779,
0.022835051640868187,
-0.009552440606057644,
-0.01875804364681244,
0.045363329350948334,
0.023897938430309296,
-0.028312092646956444,
-0.04765363782644272,
0.00260926759801805,
-0.04267654940485954,
0.0041524870321154594,
0.0018836506642401218,
0.01622639410197735,
-0.02829257771372795,
0.03581343963742256,
0.017037227749824524,
0.014666259288787842,
0.05006355792284012,
0.012934559024870396,
-0.016793787479400635,
0.004025112371891737,
-0.04072793945670128,
0.016631009057164192,
0.03076702356338501,
0.02034641243517399,
-0.03907325118780136,
0.019921651110053062,
-0.004374626558274031,
-0.009768202900886536,
0.03182682767510414,
-0.026171913370490074,
0.03394912928342819,
0.011219066567718983,
-0.03264058381319046,
-0.030025003477931023,
-0.003844453487545252,
0.009169871918857098,
-0.014728836715221405,
-0.01567426137626171,
0.023115376010537148,
0.026050034910440445,
-0.017715269699692726,
0.00529731810092926,
0.03137233480811119,
0.016636189073324203,
-0.0009896483970806003,
-0.03242822736501694,
-0.014363255351781845,
-0.006857921835035086,
0.013685286045074463,
-0.0408201664686203,
-0.021671444177627563,
0.015136460773646832,
0.0630117654800415,
0.012510827742516994,
-0.029751472175121307,
-0.041716866195201874,
-0.006193678360432386,
-0.04453268647193909,
0.004253203049302101,
-0.0006524674245156348,
0.0398506261408329,
0.014262346550822258,
0.08967119455337524,
-0.017157167196273804,
0.008184914477169514,
0.06689318269491196,
-0.003688788041472435,
-0.0667378231883049,
0.028358953073620796,
-0.004805970937013626,
-0.00396335031837225,
-0.003947569988667965,
0.001992906676605344,
0.04011768102645874,
-0.013436466455459595,
-0.012124240398406982,
-0.05581316724419594,
0.01940998062491417,
-0.033514298498630524,
-0.000553218531422317,
-0.014876455068588257,
-0.02841692417860031,
-0.03146514296531677,
-0.012781132012605667,
0.0131137166172266,
0.0016823456389829516,
-0.002049746224656701,
0.05714757740497589,
-0.05281584709882736,
-0.029918255284428596,
-0.005548444110900164,
-0.02243196777999401,
0.01732291840016842,
0.043274641036987305,
0.026018116623163223,
0.019506612792611122,
-0.048133499920368195,
0.047296956181526184,
0.04274876415729523,
0.0520266517996788,
0.03895377740263939,
0.0023448995780199766,
0.0041168564930558205,
-0.057784583419561386,
-0.022605115547776222,
0.0045510162599384785,
-0.004664526786655188,
0.04591433331370354,
0.008875716477632523,
0.06362538039684296,
0.031091172248125076,
-0.05024160444736481,
-0.006837528198957443,
0.05500572919845581,
0.0013036936288699508,
0.004678487312048674,
-0.003020958276465535,
-0.02489454671740532,
-0.004175703972578049,
0.004263090435415506,
0.04720824584364891,
0.01912790536880493,
-0.025690957903862,
0.017019953578710556,
0.025576552376151085,
0.03431958705186844,
-0.03755924850702286,
-0.005501279141753912,
0.0009666283149272203,
0.01989988051354885,
-0.0065255179069936275,
-0.014884840697050095,
-0.0008595296530984342,
0.03303041309118271,
0.020176908001303673,
0.052442945539951324,
0.014076889492571354,
-0.08099707961082458,
0.03668069839477539,
0.02054300531744957,
0.025451531633734703,
-0.04926037788391113,
0.015462337993085384,
-0.030782796442508698,
-0.021240942180156708,
0.02483566291630268,
-0.029157232493162155,
0.029353903606534004,
0.0001303197641391307,
0.010130508802831173,
-0.03517235070466995,
0.013561253435909748,
0.004900818224996328,
0.003568435087800026,
-0.01829027570784092,
0.022203942760825157,
-0.026198653504252434,
-0.0021318900398910046,
-0.047472815960645676,
0.0471380390226841,
0.03645240515470505,
0.05305739864706993,
-0.016107728704810143,
-0.063815638422966,
-0.015075555071234703,
0.027219930663704872,
-0.02006474696099758,
-0.04544517770409584,
-0.015402993187308311,
0.0025400875601917505,
0.006716631352901459,
0.060723062604665756,
-0.025452090427279472,
-0.03781728819012642,
0.0013160076923668385,
0.0026041315868496895,
-0.04630845785140991,
-0.0005288440734148026,
-0.0036004723515361547,
0.007577103562653065,
-0.003120161360129714,
0.00986676849424839,
0.04984140023589134,
0.03297726437449455,
-0.02002527005970478,
0.006795049179345369,
-0.002138525014743209,
0.030407831072807312,
-0.018366796895861626,
0.016373764723539352,
-0.016622846946120262,
-0.022818489000201225,
-0.029790127649903297,
0.005168008618056774,
0.0022320880088955164,
0.041129644960165024,
-0.012478549033403397,
-0.0038211855571717024,
0.002605969784781337,
0.044254276901483536,
0.004421991761773825,
0.010266873985528946,
-0.032153334468603134,
-0.0015716010238975286,
-0.004788635298609734,
-0.016466153785586357,
0.00020785116066690534,
0.005038323812186718,
-0.010166122578084469,
0.016508493572473526,
0.010638809762895107,
-0.01705937460064888,
-0.021140621975064278,
-0.006728790700435638,
0.028919024392962456,
-0.009472045116126537,
0.046071089804172516,
-0.000006658289748884272,
0.013841749168932438,
0.03341997042298317,
-0.034970369189977646,
-0.009053494781255722,
0.04771491140127182,
-0.011875048279762268,
0.07876774668693542,
-0.05381610244512558,
0.010236946865916252,
-0.03252497315406799,
-0.013009024783968925,
-0.043363556265830994,
-0.03954073041677475,
0.01608378067612648,
0.019723879173398018,
-0.0014745427761226892,
-0.043601274490356445,
-0.0139913409948349,
0.022479064762592316,
-0.027071865275502205,
-0.014712690375745296,
0.04337795451283455,
0.01183159090578556,
-0.02816321887075901,
-0.022958427667617798,
-0.024283837527036667,
0.0980382040143013,
-0.012052712962031364,
-0.011613426730036736,
0.03282780572772026,
-0.012958895415067673,
-0.01846536621451378,
-0.023781003430485725,
0.018039073795080185,
-0.027339978143572807,
-0.016545021906495094,
-0.0037761307321488857,
0.02488870359957218,
-0.02145504765212536,
-0.01717136986553669,
-0.024793433025479317,
0.010668482631444931,
0.025018876418471336,
-0.015919774770736694,
-0.023056892678141594,
-0.02394021488726139,
-0.012138184159994125,
0.008829062804579735,
-0.016896186396479607,
0.01919827051460743,
-0.02474326640367508,
-0.04243380203843117,
0.02164589986205101,
0.01144090574234724,
0.0028195769991725683,
0.04694294184446335,
0.0016000572359189391,
0.007624214515089989,
-0.011887500993907452,
0.0018437171820551157,
0.0011578842531889677,
0.029754826799035072,
-0.027662932872772217,
0.013294493779540062,
-0.0012860283022746444,
0.028584666550159454,
-0.037846267223358154,
-0.05712740868330002,
-0.025160977616906166,
0.019506419077515602,
0.051153071224689484,
-0.020460572093725204,
0.050979502499103546,
0.043177004903554916,
-0.024201728403568268,
-0.03307243809103966,
-0.01816348172724247,
-0.03708766773343086,
-0.0067178658209741116,
-0.04877449944615364,
0.0373891219496727,
0.012750676833093166,
-0.003691486781463027,
0.03337860479950905,
0.030643794685602188,
-0.004022526554763317,
0.013583053834736347,
0.0065199630334973335,
0.038536615669727325,
0.0020056194625794888,
0.023092113435268402,
-0.022966664284467697,
0.08493117243051529,
-0.04650499299168587,
0.011698071844875813,
-0.025025369599461555,
-0.008920811116695404,
0.019707661122083664,
0.027666481211781502,
-0.006618631072342396,
-0.045033764094114304,
-0.021982960402965546,
-0.03274109587073326,
0.030338754877448082,
0.009645871818065643,
-0.029470395296812057,
0.027023877948522568,
-0.006700147874653339,
0.051744502037763596,
0.0138151990249753,
0.027541400864720345,
-0.002512476872652769,
-0.03534379601478577,
-0.037776537239551544,
-0.0048956298269331455,
-0.01197610329836607,
0.019880669191479683,
0.01613590680062771,
-0.02399488352239132,
0.0270842332392931,
-0.0318143367767334,
0.01844439096748829,
0.01144495327025652,
0.03464260324835777,
0.005353196524083614,
0.07887747883796692,
-0.014008249156177044,
-0.005238787736743689,
-0.024007190018892288,
-0.016835147514939308,
0.11615375429391861,
0.04108801484107971,
-0.01006404496729374,
-0.07689788192510605,
-0.008969494141638279,
0.002429029904305935,
-0.0035985198337584734,
-0.051983896642923355,
-0.013040551915764809,
-0.0031125331297516823,
0.044388603419065475,
0.0395280122756958,
0.032267991453409195,
-0.003974403254687786,
0.008245112374424934,
0.0357656292617321,
-0.01646238937973976,
-0.03632066398859024,
0.020256061106920242,
0.016785932704806328,
0.0017948538297787309,
0.00982568971812725,
-0.06811132282018661,
0.011054512113332748,
-0.041205503046512604,
-0.030297737568616867,
-0.005629633087664843,
-0.027804717421531677,
0.046800896525382996,
-0.006800275761634111,
-0.0031546272803097963,
0.02077614888548851,
0.05142681673169136,
-0.0009980169124901295,
-0.004780609626322985,
-0.010351976379752159,
0.023385681211948395,
-0.005645898170769215,
0.00045412289910018444,
0.030482228845357895,
0.016213389113545418,
-0.013942440040409565,
-0.014028578996658325,
0.032803092151880264,
-0.01854129135608673,
-0.02831784076988697,
-0.024273861199617386,
0.019474109634757042,
-0.007110717706382275,
-0.0009706523269414902,
-0.04058801382780075,
0.018608057871460915,
0.016525879502296448,
0.011700274422764778,
-0.01149032637476921,
0.004105171654373407,
0.050387170165777206,
-0.04089858755469322,
-0.013168021105229855,
-0.07282809168100357,
-0.011767313815653324,
-0.0036778035573661327,
0.014230581931769848,
0.0036609701346606016,
-0.017351841554045677,
0.008165599778294563,
-0.07065887004137039,
0.037781503051519394,
-0.017529230564832687,
-0.019969360902905464,
-0.03839930519461632,
0.006597263738512993,
-0.028279654681682587,
0.012821399606764317,
0.014272612519562244,
-0.003256948897615075,
0.03572699800133705,
-0.001623254269361496,
-0.006378644611686468,
-0.025832736864686012,
-0.02830662950873375,
0.010055938735604286,
-0.05188606679439545,
-0.030897492542862892,
-0.03376525267958641,
-0.015214174054563046,
0.029926477000117302,
0.05117684230208397,
0.0253493320196867,
-0.001717485603876412,
-0.03122103027999401,
0.009925286285579205,
0.01418344583362341,
-0.05394819751381874,
-0.0022412047255784273,
-0.039634820073843,
-0.006777132861316204,
-0.02001122757792473,
-0.025125088170170784,
0.04073008894920349,
0.04301903024315834,
-0.0024105552583932877,
-0.0041704629547894,
0.006496400572359562,
-0.03727050498127937,
0.006814717315137386,
0.05017812177538872,
-0.06707767397165298,
-0.00858808122575283,
0.041293688118457794,
0.018135813996195793,
-0.019976677373051643,
-0.01937057077884674,
-0.03417763486504555,
-0.015575677156448364,
-0.014316709712147713,
-0.003118261694908142,
-0.03076828271150589,
-0.00008069172326941043,
0.014901881106197834,
0.06741053611040115,
-0.02280978299677372,
0.035912077873945236,
-0.04610084742307663,
0.011840004473924637,
-0.00020814315939787775,
-0.019581831991672516,
-0.0009234462631866336,
-0.026139449328184128,
0.014172912575304508,
0.008671050891280174,
0.04006402939558029,
0.03426237031817436,
0.029513100162148476,
-0.008706822991371155,
0.016661303117871284,
-0.012427245266735554,
0.004663405474275351,
-0.02729492262005806,
-0.03566468879580498,
0.05558684840798378,
-0.040294405072927475,
-0.050599467009305954,
-0.0016469573602080345,
-0.02775975503027439,
0.027994902804493904,
0.017688220366835594,
0.026131045073270798,
-0.03322569653391838,
0.016781562939286232,
0.0012792255729436874,
-0.014029404148459435,
0.00041656833491288126,
-0.009992755949497223,
0.012628168798983097,
0.024540456011891365,
0.02216840721666813,
0.014630207791924477,
-0.0010458143660798669,
0.03688211739063263,
0.0429847314953804,
0.039344049990177155,
0.018472731113433838,
0.03610307350754738,
-0.014518698677420616,
-0.02549816109240055,
-0.002844370435923338,
-0.008457338437438011,
0.09059451520442963,
0.053939733654260635,
-0.034998416900634766,
0.01720467396080494,
-0.0020578494295477867,
0.02484327368438244,
-0.09557406604290009,
0.004203387536108494,
-0.0009691239101812243,
-0.053233806043863297,
0.03244160860776901,
-0.0012184327933937311,
0.010245302692055702,
0.016826892271637917,
-0.03204430639743805,
0.005913906265050173,
-0.05501975864171982,
-0.020944703370332718,
-0.0457354411482811,
0.006887777708470821,
-0.0368599072098732,
0.033654578030109406,
0.010525123216211796,
0.008615007624030113,
0.05497012287378311,
0.06560832262039185,
0.04607565701007843,
0.01058177836239338,
-0.02802404947578907,
0.03018752858042717,
0.03790665045380592,
-0.02362627163529396,
0.06057747080922127,
-0.0036667173262685537,
-0.032086871564388275,
0.04256051033735275,
-0.03522379696369171,
-0.018204621970653534,
-0.001412624609656632,
-0.004212855827063322,
0.0033396498765796423,
0.06885045766830444,
0.04397287592291832,
0.00006359758117469028,
-0.015775756910443306,
0.027929864823818207,
0.07763109356164932,
0.0007427830714732409,
0.0007387521327473223,
0.01559010986238718,
0.037918753921985626,
-0.04004184901714325,
-0.02186044678092003,
0.015676140785217285,
0.0374922901391983,
0.009854496456682682,
0.005286232568323612,
-0.020194659009575844,
0.016634760424494743,
0.02883138507604599,
0.04294339939951897,
-0.038030385971069336,
-0.02538043074309826,
0.013484679162502289,
0.03601224347949028,
-0.010389700531959534,
0.019096512347459793,
-0.045186012983322144,
-0.019945433363318443,
0.03882470726966858,
0.022640438750386238,
-0.00718989921733737,
-0.041523873805999756,
-0.028805721551179886,
0.02498902939260006,
-0.0190021563321352,
-0.05718478560447693,
0.015403416007757187,
-0.027152616530656815,
0.02409294992685318,
-0.01156387198716402,
0.012448822148144245,
0.010841726325452328,
-0.00889636855572462,
-0.00899794977158308,
-0.06964512914419174,
0.07526221871376038,
-0.017043638974428177,
0.021273715421557426,
-0.03577536717057228,
-0.006320626474916935,
-0.041614219546318054,
-0.004131949041038752,
0.05823938548564911,
-0.03787269815802574,
-0.01803538203239441,
-0.009078025817871094,
0.001811806345358491,
-0.013715585693717003,
-0.08048301935195923,
0.020535340532660484,
-0.02451983094215393,
-0.021577579900622368,
-0.06292667239904404,
-0.014788461849093437,
-0.023357728496193886,
0.01501886360347271,
0.02444721944630146,
0.027222955599427223,
0.036466438323259354,
-0.0011626306222751737,
0.008587589487433434,
0.022610114887356758,
0.02848336473107338,
-0.02338949777185917,
0.0801384299993515,
-0.00008886554860509932,
0.00020410721481312066,
0.0025528876576572657,
-0.054363567382097244,
-0.03750481829047203,
0.0604613833129406,
-0.006426751147955656,
-0.030135324224829674,
-0.03184308484196663,
0.03376880660653114,
-0.02478152886033058,
-0.03409875929355621,
-0.007735586259514093,
0.005765200592577457,
-0.04283057153224945,
0.012506055645644665,
0.06739158183336258,
0.017831504344940186,
0.04282866790890694,
0.008289126679301262,
0.0013138640206307173,
-0.011165839619934559,
0.01284116506576538,
-0.03736397624015808,
0.014144200831651688,
0.0518631674349308,
-0.007127417717128992,
0.03842733055353165,
0.026211732998490334,
-0.03967762738466263,
0.011876781471073627,
-0.03693109005689621,
0.03206976130604744,
-0.055474553257226944,
-0.03834965452551842,
0.01161008421331644,
-0.023250337690114975,
0.03314110264182091,
0.011905071325600147,
-0.007868592627346516,
0.10333827137947083,
-0.030393032357096672,
-0.007609858643263578,
-0.0017131170025095344,
-0.017061427235603333,
-0.001007361919619143,
0.010589842684566975,
-0.004145059268921614,
0.021976329386234283,
0.006790448911488056,
0.04347139224410057,
-0.03862440213561058,
0.010116140358150005,
0.0533660352230072,
0.015732403844594955,
0.002343816915526986,
0.011497162282466888,
-0.022994544357061386,
0.002792318584397435,
-0.007553072180598974,
-0.030385393649339676,
-0.04376380145549774,
-0.009361030533909798,
0.05066337436437607,
0.003908223006874323,
0.026114866137504578,
-0.026217827573418617,
0.008393822237849236,
0.025878198444843292,
-0.07427994161844254,
0.03058486245572567,
-0.04063902050256729,
-0.004290448501706123,
-0.02223537676036358,
-0.0027865900192409754
] |
<p>I tried to find some relation between these distance (loss) measures, but couldn't find any references. However, I think it must something like this:
$$
\sqrt 2*D_{KL} < L_1 < L_2
$$
Is that right?</p> | 36,644 | [
-0.055124521255493164,
-0.020360421389341354,
-0.01238386519253254,
-0.0019957630429416895,
0.03519784286618233,
0.035156212747097015,
0.024998297914862633,
-0.01079366821795702,
0.018491845577955246,
-0.010665715672075748,
0.02789054438471794,
0.005645585246384144,
0.05960946902632713,
0.0402730256319046,
0.0017289435490965843,
-0.0059557403437793255,
-0.057334382086992264,
0.013537228107452393,
0.029699888080358505,
-0.05596517398953438,
0.05014265328645706,
0.030408047139644623,
0.044752880930900574,
-0.02310565486550331,
-0.04701505973935127,
0.06030634045600891,
-0.004868424963206053,
0.0035060900263488293,
-0.009634889662265778,
0.040882814675569534,
0.002381459577009082,
-0.03292575851082802,
0.0014796208124607801,
0.03116977959871292,
-0.001689380849711597,
0.022552836686372757,
-0.05209638923406601,
-0.026511184871196747,
-0.03406120091676712,
0.014319396577775478,
-0.04124578833580017,
-0.043276213109493256,
-0.02074429951608181,
0.03777037933468819,
0.019521329551935196,
0.014531617052853107,
-0.03054061345756054,
-0.07837008684873581,
0.0065826429054141045,
-0.035591162741184235,
0.06477633863687515,
-0.00020429077267181128,
0.005801813211292028,
0.005763915367424488,
0.01718633994460106,
0.017392227426171303,
0.04579770192503929,
0.10976935923099518,
-0.019164515659213066,
-0.03990056365728378,
-0.0136197404935956,
-0.0049197920598089695,
0.04256596788764,
0.018144357949495316,
-0.008569254539906979,
0.06574223190546036,
0.002490886952728033,
-0.019753508269786835,
0.025035150349140167,
0.014434476383030415,
-0.03330336511135101,
0.023987241089344025,
0.030863706022500992,
-0.004010641947388649,
0.042709749191999435,
-0.00006091981413192116,
-0.015884995460510254,
0.04351627081632614,
0.05881114304065704,
0.0309993177652359,
-0.00596928084269166,
-0.0038942922838032246,
0.01463244203478098,
0.017509212717413902,
-0.006415992043912411,
0.01084247138351202,
0.048040635883808136,
-0.03041066788136959,
0.0007473938749171793,
0.04292597249150276,
0.031450506299734116,
-0.020417217165231705,
0.018896955996751785,
-0.016545675694942474,
-0.026113292202353477,
-0.018887752667069435,
-0.015416431240737438,
0.020990001037716866,
0.004913928918540478,
-0.03001728653907776,
-0.0013561142841354012,
-0.034193575382232666,
0.018342312425374985,
0.06477543711662292,
0.006719627883285284,
-0.024554695934057236,
-0.03202255070209503,
0.011041632853448391,
-0.03730800747871399,
0.020413566380739212,
-0.016333509236574173,
-0.002905146684497595,
-0.008190997876226902,
0.012120349332690239,
-0.010612992569804192,
-0.03872344270348549,
-0.01795954443514347,
0.018665531650185585,
0.023973660543560982,
0.08649005740880966,
0.051327090710401535,
-0.016621876507997513,
-0.0015685815596953034,
-0.019964562729001045,
-0.059116993099451065,
0.04505450651049614,
0.04550252482295036,
-0.03727089986205101,
-0.04029477387666702,
0.03577252849936485,
-0.014642732217907906,
-0.007348821498453617,
0.04253632202744484,
0.0024405387230217457,
0.01309104636311531,
-0.01362843718379736,
-0.06417632848024368,
-0.03957071155309677,
0.03540199249982834,
-0.013220458291471004,
0.04653787985444069,
-0.06377412378787994,
-0.008580985479056835,
0.03177709877490997,
0.05537501350045204,
0.052982304245233536,
0.0516948327422142,
-0.0075492216274142265,
0.012227315455675125,
-0.007848115637898445,
-0.044326771050691605,
-0.02335103042423725,
-0.008488469757139683,
0.013050075620412827,
-0.024722179397940636,
-0.058747299015522,
0.0008616687846370041,
0.04625099524855614,
-0.025938846170902252,
-0.01733158528804779,
0.04895029217004776,
0.00832719262689352,
-0.015197951346635818,
0.007762586697936058,
0.024162709712982178,
-0.0030600535683333874,
0.07531297951936722,
0.016670258715748787,
-0.008556892164051533,
-0.003786321496590972,
0.008080174215137959,
-0.021096723154187202,
0.04531404376029968,
0.018077565357089043,
0.07206527143716812,
0.018470337614417076,
-0.017532464116811752,
-0.06420747190713882,
0.0029221184086054564,
0.003886974649503827,
-0.040419064462184906,
-0.04941621050238609,
-0.014740336686372757,
0.02500571683049202,
-0.01641182228922844,
0.028147613629698753,
-0.016579577699303627,
-0.0007880041957832873,
0.051135074347257614,
-0.012449989095330238,
-0.03083018772304058,
-0.004205451812595129,
0.02848348766565323,
-0.0003913582186214626,
-0.01649944856762886,
0.03244730085134506,
0.013532599434256554,
0.000023853906895965338,
-0.0021048460621386766,
0.00021227063552942127,
-0.00874172430485487,
-0.018727654591202736,
0.006749042775481939,
-0.019385261461138725,
0.015357756055891514,
0.06524880975484848,
0.04262244328856468,
-0.0010456868913024664,
0.03239645063877106,
-0.04187950864434242,
-0.03517177328467369,
-0.02418365702033043,
-0.025810683146119118,
0.013852766714990139,
-0.03920644521713257,
-0.0013125044060871005,
0.010247969068586826,
0.0004123278777115047,
-0.012187975458800793,
-0.007600500714033842,
-0.049130406230688095,
0.05852235108613968,
0.06548453867435455,
0.020246870815753937,
-0.0050578066147863865,
0.02213398739695549,
-0.01981465332210064,
0.03217445686459541,
-0.039214398711919785,
-0.03404588624835014,
-0.04059233143925667,
0.02137468382716179,
0.05269618704915047,
0.03581200912594795,
-0.05042870342731476,
-0.0017416122136637568,
0.019602013751864433,
0.02474658004939556,
-0.014236802235245705,
-0.013536899350583553,
-0.03723200783133507,
-0.04438546672463417,
0.0013544196262955666,
0.04493531584739685,
0.009279819205403328,
-0.002746100537478924,
-0.005574353970587254,
-0.001250912551768124,
0.01224427204579115,
-0.02377454936504364,
-0.015784719958901405,
0.039209332317113876,
-0.013330777175724506,
0.013420640490949154,
-0.03133668377995491,
-0.018210558220744133,
0.04830236732959747,
-0.01810736209154129,
0.024926168844103813,
0.04908016696572304,
-0.004115356598049402,
0.004187958315014839,
-0.0011305102379992604,
-0.016965176910161972,
0.040772076696157455,
0.021423980593681335,
-0.036655474454164505,
0.01021758746355772,
0.033431459218263626,
-0.050049956887960434,
0.01854325272142887,
0.015479855239391327,
-0.024161305278539658,
-0.029155423864722252,
-0.01444178819656372,
0.019915983080863953,
-0.01710776425898075,
0.01321814488619566,
-0.017814073711633682,
-0.021543392911553383,
0.004161745775490999,
-0.020395252853631973,
0.016510630026459694,
-0.003765240777283907,
-0.009256023913621902,
0.014292708598077297,
-0.009566652588546276,
-0.0012839138507843018,
0.016717202961444855,
-0.026564085856080055,
-0.015702946111559868,
0.02175484411418438,
-0.03164948150515556,
-0.04982215538620949,
-0.04155045747756958,
-0.0273961890488863,
0.05853838473558426,
0.005450588185340166,
-0.004942332860082388,
0.03400446102023125,
0.002588908188045025,
-0.0701369121670723,
-0.009642334654927254,
-0.03171423077583313,
-0.03358764201402664,
-0.05601152405142784,
-0.006561181042343378,
-0.011552060954272747,
-0.04765503108501434,
0.009990476071834564,
0.04524506628513336,
-0.05503296107053757,
-0.017467573285102844,
-0.07455932348966599,
-0.05775883048772812,
0.04454942047595978,
-0.002870913129299879,
0.029538210481405258,
-0.007853737100958824,
-0.022761987522244453,
0.09177771210670471,
0.03882020711898804,
0.0043593826703727245,
-0.05142443627119064,
-0.006013114005327225,
-0.03804076835513115,
-0.0419357493519783,
-0.015439258888363838,
0.017132189124822617,
0.014478091150522232,
0.04161045327782631,
-0.013356945477426052,
0.03445900231599808,
0.06285112351179123,
-0.020345650613307953,
-0.022732025012373924,
0.05625210702419281,
0.0010530480649322271,
-0.011500230059027672,
0.06674367189407349,
0.029446270316839218,
-0.04535182565450668,
0.026627713814377785,
0.01222430169582367,
0.02681938372552395,
0.0028572252485901117,
-0.06943198293447495,
-0.000009617192517907824,
-0.0008012769394554198,
-0.010459816083312035,
-0.003740043379366398,
0.008969567716121674,
0.01724202185869217,
-0.009372121654450893,
-0.000651641224976629,
0.03928392007946968,
0.032766785472631454,
-0.03922417387366295,
0.0020097317174077034,
0.04041161388158798,
0.04446398839354515,
0.00820455513894558,
-0.021752947941422462,
0.0006439406424760818,
0.0011435088235884905,
0.016925454139709473,
-0.0027678541373461485,
-0.05106677860021591,
-0.007581531070172787,
0.026513900607824326,
-0.008422153070569038,
0.009166241623461246,
-0.030909981578588486,
0.025862041860818863,
-0.06770222634077072,
-0.020402083173394203,
-0.03137043118476868,
0.05870378762483597,
0.01990342326462269,
0.023292316123843193,
0.036188457161188126,
-0.025140220299363136,
-0.004348977468907833,
0.02908964268863201,
-0.05713900551199913,
-0.0060644252225756645,
-0.056365717202425,
-0.007000538054853678,
0.00734408525750041,
-0.005021950230002403,
0.004390866030007601,
-0.03251931071281433,
-0.02875499613583088,
-0.0034222009126096964,
0.023727890104055405,
-0.05480354651808739,
-0.00897265039384365,
-0.009435802698135376,
-0.012210577726364136,
-0.011149443686008453,
0.03449118509888649,
0.006795619614422321,
-0.04607565328478813,
0.037586748600006104,
0.04341476410627365,
-0.021520689129829407,
-0.014309871010482311,
-0.01725318841636181,
0.027918655425310135,
0.034108638763427734,
-0.002583802677690983,
0.02921375259757042,
0.017218058928847313,
-0.022763747721910477,
0.008491262793540955,
-0.012970439158380032,
0.021769845858216286,
0.017137331888079643,
-0.0022427260410040617,
-0.01925612799823284,
-0.06311970204114914,
-0.042416006326675415,
-0.018519658595323563,
0.07329567521810532,
-0.020876983180642128,
-0.007322040852159262,
0.03993611037731171,
0.012618951499462128,
-0.03654094785451889,
-0.014619972556829453,
0.013711162842810154,
-0.012414240278303623,
-0.05810153856873512,
-0.028057046234607697,
-0.01988886669278145,
0.020221302285790443,
-0.04609457403421402,
0.019695738330483437,
-0.021629631519317627,
-0.007146904245018959,
-0.012724644504487514,
0.05146490037441254,
0.008630230091512203,
-0.01438138261437416,
-0.0033061408903449774,
0.019373241811990738,
-0.014730376191437244,
-0.03678928688168526,
-0.012897852808237076,
0.017700476571917534,
0.047665685415267944,
0.060866519808769226,
0.055854711681604385,
0.0674658864736557,
-0.06896847486495972,
0.011903857812285423,
0.004243199713528156,
0.016146674752235413,
0.016256680712103844,
-0.011760484427213669,
-0.032941680401563644,
-0.033694975078105927,
0.009809435345232487,
-0.012234156019985676,
0.06443609297275543,
-0.002477314556017518,
-0.026960521936416626,
-0.019087783992290497,
-0.019544297829270363,
-0.0022764706518501043,
0.01944473385810852,
0.012129616923630238,
0.026032786816358566,
-0.01211733277887106,
0.024385588243603706,
-0.015611176379024982,
0.03060091659426689,
0.024177271872758865,
0.06212378665804863,
-0.01740528829395771,
-0.0327218696475029,
-0.020338276401162148,
0.025451580062508583,
-0.004525236785411835,
-0.05506395176053047,
0.017032315954566002,
0.02461329475045204,
-0.0012604346266016364,
0.031082870438694954,
-0.047662992030382156,
-0.009610223583877087,
0.0109222661703825,
0.038189198821783066,
-0.013264312408864498,
0.03927595168352127,
0.023125242441892624,
0.044632598757743835,
0.06534063071012497,
0.016556089743971825,
0.03162050247192383,
0.0033491626381874084,
0.01864152029156685,
0.016792522743344307,
0.01805446855723858,
0.08117842674255371,
-0.0426570288836956,
-0.036656852811574936,
-0.03836335241794586,
-0.0305832140147686,
-0.050384193658828735,
0.04112312197685242,
-0.019625402987003326,
0.044379107654094696,
-0.04056248441338539,
-0.017380887642502785,
-0.044218774884939194,
0.01704344153404236,
0.012079756706953049,
-0.014349893666803837,
0.002367886248975992,
0.06977279484272003,
0.01850380003452301,
-0.0012560599716380239,
0.023002363741397858,
-0.01865813136100769,
0.003996684681624174,
0.03541167452931404,
-0.01827664114534855,
0.018298357725143433,
-0.05300593003630638,
-0.00698854448273778,
-0.0007323877653107047,
-0.0009835134260356426,
0.0424918569624424,
-0.034038711339235306,
0.0030320847872644663,
0.0034935935400426388,
-0.008654005825519562,
-0.0317377895116806,
0.009191768243908882,
-0.009872726164758205,
0.03960185497999191,
-0.06765781342983246,
0.006992072332650423,
-0.008797445334494114,
-0.02506580390036106,
-0.07719328999519348,
-0.004020380787551403,
0.018188579007983208,
0.023312456905841827,
-0.029867934063076973,
-0.031568706035614014,
-0.004552959464490414,
-0.014198211953043938,
-0.0543237067759037,
-0.0006695228512398899,
0.07658655941486359,
-0.011411583051085472,
-0.03826657310128212,
-0.003472330514341593,
-0.010086950846016407,
0.01908532902598381,
0.015547115355730057,
0.009142914786934853,
-0.03161252290010452,
0.02393016591668129,
0.00685699051246047,
0.0050812712870538235,
0.05046440660953522,
-0.03680428862571716,
0.00677504250779748,
-0.06632291525602341,
0.005830079782754183,
0.00644621392711997,
-0.03673728555440903,
-0.02635057643055916,
-0.03075997345149517,
0.0074028130620718,
-0.014914686791598797,
0.005267736501991749,
-0.01072263065725565,
0.0036409362219274044,
0.026435548439621925,
-0.03546043485403061,
-0.004595673177391291,
0.006751941051334143,
0.00466256495565176,
-0.004968360532075167,
0.03550506383180618,
0.01591024361550808,
-0.008202550932765007,
0.06123889237642288,
0.005406535696238279,
-0.022303439676761627,
0.023186618462204933,
-0.015630953013896942,
0.05023641511797905,
-0.031745560467243195,
0.01747240126132965,
0.03929083049297333,
0.0731387734413147,
-0.02481229417026043,
-0.020656131207942963,
-0.02822183258831501,
0.016182344406843185,
0.07838550955057144,
-0.021634045988321304,
0.05739295855164528,
0.04443082585930824,
-0.0020300287287682295,
0.018405428156256676,
-0.03373190760612488,
-0.022007659077644348,
0.002648464636877179,
-0.0033568667713552713,
0.06567908823490143,
-0.038379888981580734,
-0.014468841254711151,
0.025158198550343513,
0.025335919111967087,
-0.018813954666256905,
-0.010032331570982933,
-0.0070138126611709595,
0.02680620737373829,
0.009098292328417301,
-0.037620335817337036,
-0.01631498523056507,
0.03471393138170242,
-0.044977057725191116,
0.005896531976759434,
-0.011641534976661205,
-0.001714215031825006,
0.06977808475494385,
0.01603315770626068,
-0.00239391066133976,
-0.04289044439792633,
-0.05807904154062271,
-0.05788448825478554,
0.018731115385890007,
0.03158211335539818,
0.005533676594495773,
0.024937013164162636,
0.004646374844014645,
0.037129972130060196,
0.007234262768179178,
-0.023834992200136185,
-0.008404761552810669,
-0.04328927770256996,
-0.030009211972355843,
-0.02690930664539337,
-0.05682756006717682,
-0.028975794091820717,
-0.011925109662115574,
-0.038877684623003006,
-0.022136935964226723,
-0.014827949926257133,
0.007854776456952095,
0.017374828457832336,
-0.019364215433597565,
0.02464122511446476,
0.05543319508433342,
0.027527188882231712,
0.01416447851806879,
-0.006625926122069359,
-0.026692567393183708,
0.1246718317270279,
0.045519549399614334,
0.029274819418787956,
-0.07749571651220322,
0.018033314496278763,
0.02213655412197113,
0.02579648047685623,
-0.05638037621974945,
0.03704367205500603,
0.00829438865184784,
-0.008394645527005196,
0.029389193281531334,
0.04887530580163002,
0.017139798030257225,
-0.04754984378814697,
0.055390793830156326,
-0.019835766404867172,
0.011847938410937786,
0.062232546508312225,
-0.000013648912499775179,
0.0015788795426487923,
-0.0018167293164879084,
-0.004168227780610323,
0.037861697375774384,
0.03799908235669136,
0.02036658115684986,
-0.021475566551089287,
-0.014741000719368458,
0.004995726048946381,
-0.02706015110015869,
0.0033710626885294914,
0.00560768274590373,
0.039672330021858215,
0.04479070007801056,
0.00673962477594614,
0.010596820153295994,
0.022941196337342262,
-0.020200153812766075,
-0.009776421822607517,
0.008619819767773151,
0.028580879792571068,
-0.00004741422162624076,
0.014126485213637352,
0.0022319559939205647,
-0.03556232899427414,
-0.04152398183941841,
-0.05522594600915909,
0.0027018121909350157,
-0.009235013276338577,
0.03167548030614853,
0.03490019589662552,
-0.012701784260571003,
0.014944808557629585,
-0.07177053391933441,
-0.006333369296044111,
0.03270966187119484,
0.052753061056137085,
0.0024306378327310085,
0.0338677242398262,
-0.009198484942317009,
0.030599242076277733,
-0.010051232762634754,
0.002055667107924819,
-0.024027593433856964,
-0.019786236807703972,
-0.023867430165410042,
0.030566491186618805,
0.043339285999536514,
-0.007864524610340595,
-0.004538390319794416,
-0.015247284434735775,
0.022623660042881966,
-0.021535193547606468,
0.0008198560099117458,
-0.02099430188536644,
0.01029460784047842,
0.05035734549164772,
0.001507396693341434,
-0.04720965400338173,
-0.0062998500652611256,
-0.0947531908750534,
0.0271148681640625,
-0.0311684962362051,
-0.023698745295405388,
-0.03694615140557289,
-0.0076409862376749516,
0.03176645562052727,
0.008725136518478394,
0.006416941527277231,
0.010423878207802773,
0.00542422803118825,
0.027455512434244156,
0.0018996319267898798,
-0.042273133993148804,
0.02003094181418419,
0.024170612916350365,
-0.04946760833263397,
-0.021351614966988564,
-0.008720086887478828,
0.03821761906147003,
0.04137812927365303,
0.009173331782221794,
0.002001022920012474,
0.0125225018709898,
-0.030465545132756233,
0.02045387588441372,
-0.008549506776034832,
-0.04987061396241188,
0.025183983147144318,
0.008497956208884716,
-0.023553946986794472,
-0.007519217673689127,
-0.021127626299858093,
-0.03210391849279404,
-0.02189725451171398,
-0.008049567230045795,
-0.001123136142268777,
-0.01823597401380539,
-0.019592082127928734,
-0.004634442739188671,
-0.006802179850637913,
-0.031993716955184937,
-0.013034922070801258,
-0.016046393662691116,
0.004743911791592836,
-0.043789707124233246,
-0.015792235732078552,
-0.004627815913408995,
0.01017883699387312,
-0.013868546113371849,
0.016632946208119392,
0.024560218676924706,
0.019894858822226524,
-0.030168266966938972,
-0.012934579513967037,
-0.02308238483965397,
-0.030940964818000793,
0.04354469105601311,
-0.055493444204330444,
-0.0073758517391979694,
0.03370139002799988,
-0.06241697445511818,
-0.03690122440457344,
0.03919421136379242,
-0.0018808315508067608,
0.0189074594527483,
0.005929155275225639,
0.03833877295255661,
-0.03080347739160061,
0.051248159259557724,
0.012541033327579498,
-0.024930153042078018,
-0.02311333455145359,
-0.04269397258758545,
0.012719282880425453,
-0.03069998137652874,
0.0068185837008059025,
-0.0014785098610445857,
-0.0020234205294400454,
0.0026369094848632812,
0.02003416419029236,
-0.038015492260456085,
0.02035033330321312,
0.007959305308759212,
-0.01495518907904625,
0.03894858434796333,
0.012121202424168587,
0.018443474546074867,
0.053826332092285156,
0.020612213760614395,
-0.018133457750082016,
0.004640256520360708,
0.04403169825673103,
0.013967931270599365,
-0.09129217267036438,
0.022221382707357407,
0.021923884749412537,
0.01999470964074135,
0.03373303636908531,
-0.10756323486566544,
0.043746206909418106,
0.00404540216550231,
-0.06852725893259048,
0.028754521161317825,
-0.039554987102746964,
0.02018130198121071,
-0.04400716349482536,
0.004867488518357277,
-0.02931721694767475,
0.03086017817258835,
0.00625588558614254,
0.029790306463837624,
0.028605854138731956,
0.040689464658498764,
-0.027922766283154488,
-0.011605121195316315,
-0.017212258651852608,
0.009481046348810196,
-0.020540751516819,
-0.02883111499249935,
0.04545529931783676,
-0.01590891368687153,
-0.0003252914466429502,
0.03441264107823372,
-0.023447809740900993,
0.017848292365670204,
0.011100443080067635,
0.022699303925037384,
0.041770607233047485,
0.006062333006411791,
0.010868784971535206,
-0.031589098274707794,
-0.000532223260961473,
-0.036835599690675735,
0.020395921543240547,
-0.02357078529894352,
-0.014639008790254593,
0.0035046737175434828,
0.05645091459155083,
-0.06195235997438431,
-0.0017716893926262856,
0.043816130608320236,
-0.010424858890473843,
-0.020946361124515533,
-0.017337555065751076,
0.00331873563118279,
0.03995167091488838,
-0.05478481948375702,
0.018785322085022926,
-0.03237712383270264,
-0.04926181212067604,
0.028597429394721985,
0.0020995524246245623,
0.01266457885503769,
0.003508683294057846,
-0.007968490943312645,
-0.03563268482685089,
0.017495697364211082,
0.017683245241642,
0.001106332871131599,
-0.03759640455245972,
-0.020384294912219048,
-0.022891541942954063,
0.015727825462818146,
-0.027545634657144547,
-0.045147113502025604,
-0.04539967328310013,
0.039837032556533813,
-0.044213391840457916,
0.03368648886680603,
0.01329768169671297,
0.02608966827392578,
0.003852386958897114,
-0.09724631905555725,
0.047454237937927246,
0.008121125400066376,
0.01127245556563139,
0.00768611766397953,
0.02098555862903595,
-0.018682722002267838,
0.009605787694454193,
0.059157487004995346,
0.03683079034090042,
-0.011881434358656406,
-0.00819258950650692,
0.007014403119683266,
0.009449485689401627,
-0.01994134485721588,
-0.02677670679986477,
-0.041148118674755096,
-0.010620645247399807,
-0.05136345699429512,
-0.010737285017967224,
0.005153035745024681,
0.005357485730201006,
0.02247532643377781,
-0.024326223880052567,
-0.005397486034780741,
-0.019782695919275284,
-0.012456917203962803,
0.013186033815145493,
-0.012075729668140411,
-0.0070417714305222034,
0.05496778339147568,
0.0007734890677966177,
0.0029662754386663437,
-0.013404207304120064,
-0.03776942938566208,
-0.04113943129777908,
0.06295096129179001,
0.0003536007716320455,
-0.027751237154006958,
-0.0014133114600554109,
0.02567080780863762,
0.03031158819794655,
-0.024161357432603836,
-0.04015323147177696,
0.05535141006112099,
-0.03624619171023369,
-0.028055155649781227,
0.04013017192482948,
0.05487234145402908,
0.039000000804662704,
-0.00507068308070302,
0.02330147847533226,
0.012944729067385197,
0.009168866090476513,
0.0270924624055624,
0.024175753816962242,
0.05928398296236992,
0.029440155252814293,
-0.022147275507450104,
0.011531461961567402,
-0.037507250905036926,
0.02670196257531643,
-0.023786483332514763,
0.03595389053225517,
-0.017729587852954865,
-0.005150269716978073,
0.015507226809859276,
0.02057265304028988,
-0.006589393597096205,
0.010644000954926014,
-0.007418494671583176,
0.055648073554039,
-0.028643839061260223,
0.02273104153573513,
-0.04389801248908043,
-0.026799267157912254,
-0.0003517750301398337,
-0.0037740529514849186,
0.02131730504333973,
0.008686216548085213,
0.011895750649273396,
0.02386537753045559,
0.00045677306479774415,
-0.028920229524374008,
0.007014404516667128,
-0.032681792974472046,
0.02977117709815502,
0.006998127326369286,
0.005629266612231731,
0.019451556727290154,
-0.02428637258708477,
0.03063698671758175,
0.0017750993138179183,
0.02205607108771801,
0.03483152016997337,
0.04188567399978638,
0.011512420140206814,
-0.017984671518206596,
0.04778403043746948,
0.03939368575811386,
-0.048371803015470505,
-0.03403043746948242,
-0.024695292115211487,
0.021996542811393738,
0.021427342668175697,
-0.011271565221250057
] |
<p>Which correlation coefficient is the most appropriate to compare 2 time series? I want to compare the variation of one variable for 2 regions, have regional data for the last 30 years. Is Pearson correlation ok or should I rely on Kendall's tau b or Spearman's rho and why? I tried to google it and analyse what I found, but I'm still not sure.</p> | 74,023 | [
-0.0257816594094038,
-0.01601579040288925,
-0.04763396829366684,
0.0078019509091973305,
0.022782625630497932,
0.015819789841771126,
0.028859395533800125,
-0.004174178931862116,
0.02443862333893776,
-0.022672927007079124,
0.017620157450437546,
0.019067108631134033,
0.03726660832762718,
0.017252104356884956,
0.03228699043393135,
0.0016652252525091171,
-0.015205328352749348,
-0.009943190962076187,
-0.017852235585451126,
0.009890166111290455,
-0.014310953207314014,
-0.01609930582344532,
0.027915511280298233,
-0.0007849230896681547,
-0.027862124145030975,
0.06550300121307373,
0.02496679686009884,
0.0009791135089471936,
0.014975577592849731,
0.017374515533447266,
-0.03603394329547882,
-0.043775249272584915,
0.0004918394261039793,
0.05571344867348671,
0.007923305034637451,
-0.004954325966536999,
-0.035463158041238785,
-0.029164103791117668,
-0.040489181876182556,
0.04724651202559471,
-0.06311538070440292,
-0.06359817087650299,
-0.010572457686066628,
0.04368709772825241,
-0.027955476194620132,
0.05114717036485672,
0.009170630015432835,
0.0024902618024498224,
0.02759338729083538,
-0.022705024108290672,
0.0644076019525528,
-0.0022076850291341543,
0.01454172469675541,
0.04194645583629608,
0.0017595242243260145,
-0.016135236248373985,
0.07000769674777985,
0.030141543596982956,
-0.013560815714299679,
-0.06927600502967834,
-0.015243531204760075,
0.009477999061346054,
0.001120153465308249,
-0.023953083902597427,
-0.047606371343135834,
0.004104006104171276,
-0.009816151112318039,
0.01877628266811371,
0.04326876252889633,
-0.03642582148313522,
0.025972850620746613,
0.02113214321434498,
0.04482034966349602,
-0.005688509438186884,
-0.00136662763543427,
-0.04528909921646118,
0.01641959883272648,
0.02335638366639614,
0.06525614857673645,
0.036828361451625824,
0.0009887897176668048,
-0.01925227791070938,
0.050064943730831146,
0.026081770658493042,
0.06554638594388962,
0.006138963624835014,
0.07794156670570374,
-0.049803268164396286,
-0.009772447869181633,
0.016177542507648468,
-0.02900548093020916,
0.01589898392558098,
0.04654001444578171,
0.010693049058318138,
-0.02879950776696205,
-0.001607720972970128,
-0.03461957350373268,
0.018883058801293373,
0.02812148630619049,
-0.006633132696151733,
-0.009965072385966778,
-0.032533157616853714,
-0.0026625487953424454,
0.04199911281466484,
-0.005073042120784521,
-0.0014818652998656034,
-0.022552404552698135,
-0.01930440403521061,
0.0085377749055624,
-0.044509224593639374,
-0.05842601880431175,
0.016179770231246948,
-0.04701562970876694,
0.026035917922854424,
0.03660289943218231,
-0.009729520417749882,
0.029708782210946083,
0.025682976469397545,
0.07211136817932129,
0.08292344957590103,
0.04892410710453987,
-0.00801068264991045,
0.0079747773706913,
-0.020689455792307854,
-0.031686972826719284,
0.03451927751302719,
0.011124614626169205,
-0.06698063015937805,
-0.04511167109012604,
0.06197511777281761,
0.004211358726024628,
-0.04047306254506111,
-0.001438781851902604,
-0.05095239356160164,
0.05282953009009361,
0.017946112900972366,
-0.06512638926506042,
-0.033489201217889786,
0.030891569331288338,
0.001994380494579673,
-0.009176422841846943,
-0.03308828920125961,
0.018957411870360374,
-0.0030054079834371805,
0.0556451715528965,
0.03062627464532852,
0.030817953869700432,
0.006052868440747261,
0.05949458107352257,
-0.023958217352628708,
-0.0808597207069397,
-0.008836938068270683,
-0.005740099120885134,
0.0037131477147340775,
-0.0006366859888657928,
-0.06258729100227356,
-0.04802486300468445,
0.013621220365166664,
0.015859907492995262,
0.011475546285510063,
0.05241058021783829,
0.018580693751573563,
-0.0064623234793543816,
0.03517550230026245,
-0.008329618722200394,
-0.01219367329031229,
0.07461100816726685,
-0.004295102786272764,
0.04536561295390129,
-0.010247340425848961,
0.017797481268644333,
-0.002236331347376108,
0.034013502299785614,
0.019858468323946,
0.04841760918498039,
-0.03153274208307266,
0.017779715359210968,
0.017808180302381516,
-0.0010827945079654455,
-0.009903919883072376,
-0.07502900063991547,
-0.024309813976287842,
-0.051400166004896164,
-0.04033944755792618,
0.0062428852543234825,
0.02757074497640133,
-0.029371965676546097,
-0.012510440312325954,
0.03164920210838318,
-0.02056027390062809,
-0.04575888812541962,
-0.024554159492254257,
0.00523611344397068,
-0.02076922357082367,
-0.03427928686141968,
0.05343054607510567,
0.0031547145918011665,
0.030584122985601425,
-0.04144109785556793,
-0.016019770875573158,
-0.03383968397974968,
0.014830161817371845,
-0.005661859177052975,
-0.034010909497737885,
0.027690034359693527,
0.0022419311571866274,
0.05845102295279503,
-0.00899185985326767,
0.042211614549160004,
-0.03169456124305725,
-0.049152519553899765,
0.011025876738131046,
-0.01371257659047842,
0.025495702400803566,
-0.03794107586145401,
-0.03073965199291706,
0.010898818261921406,
-0.012101647444069386,
-0.06202255189418793,
-0.01601123809814453,
-0.04819732904434204,
0.07026627659797668,
0.034330565482378006,
0.010286431759595871,
0.00042338049388490617,
-0.0008806498371995986,
0.017576346173882484,
0.005604927893728018,
-0.02098436839878559,
-0.03491735830903053,
-0.04825571924448013,
0.03272219002246857,
0.03944062441587448,
0.02454948052763939,
-0.05356360226869583,
0.026536133140325546,
0.07342476397752762,
0.00994571577757597,
-0.0359753742814064,
0.041191115975379944,
-0.007500060368329287,
-0.029230963438749313,
-0.0016122087836265564,
0.01843537762761116,
-0.000049573834985494614,
0.017750343307852745,
0.017395982518792152,
-0.02149798534810543,
0.03656934201717377,
0.004687600769102573,
-0.03594028577208519,
0.03163306415081024,
-0.006602998822927475,
-0.009636891074478626,
0.00042814415064640343,
-0.010313080623745918,
0.014048381708562374,
-0.025787850841879845,
0.018094055354595184,
-0.0020294850692152977,
0.004992498084902763,
0.00880188774317503,
0.020503822714090347,
-0.023898471146821976,
0.0226002037525177,
0.026079697534441948,
0.004746316932141781,
0.00026305727078579366,
0.024562226608395576,
-0.02644188143312931,
0.021173208951950073,
-0.049242254346609116,
-0.015512113459408283,
-0.03237602859735489,
-0.014715440571308136,
0.060415007174015045,
0.023885412141680717,
0.02979327365756035,
-0.008974351920187473,
-0.018437203019857407,
-0.015471849590539932,
-0.009930149652063847,
0.013383363373577595,
-0.0007055595051497221,
-0.08604027330875397,
0.0314418189227581,
0.0035597775131464005,
-0.011594056151807308,
0.029107728973031044,
-0.03585798665881157,
-0.015170642174780369,
0.0460556298494339,
0.03197339177131653,
-0.06065070256590843,
-0.022890467196702957,
-0.010238846763968468,
-0.0010605674469843507,
-0.006015249993652105,
-0.023418273776769638,
0.043108027428388596,
-0.026240084320306778,
-0.02250051684677601,
0.01149212196469307,
-0.054000526666641235,
-0.029592016711831093,
-0.0064188530668616295,
0.011149943806231022,
0.00537152262404561,
-0.013332986272871494,
-0.008323373273015022,
0.03565092384815216,
-0.048208583146333694,
-0.026902545243501663,
-0.02449404075741768,
-0.03214682638645172,
0.07641495019197464,
0.008732616901397705,
0.036869410425424576,
-0.007459515705704689,
-0.06674093008041382,
0.03474866971373558,
0.02883576974272728,
-0.010907802730798721,
-0.03418246656656265,
0.005268725100904703,
-0.03201666101813316,
-0.010952516458928585,
0.028490668162703514,
0.02233041822910309,
0.023293908685445786,
0.002955546136945486,
0.003285778686404228,
0.025447677820920944,
0.06213226541876793,
0.0027046562172472477,
0.02106376923620701,
0.04750284180045128,
0.007126484997570515,
-0.014143036678433418,
0.04681747779250145,
0.005083934869617224,
-0.06400510668754578,
0.007366884499788284,
-0.007789511699229479,
-0.009369037114083767,
0.009464111179113388,
-0.02940048836171627,
0.022805137559771538,
-0.025030096992850304,
0.008500642143189907,
-0.040907569229602814,
-0.015454797074198723,
-0.0034078331664204597,
0.006898645311594009,
-0.030864661559462547,
0.05437050387263298,
0.0004591458127833903,
-0.005961524322628975,
-0.009387625381350517,
0.05532674118876457,
0.03773083910346031,
0.029937466606497765,
-0.009677434340119362,
-0.000467158475657925,
0.0036568946670740843,
0.051120370626449585,
-0.039296627044677734,
-0.025969043374061584,
0.052705299109220505,
0.007471770513802767,
0.01120635773986578,
0.00018152354459743947,
-0.05835679918527603,
-0.0007857352029532194,
-0.06470906734466553,
0.020811349153518677,
-0.03248593583703041,
0.04492030292749405,
0.016000565141439438,
0.020061496645212173,
0.04089647904038429,
-0.004559757653623819,
0.023997990414500237,
-0.0027700781356543303,
-0.0508509986102581,
0.04762154817581177,
-0.04197530075907707,
-0.0007772283279336989,
0.019027862697839737,
-0.03544820100069046,
0.016636718064546585,
-0.012625615112483501,
0.03993865102529526,
0.00013237564417067915,
0.024237753823399544,
-0.02032412961125374,
0.011713583953678608,
-0.039322394877672195,
-0.010263965465128422,
0.012497693300247192,
0.01677865907549858,
-0.007521129213273525,
-0.006228133570402861,
0.08945959061384201,
0.0661216601729393,
-0.005347724538296461,
0.012981768697500229,
0.0037480697501450777,
0.02135287970304489,
0.008363466709852219,
0.006213672459125519,
0.025076309219002724,
-0.0019769039936363697,
-0.025660637766122818,
0.02529049664735794,
0.03978228569030762,
0.03017852082848549,
0.0012440178543329239,
-0.0662330761551857,
-0.027568228542804718,
0.003834871808066964,
-0.005901325028389692,
-0.0264920461922884,
0.03315740451216698,
0.0437680259346962,
-0.010464278981089592,
0.024106299504637718,
0.03135492652654648,
-0.04990745708346367,
0.017059583216905594,
0.056366655975580215,
0.010090370662510395,
-0.0036952062509953976,
-0.01592252403497696,
-0.023886945098638535,
0.025859110057353973,
-0.0007249215850606561,
0.03272596746683121,
0.002730979584157467,
-0.02889193594455719,
-0.005702700931578875,
0.04643229767680168,
-0.004246557131409645,
-0.06816211342811584,
0.021641353145241737,
0.048421699553728104,
0.03727863356471062,
-0.015050830319523811,
-0.04442289471626282,
0.01697513833642006,
0.006581069435924292,
0.05029883608222008,
0.03619174659252167,
0.027544189244508743,
-0.04084574803709984,
-0.025123827159404755,
0.051919348537921906,
-0.0020927474834024906,
-0.037150025367736816,
-0.042996373027563095,
-0.0448191873729229,
-0.0025195942725986242,
0.038882311433553696,
-0.02453487180173397,
0.0071622151881456375,
0.006302121561020613,
-0.009402774274349213,
-0.026798190549016,
-0.032450903207063675,
-0.014454483054578304,
0.036935511976480484,
0.05145832523703575,
0.028398532420396805,
-0.01210822258144617,
-0.008778125047683716,
-0.0388692244887352,
-0.0019897844176739454,
0.00026731984689831734,
0.04452309384942055,
-0.019180746749043465,
-0.020877346396446228,
0.016366668045520782,
0.044794514775276184,
0.01741689257323742,
-0.06184328719973564,
0.009574922733008862,
-0.006074255332350731,
-0.01129060983657837,
0.03385595232248306,
0.0036338400095701218,
-0.04661612585186958,
0.01772521249949932,
-0.016010727733373642,
-0.018827926367521286,
0.022784680128097534,
0.019067266955971718,
0.073215551674366,
0.0041417935863137245,
-0.0033979511354118586,
0.0751194953918457,
0.029621820896863937,
-0.007493705488741398,
-0.012055395171046257,
-0.039629675447940826,
0.01577448658645153,
-0.033257562667131424,
-0.042033277451992035,
-0.03447158262133598,
-0.031793247908353806,
-0.036224115639925,
0.03644511476159096,
-0.007237176410853863,
0.031472913920879364,
-0.04231433570384979,
0.016688114032149315,
0.006644493900239468,
0.051758188754320145,
-0.04139122739434242,
-0.013423302210867405,
0.028819946572184563,
0.0025084789376705885,
0.0000802170907263644,
-0.048577819019556046,
0.0019388545770198107,
-0.0055394829250872135,
-0.015164866112172604,
0.025356339290738106,
-0.051456257700920105,
0.03586595505475998,
-0.016305584460496902,
-0.020041191950440407,
-0.03624769300222397,
0.013743873685598373,
0.025733182206749916,
0.03378447890281677,
0.020901987329125404,
0.015507744625210762,
-0.042338691651821136,
-0.002019063802435994,
0.016478795558214188,
-0.006975003983825445,
0.0639282613992691,
-0.04128742218017578,
0.040417127311229706,
-0.029674505814909935,
0.0024690988939255476,
-0.07240920513868332,
-0.0452735461294651,
0.040328700095415115,
-0.0010535315377637744,
-0.01015519630163908,
-0.03349427133798599,
0.04787544906139374,
-0.009052491746842861,
-0.019735243171453476,
-0.01036329846829176,
0.06981756538152695,
-0.0015118180308490992,
-0.004350591450929642,
-0.021509088575839996,
0.028142010793089867,
0.04205306991934776,
-0.010605663992464542,
0.02679114229977131,
-0.00012451113434508443,
-0.015473304316401482,
-0.018499979749321938,
0.002993691712617874,
0.0501486100256443,
0.0076767210848629475,
0.00449306471273303,
-0.0456852912902832,
-0.009930284693837166,
0.029728038236498833,
-0.01730559766292572,
-0.023113662376999855,
0.01801004633307457,
-0.01043681800365448,
-0.0035890494473278522,
-0.02892453595995903,
0.02719704806804657,
-0.0394899956882,
0.010552460327744484,
-0.03934314474463463,
-0.039420004934072495,
-0.03068772330880165,
-0.020466888323426247,
0.021013053134083748,
0.003923776559531689,
-0.03535284847021103,
0.024342576041817665,
0.04746728390455246,
0.00002267835589009337,
-0.0062112282030284405,
-0.03157544136047363,
-0.020400632172822952,
0.017512960359454155,
-0.016761111095547676,
0.011734366416931152,
0.044568706303834915,
0.01999816857278347,
-0.041030943393707275,
-0.040105655789375305,
-0.03105984255671501,
0.01198082510381937,
0.0774901881814003,
0.012086424976587296,
0.06041623651981354,
0.052115585654973984,
0.0027188449166715145,
0.011296391487121582,
-0.027080927044153214,
-0.022438371554017067,
0.01370803639292717,
0.006977119483053684,
0.03120480477809906,
-0.034840237349271774,
0.0064558773301541805,
0.02553964965045452,
0.018866034224629402,
-0.02845420502126217,
0.051190368831157684,
0.026256481185555458,
0.05215727537870407,
0.015901250764727592,
0.009745441377162933,
-0.043334975838661194,
0.0005847797729074955,
-0.0230419859290123,
0.0027242302894592285,
-0.03599531203508377,
-0.03118181601166725,
0.017746180295944214,
0.07136330753564835,
-0.019068149849772453,
-0.05490417033433914,
-0.02485733851790428,
-0.043495044112205505,
-0.005008917301893234,
0.012298868969082832,
-0.03515322878956795,
0.026725735515356064,
0.012470676563680172,
0.030139725655317307,
0.0026037911884486675,
0.055011339485645294,
-0.036783818155527115,
-0.06624628603458405,
-0.0267268568277359,
-0.021436648443341255,
-0.022958168759942055,
0.02997007966041565,
0.0005448819720186293,
-0.02810729667544365,
0.02125096507370472,
-0.030742432922124863,
-0.02148551680147648,
-0.007551543414592743,
0.0010235103545710444,
-0.0016414396231994033,
0.05524791032075882,
-0.019347677007317543,
0.016817651689052582,
-0.005160392727702856,
-0.0007472913130186498,
0.09653321653604507,
0.038271714001894,
0.019747456535696983,
-0.06042525917291641,
0.05031602457165718,
-0.003933197818696499,
-0.008875188417732716,
-0.07237110286951065,
0.03598399460315704,
0.03610306978225708,
-0.010421426966786385,
0.08016055077314377,
0.03252164646983147,
0.054162025451660156,
-0.025502653792500496,
0.07152939587831497,
-0.0035412595607340336,
-0.026768358424305916,
-0.004403265658766031,
0.024701310321688652,
0.016876038163900375,
-0.02186065912246704,
-0.008951365947723389,
-0.007889882661402225,
-0.01931721903383732,
0.0034941239282488823,
-0.017840668559074402,
-0.012178267352283001,
0.005057414527982473,
-0.0020861427765339613,
-0.0213161613792181,
0.028020305559039116,
0.027065323665738106,
0.03414124622941017,
-0.016232365742325783,
0.0038900026120245457,
-0.0031535536982119083,
-0.01962945982813835,
-0.01122330967336893,
-0.017323985695838928,
-0.0028052208945155144,
-0.009894799441099167,
0.016056669875979424,
-0.019439466297626495,
-0.02517518401145935,
0.016733909025788307,
-0.047284774482250214,
-0.009512992575764656,
0.008702648803591728,
0.023997187614440918,
0.014377889223396778,
0.04523855075240135,
-0.006737423595041037,
-0.016420893371105194,
-0.016274379566311836,
-0.012851211242377758,
0.0431048609316349,
-0.04127708077430725,
0.002020960906520486,
-0.0376213863492012,
-0.0028876273427158594,
-0.015824193134903908,
0.05441625416278839,
0.04834091290831566,
-0.03580312430858612,
0.006230113096535206,
0.007305298000574112,
0.06221635639667511,
-0.024859409779310226,
0.0034249513410031796,
0.02575720101594925,
0.03071516379714012,
-0.05067037418484688,
-0.013402441516518593,
-0.0002952618233393878,
0.013605949468910694,
0.026739003136754036,
-0.004839281551539898,
-0.010461722500622272,
-0.026344483718276024,
-0.04501289129257202,
0.010484345257282257,
-0.009930836968123913,
-0.001895081833936274,
-0.029969530180096626,
-0.020092060789465904,
0.041746269911527634,
0.016579026356339455,
0.012362646870315075,
0.03397363796830177,
-0.022338664159178734,
0.046571314334869385,
0.03672598674893379,
-0.06742957979440689,
-0.007771349512040615,
-0.01549161784350872,
-0.07325058430433273,
-0.03736070170998573,
-0.03975675255060196,
0.026215601712465286,
0.055675726383924484,
0.02684149332344532,
-0.025939246639609337,
-0.004738215822726488,
-0.022434387356042862,
0.003280384698882699,
-0.0011153548257425427,
-0.042948994785547256,
-0.018913641571998596,
0.01851503737270832,
-0.010950982570648193,
-0.04661157354712486,
-0.003579874988645315,
-0.02677391655743122,
-0.0015874351374804974,
-0.012184479273855686,
0.0035616490058600903,
-0.048092830926179886,
-0.009240166284143925,
-0.007032493595033884,
0.00892600230872631,
-0.04060734435915947,
0.01236636657267809,
-0.06362703442573547,
0.03825033828616142,
-0.008864244446158409,
0.01650233194231987,
-0.03507984057068825,
0.029393987730145454,
0.01046825386583805,
0.019579794257879257,
0.06439725309610367,
-0.001020696945488453,
0.02441880851984024,
-0.014752921648323536,
-0.01065904926508665,
0.00785764493048191,
0.07037831097841263,
-0.014864291995763779,
-0.01721092313528061,
0.0416397899389267,
-0.015133644454181194,
-0.03459162637591362,
0.015336456708610058,
0.023387784138321877,
-0.013092623092234135,
-0.017626063898205757,
0.01865915209054947,
0.00023660327133256942,
0.046073414385318756,
0.0036097068805247545,
-0.01457124762237072,
-0.02268599532544613,
-0.00011028002336388454,
0.0213469285517931,
-0.017909174785017967,
0.013728382997214794,
0.011053700000047684,
-0.014984951354563236,
0.023402879014611244,
0.04742889478802681,
-0.025382177904248238,
-0.021703939884901047,
-0.0052708531729876995,
-0.03321235999464989,
0.01547867339104414,
0.002303873188793659,
-0.019446779042482376,
0.04215581342577934,
0.07050010561943054,
-0.03231922909617424,
-0.0420907586812973,
0.011610128916800022,
0.003226123284548521,
-0.043381527066230774,
-0.01961609162390232,
0.018939023837447166,
-0.024038204923272133,
0.036323148757219315,
-0.038999415934085846,
-0.00003670147998491302,
0.03958159312605858,
-0.04998891428112984,
0.043617382645606995,
0.010456754826009274,
0.016942234709858894,
-0.0179095808416605,
0.002846359508112073,
0.022191228345036507,
0.04633798450231552,
0.004211560357362032,
0.01509871706366539,
0.012792923487722874,
0.03417649492621422,
0.004875390324741602,
-0.0021698016207665205,
-0.011997368186712265,
0.001321333460509777,
0.024169189855456352,
-0.04824484512209892,
0.018861044198274612,
-0.041852325201034546,
-0.046153001487255096,
0.022228503599762917,
-0.03195738047361374,
0.0318782813847065,
0.00420632166787982,
0.029444659128785133,
0.004683700390160084,
0.0556020513176918,
0.045930977910757065,
-0.05877414718270302,
-0.03470486029982567,
0.0022282316349446774,
0.01106991060078144,
0.026633987203240395,
-0.04680992662906647,
0.013544721528887749,
-0.030178964138031006,
-0.02077368274331093,
-0.042361460626125336,
-0.019663257524371147,
-0.015200820751488209,
-0.024026254191994667,
-0.0025676132645457983,
-0.008532465435564518,
0.009821544401347637,
0.03138796240091324,
0.003227363573387265,
-0.04006878286600113,
-0.026376759633421898,
0.03967919573187828,
0.04088843613862991,
-0.031186198815703392,
-0.02190157026052475,
-0.030822550877928734,
-0.03779510781168938,
0.004302400164306164,
-0.01042856089770794,
-0.003110354533419013,
-0.039190858602523804,
-0.007499281782656908,
-0.01742120087146759,
-0.020511731505393982,
-0.047513242810964584,
-0.014779703691601753,
-0.03963937237858772,
0.04535619169473648,
0.013779888860881329,
0.014414005912840366,
0.03934633359313011,
-0.007384458091109991,
0.012601781636476517,
-0.03799154981970787,
0.04372049495577812,
-0.013909501023590565,
-0.028483476489782333,
-0.03412345424294472,
-0.019827602431178093,
-0.04982772469520569,
-0.017555873841047287,
0.059868037700653076,
-0.0013293713564053178,
0.018494892865419388,
-0.009720993228256702,
0.030241983011364937,
0.042021848261356354,
-0.031919971108436584,
0.04882204905152321,
-0.0305818822234869,
-0.009252025745809078,
0.023990603163838387,
0.0005720191984437406,
0.0383586548268795,
-0.008512911386787891,
-0.02775590866804123,
-0.04109131172299385,
0.034993112087249756,
0.02406877465546131,
-0.006573847495019436,
0.04332553595304489,
0.003601792035624385,
-0.02702172100543976,
0.0322517529129982,
-0.004472588654607534,
0.035306237637996674,
0.03258116915822029,
0.009987510740756989,
-0.009658917784690857,
0.05859283730387688,
-0.01848698779940605,
-0.05380154401063919,
0.03180782124400139,
0.0473160594701767,
-0.024438077583909035,
-0.04697032272815704,
-0.03277403488755226,
0.04406944289803505,
-0.047360725700855255,
0.014111217111349106,
0.01082131639122963,
-0.009245587512850761,
0.03541530668735504,
0.002271131845191121,
0.024884440004825592,
0.020054955035448074,
-0.01378418505191803,
-0.008409942500293255,
-0.014773044735193253,
0.05605558305978775,
0.024823324754834175,
0.01782919280230999,
0.02200448326766491,
-0.03229450061917305,
0.01750314235687256,
-0.05457593873143196,
0.03284478932619095,
-0.020864790305495262,
-0.047644391655921936,
0.045011650770902634,
-0.015796886757016182,
0.021251631900668144,
0.03247473016381264,
-0.0036849365569651127,
0.05535484477877617,
-0.06932852417230606,
0.0072417473420500755,
-0.017347093671560287,
-0.013781371526420116,
-0.03356919065117836,
0.01454656571149826,
0.02887456864118576,
-0.01128595694899559,
-0.0010209453757852316,
0.0026222297456115484,
-0.018015611916780472,
-0.028370985761284828,
0.02138170599937439,
-0.042871732264757156,
0.027909593656659126,
0.011000216007232666,
0.011204213835299015,
-0.014991440810263157,
0.011357426643371582,
-0.05276600643992424,
-0.04306870326399803,
0.008768866769969463,
0.06120476499199867,
0.01941082440316677,
0.0011749520199373364,
-0.039003368467092514,
-0.018540166318416595,
0.026640912517905235,
-0.06921496242284775,
-0.011851134710013866,
-0.03629610687494278,
0.019474534317851067,
0.010448375716805458,
0.04135512188076973
] |
<p>I have learnt the definition of AIC for parametric model. But, what I want to know is that is there a semi-parametric version of AIC?
Have you heard about it? And if you know, please show me a link, so I can have a look. </p> | 41,742 | [
-0.03267904743552208,
-0.018109779804944992,
0.015723727643489838,
-0.020542485639452934,
0.028964446857571602,
0.021830355748534203,
-0.007219364866614342,
-0.004868734162300825,
0.011141849681735039,
-0.030424900352954865,
0.015997735783457756,
0.028917590156197548,
0.05436882749199867,
0.026602307334542274,
0.0010854109423235059,
0.003613022156059742,
-0.019216397777199745,
0.004367516376078129,
-0.013171574100852013,
-0.043965261429548264,
0.016482114791870117,
0.0007473532459698617,
-0.002398042008280754,
-0.014725591987371445,
0.010228177532553673,
0.010673614218831062,
-0.006541030947118998,
-0.013850243762135506,
0.006445641629397869,
0.059843759983778,
-0.04041023552417755,
0.02443423680961132,
-0.01801462657749653,
0.0259536262601614,
0.04061079025268555,
0.019913313910365105,
0.00695959385484457,
-0.028941087424755096,
0.00006433266389649361,
0.012479504570364952,
-0.015156710520386696,
-0.04082163795828819,
0.0010141062084585428,
0.01857559196650982,
0.0030899543780833483,
0.027664383873343468,
-0.019389651715755463,
-0.03715542331337929,
0.02039189264178276,
-0.06710921227931976,
0.07805651426315308,
-0.012119049206376076,
0.010302862152457237,
0.05208950862288475,
-0.01959756761789322,
0.033838313072919846,
0.04152180254459381,
0.05529050529003143,
-0.04710071161389351,
-0.03403546288609505,
-0.022638896480202675,
-0.03070462867617607,
0.013938333839178085,
-0.021450946107506752,
-0.0801510214805603,
0.026280762627720833,
0.0015826981980353594,
-0.01990124210715294,
0.01250312477350235,
0.0018441177671775222,
-0.028383485972881317,
-0.021447105333209038,
0.03379698842763901,
-0.005229892209172249,
0.01493797730654478,
0.002226474229246378,
0.011601696722209454,
-0.01735837385058403,
0.051654715090990067,
0.020100338384509087,
0.0009973342530429363,
0.037196531891822815,
-0.025185808539390564,
0.007162238471210003,
0.006523865275084972,
0.008033683523535728,
0.0663800910115242,
-0.042574457824230194,
-0.0051190899685025215,
0.03004695661365986,
-0.05418325960636139,
-0.017071474343538284,
0.04507087916135788,
0.001752589363604784,
-0.054259855300188065,
0.03516578674316406,
-0.008452099747955799,
0.05449746176600456,
-0.01036891620606184,
-0.024377239868044853,
-0.008104711771011353,
-0.037406615912914276,
-0.02137496881186962,
0.02704712562263012,
-0.013866485096514225,
-0.011470885016024113,
0.016032468527555466,
-0.003713995683938265,
0.017723437398672104,
0.008731508627533913,
-0.020944762974977493,
0.02872699871659279,
0.044532425701618195,
0.015562274493277073,
0.02446582168340683,
0.001955642830580473,
0.0007771165110170841,
-0.03523361310362816,
0.016437169164419174,
0.10327450186014175,
0.04733600839972496,
-0.027896739542484283,
0.04454709589481354,
-0.022505419328808784,
-0.05539519712328911,
0.017665866762399673,
0.004411672241985798,
-0.04297671467065811,
-0.05486556515097618,
0.05763751268386841,
0.010990486480295658,
0.0010676116216927767,
0.022979488596320152,
0.002910266863182187,
0.025183159857988358,
-0.012889436446130276,
-0.03504880890250206,
-0.04244052618741989,
-0.006564652547240257,
0.0019826851785182953,
0.049549590796232224,
-0.04161972180008888,
0.05012917146086693,
0.041737981140613556,
0.05252261087298393,
0.0536276176571846,
0.03723169490695,
0.009858428500592709,
-0.025898996740579605,
0.021851258352398872,
-0.030265556648373604,
-0.026600535959005356,
0.01246950775384903,
-0.025523139163851738,
-0.0077751860953867435,
-0.10002519190311432,
0.018159570172429085,
0.014881697483360767,
-0.014923124574124813,
-0.001392942969687283,
0.039239175617694855,
0.002091850619763136,
-0.048657581210136414,
0.00129914830904454,
-0.01610170304775238,
-0.006151428446173668,
0.05270778387784958,
-0.004918418824672699,
-0.019064312800765038,
0.009168998338282108,
-0.0006313464837148786,
0.03588838502764702,
-0.0009252732270397246,
0.02893681637942791,
0.06219097226858139,
-0.011563664302229881,
-0.04236143082380295,
-0.02747606299817562,
0.017905699089169502,
0.06678912043571472,
-0.022419489920139313,
-0.0036698635667562485,
-0.04011879488825798,
0.04458038508892059,
0.0072992476634681225,
0.00659904582425952,
-0.00837844330817461,
-0.013212018646299839,
0.06671462953090668,
-0.0464509092271328,
-0.01176844909787178,
-0.04191461205482483,
0.020299768075346947,
0.009477266110479832,
0.014543360099196434,
-0.0003122426860500127,
0.011687954887747765,
-0.013388694263994694,
0.004953337367624044,
-0.009229560382664204,
-0.05428677424788475,
-0.0055313874036073685,
0.047549936920404434,
-0.058914605528116226,
0.020359432324767113,
0.015351425856351852,
-0.0010412326082587242,
-0.03293309360742569,
0.06478146463632584,
-0.04613891988992691,
-0.038577497005462646,
0.008296485990285873,
-0.039824601262807846,
0.0031762155704200268,
0.00592136150225997,
-0.0052116126753389835,
0.00382614997215569,
-0.013492044992744923,
-0.03702482581138611,
0.0315856896340847,
-0.044786203652620316,
0.07988519221544266,
0.050715312361717224,
0.034328021109104156,
0.007375662215054035,
0.03498712182044983,
0.007670656777918339,
0.015584256500005722,
-0.021613555029034615,
-0.010757346637547016,
-0.02252849191427231,
-0.015106976963579655,
0.03658374026417732,
0.011845138855278492,
-0.04397595301270485,
0.015938714146614075,
0.04625016078352928,
0.03065229207277298,
0.026706956326961517,
0.023416178300976753,
-0.011541951447725296,
0.014328599907457829,
0.019714899361133575,
0.026519786566495895,
0.02816912904381752,
-0.008654664270579815,
-0.00045914307702332735,
-0.030021999031305313,
0.02622382342815399,
-0.03615996614098549,
-0.02911335788667202,
0.04740801453590393,
-0.009886981919407845,
-0.012124540284276009,
-0.02951100468635559,
-0.02157989889383316,
0.03491787612438202,
-0.0401131808757782,
0.02165035344660282,
0.04217774048447609,
-0.008221309632062912,
-0.020071255043148994,
0.022684847936034203,
0.008865678682923317,
0.0195634625852108,
0.008761189877986908,
-0.040051184594631195,
-0.013432791456580162,
0.026270180940628052,
-0.021435296162962914,
0.007847989909350872,
-0.01133086159825325,
-0.017873404547572136,
-0.06328602135181427,
-0.0017018310027197003,
0.030208595097064972,
0.01093103177845478,
0.03175942227244377,
-0.02187461219727993,
-0.010832981206476688,
0.010746527463197708,
-0.027929086238145828,
0.04831908270716667,
0.012431932613253593,
-0.09334901720285416,
0.02451690286397934,
-0.01450065802782774,
-0.056246303021907806,
0.05484906584024429,
-0.03927966207265854,
-0.010529393330216408,
0.015449557453393936,
-0.03284416347742081,
-0.030154643580317497,
-0.0006256469641812146,
-0.029238726943731308,
-0.007721095345914364,
-0.05254673585295677,
-0.007837517186999321,
-0.0030518786516040564,
0.0027660659980028868,
-0.06608595699071884,
0.0280397180467844,
-0.025282979011535645,
-0.010335853323340416,
-0.03880615532398224,
0.010925347916781902,
0.01576433889567852,
-0.016515009105205536,
0.05062910541892052,
0.046373460441827774,
-0.03445951268076897,
0.00457305321469903,
-0.07342740893363953,
-0.05488846078515053,
0.00841041374951601,
0.008356492035090923,
0.021352624520659447,
0.02080100029706955,
-0.021372657269239426,
0.022473977878689766,
0.04465296491980553,
-0.04808516055345535,
-0.0638163685798645,
0.034248195588588715,
0.000007393450232484611,
-0.016329467296600342,
-0.004055381286889315,
0.004394465126097202,
-0.007703382056206465,
0.018405118957161903,
0.00734282610937953,
0.007881569676101208,
0.04922734200954437,
0.019749170169234276,
-0.00816277228295803,
0.017780425027012825,
0.006185343489050865,
-0.0027356466744095087,
0.013574681244790554,
0.04134386405348778,
-0.04758072644472122,
0.005697552114725113,
-0.023595033213496208,
0.01882724091410637,
0.018269004300236702,
0.005915973335504532,
0.030795220285654068,
-0.007891647517681122,
-0.007062793709337711,
-0.02734481170773506,
0.018184171989560127,
0.0039831893518567085,
-0.02124294824898243,
0.003036811016499996,
0.058393314480781555,
-0.0025051028933376074,
0.0035801061894744635,
-0.00015655138122383505,
0.0459604412317276,
0.04231679067015648,
-0.043700359761714935,
0.024741798639297485,
-0.02205883152782917,
-0.00987178459763527,
0.011940086260437965,
-0.018145186826586723,
-0.02441270835697651,
0.02509932965040207,
0.01898680441081524,
0.034316323697566986,
0.001072715618647635,
-0.017210228368639946,
0.028659487143158913,
-0.06842518597841263,
0.0004984865663573146,
-0.035900309681892395,
0.03584703430533409,
0.010806398466229439,
-0.006375826429575682,
0.014874332584440708,
0.023004889488220215,
0.02487933076918125,
0.022156599909067154,
-0.06266900151968002,
-0.005944012198597193,
-0.03279852867126465,
-0.009756105951964855,
0.004503720905631781,
0.02043008990585804,
0.041378121823072433,
-0.02214124985039234,
-0.025307655334472656,
-0.0176357701420784,
0.019512854516506195,
-0.04413491487503052,
0.0016338099958375096,
-0.04342298582196236,
-0.02094622515141964,
-0.0015488914214074612,
-0.00713106244802475,
0.034054845571517944,
-0.006546133663505316,
0.020054969936609268,
0.04148510843515396,
-0.0007226063753478229,
-0.006603260524570942,
-0.009760424494743347,
0.016567455604672432,
0.016626784577965736,
0.02924131602048874,
0.041046466678380966,
0.06395092606544495,
-0.04080457612872124,
0.021165091544389725,
0.011079340241849422,
0.031539320945739746,
0.04899391904473305,
-0.03048604354262352,
-0.026157310232520103,
-0.058360304683446884,
-0.03595605492591858,
0.022653095424175262,
0.029505407437682152,
-0.011310224421322346,
-0.004799763206392527,
0.03492214158177376,
0.008947547525167465,
-0.07666676491498947,
0.023530416190624237,
0.024510718882083893,
-0.012188443914055824,
-0.013528183102607727,
-0.03058629110455513,
0.00896860845386982,
0.0094213942065835,
0.005415626335889101,
0.035200558602809906,
0.017341308295726776,
-0.00998250488191843,
0.05436594411730766,
0.03684854134917259,
-0.01304552610963583,
-0.032879285514354706,
-0.010263204574584961,
0.008385504595935345,
-0.0071678427048027515,
0.012800406664609909,
-0.046359699219465256,
-0.019670745357871056,
0.04757056012749672,
0.013744487427175045,
0.05898965150117874,
0.007217037957161665,
-0.0937075987458229,
0.017915090546011925,
0.03857862576842308,
-0.000538505322765559,
-0.034769926220178604,
0.00012774708739016205,
-0.005625284742563963,
-0.05152611434459686,
0.018411407247185707,
0.019877305254340172,
0.02346586249768734,
-0.02779063954949379,
-0.02288946323096752,
0.0022288996260613203,
-0.017286375164985657,
-0.028873829171061516,
0.015017734840512276,
-0.012374752201139927,
-0.005252022296190262,
-0.02356138825416565,
-0.034159716218709946,
-0.054238203912973404,
0.001278277370147407,
-0.021074119955301285,
0.051260411739349365,
-0.023758625611662865,
-0.028530683368444443,
0.003541130805388093,
0.04686497151851654,
-0.028333263471722603,
-0.016940966248512268,
0.0116066699847579,
0.02074308507144451,
-0.031762465834617615,
0.010701711289584637,
-0.01712837442755699,
-0.00397837907075882,
0.04150225967168808,
0.005451209843158722,
-0.02208821102976799,
0.018586013466119766,
-0.0013852432603016496,
0.050471775233745575,
0.02991562895476818,
-0.011268500238656998,
0.025664718821644783,
0.025973651558160782,
-0.05310419201850891,
-0.029389891773462296,
-0.020280590280890465,
-0.005942037329077721,
-0.045076753944158554,
-0.042380623519420624,
-0.04869366064667702,
-0.008189857937395573,
-0.039424244314432144,
0.01737399958074093,
0.000880065665114671,
0.020007673650979996,
-0.054513804614543915,
-0.0114818774163723,
-0.001388902892358601,
-0.009385485202074051,
-0.007370258215814829,
-0.02349734865128994,
-0.02098858542740345,
0.01615109108388424,
0.02840196155011654,
-0.031188253313302994,
-0.025891924276947975,
-0.0489715151488781,
-0.016171978786587715,
0.015308104455471039,
0.0024008655454963446,
0.020113585516810417,
-0.036610689014196396,
-0.050056323409080505,
0.02662830613553524,
-0.0007873086724430323,
0.007721997797489166,
-0.03126509487628937,
0.010943282395601273,
0.0313199944794178,
-0.08353783190250397,
-0.0035358548630028963,
0.02964388020336628,
-0.045685358345508575,
0.02895607054233551,
-0.021618613973259926,
0.007826048880815506,
-0.01808662712574005,
-0.01281723938882351,
-0.0784854143857956,
-0.040768399834632874,
0.057952363044023514,
-0.055169299244880676,
-0.06553518027067184,
0.00012851129577029496,
-0.035598888993263245,
-0.024420615285634995,
-0.04732276499271393,
0.050927307456731796,
0.026082385331392288,
-0.03053758107125759,
0.004683708306401968,
-0.006360506638884544,
-0.025853851810097694,
0.005424519069492817,
0.041322506964206696,
-0.019777772948145866,
-0.003351941704750061,
-0.02052488550543785,
-0.015472080558538437,
0.0321161262691021,
0.048806332051754,
-0.029864754527807236,
0.04441405460238457,
-0.034707095474004745,
-0.04094871133565903,
0.02279757894575596,
-0.0009812384378165007,
0.0019462262280285358,
0.00368324457667768,
0.013358954340219498,
-0.012321536429226398,
-0.027762671932578087,
-0.011292305774986744,
-0.00705754803493619,
0.013712082989513874,
-0.022584956139326096,
-0.001207036548294127,
0.00729821203276515,
-0.005450904369354248,
0.029238102957606316,
0.01571485586464405,
-0.011691984720528126,
0.02375224605202675,
0.05163702741265297,
0.0019122548401355743,
0.0052742608822882175,
-0.0017635979456827044,
0.008475003764033318,
-0.008836286142468452,
-0.015112703666090965,
0.04770898073911667,
-0.0035143569111824036,
0.013841081410646439,
-0.009671157225966454,
-0.007565943989902735,
-0.011274963617324829,
0.03374897688627243,
0.05166013911366463,
-0.03159872442483902,
0.09310578554868698,
0.0724911242723465,
0.025381598621606827,
-0.021417684853076935,
-0.025728240609169006,
-0.03467918932437897,
0.02964426763355732,
0.016246913000941277,
0.09921266883611679,
-0.036621786653995514,
-0.005822427570819855,
0.02875438518822193,
0.014590184204280376,
-0.003193128388375044,
0.0634269118309021,
-0.007023826707154512,
0.03712045028805733,
0.0009404108859598637,
-0.0013422452611848712,
-0.052626922726631165,
0.06641282141208649,
-0.003910276107490063,
0.03845427930355072,
-0.0017047696746885777,
-0.03275987133383751,
0.017089348286390305,
0.04742680490016937,
0.020408058539032936,
-0.07418612390756607,
-0.04228396341204643,
-0.044079240411520004,
0.011134305968880653,
0.017148835584521294,
0.023121776059269905,
0.0027260836213827133,
0.0072438460774719715,
0.009184618480503559,
-0.012101738713681698,
0.04768180102109909,
0.011705621145665646,
-0.08051817119121552,
-0.056133631616830826,
-0.04115289822220802,
0.011424376629292965,
0.008245152421295643,
0.03616795316338539,
0.0009454627288505435,
-0.022544654086232185,
0.012490850873291492,
-0.01594555750489235,
0.008261657319962978,
0.0345945842564106,
0.01929214596748352,
0.07958775758743286,
-0.022368548437952995,
0.04450511932373047,
-0.027315830811858177,
-0.0052327960729599,
0.11722919344902039,
0.06290023028850555,
0.018815062940120697,
-0.06619863957166672,
0.0206903163343668,
-0.0164052564650774,
-0.03599545359611511,
0.006209076847881079,
0.002906110370531678,
0.023139791563153267,
-0.006857685744762421,
0.0462271086871624,
0.04751049354672432,
-0.028194855898618698,
0.016320114955306053,
0.059470996260643005,
-0.05167911946773529,
-0.02470524236559868,
0.018992969766259193,
-0.022442229092121124,
0.022480374202132225,
-0.008923525922000408,
-0.03350207582116127,
-0.007929409854114056,
0.03612051159143448,
-0.0056321630254387856,
-0.03762012720108032,
-0.03754222020506859,
0.009187980554997921,
0.03068540059030056,
-0.023670416325330734,
0.006765061058104038,
0.023156723007559776,
-0.0006033334066160023,
0.017810095101594925,
0.010776983574032784,
-0.01334992703050375,
0.00901301670819521,
-0.022156838327646255,
0.08080271631479263,
0.04111652076244354,
-0.043877918273210526,
-0.019231081008911133,
-0.007460653781890869,
-0.0011609538923949003,
-0.030773304402828217,
-0.01728871278464794,
0.00286783161573112,
0.019132385030388832,
-0.011877776123583317,
-0.01972009800374508,
-0.016227267682552338,
0.016382625326514244,
-0.01476989220827818,
-0.034492943435907364,
0.01796807162463665,
0.05342739075422287,
-0.049661267548799515,
-0.006850942503660917,
-0.0032760242465883493,
-0.029405036941170692,
-0.010004926472902298,
0.024379225447773933,
-0.0161274541169405,
-0.07003096491098404,
-0.01628079265356064,
-0.014804219827055931,
0.08071237802505493,
0.003799932776018977,
-0.020816396921873093,
0.022945482283830643,
-0.010835830122232437,
-0.032582420855760574,
-0.058343306183815,
0.004870788659900427,
0.0068945433013141155,
0.029854636639356613,
-0.00521856127306819,
-0.009362177923321724,
-0.008309808559715748,
-0.01940195821225643,
0.015643548220396042,
-0.01610349677503109,
0.029388487339019775,
-0.04237412288784981,
-0.023029819130897522,
0.05511103570461273,
0.034377653151750565,
-0.010158187709748745,
0.010792742483317852,
-0.03437758982181549,
0.03914983198046684,
0.001950675155967474,
-0.057978782802820206,
-0.023239918053150177,
0.005228665191680193,
-0.028774918988347054,
0.011625569313764572,
0.017480717971920967,
0.029793400317430496,
0.04277091473340988,
-0.005244287196546793,
-0.03716230019927025,
0.019435087218880653,
-0.005922441836446524,
0.029657065868377686,
-0.008015318773686886,
-0.04693329706788063,
-0.0009887553751468658,
-0.0003933952539227903,
0.047773946076631546,
-0.06320128589868546,
0.02537890151143074,
-0.022404950112104416,
-0.0228700153529644,
0.038282837718725204,
0.033129241317510605,
-0.022175533697009087,
0.04086839035153389,
-0.004200662486255169,
0.00788414292037487,
-0.053554799407720566,
0.01507131103426218,
-0.006170636508613825,
0.01175325084477663,
-0.006741057615727186,
0.005843839142471552,
0.0023836614564061165,
0.011558073572814465,
-0.02702474035322666,
-0.01310040894895792,
0.0600200779736042,
0.01625785045325756,
-0.04204313084483147,
0.009425356052815914,
0.00877822283655405,
-0.0007972916937433183,
0.05126691237092018,
-0.03813795745372772,
-0.006966039538383484,
0.030262038111686707,
-0.06899193674325943,
-0.03436177223920822,
0.013806496746838093,
-0.03334452584385872,
0.007877910509705544,
0.03810964524745941,
0.017603984102606773,
0.0003418641572352499,
0.02272610552608967,
-0.004643639549612999,
-0.01544211246073246,
-0.004848069977015257,
-0.0037509449757635593,
-0.008708161301910877,
-0.007933299988508224,
-0.005879505537450314,
-0.0017955368384718895,
-0.0482509545981884,
0.044258780777454376,
0.035831518471241,
0.018389325588941574,
-0.02876412868499756,
0.07523272186517715,
0.00041650712955743074,
-0.004988391883671284,
0.019579919055104256,
-0.0056564887054264545,
0.01879572682082653,
0.0018300395458936691,
0.020983807742595673,
0.041623279452323914,
0.012497923336923122,
0.006612531840801239,
-0.08022242784500122,
0.006259298883378506,
-0.020907314494252205,
0.013011510483920574,
0.035192664712667465,
-0.03237660601735115,
0.023422375321388245,
0.018367497250437737,
-0.09416414797306061,
0.004814988933503628,
-0.008552104234695435,
-0.020219337195158005,
-0.04297942668199539,
0.015221224166452885,
-0.036086879670619965,
0.0720786303281784,
0.004060165025293827,
0.019954297691583633,
0.038364775478839874,
0.0070998878218233585,
-0.018890757113695145,
0.006589139811694622,
-0.018260221928358078,
-0.01751004531979561,
0.030635152012109756,
-0.018535198643803596,
0.07090408354997635,
-0.032316695898771286,
-0.014874236658215523,
0.03862164542078972,
0.01868886500597,
0.00011101873678853735,
0.004424145445227623,
0.020674409344792366,
0.01826835237443447,
0.02858259156346321,
0.000491649319883436,
0.012251004576683044,
0.010779251344501972,
0.0124069107696414,
-0.004622723441570997,
0.06455870717763901,
-0.013588840141892433,
0.013693160377442837,
-0.009030334651470184,
0.022422760725021362,
0.003545677987858653,
0.014886659570038319,
0.03147129714488983,
-0.05236731469631195,
-0.0022537040058523417,
-0.045574139803647995,
-0.027362089604139328,
-0.017819510772824287,
0.010668533854186535,
-0.01975325122475624,
0.004793307278305292,
0.022355658933520317,
0.01422572135925293,
0.008243594318628311,
0.00890293437987566,
-0.07168867439031601,
-0.05515940114855766,
0.04828409105539322,
0.04654160887002945,
-0.017853813245892525,
-0.011039643548429012,
-0.0075688413344323635,
0.02481560781598091,
-0.0068902368657290936,
-0.00775208929553628,
0.01415114663541317,
-0.03886931389570236,
0.015563157387077808,
-0.0347176119685173,
-0.012471642345190048,
0.04386235773563385,
-0.012981784529983997,
0.004698712378740311,
-0.07971679419279099,
0.08799394220113754,
0.01207252312451601,
0.010359733365476131,
-0.013286051340401173,
0.0050966148264706135,
0.01947774551808834,
0.0004799696907866746,
0.04321576654911041,
-0.02422552928328514,
0.011689522303640842,
-0.02358998730778694,
0.00473029725253582,
-0.024025626480579376,
0.010507669299840927,
0.009982780553400517,
0.003088329453021288,
0.0026977176312357187,
-0.026392659172415733,
-0.02391888201236725,
0.03268323093652725,
0.020699141547083855,
0.02301526814699173,
-0.02880508080124855,
0.02956635132431984,
0.014863730408251286,
-0.05107782408595085,
-0.010045327246189117,
-0.006059959530830383,
-0.01278501283377409,
0.08856502175331116,
-0.004301180597394705,
0.004440202843397856,
0.0005674940184690058,
0.03316635265946388,
-0.02697192132472992,
0.024016818031668663,
-0.02404463104903698,
-0.009024085476994514,
-0.0023235175758600235,
0.0010536171030253172,
-0.006282192654907703,
-0.02531960979104042,
-0.021705716848373413,
0.03508567065000534,
-0.042676445096731186,
-0.01950407400727272,
0.03013494797050953,
0.018924877047538757,
0.06647193431854248,
-0.02244480699300766,
0.033021826297044754,
0.0032942406833171844,
-0.0055173649452626705,
0.020874233916401863,
0.015418539755046368,
0.029801173135638237,
-0.0012661287328228354,
-0.005794708151370287,
0.02470850758254528,
-0.020951496437191963,
0.041869159787893295,
0.008485388942062855,
0.05024697259068489,
-0.010973343625664711,
-0.01601487770676613,
0.02998591586947441,
-0.01113926898688078,
0.054498717188835144,
0.02827298641204834,
-0.029583273455500603,
0.1040608286857605,
-0.02930598147213459,
-0.010643040761351585,
-0.02843783050775528,
0.02692112885415554,
-0.05463050678372383,
-0.019892750307917595,
0.012776684947311878,
0.022204114124178886,
0.028379222378134727,
-0.00761684775352478,
-0.0036525577306747437,
0.005311057902872562,
0.0035146845038980246,
-0.023600855842232704,
0.026151038706302643,
0.004191058687865734,
0.009511628188192844,
-0.018410321325063705,
-0.0017496546497568488,
-0.023095963522791862,
-0.02743644081056118,
0.044634126126766205,
0.016983715817332268,
0.06714832782745361,
0.004085499327629805,
-0.05162134766578674,
-0.011535568162798882,
0.05514891818165779,
-0.09262633323669434,
-0.026976028457283974,
0.01411800179630518,
0.017319805920124054,
0.0053281281143426895,
-0.018957512453198433
] |
<p>Here is the problem: I am making a machine learning algorithm that takes the inputs and outputs of some software I've written, and I don't know how many datalines to produce to get results that are a 'good' fit. I realize the answer is 'the more the better' but I'm looking for any sort of minimum requirement. I also realize that the greater the number of variables the greater the number of datalines required. </p>
<p>So I'm looking for a rule of thumb for number of variables to number of datalines. </p> | 74,024 | [
-0.03139329329133034,
0.021741444244980812,
-0.026535851880908012,
0.0030477959662675858,
0.027583574876189232,
0.020013395696878433,
-0.011653280816972256,
-0.05038904771208763,
0.03122139535844326,
0.025128427892923355,
0.045496221631765366,
0.023890256881713867,
0.02240762859582901,
-0.0022426603827625513,
-0.0028151387814432383,
0.005772939417511225,
-0.01744917593896389,
0.0020718241576105356,
0.03219267725944519,
0.0026907066348940134,
-0.015749860554933548,
0.010209371335804462,
0.04701980948448181,
-0.0006302472320385277,
-0.022496508434414864,
0.04280403256416321,
0.043348394334316254,
0.010802313685417175,
0.018839692696928978,
0.03167692571878433,
-0.008836845867335796,
-0.0447770431637764,
0.03597322106361389,
0.08362879604101181,
0.04402310773730278,
0.0051125031895935535,
-0.02746228501200676,
-0.009838216006755829,
0.00048223193152807653,
0.025808263570070267,
-0.017098713666200638,
-0.003422540845349431,
0.025190100073814392,
-0.002224588068202138,
0.003778215730562806,
0.004975413903594017,
0.005029712338000536,
-0.03115147538483143,
0.0013436096487566829,
-0.06589258462190628,
0.08425720781087875,
-0.005627649370580912,
0.054761048406362534,
0.023398524150252342,
-0.018772203475236893,
-0.010249141603708267,
0.06685610860586166,
0.06262939423322678,
0.0028665687423199415,
-0.056078340858221054,
-0.004096649121493101,
-0.022349869832396507,
0.0058727506548166275,
-0.009440033696591854,
-0.03176054731011391,
0.04380388557910919,
-0.019826622679829597,
0.02581174112856388,
0.023725882172584534,
-0.02597513049840927,
0.021730143576860428,
0.008434123359620571,
0.0493444949388504,
-0.006256064400076866,
-0.0216961856931448,
0.01116726640611887,
0.03281167894601822,
0.025334447622299194,
0.038367196917533875,
0.03302815183997154,
-0.0060555399395525455,
0.011945754289627075,
0.01904011331498623,
0.018646258860826492,
0.023960145190358162,
0.008266035467386246,
0.08825276792049408,
-0.02629707381129265,
0.014123816974461079,
0.0224528219550848,
-0.013136039488017559,
0.01662920042872429,
0.0608157254755497,
0.02193017490208149,
-0.018712777644395828,
0.0001742213062243536,
-0.01190242450684309,
0.0357135608792305,
0.002561695408076048,
-0.023748110979795456,
-0.008040818385779858,
-0.030088497325778008,
0.0006710723973810673,
0.06413621455430984,
-0.016968825832009315,
0.02807527780532837,
-0.006552426144480705,
-0.008409411646425724,
0.0004949734429828823,
-0.0077870311215519905,
0.014085543341934681,
0.016712449491024017,
-0.011031110771000385,
-0.007012784946709871,
-0.01424854900687933,
-0.007434432860463858,
-0.004280126187950373,
-0.007883705198764801,
0.06534877419471741,
0.08947665989398956,
0.028750503435730934,
-0.049233853816986084,
0.05566024035215378,
-0.0012121808249503374,
-0.04435253143310547,
0.03566429018974304,
0.0015158547321334481,
-0.020878488197922707,
-0.03256211802363396,
0.028924889862537384,
-0.03274067863821983,
-0.01463684905320406,
0.04345623403787613,
-0.005502264015376568,
0.013818434439599514,
-0.004604842979460955,
-0.07107283920049667,
-0.07509862631559372,
0.015602445229887962,
-0.030499273911118507,
0.021779745817184448,
-0.050391070544719696,
0.03663191199302673,
0.00859095063060522,
0.06901257485151291,
-0.005279765464365482,
0.058103229850530624,
0.02979288063943386,
0.015473526902496815,
-0.03775506094098091,
-0.047691456973552704,
-0.005155458115041256,
-0.03808911144733429,
-0.021450521424412727,
0.0013726049801334739,
-0.03924259543418884,
0.029879875481128693,
0.06395585834980011,
0.0023447799030691385,
0.011127431876957417,
-0.011868512257933617,
-0.015745192766189575,
0.009453844279050827,
-0.013040849007666111,
0.009817428886890411,
-0.0438600592315197,
0.037522561848163605,
0.009436650201678276,
0.047656524926424026,
0.05492962524294853,
-0.003767092479392886,
0.00489058718085289,
-0.0006079758168198168,
0.020827261731028557,
0.06650199741125107,
0.005724532064050436,
0.0012448948109522462,
-0.01226702518761158,
0.011756877414882183,
0.04283416271209717,
-0.010254640132188797,
-0.05859861522912979,
0.010969044640660286,
0.03360975161194801,
0.016752347350120544,
0.03258281201124191,
0.012453905306756496,
-0.019251734018325806,
0.03387822210788727,
-0.019529689103364944,
-0.021977417171001434,
-0.04239824786782265,
0.024899816140532494,
-0.038115814328193665,
-0.025149652734398842,
-0.012716773897409439,
0.021047793328762054,
-0.00272273737937212,
-0.024988509714603424,
-0.03131084516644478,
-0.019369274377822876,
-0.006626191083341837,
0.026301691308617592,
-0.031791090965270996,
0.00784935150295496,
0.078859344124794,
0.031363148242235184,
-0.02483321540057659,
0.04169369488954544,
-0.03946363925933838,
-0.01626349426805973,
-0.015922773629426956,
-0.02305690199136734,
-0.009781263768672943,
-0.020962977781891823,
-0.009090653620660305,
0.029351919889450073,
0.021832400932908058,
-0.009847154840826988,
0.02192266471683979,
-0.04785821586847305,
0.09221968054771423,
0.06286971271038055,
0.03992903605103493,
-0.013718105852603912,
-0.01372631173580885,
0.012234521098434925,
-0.0111557487398386,
-0.012765043415129185,
0.023579951375722885,
-0.06670650094747543,
0.01078409980982542,
0.011406052857637405,
0.01604035496711731,
-0.04649677500128746,
-0.0009199882624670863,
0.06832488626241684,
0.04545549303293228,
0.02111300826072693,
0.03666580840945244,
-0.04975523799657822,
-0.00026618994888849556,
-0.0018991829128935933,
-0.0004935381002724171,
-0.011082325130701065,
0.012469722889363766,
0.008653693832457066,
0.058880891650915146,
0.0005718228057958186,
0.02148917131125927,
-0.014849024824798107,
0.02120985835790634,
-0.021272936835885048,
-0.0006915781414136291,
0.0007421279442496598,
-0.03106202557682991,
0.04832770675420761,
-0.05406608060002327,
-0.002952135168015957,
0.03963156044483185,
0.011813409626483917,
0.013378472998738289,
0.0015902519226074219,
-0.030549606308341026,
0.012389364652335644,
0.01987576298415661,
-0.029044630005955696,
-0.012548577040433884,
0.02611541375517845,
-0.05568898841738701,
0.006386531982570887,
-0.0024342576507478952,
-0.036776985973119736,
-0.0628800019621849,
0.03061201050877571,
0.02211330458521843,
-0.02088754065334797,
0.057560671120882034,
-0.009049908258020878,
-0.004437226336449385,
0.008155100978910923,
-0.041261326521635056,
0.022731229662895203,
-0.03511710837483406,
-0.03814006596803665,
-0.03854895010590553,
0.0036412167828530073,
-0.024250326678156853,
0.05701279640197754,
-0.022591160610318184,
-0.009701211005449295,
0.03107822872698307,
-0.012937256135046482,
-0.03670189529657364,
-0.03415984660387039,
-0.013755145482718945,
0.003591721411794424,
0.006272187456488609,
-0.03060508519411087,
0.014466791413724422,
0.013686958700418472,
-0.06737910956144333,
-0.0035343244671821594,
-0.04223901405930519,
-0.036457229405641556,
-0.04907316341996193,
-0.01168327871710062,
0.02977222390472889,
0.0024043889716267586,
-0.002521030604839325,
0.0175058301538229,
-0.05586574226617813,
0.012974870391190052,
-0.04989784583449364,
-0.07363206893205643,
0.0371159203350544,
0.013831538148224354,
0.047841090708971024,
0.007800292689353228,
-0.025466950610280037,
0.06087896600365639,
-0.004505945835262537,
-0.04703725874423981,
-0.038552187383174896,
-0.016911474987864494,
-0.014414044097065926,
-0.007630307227373123,
0.0194834116846323,
0.008298649452626705,
0.007949575781822205,
0.006890001241117716,
0.010732089169323444,
0.025458578020334244,
0.03855706751346588,
-0.005708279553800821,
0.015641601756215096,
0.019830575212836266,
0.008036734536290169,
-0.007054425310343504,
0.022788362577557564,
0.027335625141859055,
-0.04172666743397713,
0.020331332460045815,
-0.02292473427951336,
0.006767391227185726,
-0.014035151340067387,
-0.009433034807443619,
0.007818269543349743,
-0.030419325456023216,
0.03962666168808937,
-0.02051682211458683,
-0.022466352209448814,
-0.0003042480966541916,
-0.025233132764697075,
-0.013823142275214195,
0.03697977587580681,
0.0348614826798439,
-0.05650443956255913,
-0.03084762580692768,
0.04662084951996803,
0.010924416594207287,
-0.004826504271477461,
-0.007581331767141819,
-0.015761714428663254,
-0.030927494168281555,
-0.004357157275080681,
-0.011559541337192059,
-0.009122714400291443,
0.029481420293450356,
0.038168516010046005,
0.04022872820496559,
0.012531109154224396,
-0.03618570789694786,
0.02232053130865097,
-0.08259811252355576,
0.006137587130069733,
-0.027871565893292427,
0.07826466858386993,
-0.0007338262512348592,
0.04600813239812851,
0.012641356326639652,
-0.049879129976034164,
0.03483768180012703,
-0.009106220677495003,
-0.05856987461447716,
0.020285742357373238,
-0.03691225126385689,
0.0030526183545589447,
0.026646768674254417,
-0.015620111487805843,
0.029222358018159866,
-0.05138080194592476,
0.017269082367420197,
0.008462293073534966,
0.029992448166012764,
-0.04517607018351555,
0.024036649614572525,
-0.037093985825777054,
-0.003351049730554223,
-0.004604110959917307,
0.008369403891265392,
0.004594575613737106,
0.017659222707152367,
0.012412269599735737,
0.04151774197816849,
-0.002452682936564088,
-0.04861079528927803,
-0.011464681476354599,
-0.00028234024648554623,
-0.015953555703163147,
0.05629885941743851,
0.025865228846669197,
0.02531209960579872,
-0.039918508380651474,
0.01477135345339775,
-0.041446503251791,
0.007063241209834814,
0.04783241078257561,
-0.039277780801057816,
-0.01587040163576603,
-0.04116830974817276,
-0.013151824474334717,
0.022781215608119965,
0.01955447532236576,
0.02150283008813858,
0.0011587482877075672,
0.03478413075208664,
-0.021407222375273705,
-0.05505834147334099,
0.01632239669561386,
0.10035621374845505,
-0.006642663385719061,
-0.010049748234450817,
-0.017656465992331505,
-0.01844247244298458,
-0.008127103559672832,
-0.0036519605200737715,
-0.005303975660353899,
0.014502502977848053,
-0.007721416652202606,
-0.024329693987965584,
-0.0016549847787246108,
-0.04031531512737274,
-0.026689643040299416,
0.00774325942620635,
0.04442445933818817,
0.04935756325721741,
-0.012243302538990974,
-0.029913507401943207,
0.018194230273365974,
0.07599799335002899,
0.01987200416624546,
0.03180234506726265,
0.005266902502626181,
-0.09721900522708893,
0.0043662781827151775,
0.05957340821623802,
0.04446804150938988,
-0.041613154113292694,
-0.018086520954966545,
-0.022928742691874504,
0.008216692134737968,
0.04294858127832413,
-0.0363476499915123,
0.03093179315328598,
-0.013650926761329174,
-0.014409513212740421,
-0.025798102840781212,
-0.03802013024687767,
-0.027899429202079773,
-0.010280020534992218,
-0.011670654639601707,
0.08408822119235992,
0.004179404582828283,
-0.017650486901402473,
-0.02333032712340355,
0.018333127722144127,
0.006750988308340311,
0.04719219356775284,
0.009044792503118515,
-0.049170415848493576,
0.009585559368133545,
0.012807733379304409,
-0.0216391459107399,
-0.055097952485084534,
-0.009618940763175488,
0.008705426938831806,
0.010583634488284588,
0.007369404658675194,
-0.014373105950653553,
-0.040492646396160126,
0.010208675637841225,
0.014602668583393097,
-0.02767217345535755,
-0.025403888896107674,
-0.04581861197948456,
0.007771479431539774,
0.009637072682380676,
0.042316142469644547,
0.04921005293726921,
-0.006860838737338781,
0.008850958198308945,
0.025742292404174805,
-0.024633364751935005,
0.020322920754551888,
-0.03584056347608566,
-0.03823726251721382,
-0.03119228407740593,
-0.022316791117191315,
-0.023000821471214294,
0.010397113859653473,
-0.01339287031441927,
0.014901258982717991,
-0.04479535296559334,
-0.03867020085453987,
-0.010383755899965763,
0.04878292232751846,
0.02688416838645935,
-0.031800735741853714,
0.0252614077180624,
0.010051479563117027,
0.007527132052928209,
-0.002242304850369692,
0.030900422483682632,
-0.019866257905960083,
0.010631856508553028,
0.021497396752238274,
-0.02636508271098137,
-0.012210709042847157,
-0.0483015775680542,
-0.0315423458814621,
-0.009933708235621452,
-0.019828395918011665,
0.024386996403336525,
0.009103052318096161,
0.039829809218645096,
-0.0048500122502446175,
-0.0589265301823616,
0.020076308399438858,
0.042456913739442825,
-0.006787218153476715,
0.030681537464261055,
-0.049602530896663666,
0.02741525135934353,
-0.0811983272433281,
0.015834901481866837,
-0.04380473122000694,
-0.06790521740913391,
0.012307098135352135,
0.014362765476107597,
-0.010458923876285553,
-0.013968409039080143,
0.017085377126932144,
-0.017544792965054512,
-0.022920062765479088,
-0.03362023085355759,
0.02899184077978134,
-0.030760062858462334,
-0.024199049919843674,
0.004839172121137381,
0.01391314622014761,
0.06327471137046814,
0.0317545086145401,
0.008572508580982685,
0.015695704147219658,
-0.03445380553603172,
-0.0012345280265435576,
-0.019168002530932426,
0.0019930265843868256,
-0.032216839492321014,
-0.02430717833340168,
-0.03643845021724701,
-0.00541852368041873,
0.04117899015545845,
-0.026748618111014366,
0.05882492661476135,
-0.013545166701078415,
-0.023579692468047142,
-0.033498115837574005,
-0.03618162125349045,
0.023180348798632622,
-0.04413897171616554,
-0.005386296194046736,
-0.005028332583606243,
-0.005744062829762697,
0.010140793398022652,
0.01871427148580551,
-0.010099798440933228,
0.039821211248636246,
-0.00006132516864454374,
0.014272673055529594,
0.050043366849422455,
0.026283204555511475,
-0.01647065207362175,
-0.023862222209572792,
-0.02674107998609543,
0.04514286667108536,
0.022390112280845642,
0.012190270237624645,
0.00442990567535162,
0.03239459916949272,
-0.03294003754854202,
-0.04808492586016655,
-0.01616991125047207,
-0.03989493474364281,
0.05864887684583664,
0.024689041078090668,
0.04842980206012726,
0.05922368913888931,
0.039524562656879425,
0.008697613142430782,
-0.02073568105697632,
-0.013016534969210625,
-0.006740238983184099,
0.033066149801015854,
0.05796351283788681,
0.009522036649286747,
-0.02864181622862816,
0.022258011624217033,
0.0030243713408708572,
0.03934750333428383,
0.020430589094758034,
-0.012620948255062103,
-0.004661440849304199,
0.014110558666288853,
-0.058690592646598816,
-0.06007850915193558,
0.0115390345454216,
-0.027966244146227837,
0.02134612947702408,
-0.0030605620704591274,
-0.02308787778019905,
0.030661163851618767,
0.029813673347234726,
0.012597707100212574,
-0.013197955675423145,
-0.029826240614056587,
-0.013384629972279072,
-0.0036243705544620752,
0.020835814997553825,
-0.03902482986450195,
0.0058886040933430195,
0.005589506588876247,
0.003190414048731327,
0.015541384927928448,
0.04357440024614334,
-0.029056787490844727,
-0.05700166895985603,
-0.04662642627954483,
-0.030018549412488937,
-0.060237154364585876,
0.050092242658138275,
0.031087378039956093,
-0.04306846112012863,
-0.019948361441493034,
0.0006864487077109516,
0.01371472142636776,
-0.017041964456439018,
0.03666408360004425,
-0.011568035930395126,
0.056272607296705246,
-0.002157761948183179,
-0.004134617280215025,
-0.0027246212121099234,
0.008268197998404503,
0.09069057554006577,
0.12947680056095123,
0.053430069237947464,
-0.06565682590007782,
0.04219236597418785,
-0.03898060694336891,
-0.03887973353266716,
-0.016188176348805428,
0.03189624845981598,
-0.01910778507590294,
0.005920449271798134,
0.03601616621017456,
-0.017153140157461166,
0.0011641255114227533,
0.02338768169283867,
0.06694334745407104,
-0.03713670372962952,
-0.016564225777983665,
0.008542287163436413,
0.01326837483793497,
0.009929199703037739,
-0.00012658783816732466,
-0.02640184760093689,
-0.014873624779284,
0.0003398111439310014,
-0.05287742242217064,
0.0194467194378376,
-0.00855084415525198,
0.03600388392806053,
-0.0016783025348559022,
-0.011815453879535198,
-0.005848539061844349,
0.001976050902158022,
0.02230096235871315,
-0.02999771013855934,
-0.011959141120314598,
0.010362452827394009,
-0.045722924172878265,
-0.02987818978726864,
0.018645357340574265,
-0.0036518226843327284,
0.00005502804560819641,
-0.004633672069758177,
-0.010724266059696674,
-0.03502936661243439,
-0.022557364776730537,
-0.016276558861136436,
0.02676682360470295,
0.017166754230856895,
-0.010531970299780369,
0.005533989053219557,
0.045354489237070084,
0.04073811322450638,
-0.05724501237273216,
0.00818618107587099,
0.034677743911743164,
0.04693584516644478,
-0.04059198126196861,
-0.001828426611609757,
-0.009822479449212551,
0.0348515659570694,
-0.016035860404372215,
-0.00009973308624466881,
0.03191250190138817,
-0.01185715664178133,
-0.0072957309894263744,
-0.02262357994914055,
0.0627828985452652,
-0.01072776224464178,
0.0045135109685361385,
-0.013778389431536198,
-0.016211198642849922,
-0.007423874456435442,
-0.005653263069689274,
0.028377767652273178,
0.017963368445634842,
-0.02998296171426773,
-0.02468106336891651,
-0.012052163481712341,
-0.020973550155758858,
-0.022142067551612854,
0.024838564917445183,
0.010922596789896488,
-0.004659151658415794,
-0.03244524076581001,
0.015664881095290184,
-0.006177231203764677,
0.029164927080273628,
0.042312752455472946,
0.045149482786655426,
-0.0050229355692863464,
0.03006078489124775,
0.022641994059085846,
-0.03437608852982521,
0.015284821391105652,
-0.016648991033434868,
-0.052107073366642,
-0.0007245169836096466,
-0.02238781936466694,
0.07012881338596344,
0.01653849147260189,
0.03053700551390648,
0.0028771283105015755,
0.053041066974401474,
-0.013574818149209023,
0.004137213341891766,
-0.005812914110720158,
-0.06735797971487045,
0.009705648757517338,
-0.004098163917660713,
0.0035555714275687933,
-0.05277054384350777,
-0.010063113644719124,
-0.0461358018219471,
-0.03800075873732567,
0.02476430870592594,
-0.019190559163689613,
-0.05121009424328804,
0.05301893875002861,
0.009390872903168201,
0.014767682179808617,
-0.026507634669542313,
0.0174538753926754,
-0.04195890575647354,
0.0020743103232234716,
0.008116945624351501,
-0.019631551578640938,
0.006158190313726664,
-0.016163986176252365,
-0.007434820756316185,
0.015319540165364742,
0.05187459662556648,
0.02814636006951332,
0.025856517255306244,
-0.009157681837677956,
0.019641250371932983,
0.0021636439487338066,
0.057883016765117645,
-0.08177664130926132,
-0.017429107800126076,
0.036830734461545944,
-0.07034473866224289,
-0.0008075190708041191,
0.023571111261844635,
-0.018367083743214607,
0.038734741508960724,
0.01609068736433983,
-0.03985892981290817,
-0.04285154119133949,
0.06435126811265945,
0.010694553144276142,
-0.006631676573306322,
0.010012831538915634,
0.008626743219792843,
0.02751266397535801,
-0.0028469653334468603,
0.014306816272437572,
-0.01290493831038475,
0.0064591034315526485,
-0.014096401631832123,
0.025371339172124863,
0.027411548420786858,
-0.015620972029864788,
0.012031124904751778,
0.024148710072040558,
0.024950463324785233,
0.027420882135629654,
-0.01722765527665615,
0.045783642679452896,
0.019049838185310364,
-0.03722485899925232,
-0.0039215413853526115,
0.035101816058158875,
0.05096181109547615,
-0.08346696197986603,
-0.009316015988588333,
-0.0037186688277870417,
0.026774698868393898,
0.009392959997057915,
-0.04515692591667175,
0.02209075726568699,
0.03509325534105301,
-0.027324512600898743,
-0.001616181107237935,
-0.01964687556028366,
-0.004621502943336964,
-0.028169114142656326,
0.0022159137297421694,
0.006804773584008217,
0.006806172896176577,
0.02184203639626503,
0.03859756514430046,
0.03793724253773689,
0.014689459465444088,
-0.025190439075231552,
-0.05781644955277443,
-0.01640443317592144,
0.04160599038004875,
-0.026149164885282516,
-0.046481721103191376,
-0.015723921358585358,
-0.009930003434419632,
-0.03375392407178879,
0.03462492302060127,
-0.0024767343420535326,
0.06900177150964737,
0.028792578727006912,
0.055117953568696976,
0.039750706404447556,
0.058525294065475464,
0.013802334666252136,
-0.005391930695623159,
0.003151881042867899,
-0.02864708937704563,
-0.024320771917700768,
0.024803558364510536,
-0.020347468554973602,
0.02564389258623123,
0.030268263071775436,
-0.03033595345914364,
-0.04394388943910599,
0.02221035771071911,
-0.006892014294862747,
-0.026558617129921913,
-0.004333094228059053,
0.007852098904550076,
0.010911691933870316,
-0.03033052571117878,
0.014485840685665607,
-0.037427593022584915,
-0.014323174953460693,
0.026305576786398888,
0.00628562830388546,
-0.01649048924446106,
0.005740790627896786,
-0.026467377319931984,
-0.024620233103632927,
-0.010718614794313908,
-0.015494822524487972,
-0.010181249119341373,
-0.06183980032801628,
0.010421201586723328,
0.0024236305616796017,
-0.016155017539858818,
-0.030564019456505775,
-0.045694030821323395,
-0.03436196967959404,
0.030039489269256592,
-0.021755199879407883,
0.01088504958897829,
0.025868268683552742,
-0.03580817952752113,
0.008623938076198101,
-0.08184224367141724,
0.05532452464103699,
0.007506242953240871,
0.02997167408466339,
-0.0442560650408268,
-0.0092934500426054,
-0.012786731123924255,
0.004342805594205856,
0.04793050140142441,
0.00033998567960225046,
-0.0005171953234821558,
-0.05049769952893257,
0.013100175186991692,
-0.006995638832449913,
-0.054174307733774185,
0.034717608243227005,
-0.027835339307785034,
-0.03068942204117775,
-0.02866092324256897,
-0.04781275987625122,
0.030799198895692825,
-0.015956779941916466,
0.011735699139535427,
0.005142533220350742,
0.022344116121530533,
0.007736772298812866,
-0.024584591388702393,
0.012669093906879425,
0.010436308570206165,
-0.005831148009747267,
0.020498644560575485,
-0.02096078172326088,
0.011897960677742958,
0.05660264566540718,
-0.007742385379970074,
-0.06445213407278061,
0.01737121120095253,
-0.0291441660374403,
0.003877461887896061,
-0.027194084599614143,
-0.00026581744896247983,
0.01692536100745201,
-0.055813755840063095,
0.041038740426301956,
0.035676393657922745,
-0.018203403800725937,
0.005983700975775719,
0.04619026929140091,
0.037373136729002,
0.04485631734132767,
-0.017900312319397926,
0.03018205612897873,
0.018473973497748375,
-0.03342742472887039,
0.0001444152876501903,
-0.009848634712398052,
0.019661007449030876,
0.025380490347743034,
0.011471997015178204,
0.03588840737938881,
-0.015358584001660347,
0.05032575875520706,
0.010117222554981709,
0.00307124643586576,
-0.033302776515483856,
0.0025489311665296555,
-0.030167551711201668,
-0.010899440385401249,
-0.002837932901456952,
-0.0002995941031258553,
-0.026208046823740005,
0.05989820882678032,
-0.06324896216392517,
0.008038416504859924,
-0.059180133044719696,
-0.0207033921033144,
-0.025299474596977234,
0.010153042152523994,
-0.020527582615613937,
0.08863861858844757,
-0.0033367115538567305,
0.0333666056394577,
0.008729809895157814,
-0.009941749274730682,
0.045688267797231674,
-0.034044232219457626,
0.030315900221467018,
-0.017243238165974617,
0.005096488166600466,
-0.02348172292113304,
0.011521883308887482,
-0.034663788974285126,
0.0070457723923027515,
0.05095352977514267,
0.050324857234954834,
0.014982481487095356,
-0.023582816123962402,
-0.019423453137278557,
0.007891171611845493,
0.011761369183659554,
-0.04611299932003021,
-0.023654652759432793,
-0.07004716247320175,
0.008810370229184628,
-0.0004740662407130003,
-0.013194441795349121
] |
<p>I have implemented a three-way anova with type III sum of squares in c++. Since some of my experiments (observations) are more important (more informative), I want to give them a higher weight in my analysis. For example, an experiment which is very important has a weight of 10, and a relatively important one has a weight of 5, and so on. To implement it, I repeat such observations in respect to its corresponding weight, 10 times, 5 times, ...<br>
I used the same concept in 2way anova, but there I used the conventional formulas of Sum of Squares, because my design was balanced. So there I just multiplied the value of each observation and the number of times I have seen that to the weight.<br>
Here, repeating the items makes the design matrix so big and increase the computational complexity. Now the problem is that what if I don't want to repeat them, but use a weight matrix? and what if the weights are not integer values (so I really can't repeat one item 0.3 times)?<br>
I found this formula <a href="http://www.stat.umn.edu/pub/macanova/docs/manual/manchp03.pdf" rel="nofollow">here</a>: </p>
<pre><code>H^=X(X'WX)-1XW
</code></pre>
<p>So I put my weights into W matrix and used this formula. To check if it works, I used the conventional method and repeated observations as often as the weight value, and gave it to MATLAB. But I got different SS values.</p>
<p>Could you please kindly tell me how I should change this formula? </p>
<p>Thanks,</p> | 74,025 | [
-0.037479232996702194,
-0.002728494815528393,
-0.010069625452160835,
-0.008052018471062183,
0.05985332280397415,
0.03344029188156128,
-0.025904718786478043,
-0.02204040251672268,
0.027511760592460632,
-0.03320147842168808,
0.011728910729289055,
0.015248576179146767,
0.04374893754720688,
0.018796376883983612,
0.03840308263897896,
-0.013361331075429916,
-0.025371043011546135,
-0.015446257777512074,
0.011545754969120026,
-0.014404397457838058,
-0.01562140416353941,
0.024879958480596542,
-0.022415660321712494,
-0.0040141218341887,
-0.031085774302482605,
0.04091604799032211,
0.01062075886875391,
-0.04618018493056297,
0.07099421322345734,
0.04701988771557808,
-0.029131537303328514,
-0.01705329306423664,
0.033386994153261185,
0.00002746673817455303,
0.04899042472243309,
0.010797393508255482,
-0.0044289277866482735,
0.008021974004805088,
-0.0075384825468063354,
0.012870918959379196,
-0.02886117808520794,
0.025210896506905556,
-0.015693584457039833,
0.012179255485534668,
0.022551890462636948,
0.019018812105059624,
-0.033242110162973404,
-0.05135050415992737,
0.045368894934654236,
-0.09187234938144684,
0.08754515647888184,
0.025264296680688858,
0.04022675380110741,
0.03552613407373428,
-0.03437589481472969,
-0.00881105661392212,
0.036042001098394394,
0.011844854801893234,
0.030827848240733147,
-0.01561744511127472,
0.019053682684898376,
-0.003740179119631648,
0.02960275486111641,
-0.012442132458090782,
-0.02684953063726425,
0.005660638213157654,
-0.021204302087426186,
-0.02916567400097847,
0.03660556301474571,
-0.047916922718286514,
0.01615522988140583,
0.015262731350958347,
0.047788262367248535,
-0.04120010510087013,
-0.006042962893843651,
-0.022591374814510345,
0.009360363706946373,
-0.0029693066608160734,
0.08980588614940643,
0.025416305288672447,
-0.021767007187008858,
0.05614856630563736,
0.005694607738405466,
0.05261790007352829,
0.011970173567533493,
-0.01056129951030016,
0.03980083018541336,
-0.01369507610797882,
0.01488642767071724,
0.028687620535492897,
-0.019307229667901993,
-0.004720519762486219,
0.05147426575422287,
0.022276513278484344,
-0.002820746274664998,
-0.009447026066482067,
0.0006318448577076197,
0.024442674592137337,
-0.0026429365389049053,
0.021163707599043846,
-0.0262605007737875,
-0.05096092075109482,
-0.030223365873098373,
0.038610514253377914,
-0.03004162758588791,
-0.0027742439415305853,
-0.00535375252366066,
0.02758958376944065,
-0.007467980030924082,
-0.03362033888697624,
0.013540629297494888,
0.01771538332104683,
-0.005532144568860531,
-0.019019318744540215,
-0.0017044885316863656,
-0.014236964285373688,
-0.009432393126189709,
0.012772751040756702,
0.02626369521021843,
0.07458693534135818,
0.031931765377521515,
-0.049132250249385834,
0.049339231103658676,
-0.052019961178302765,
-0.031180081889033318,
0.02093612775206566,
-0.01541505940258503,
-0.008219469338655472,
-0.02099354937672615,
0.07516483217477798,
0.02989010699093342,
-0.03468440845608711,
0.04061082378029823,
-0.018985312432050705,
-0.023004526272416115,
-0.01107074599713087,
-0.09232042729854584,
-0.06871727854013443,
0.029732050374150276,
-0.004533102735877037,
-0.030829129740595818,
-0.04270957410335541,
0.02371593564748764,
0.04993447661399841,
0.09284353256225586,
0.03886933624744415,
0.022142091765999794,
0.03002801164984703,
0.03842296078801155,
0.02310982346534729,
0.0019000853644683957,
-0.023414598777890205,
-0.03839760273694992,
-0.030362607911229134,
0.0006842483999207616,
-0.07367099076509476,
0.02941483072936535,
-0.002996073802933097,
-0.003702824702486396,
0.0002525433083064854,
0.031135443598031998,
0.011242982931435108,
-0.009217983111739159,
0.00008008616714505479,
-0.04020221158862114,
-0.013221904635429382,
0.04871682822704315,
-0.021645566448569298,
0.04142902418971062,
-0.004865223076194525,
-0.018958372995257378,
-0.017549820244312286,
-0.02293592505156994,
0.06179126352071762,
0.05914714187383652,
0.012236700393259525,
0.014485666528344154,
-0.04881945624947548,
0.02143264375627041,
0.035088758915662766,
-0.00877019576728344,
-0.04360098019242287,
0.006075965240597725,
-0.014751521870493889,
0.04763203114271164,
0.02924123965203762,
-0.011692799627780914,
0.01670677401125431,
0.05441969633102417,
-0.025965839624404907,
-0.047513481229543686,
-0.06660213321447372,
0.01356764230877161,
0.0072463806718587875,
-0.03820868209004402,
0.00786765106022358,
-0.014349501579999924,
0.0016224690480157733,
0.02772190235555172,
-0.011896701529622078,
-0.01546619925647974,
0.02821493148803711,
0.06184294447302818,
-0.032300226390361786,
-0.008384239859879017,
0.010846134275197983,
0.04955839738249779,
-0.02555261366069317,
0.06386162340641022,
-0.04402227699756622,
-0.01937623880803585,
-0.00017406322876922786,
-0.020462870597839355,
-0.020121876150369644,
0.0023438388016074896,
-0.03172896057367325,
0.0016299494309350848,
0.019497280940413475,
-0.011639993637800217,
0.04229161515831947,
-0.059906646609306335,
0.08185173571109772,
0.09239614754915237,
0.010702650062739849,
0.016257338225841522,
0.04560171067714691,
0.006737825460731983,
0.019288992509245872,
-0.02412468194961548,
-0.024300752207636833,
-0.0056098466739058495,
-0.001589987426996231,
0.0016365706687793136,
0.010588104836642742,
-0.04066324234008789,
0.01001646462827921,
0.05188864842057228,
0.01172630861401558,
0.02069527842104435,
0.060944076627492905,
0.021774955093860626,
-0.006772338412702084,
-0.0057105254381895065,
0.014169358648359776,
0.04132217913866043,
0.022490011528134346,
-0.00872240774333477,
0.044796064496040344,
0.014019455760717392,
0.0070539843291044235,
-0.0007514459430240095,
0.035212598741054535,
0.0032875328324735165,
0.02424820140004158,
-0.035728514194488525,
-0.004850422497838736,
0.025687139481306076,
-0.025537988170981407,
0.0008225603960454464,
0.043768107891082764,
-0.014781875535845757,
0.01522000040858984,
-0.013566230423748493,
-0.03584727272391319,
-0.011253979057073593,
-0.012811011634767056,
-0.00235556298866868,
0.01858387142419815,
0.022756187245249748,
0.009019797667860985,
0.03593785688281059,
-0.03745760768651962,
0.015216270461678505,
-0.0046126204542815685,
0.026160746812820435,
0.005253090523183346,
0.002519626636058092,
-0.007048220839351416,
-0.02861659601330757,
-0.04053093120455742,
-0.016194434836506844,
-0.015869662165641785,
-0.010047460906207561,
0.005111973732709885,
-0.06599494069814682,
-0.027367444708943367,
-0.026241406798362732,
-0.011330521665513515,
0.036455459892749786,
-0.005284180864691734,
-0.005056018941104412,
0.055856671184301376,
0.014235547743737698,
-0.011289921589195728,
-0.027178233489394188,
-0.012630215846002102,
-0.004258836153894663,
0.004878147970885038,
-0.0034268151503056288,
0.032731927931308746,
0.036015525460243225,
-0.06688227504491806,
0.048364076763391495,
-0.02969246916472912,
-0.022960606962442398,
-0.02304190956056118,
0.00045117505942471325,
-0.002028962131589651,
-0.014747889712452888,
0.03289072960615158,
0.02317187935113907,
-0.024893950670957565,
-0.027265990152955055,
-0.0401788167655468,
-0.03740997239947319,
-0.013552875258028507,
0.017937518656253815,
0.039028141647577286,
0.0077592781744897366,
-0.0033213726710528135,
0.07892093807458878,
0.035742223262786865,
-0.01766500063240528,
-0.031455714255571365,
-0.003627025056630373,
-0.0004821046022698283,
-0.03984499350190163,
0.05505416914820671,
-0.004335061646997929,
-0.03667649254202843,
-0.026871968060731888,
-0.01385758351534605,
-0.015797529369592667,
0.06817495822906494,
0.02392907440662384,
-0.0031554955057799816,
0.014463163912296295,
0.01107698678970337,
-0.05135265365242958,
0.04344607889652252,
-0.024480098858475685,
0.0010520763462409377,
-0.014359869062900543,
0.04510771483182907,
-0.01000749971717596,
-0.012905504554510117,
-0.04201478511095047,
0.0012421238934621215,
-0.035648684948682785,
0.06113804876804352,
-0.02904563955962658,
0.040631480515003204,
0.011561479419469833,
-0.020619837567210197,
-0.001273931236937642,
-0.0015855852980166674,
0.03433283418416977,
-0.020303091034293175,
-0.007686632219702005,
0.004719233140349388,
0.051242679357528687,
-0.00967186689376831,
-0.021620329469442368,
-0.024874767288565636,
-0.0057095433585345745,
0.01682991348206997,
-0.031466636806726456,
-0.004988590721040964,
0.007711778860539198,
0.03578145429491997,
-0.005835480522364378,
0.017143655568361282,
-0.01425324846059084,
-0.015008294954895973,
-0.049386728554964066,
-0.0315740704536438,
-0.05016113445162773,
0.062290582805871964,
-0.014138330705463886,
0.032309744507074356,
0.011953389272093773,
-0.018557492643594742,
0.013581184670329094,
-0.0709376335144043,
-0.07077119499444962,
0.02570289559662342,
0.053083669394254684,
-0.016844244673848152,
0.06649978458881378,
-0.046059370040893555,
0.010691391304135323,
-0.039357252418994904,
0.017617566511034966,
0.008026393130421638,
0.021496668457984924,
-0.028156166896224022,
0.022260889410972595,
0.00235847570002079,
0.00848905835300684,
-0.02790161594748497,
0.03278110548853874,
0.02484079636633396,
-0.02991297096014023,
0.0008883660193532705,
-0.01270996779203415,
-0.07841049879789352,
0.0007198969251476228,
-0.013275150209665298,
0.01309134066104889,
0.015578088350594044,
0.03672448918223381,
-0.004385077860206366,
0.0676206648349762,
-0.07193925976753235,
0.009929443709552288,
0.007024544291198254,
0.016989650204777718,
0.014124755747616291,
0.04288354888558388,
-0.018092187121510506,
-0.022913362830877304,
-0.004300341010093689,
0.007383415475487709,
0.02292715571820736,
-0.008829916827380657,
0.021656116470694542,
0.03894057869911194,
-0.028853219002485275,
-0.09342845529317856,
0.0023031095042824745,
0.06382536888122559,
0.014732141979038715,
0.008574387058615685,
-0.03138674795627594,
0.036328043788671494,
-0.018856339156627655,
-0.022232661023736,
0.0018119701417163014,
-0.0007606135914102197,
0.0013210508041083813,
-0.020380893722176552,
0.0317913219332695,
-0.008560612797737122,
-0.002600405365228653,
0.01447972934693098,
0.031903963536024094,
0.04925879091024399,
-0.0018682203954085708,
-0.039536114782094955,
-0.017886891961097717,
0.005996758583933115,
0.053596172481775284,
0.008079198189079762,
-0.013259819708764553,
-0.0605749636888504,
-0.016505789011716843,
0.03338996693491936,
0.06621690839529037,
-0.020297987386584282,
0.0229683518409729,
-0.00989724975079298,
-0.004935046657919884,
0.01120139379054308,
-0.047439657151699066,
0.046817682683467865,
-0.03223225101828575,
0.01986664906144142,
-0.05732002854347229,
0.005592463072389364,
-0.04466656967997551,
0.02106354758143425,
-0.05295007675886154,
0.03718351200222969,
-0.00012341119872871786,
-0.020921187475323677,
-0.048342831432819366,
0.008630737662315369,
0.03989075869321823,
0.021324744448065758,
-0.04216223582625389,
-0.018230510875582695,
0.012980770319700241,
0.026809819042682648,
-0.04086250066757202,
-0.07208709418773651,
-0.0075742932967841625,
0.0021530247759073973,
0.007273199502378702,
0.03899892047047615,
-0.01150688249617815,
-0.03923269361257553,
0.003392424900084734,
0.004217245616018772,
0.000978092080913484,
-0.030594073235988617,
0.0017065908759832382,
0.037542592734098434,
0.01754707843065262,
0.0010293942177668214,
0.06283202767372131,
0.038764696568250656,
0.005639899987727404,
0.016918489709496498,
-0.027610424906015396,
0.007514184340834618,
-0.015958527103066444,
-0.017598005011677742,
-0.05822813883423805,
-0.00015503419854212552,
-0.015227038413286209,
0.025768300518393517,
0.030987391248345375,
0.032476626336574554,
-0.026899704709649086,
-0.025329049676656723,
-0.0031544368248432875,
-0.00031965787638910115,
0.02081269957125187,
-0.024957925081253052,
0.007969449274241924,
0.0506276898086071,
0.008843442425131798,
-0.03949347510933876,
0.010959247127175331,
-0.011426340788602829,
-0.026278097182512283,
0.0029142226558178663,
-0.004385179374366999,
0.006247607059776783,
-0.0385601781308651,
-0.015775363892316818,
0.006426061037927866,
-0.03420673683285713,
0.046637773513793945,
-0.02050255425274372,
0.017987390980124474,
-0.003802324179559946,
-0.06665289402008057,
0.025417406111955643,
0.015235275961458683,
-0.0115816006436944,
-0.00910973735153675,
-0.03396700322628021,
0.029499460011720657,
-0.0032644332386553288,
0.0026879389770329,
-0.08357446640729904,
-0.035418447107076645,
0.03151572868227959,
0.03908853232860565,
0.014701206237077713,
0.01473193522542715,
-0.01061483658850193,
-0.013342322781682014,
-0.04820307716727257,
-0.04911468178033829,
0.043835513293743134,
-0.01639341376721859,
-0.007577680982649326,
0.009218964725732803,
0.05851417034864426,
0.07783094793558121,
-0.011610432527959347,
-0.006770579144358635,
-0.0045478614047169685,
-0.04645707085728645,
-0.008010984398424625,
-0.00223484355956316,
-0.03712109848856926,
-0.048355963081121445,
-0.006516949273645878,
-0.019476767629384995,
-0.019793644547462463,
0.0397687591612339,
-0.008015425875782967,
-0.011975301429629326,
-0.004879834596067667,
-0.006025872193276882,
-0.002147400751709938,
-0.040868181735277176,
0.013446585275232792,
-0.015565849840641022,
0.021666619926691055,
0.0011008037254214287,
0.005761926528066397,
-0.04750925675034523,
0.016300713643431664,
0.00846924539655447,
-0.006197874899953604,
-0.036886781454086304,
-0.029972238466143608,
0.03600429370999336,
0.009050157852470875,
-0.006461252458393574,
-0.009987696073949337,
-0.021835925057530403,
0.021388530731201172,
0.019825389608740807,
-0.01594720594584942,
0.011801235377788544,
0.01731085032224655,
-0.014193912968039513,
-0.002446646336466074,
-0.07449039816856384,
0.036030177026987076,
0.06682153791189194,
-0.020609373226761818,
0.03271486610174179,
0.06771907955408096,
0.011843282729387283,
-0.013836484402418137,
-0.0011354752350598574,
-0.01615229621529579,
-0.007861686870455742,
0.03209559619426727,
0.06850830465555191,
0.0163333211094141,
-0.0064385151490569115,
0.018539518117904663,
0.04321209341287613,
0.027706855908036232,
0.013230979442596436,
-0.00363173964433372,
0.02597452886402607,
-0.007924539968371391,
-0.010206885635852814,
-0.04165157303214073,
0.024967290461063385,
-0.009897167794406414,
0.025352369993925095,
-0.01216221321374178,
-0.024206077679991722,
0.03369423374533653,
0.03349563106894493,
0.01061677560210228,
-0.04452047497034073,
-0.05129285901784897,
-0.04968083277344704,
-0.008868183009326458,
0.027109168469905853,
-0.05031002685427666,
0.015691464766860008,
0.051594700664281845,
0.028799250721931458,
0.018811162561178207,
0.0028797511477023363,
-0.03479824587702751,
-0.07354056090116501,
-0.032012470066547394,
-0.026956254616379738,
-0.03793266788125038,
0.03756130859255791,
0.02513473480939865,
-0.045723266899585724,
-0.005345780868083239,
-0.0023279497399926186,
0.0305224247276783,
-0.0017192622181028128,
0.04600737243890762,
0.014138804748654366,
0.023709431290626526,
-0.015975646674633026,
0.02876700647175312,
0.018808141350746155,
0.02427886240184307,
0.11767171323299408,
0.04738558828830719,
0.06970137357711792,
-0.02783369831740856,
0.07690208405256271,
-0.024441851302981377,
0.01548962201923132,
-0.025523241609334946,
0.011228390038013458,
-0.0036497479304671288,
-0.024597937241196632,
0.00795629620552063,
0.03188202157616615,
-0.006480411160737276,
0.03902594372630119,
0.03352324292063713,
-0.029302138835191727,
-0.03786094859242439,
0.019130930304527283,
0.015791136771440506,
0.004114833660423756,
-0.006974685937166214,
-0.03419380262494087,
0.03455917537212372,
-0.013051166199147701,
-0.013223843649029732,
0.00606841966509819,
-0.027191581204533577,
-0.006289822980761528,
-0.028082985430955887,
0.011952259577810764,
0.025896448642015457,
-0.007989754900336266,
0.021752245724201202,
-0.034018389880657196,
0.021832507103681564,
0.04002713784575462,
-0.0197587963193655,
0.01948566734790802,
0.023767469450831413,
0.009052515961229801,
-0.007634923793375492,
-0.028067631646990776,
0.033541787415742874,
-0.05185844376683235,
-0.024388998746871948,
-0.013091177679598331,
0.04695170000195503,
-0.006630550604313612,
-0.04789721220731735,
0.009399556554853916,
0.00371279357932508,
0.017973804846405983,
-0.07185734063386917,
-0.005106878466904163,
0.028636464849114418,
0.028804179280996323,
-0.04049481824040413,
-0.036221299320459366,
-0.008697893470525742,
-0.020680734887719154,
-0.01560577005147934,
0.009191883727908134,
0.05562233179807663,
-0.04248614236712456,
-0.008405580185353756,
-0.014517546631395817,
0.04467654600739479,
-0.009581450372934341,
-0.0429888591170311,
-0.008285237476229668,
-0.011388219892978668,
0.003267312189564109,
-0.05136328935623169,
-0.019880980253219604,
-0.002609125105664134,
0.0020442686509341,
-0.03208688646554947,
-0.006256341468542814,
-0.0467403382062912,
-0.0582854337990284,
-0.016462475061416626,
-0.028339361771941185,
0.015319149009883404,
-0.03811326622962952,
0.02428145334124565,
0.021152183413505554,
0.05071704834699631,
-0.013558916747570038,
-0.021483678370714188,
0.01611963100731373,
0.02159307524561882,
0.015249600633978844,
-0.060727693140506744,
0.004198446869850159,
0.031251195818185806,
0.0003192431468050927,
-0.0015159912873059511,
-0.0032801725901663303,
0.062069568783044815,
0.034727923572063446,
0.03167625144124031,
-0.010118752717971802,
0.04814474284648895,
-0.014924390241503716,
0.007165252696722746,
0.018726862967014313,
-0.05693983659148216,
0.0003489587106741965,
-0.0040318346582353115,
0.010232989676296711,
-0.00604971032589674,
-0.04998962953686714,
-0.07639095187187195,
-0.034769654273986816,
-0.03325324505567551,
0.007049748674035072,
-0.020406095311045647,
0.014461945742368698,
-0.02801959402859211,
0.028451930731534958,
-0.02504008077085018,
0.012650111690163612,
-0.034285254776477814,
0.011392696760594845,
-0.04313087835907936,
-0.009667408652603626,
-0.031048646196722984,
0.013244718313217163,
-0.03149275481700897,
0.034433651715517044,
0.021098937839269638,
-0.010085215792059898,
0.016202624887228012,
-0.012955705635249615,
0.007285646628588438,
-0.011222954839468002,
0.06444025784730911,
-0.0005919467657804489,
-0.009420929476618767,
0.031168309971690178,
-0.05197775736451149,
-0.009495235979557037,
0.035266660153865814,
-0.0536673367023468,
0.025449972599744797,
0.022958291694521904,
-0.01628175377845764,
0.014693736098706722,
0.029439818114042282,
-0.012125113047659397,
-0.01652887649834156,
0.010187688283622265,
-0.02266582101583481,
0.015882164239883423,
-0.015628965571522713,
0.040579088032245636,
0.029405178502202034,
-0.01386058609932661,
0.04109012335538864,
0.04040125757455826,
-0.0034066904336214066,
-0.014692061580717564,
0.008163845166563988,
0.004343078006058931,
0.042841482907533646,
-0.0035728795919567347,
-0.0236427653580904,
0.018451493233442307,
0.05558793991804123,
-0.04031495749950409,
0.01838524080812931,
-0.05178392305970192,
0.041911084204912186,
-0.0630543902516365,
-0.03205769136548042,
-0.01379603985697031,
-0.0016041203634813428,
0.04420386999845505,
-0.03287933021783829,
0.015407075174152851,
0.021359028294682503,
-0.068391352891922,
0.025486106052994728,
-0.003483517561107874,
-0.005209928844124079,
-0.014083013869822025,
-0.01670534722507,
-0.026704108342528343,
0.020053798332810402,
0.00406440906226635,
-0.020588595420122147,
0.05596264451742172,
0.045282360166311264,
-0.004237758461385965,
-0.05276463180780411,
-0.008551145903766155,
0.021242676302790642,
0.026184670627117157,
-0.06541059911251068,
0.019647661596536636,
-0.008300834335386753,
-0.05182793363928795,
0.03271086886525154,
-0.021398648619651794,
0.017979081720113754,
0.004277401603758335,
0.06148108094930649,
-0.009576160460710526,
0.06551441550254822,
-0.0030211617704480886,
0.0044423434883356094,
0.03618427366018295,
-0.017827335745096207,
0.003551660105586052,
-0.00611664867028594,
0.003086827928200364,
0.053330305963754654,
0.02658543735742569,
0.0016852349508553743,
-0.0034884021151810884,
-0.0028850140515714884,
-0.011813548393547535,
0.002050067065283656,
-0.01739235781133175,
-0.021156368777155876,
0.008246191777288914,
-0.025711655616760254,
0.016108965501189232,
0.00026989204343408346,
0.026537016034126282,
0.02161312848329544,
-0.0016237415838986635,
-0.012389285489916801,
0.021729080006480217,
-0.0059327553026378155,
-0.03077886439859867,
0.02537969872355461,
-0.010260147973895073,
-0.031832899898290634,
-0.060653205960989,
-0.021864915266633034,
0.018190454691648483,
-0.00794707890599966,
-0.03388160467147827,
-0.00841189082711935,
-0.0401485338807106,
0.056624848395586014,
-0.02825097367167473,
-0.006978652905672789,
-0.006211070343852043,
0.001249088323675096,
0.016538619995117188,
-0.11251426488161087,
0.053746894001960754,
0.03657514974474907,
-0.023129913955926895,
-0.02815086767077446,
-0.003991040866822004,
-0.006182268261909485,
0.053392451256513596,
0.05959577485918999,
0.008820769377052784,
-0.002546053845435381,
-0.029540816321969032,
0.025368209928274155,
0.0005350110004656017,
-0.041293203830718994,
0.04487647861242294,
0.0050927759148180485,
-0.0010790438391268253,
-0.0008105366141535342,
-0.0008358713239431381,
0.04138266667723656,
0.0014440647792071104,
0.00936575885862112,
-0.013398013077676296,
-0.018543152138590813,
0.011704771779477596,
-0.007495878264307976,
0.004323551431298256,
0.007964663207530975,
-0.03899656981229782,
0.042224425822496414,
-0.03399865701794624,
0.007191777694970369,
0.035160910338163376,
-0.0065736365504562855,
-0.026372475549578667,
0.01720874197781086,
-0.03588666021823883,
0.011025944724678993,
0.026655837893486023,
-0.009453989565372467,
0.049188967794179916,
-0.08545073121786118,
-0.00971426721662283,
0.010697285644710064,
-0.03426911681890488,
-0.020769303664565086,
0.06070576608181,
0.049352265894412994,
0.026056014001369476,
0.04707375168800354,
0.015603287145495415,
-0.024002760648727417,
0.018444640561938286,
-0.01299796812236309,
0.02535061724483967,
0.013094632886350155,
-0.0032475704792886972,
0.004736211616545916,
0.03382212668657303,
-0.012467815540730953,
0.0389835387468338,
-0.0037621725350618362,
0.033129092305898666,
-0.012803109362721443,
-0.0017630010843276978,
-0.014766895212233067,
-0.03189387172460556,
0.0019511108985170722,
-0.000637628196272999,
-0.040318120270967484,
0.05920301377773285,
-0.015519841574132442,
-0.009592095389962196,
-0.03320766240358353,
0.020271016284823418,
-0.031103121116757393,
-0.02386288344860077,
0.021350927650928497,
0.08206629008054733,
0.0142372390255332,
-0.006639034487307072,
-0.005166023038327694,
-0.022076111286878586,
0.017948148772120476,
-0.007593993563205004,
0.037225689738988876,
0.0024252792354673147,
0.012764672748744488,
-0.035608675330877304,
-0.02713426575064659,
-0.05431487411260605,
0.007938460446894169,
0.03917693719267845,
0.03010430932044983,
0.031505465507507324,
-0.002709690947085619,
-0.051011115312576294,
-0.00011962864664383233,
0.016800114884972572,
-0.04541080445051193,
-0.014541799202561378,
-0.024887027218937874,
0.03716340288519859,
-0.0072090765461325645,
-0.003429372562095523
] |
<p>I iterated my 10-fold cross validation 100 times for several methods. Now I want to use a t-test to test if the results are significant. However, I'm not sure what the sample size is.
Is the sample size the original amount of samples, or is it the original amount of samples x 100?</p>
<h2>edit:</h2>
<p>For university we need to classify 3 cancer types and give an estimation of how well our model will perform. We received a dataset with 100 samples. We split the data up into a training and test set using stratified sampling with a ratio of 0.3 and 0.7. The resulting training set consists of 69 samples, and the test set out of 31 samples.</p>
<p>We used repeated cross validation because of this paper:
<a href="http://www.cse.iitb.ac.in/~tarung/smt/papers_ppt/ency-cross-validation.pdf" rel="nofollow">http://www.cse.iitb.ac.in/~tarung/smt/papers_ppt/ency-cross-validation.pdf</a></p>
<p>The repeated cross-validation is done on the same training set, but with the folds are randomly chosen every time, so they should be different every time.</p>
<p>The significance we want to test is if the accuracy of one model is significantly better than the accuracy of a different model. </p> | 46,718 | [
-0.03356162831187248,
-0.014127245172858238,
0.0037848104257136583,
0.0075288200750947,
0.04390483349561691,
0.025163322687149048,
0.0014238763833418489,
-0.021363267675042152,
0.04145479574799538,
-0.00607667863368988,
0.06777383387088776,
0.013533457182347775,
0.03262230381369591,
-0.01399304810911417,
0.004501885734498501,
0.005288651213049889,
-0.04785186052322388,
0.013767324388027191,
-0.000054610471124760807,
0.008113819174468517,
-0.002288727555423975,
-0.0120918657630682,
0.022522136569023132,
-0.021502966061234474,
-0.01584716886281967,
0.04653461277484894,
0.030859127640724182,
-0.03376774862408638,
0.05156577751040459,
0.034243881702423096,
-0.027090314775705338,
-0.009012448601424694,
0.018257448449730873,
0.04681352898478508,
0.0059097688645124435,
-0.0017695908900350332,
-0.008412077091634274,
-0.03269687294960022,
0.013060473836958408,
-0.002526647411286831,
0.004510596860200167,
-0.013900780119001865,
-0.00880003534257412,
0.04212310165166855,
-0.02054079808294773,
0.02521461248397827,
-0.05274175852537155,
-0.05344291031360626,
0.03220372647047043,
-0.017764754593372345,
0.08275753259658813,
0.008318611420691013,
0.036813464015722275,
0.0011872657341882586,
-0.00884875189512968,
-0.028477760031819344,
0.010152679868042469,
0.029887918382883072,
-0.027788452804088593,
-0.02185099944472313,
-0.02192571572959423,
-0.032182727009058,
-0.006245335564017296,
-0.027751050889492035,
-0.03957393020391464,
0.015049951151013374,
-0.020046545192599297,
-0.0009169253171421587,
0.03233979269862175,
-0.005421641748398542,
0.043303318321704865,
0.003970752935856581,
0.03214556351304054,
-0.03836829215288162,
-0.028964214026927948,
-0.02031995728611946,
0.00399320712313056,
0.05569776892662048,
0.06714034825563431,
0.051614634692668915,
0.013199822045862675,
0.016274865716695786,
0.006522977724671364,
0.017118437215685844,
0.03516785427927971,
-0.025556741282343864,
0.07361267507076263,
0.0059348950162529945,
0.02959432452917099,
0.008944048546254635,
0.005241019651293755,
0.002409272827208042,
0.0861416757106781,
-0.006166910286992788,
-0.00679839588701725,
0.01478281244635582,
-0.01855500042438507,
0.03534215688705444,
-0.004292435944080353,
0.0315885916352272,
-0.003566374536603689,
-0.05871274322271347,
0.03379593417048454,
0.05860498175024986,
-0.032882362604141235,
0.01136600598692894,
-0.016080426052212715,
-0.017263242974877357,
-0.03970101848244667,
-0.0006960642640478909,
0.006328968331217766,
-0.002193834399804473,
0.024091936647892,
0.012154503725469112,
0.018011171370744705,
0.02228226698935032,
-0.0033589161466807127,
-0.0024607146624475718,
0.04023251309990883,
0.05815231800079346,
0.03483011573553085,
-0.027340874075889587,
0.04940005764365196,
-0.04186570644378662,
-0.036374274641275406,
0.008804336190223694,
-0.017630690708756447,
0.0012872148072347045,
-0.02366221882402897,
0.0667036697268486,
-0.01805858314037323,
-0.0336596742272377,
0.0018317910144105554,
-0.01790557987987995,
0.011798949912190437,
0.00039588066283613443,
-0.06333032250404358,
-0.05953263118863106,
0.03352401405572891,
-0.0029248739592731,
0.01969759911298752,
-0.04633926972746849,
0.004157115239650011,
0.0032295987475663424,
0.03237588331103325,
0.03176093474030495,
0.043815068900585175,
0.01717335544526577,
0.04560761898756027,
0.0017770325066521764,
-0.03649153932929039,
-0.02433384209871292,
-0.03232994303107262,
0.013901415280997753,
-0.044047314673662186,
-0.10443323850631714,
0.020328035578131676,
0.008540600538253784,
0.0025198454968631268,
-0.017693597823381424,
0.006642639171332121,
-0.010671149007976055,
-0.0001698109699646011,
-0.028573649004101753,
0.004817507229745388,
-0.03294162452220917,
0.05967270955443382,
-0.008758856914937496,
0.022441469132900238,
-0.0017148986225947738,
-0.013939425349235535,
-0.03130364790558815,
0.0420047827064991,
0.004068910144269466,
0.005831520538777113,
0.004724245984107256,
0.04462027922272682,
-0.035468876361846924,
0.02009810321033001,
0.06319579482078552,
-0.01668451353907585,
-0.016280656680464745,
-0.010280082002282143,
0.0024530114606022835,
0.012134724296629429,
0.033344052731990814,
0.0029133064672350883,
-0.018234627321362495,
0.009451189078390598,
-0.024042095988988876,
-0.06638454645872116,
-0.07628897577524185,
0.02374880388379097,
-0.012927227653563023,
-0.010371572338044643,
-0.02236964739859104,
-0.007500492036342621,
0.01584210805594921,
0.011369404383003712,
-0.018466392531991005,
-0.012813122011721134,
0.0023116387892514467,
0.021822158247232437,
-0.03153194487094879,
0.017793970182538033,
0.0374000146985054,
-0.005133629776537418,
-0.03964638710021973,
0.07218557596206665,
-0.006918798666447401,
-0.028885753825306892,
0.021884365007281303,
-0.027853837236762047,
-0.0243837870657444,
-0.04234255850315094,
-0.03313124179840088,
0.004336040932685137,
0.01805754005908966,
-0.025484487414360046,
0.07072553783655167,
-0.06004106625914574,
0.071817547082901,
0.06762092560529709,
-0.02367103099822998,
0.02020532451570034,
-0.015402214601635933,
-0.012040494941174984,
0.036006249487400055,
-0.006759308744221926,
-0.029375430196523666,
-0.07582319527864456,
-0.042830564081668854,
0.05159696936607361,
0.02659432590007782,
-0.030597226694226265,
0.007907475344836712,
0.05223575979471207,
-0.003450921503826976,
0.028650572523474693,
0.01165764220058918,
0.02939092367887497,
-0.03351772576570511,
-0.0030818588566035032,
0.0415937565267086,
0.017031166702508926,
-0.004736525006592274,
-0.004707212559878826,
-0.008813895285129547,
0.06044759228825569,
0.029697896912693977,
-0.012674126774072647,
0.04079993814229965,
-0.016276990994811058,
0.0013043951475992799,
-0.0221197959035635,
-0.0016813288675621152,
0.03828202188014984,
-0.019463131204247475,
-0.02358834818005562,
0.0031352376099675894,
-0.0058679054491221905,
0.012974720448255539,
0.00042492678039707243,
-0.005178041290491819,
0.03209013491868973,
0.025276105850934982,
-0.009026133455336094,
-0.02651788666844368,
0.013783164322376251,
-0.054954782128334045,
-0.010794276371598244,
-0.009439637884497643,
-0.02757939323782921,
-0.03557947650551796,
0.012631205841898918,
0.024667534977197647,
0.0013511651195585728,
0.04424325004220009,
-0.03099455125629902,
-0.028375467285513878,
-0.0003748447052203119,
-0.03898774832487106,
0.023452596738934517,
-0.014994521625339985,
-0.03935978561639786,
0.027154365554451942,
-0.0033268893603235483,
-0.01689041592180729,
0.03323369473218918,
-0.004535761661827564,
-0.030974026769399643,
0.02073260024189949,
0.023690618574619293,
-0.045443471521139145,
-0.02181311324238777,
-0.05504363030195236,
0.023605015128850937,
0.019951418042182922,
-0.02156129851937294,
0.055141549557447433,
0.022817986086010933,
-0.023029698058962822,
0.05127020925283432,
0.005803151987493038,
-0.019146833568811417,
-0.0035672509111464024,
-0.004002705682069063,
-0.009682386182248592,
-0.01463959738612175,
-0.00919781532138586,
0.019413309171795845,
0.003296568524092436,
-0.021852552890777588,
-0.06774234026670456,
-0.07758805900812149,
0.002690898487344384,
-0.0037465482018887997,
0.04262663051486015,
0.00350277591496706,
-0.01877342164516449,
0.09345640242099762,
0.04537977650761604,
-0.017976932227611542,
-0.020325521007180214,
0.02283259853720665,
-0.037714697420597076,
-0.0179208442568779,
0.02693140134215355,
-0.010927695780992508,
0.002367237117141485,
-0.01028454303741455,
-0.017733758315443993,
0.018845146521925926,
0.046285733580589294,
-0.02442382276058197,
-0.002163942437618971,
0.012530707754194736,
0.03485365957021713,
-0.004892200697213411,
0.03155767545104027,
0.01292843371629715,
-0.02454044297337532,
0.032506901770830154,
-0.004467572085559368,
0.014982648193836212,
0.007421520072966814,
-0.03474368155002594,
0.022625841200351715,
-0.0014115553349256516,
-0.009702551178634167,
-0.024583600461483,
0.021194742992520332,
-0.005209893453866243,
-0.028259532526135445,
-0.01889156363904476,
0.03889736905694008,
0.0493677593767643,
-0.03463537618517876,
0.004135941155254841,
0.026245377957820892,
0.038211748003959656,
-0.009441674686968327,
0.002389751374721527,
-0.03881242871284485,
-0.0024524189066141844,
0.014857582747936249,
0.003257041098549962,
-0.04518047347664833,
0.04196937754750252,
0.05719141289591789,
0.03827783465385437,
-0.024964144453406334,
-0.0419217124581337,
0.021059691905975342,
-0.05849604308605194,
-0.007363473996520042,
-0.04202474653720856,
0.05724630877375603,
0.007778890430927277,
0.01063729077577591,
0.009692899882793427,
-0.022254014387726784,
0.0045228940434753895,
0.0057372129522264,
-0.05167403444647789,
0.05941705405712128,
-0.007627089507877827,
-0.006849693134427071,
-0.008431175723671913,
-0.007648495025932789,
0.020945362746715546,
-0.004221088718622923,
0.022984541952610016,
0.03351227566599846,
0.016740305349230766,
-0.013014020398259163,
0.025363100692629814,
-0.03423375263810158,
-0.011913868598639965,
0.0041783940978348255,
0.05613580718636513,
-0.0011701168259605765,
0.013573804870247841,
0.012882569804787636,
0.014044889248907566,
-0.014778601005673409,
-0.03660181537270546,
-0.01759417913854122,
0.03873787820339203,
-0.01598230004310608,
0.03844412788748741,
0.03974281996488571,
0.06092728674411774,
-0.07774709165096283,
0.02721366472542286,
-0.018583282828330994,
0.019707610830664635,
0.031007902696728706,
0.012968948110938072,
-0.02129559963941574,
-0.06633364409208298,
-0.0171651653945446,
0.018658995628356934,
-0.014801444485783577,
0.006337796337902546,
-0.025811096653342247,
0.05021112039685249,
0.025444606319069862,
-0.06114741787314415,
0.026034589856863022,
0.054099198430776596,
0.008703265339136124,
0.010028376244008541,
-0.08324267715215683,
0.02474937029182911,
0.01390098873525858,
-0.020895278081297874,
0.042216476052999496,
0.026005441322922707,
-0.025858426466584206,
-0.016121361404657364,
0.019386937841773033,
-0.057125773280858994,
-0.050750087946653366,
0.014272833243012428,
0.009990362450480461,
0.017112210392951965,
0.022910377010703087,
-0.03311433643102646,
0.004974667448550463,
0.04137473925948143,
0.0469454787671566,
0.022828342393040657,
0.010070200078189373,
-0.06468626111745834,
-0.02346022240817547,
0.01703951135277748,
0.05695078894495964,
-0.08339116722345352,
-0.009385231882333755,
-0.04195033013820648,
-0.010880893096327782,
0.02834630012512207,
-0.06652937084436417,
-0.015695784240961075,
-0.016264284029603004,
0.023041436448693275,
-0.03788920119404793,
0.007284921128302813,
-0.05074216425418854,
-0.00996340811252594,
-0.055703818798065186,
0.010167992673814297,
-0.03331174701452255,
-0.02089105360209942,
-0.02677369862794876,
0.022451236844062805,
0.004256622865796089,
0.045686036348342896,
-0.0786421075463295,
-0.01056965533643961,
0.010649715550243855,
-0.017040418460965157,
-0.0001492753071943298,
-0.06705041229724884,
-0.005445938091725111,
0.0001866461825557053,
-0.012878909707069397,
0.009271716699004173,
0.0119402464479208,
-0.027460729703307152,
0.029102856293320656,
0.03727767989039421,
-0.031126799061894417,
-0.019965073093771935,
-0.02114136517047882,
0.034062083810567856,
0.04172566160559654,
0.019418029114603996,
0.07609374821186066,
0.006562988739460707,
0.05340362340211868,
0.01531698927283287,
-0.006712533533573151,
0.020048130303621292,
-0.04914506524801254,
-0.014090562239289284,
-0.044500529766082764,
0.0066666919738054276,
-0.05472234636545181,
0.03987409174442291,
-0.008414779789745808,
0.0391865000128746,
-0.021252261474728584,
-0.03651811555027962,
0.016804533079266548,
0.03332585096359253,
0.010842487215995789,
-0.019524643197655678,
0.03714842349290848,
0.06133908033370972,
-0.01749701052904129,
-0.004421209450811148,
-0.03557978570461273,
-0.011175896041095257,
0.006563096307218075,
0.009707076475024223,
-0.023622699081897736,
0.013384873047471046,
-0.02572210133075714,
-0.0011335288872942328,
0.027632946148514748,
-0.030529893934726715,
0.009551938623189926,
-0.011407426558434963,
0.0202279444783926,
-0.011008400470018387,
-0.017105385661125183,
-0.009755092673003674,
0.029806900769472122,
0.0351879745721817,
0.01830591820180416,
-0.07013118267059326,
0.03483611345291138,
-0.012291178107261658,
-0.010075860656797886,
-0.08319981396198273,
-0.04367784783244133,
0.023603463545441628,
0.026889093220233917,
-0.026299264281988144,
-0.011648117564618587,
0.0073471772484481335,
0.008180022239685059,
0.013248709961771965,
-0.031261689960956573,
0.035022083669900894,
0.004908089525997639,
-0.011660571210086346,
-0.01182190328836441,
0.005961169023066759,
0.04808942228555679,
-0.02667095698416233,
0.03954773023724556,
-0.03123570792376995,
-0.012281198985874653,
-0.043916136026382446,
0.01675204373896122,
0.01534497831016779,
-0.025345390662550926,
-0.016715722158551216,
-0.02431979402899742,
-0.012037125416100025,
0.017571154981851578,
-0.019951902329921722,
-0.05082041770219803,
0.010410369373857975,
-0.01824927143752575,
0.020644381642341614,
-0.01112424023449421,
-0.019486676901578903,
0.013438496738672256,
0.017558205872774124,
-0.024621181190013885,
0.003744288580492139,
0.01604585349559784,
-0.027309918776154518,
-0.00027528766077011824,
0.015033303759992123,
-0.03878423571586609,
0.03365262225270271,
0.07746578752994537,
-0.010588770732283592,
0.028965521603822708,
-0.03814177215099335,
-0.05240190774202347,
0.04127064719796181,
0.02198067493736744,
-0.020273331552743912,
0.0028522261418402195,
0.021838273853063583,
-0.005442527588456869,
-0.014487233012914658,
0.0011354009620845318,
0.014805527403950691,
0.04349534958600998,
0.02838863618671894,
0.036118101328611374,
0.06922081112861633,
0.002160367788746953,
0.02019255794584751,
-0.03837547078728676,
-0.008200142532587051,
-0.0037009823136031628,
0.03912841156125069,
0.05189353972673416,
-0.010929273441433907,
-0.04115400090813637,
0.08990471065044403,
0.007299015298485756,
0.03136977180838585,
0.04988893121480942,
0.029337141662836075,
0.022384990006685257,
0.021700246259570122,
-0.04562618210911751,
-0.03203685209155083,
0.01664343662559986,
-0.027979932725429535,
0.03476441651582718,
-0.02710811235010624,
0.009128917939960957,
0.024097848683595657,
0.05777939036488533,
0.02028447948396206,
-0.012087277136743069,
0.0016372354002669454,
-0.07700711488723755,
0.002686896361410618,
0.028846051543951035,
-0.010664897039532661,
0.019496498629450798,
0.010373271070420742,
0.017840281128883362,
0.01147547923028469,
0.04858993738889694,
-0.03895905986428261,
-0.06167967990040779,
-0.02949298359453678,
-0.005203479900956154,
-0.022371890023350716,
0.02103535830974579,
0.005061518866568804,
-0.04107794538140297,
0.004341588355600834,
-0.04163719341158867,
0.04694904014468193,
-0.0010751158697530627,
0.04745950177311897,
-0.014681334607303143,
0.05764227733016014,
-0.0016077265609055758,
0.03940829262137413,
0.025133291259407997,
-0.0027259206399321556,
0.1281251162290573,
0.09051187336444855,
-0.012727604247629642,
-0.03526311740279198,
0.014968041330575943,
0.002847464056685567,
-0.031334295868873596,
0.0009797640377655625,
0.003342179348692298,
0.03487815707921982,
0.0025819740258157253,
0.024352511391043663,
0.043014489114284515,
0.006750136148184538,
-0.03676941245794296,
0.030880456790328026,
-0.026004644110798836,
-0.014064829796552658,
0.052058059722185135,
0.000911006354726851,
0.01891743205487728,
-0.04158524051308632,
-0.04222264140844345,
0.00395621731877327,
-0.038046713918447495,
0.004060389474034309,
-0.023322226479649544,
-0.020936759188771248,
-0.013958079740405083,
-0.008449493907392025,
0.02089500240981579,
-0.008313557133078575,
-0.030576514080166817,
0.003473315155133605,
-0.06223710998892784,
0.00018782976258080453,
-0.014404783956706524,
-0.007189501076936722,
0.02132350206375122,
0.07509365677833557,
-0.002009126590564847,
-0.0013350684894248843,
-0.03152468055486679,
0.025829996913671494,
-0.05156516283750534,
-0.04259765148162842,
-0.051067955791950226,
0.041127726435661316,
-0.0247308649122715,
0.003909923601895571,
-0.00853810179978609,
-0.008037270046770573,
0.008313254453241825,
-0.03293279930949211,
0.00364116788841784,
0.04590325430035591,
0.004545446950942278,
-0.03361371532082558,
-0.020366938784718513,
-0.04765724763274193,
0.006309095770120621,
-0.009955178014934063,
0.015739306807518005,
0.01888655126094818,
0.010813950560986996,
-0.03476646542549133,
-0.026900943368673325,
0.019132237881422043,
0.014861639589071274,
0.02351645566523075,
0.03296395763754845,
-0.06617636233568192,
-0.03225284814834595,
0.002638990990817547,
0.00968589261174202,
0.026194900274276733,
0.04297136142849922,
-0.005229054018855095,
-0.01350042037665844,
-0.04128874093294144,
-0.01369955763220787,
-0.01582045666873455,
0.02304694801568985,
0.00496288575232029,
-0.014635682106018066,
-0.002607326954603195,
-0.01915200985968113,
0.024800606071949005,
0.02659776248037815,
0.019283993169665337,
0.05040358379483223,
-0.01600220799446106,
0.007661002222448587,
-0.04973709583282471,
-0.010934358462691307,
0.018601028248667717,
-0.019112402573227882,
-0.011806193739175797,
-0.023062383756041527,
0.03613406419754028,
0.0101240249350667,
0.018283311277627945,
-0.028044505044817924,
0.0214411448687315,
-0.0023669591173529625,
0.0020286960061639547,
-0.007133313920348883,
-0.044363826513290405,
0.00019848138617817312,
0.002249734243378043,
-0.005981778260320425,
-0.04700632765889168,
-0.007576469797641039,
-0.04919194057583809,
-0.029161741957068443,
0.03856504708528519,
0.02036171592772007,
-0.04081347957253456,
0.016714053228497505,
-0.002886066446080804,
0.05750080570578575,
-0.01598369888961315,
0.006581761408597231,
-0.0425850972533226,
0.007848086766898632,
0.016083043068647385,
-0.002915749792009592,
0.0011378182098269463,
0.01406331267207861,
-0.02760477177798748,
-0.034261953085660934,
0.05386052280664444,
-0.005521533545106649,
0.008522930555045605,
-0.00971896480768919,
-0.0018048358615487814,
0.00934177078306675,
0.053505148738622665,
-0.03698471933603287,
0.010004577226936817,
0.0657908171415329,
-0.07322932034730911,
-0.002211396349593997,
0.043464627116918564,
-0.025548230856657028,
0.042976804077625275,
0.04798179119825363,
-0.0353756882250309,
0.029608184471726418,
0.04594458267092705,
-0.016865484416484833,
-0.019066840410232544,
-0.01737275905907154,
0.009121526964008808,
0.04388748109340668,
0.022324448451399803,
0.005666389595717192,
0.026977166533470154,
0.02933892048895359,
0.01678890362381935,
0.03876025602221489,
-0.004237757530063391,
-0.003138046944513917,
-0.010722680948674679,
0.0011025617131963372,
-0.012911362573504448,
-0.00312293809838593,
0.003383571282029152,
0.02434033714234829,
0.08895621448755264,
-0.018916385248303413,
0.030256401747465134,
-0.003470031078904867,
0.024243909865617752,
-0.10062955319881439,
-0.00727331405505538,
-0.011607348918914795,
0.028031451627612114,
0.01037707831710577,
-0.032090041786432266,
-0.005920329596847296,
0.026299849152565002,
-0.019209524616599083,
0.03947247564792633,
-0.04197178781032562,
0.014012431725859642,
-0.04523145407438278,
0.012553703971207142,
-0.04325203225016594,
0.01630484312772751,
0.055810000747442245,
0.014202874153852463,
0.02909473329782486,
0.04108772799372673,
-0.012096291407942772,
-0.01745837740600109,
-0.018451910465955734,
0.04020412266254425,
-0.019182583317160606,
-0.05965664982795715,
-0.002823336748406291,
-0.009231168776750565,
-0.055801574140787125,
0.007722227834165096,
-0.014232585206627846,
-0.0030323988758027554,
0.014065880328416824,
0.023792769759893417,
0.03944665193557739,
0.03819018602371216,
0.04624401777982712,
-0.01983523927628994,
-0.004183908924460411,
0.02641458250582218,
0.014180423691868782,
-0.0038887353148311377,
0.021304365247488022,
0.013288985006511211,
0.02402816154062748,
0.005329777020961046,
0.008250590413808823,
0.02857603318989277,
-0.045712027698755264,
-0.025546997785568237,
-0.012854701839387417,
-0.01362011581659317,
-0.019980762153863907,
-0.017193503677845,
-0.015123692341148853,
-0.013525599613785744,
-0.004862927366048098,
0.036819737404584885,
0.033300939947366714,
-0.03220872953534126,
0.011426533572375774,
-0.02001749351620674,
-0.037506911903619766,
0.00021026245667599142,
-0.014630675315856934,
-0.04121211916208267,
-0.039714425802230835,
0.014321822673082352,
0.026947664096951485,
0.012827129103243351,
-0.027564266696572304,
-0.017045307904481888,
-0.05468281731009483,
0.04736471548676491,
-0.004638159181922674,
0.011401389725506306,
0.026847170665860176,
-0.01977556012570858,
0.002390633337199688,
-0.0843406394124031,
0.03756261244416237,
0.0132905263453722,
-0.056573621928691864,
-0.04570884257555008,
-0.026870552450418472,
-0.029465513303875923,
0.024432044476270676,
0.05157029256224632,
0.03938834369182587,
-0.006323993671685457,
-0.010218941606581211,
0.019751695916056633,
0.006328861694782972,
-0.0850757285952568,
0.05069930478930473,
-0.04497653990983963,
-0.02211599610745907,
-0.011659320443868637,
0.026871686801314354,
0.01808677427470684,
0.010731094516813755,
0.025245262309908867,
-0.01036197692155838,
0.048925768584012985,
-0.02036653645336628,
0.003983819391578436,
0.032484401017427444,
0.01090278197079897,
-0.0026289995294064283,
0.05559787526726723,
0.010832633823156357,
0.01490304060280323,
-0.006746970117092133,
0.017776528373360634,
-0.04108735918998718,
0.0051123290322721004,
-0.04008335992693901,
0.00021430187916848809,
0.007368010934442282,
0.04707835987210274,
0.017622392624616623,
-0.04273705929517746,
0.0029939622618258,
0.004196580499410629,
-0.011301994323730469,
-0.018717097118496895,
0.048029616475105286,
0.05226318910717964,
0.004728886764496565,
-0.022665683180093765,
0.018663503229618073,
0.0038517594803124666,
-0.017857886850833893,
-0.009597336873412132,
0.00567845581099391,
-0.029321342706680298,
0.013206065632402897,
0.03546953573822975,
-0.0006258104112930596,
-0.03249689191579819,
-0.0058310991153120995,
0.007285335101187229,
0.060998108237981796,
-0.040668144822120667,
-0.03333452343940735,
0.03659416362643242,
-0.0029416484758257866,
0.011968862265348434,
-0.018582774326205254,
-0.005916422698646784,
0.06500057876110077,
-0.03403594717383385,
-0.004886908922344446,
-0.01080439891666174,
-0.019938619807362556,
-0.04092133790254593,
0.011343905702233315,
0.01784464344382286,
0.03143954649567604,
0.01402627769857645,
0.012235788628458977,
-0.016237972304224968,
-0.015758352354168892,
0.049464598298072815,
-0.04215444251894951,
0.03197412192821503,
0.010643872432410717,
-0.029790692031383514,
-0.02859642170369625,
-0.014342056587338448,
-0.040549442172050476,
-0.02375641092658043,
-0.00311480020172894,
0.03360894322395325,
0.023497940972447395,
-0.025278229266405106,
-0.046460337936878204,
0.02871868945658207,
0.04132867977023125,
-0.06594298034906387,
-0.012060988694429398,
-0.07078007608652115,
0.015365500934422016,
-0.00039333655149675906,
-0.031538836658000946
] |
<p>I have a collection of $n$ datapoints $(y_i,\bf{x}_i)$ in $\mathbb{R}^{p+1}$ and would like to estimate the following model in <code>R</code>:</p>
<p>$$\underset{\bf{b}\in\mathbb{R}^{p}}{\arg.\min}\;\sum_{i=1}^n(y_i-\bf{x}_i'\bf{b})^2$$ </p>
<p>$$u.c.\;\;\;0\leq \bf{x}_i'\bf{b}\leq 1\;\;\;\forall i$$</p>
<p>anybody has a pointer to an efficient way of doing this?
is there a re-parametrization of the OLS problem that would
allow for this? </p> | 74,026 | [
-0.044119078665971756,
0.0006638991762883961,
0.017479507252573967,
0.01446536835283041,
0.005190133582800627,
0.01588183455169201,
-0.024823501706123352,
-0.011182596907019615,
0.0328647680580616,
-0.051419492810964584,
0.050521738827228546,
0.04702674597501755,
0.04709154739975929,
-0.03186945989727974,
0.026568053290247917,
-0.024642230942845345,
-0.019533390179276466,
0.021352749317884445,
-0.02406434156000614,
-0.030448146164417267,
0.011645635589957237,
0.026266470551490784,
0.020176652818918228,
-0.001254766946658492,
-0.01915038749575615,
0.043617673218250275,
0.045075900852680206,
-0.022577716037631035,
-0.02648397721350193,
0.08932938426733017,
0.002929818583652377,
-0.006623381748795509,
0.020131602883338928,
0.029302366077899933,
0.057867612689733505,
0.006473237182945013,
-0.030987584963440895,
-0.05423889309167862,
0.01997765526175499,
0.026755623519420624,
-0.025043021887540817,
-0.04067688435316086,
0.017196305096149445,
0.016411857679486275,
0.012985635548830032,
0.01190898660570383,
0.03330628201365471,
-0.023708786815404892,
0.006375669967383146,
-0.04128030315041542,
0.10914736241102219,
0.0040289899334311485,
0.0073361643590033054,
0.012367687188088894,
-0.023487450554966927,
0.0022812271490693092,
0.0418136827647686,
0.10947054624557495,
0.0012587696546688676,
-0.05160136520862579,
-0.008883858099579811,
0.0020429305732250214,
0.031064871698617935,
-0.0193877425044775,
-0.07083877921104431,
0.03813799470663071,
-0.008624758571386337,
0.0012685767142102122,
0.0025612390600144863,
-0.061432015150785446,
0.01667121611535549,
-0.0002859917876776308,
0.016413774341344833,
-0.008406431414186954,
-0.003181744832545519,
-0.0037118010222911835,
0.006672020070254803,
0.033977046608924866,
0.04229869320988655,
0.02713996358215809,
0.006561753340065479,
0.026436125859618187,
0.03894752264022827,
0.02939639799296856,
-0.002121228026226163,
0.01092476211488247,
0.054180167615413666,
-0.01778995618224144,
0.03840094804763794,
0.023452801629900932,
0.004019946791231632,
0.029354169964790344,
0.04826967418193817,
0.01180731039494276,
-0.0569537878036499,
0.04214733839035034,
-0.012354777194559574,
0.03421017900109291,
0.005786977708339691,
-0.015880879014730453,
-0.010117219761013985,
-0.058833371847867966,
-0.03732214495539665,
0.05917643755674362,
-0.013512210920453072,
-0.03434550762176514,
-0.004650180693715811,
0.002618391066789627,
0.02438434585928917,
-0.029365509748458862,
-0.013583192601799965,
0.05878191441297531,
-0.015951205044984818,
-0.006026865914463997,
0.03992635756731033,
-0.05159369856119156,
-0.023067785426974297,
-0.020363081246614456,
0.0066796219907701015,
0.05386008322238922,
0.049546126276254654,
-0.01393476128578186,
0.024310700595378876,
-0.019677452743053436,
-0.042550258338451385,
-0.008563803508877754,
0.019351761788129807,
-0.030081599950790405,
-0.05949419364333153,
0.03946017846465111,
0.029179109260439873,
-0.039526425302028656,
0.04375707730650902,
-0.005629227962344885,
0.02878286875784397,
0.01004806999117136,
-0.06887997686862946,
-0.07759362459182739,
0.018078405410051346,
-0.05761941894888878,
0.022205684334039688,
-0.03714874014258385,
-0.0264809001237154,
-0.0013023177161812782,
0.059236329048871994,
-0.007516554091125727,
0.042491357773542404,
0.03249979019165039,
0.01927308365702629,
0.008522354066371918,
-0.012164962477982044,
-0.025779036805033684,
-0.02273246832191944,
-0.004011646378785372,
0.01168484054505825,
-0.08722250908613205,
0.020781071856617928,
0.004803886637091637,
-0.04819730669260025,
0.0035284901969134808,
0.06708160042762756,
0.023346606642007828,
-0.022221989929676056,
-0.018923619762063026,
-0.0022724815644323826,
-0.006194474641233683,
0.02237880975008011,
0.01069263368844986,
0.022355856373906136,
0.00034544410300441086,
-0.012432982213795185,
0.011631947942078114,
0.02503202296793461,
0.02585878036916256,
0.07269345223903656,
-0.012931757606565952,
-0.004827519878745079,
-0.015032703056931496,
0.021049408242106438,
0.04719690978527069,
-0.05509854853153229,
-0.023439830169081688,
-0.014854351989924908,
-0.01308676227927208,
0.0381011962890625,
0.025399602949619293,
-0.014816136099398136,
-0.023111747577786446,
0.0032644406892359257,
-0.039564959704875946,
-0.0037624379619956017,
-0.07992006093263626,
-0.008459201082587242,
0.01897382363677025,
-0.006571323610842228,
0.04250315949320793,
0.002935313154011965,
0.005235909949988127,
-0.01566901244223118,
-0.027382712811231613,
-0.029426706954836845,
0.020664650946855545,
0.07335758209228516,
-0.041662510484457016,
-0.008951588533818722,
0.039198681712150574,
0.06278960406780243,
-0.01792134903371334,
0.058138977736234665,
-0.04432303458452225,
-0.03237122297286987,
-0.01863253302872181,
-0.04419773444533348,
0.009786956012248993,
-0.012873291037976742,
-0.01896676793694496,
-0.007284556049853563,
-0.03568505123257637,
-0.01039446983486414,
0.008453182876110077,
-0.08949834108352661,
0.03057842329144478,
0.07548089325428009,
0.06380138546228409,
0.000776166096329689,
0.007221395615488291,
0.05824369564652443,
0.03646429255604744,
-0.0313386432826519,
0.02598741091787815,
-0.008062731474637985,
0.012715212069451809,
0.009367140009999275,
0.03413917496800423,
-0.03784449025988579,
-0.013939660973846912,
0.04721623659133911,
0.031654953956604004,
-0.0021128884982317686,
0.021770277991890907,
-0.01940702088177204,
-0.03244827315211296,
0.016695676371455193,
-0.028475966304540634,
0.026179345324635506,
0.016805747523903847,
-0.015191685408353806,
-0.002900968538597226,
0.031158417463302612,
-0.03728153184056282,
-0.00013021790073253214,
0.014158245176076889,
0.05230443924665451,
-0.015317882411181927,
-0.016924377530813217,
-0.017854275181889534,
0.024209674447774887,
-0.01200073678046465,
-0.013589514419436455,
0.0039499495178461075,
0.007532299496233463,
0.012962296605110168,
0.005529148504137993,
-0.006575671024620533,
0.031177636235952377,
-0.006409960333257914,
-0.04086386784911156,
0.016216062009334564,
0.030393332242965698,
-0.04863058403134346,
0.00766769191250205,
-0.008473372086882591,
-0.03044787049293518,
-0.03624795749783516,
0.0026772741694003344,
0.034601811319589615,
0.027650490403175354,
-0.015305589884519577,
-0.012450668960809708,
0.006285881157964468,
0.010713629424571991,
-0.014588460326194763,
0.06663282215595245,
-0.010064599104225636,
-0.02114097774028778,
0.013435989618301392,
-0.03703172877430916,
0.018641717731952667,
0.010640888474881649,
-0.009326523169875145,
-0.029666824266314507,
0.02714867703616619,
-0.007872002199292183,
-0.030050259083509445,
-0.029259251430630684,
0.007151056081056595,
0.023298297077417374,
-0.032086700201034546,
-0.016440652310848236,
0.005073845386505127,
0.01246784720569849,
-0.022403085604310036,
-0.002947569126263261,
-0.05204281210899353,
0.002161974087357521,
-0.022894274443387985,
-0.0029045171104371548,
0.011933845467865467,
0.036610186100006104,
0.020421458408236504,
0.019084297120571136,
-0.021293530240654945,
-0.01963122747838497,
-0.07770807296037674,
-0.0707111731171608,
-0.01562479604035616,
0.016244806349277496,
0.008303412236273289,
0.005443131551146507,
-0.027522122487425804,
0.09670929610729218,
0.06193693354725838,
-0.016574084758758545,
-0.044171445071697235,
0.013826536945998669,
0.012205759063363075,
-0.037907663732767105,
0.021084437146782875,
0.013403421267867088,
0.013634058646857738,
0.03174262493848801,
-0.023417353630065918,
0.015603366307914257,
0.05163858085870743,
0.004417926073074341,
0.0429462194442749,
0.00047904267557896674,
-0.045107193291187286,
0.004854668863117695,
0.004399801138788462,
0.031040530651807785,
0.004134050570428371,
0.004571577068418264,
0.023092499002814293,
0.011229244992136955,
0.006807935889810324,
-0.049320854246616364,
0.00012467223859857768,
-0.009909802116453648,
0.027111632749438286,
0.01878375932574272,
0.04226718842983246,
-0.001657921471633017,
-0.029491053894162178,
-0.03739865496754646,
0.027700522914528847,
0.02403905801475048,
0.004963874351233244,
0.0032021566294133663,
0.016003938391804695,
0.01733391359448433,
0.001680272282101214,
0.02499881014227867,
-0.009293640963733196,
0.0028230922762304544,
0.0334298238158226,
-0.00671466113999486,
-0.024823585525155067,
0.020815573632717133,
0.0262463241815567,
-0.005204563494771719,
0.014910307712852955,
-0.018158603459596634,
0.004186141770333052,
-0.0603473037481308,
-0.0026248928625136614,
-0.030164016410708427,
0.08613839000463486,
0.01589161902666092,
0.006139607168734074,
-0.024541527032852173,
-0.027352789416909218,
0.02158590964972973,
0.018105728551745415,
-0.0678282305598259,
0.04255388304591179,
0.0016844198107719421,
0.009693772532045841,
0.005480710417032242,
0.0096732871606946,
0.05441037937998772,
-0.03762327879667282,
0.03771001845598221,
0.003629154758527875,
0.03802544251084328,
-0.021740693598985672,
-0.000022938973415875807,
-0.013198748230934143,
0.005248998291790485,
0.008552580140531063,
0.008575293235480785,
0.0051682861521840096,
-0.03968583419919014,
0.009037673473358154,
0.01800176501274109,
-0.007185302209109068,
-0.006748936604708433,
-0.05180157721042633,
0.012551560997962952,
0.005630206316709518,
0.05597073212265968,
-0.003830320667475462,
0.03671431913971901,
-0.027947884052991867,
0.017428142949938774,
-0.00811129342764616,
0.025841765105724335,
0.07704942673444748,
-0.0035313391126692295,
0.0017304039793089032,
-0.036797311156988144,
-0.006318262778222561,
0.04344647377729416,
0.04307566210627556,
0.0010876511223614216,
-0.00995618849992752,
0.04777273163199425,
0.03811102360486984,
-0.05563661828637123,
-0.00005619364674203098,
0.08317353576421738,
0.03147588297724724,
0.03007197380065918,
-0.03144058212637901,
-0.0029951431788504124,
-0.0057272533886134624,
0.03453562781214714,
0.00918247178196907,
-0.017208678647875786,
0.005561624653637409,
-0.025638900697231293,
0.055881619453430176,
-0.008119573816657066,
-0.022498195990920067,
-0.004395273048430681,
0.026679832488298416,
0.042539581656455994,
-0.0033621741458773613,
-0.056812938302755356,
0.026081867516040802,
0.03552066534757614,
0.05419173091650009,
0.03990425914525986,
0.04326387494802475,
-0.055704087018966675,
-0.01943296566605568,
0.0038152022752910852,
0.022812899202108383,
-0.004290105774998665,
0.006529377773404121,
-0.0240531787276268,
-0.015539448708295822,
0.053537070751190186,
0.012005584314465523,
0.01635296829044819,
0.018177159130573273,
0.01865740865468979,
-0.013519861735403538,
-0.04218211770057678,
-0.07340891659259796,
-0.0015112456167116761,
-0.03727082163095474,
0.022326285019516945,
-0.017165852710604668,
-0.013530444353818893,
-0.03427973389625549,
0.025501085445284843,
0.007041445001959801,
0.07240407168865204,
-0.027514057233929634,
-0.01658891886472702,
0.04391380399465561,
0.026971202343702316,
-0.021806063130497932,
-0.017284976318478584,
0.017596129328012466,
0.033538948744535446,
-0.04886900261044502,
0.02721508778631687,
-0.003211589762941003,
-0.06062183901667595,
0.038479678332805634,
0.004354614764451981,
-0.015754852443933487,
-0.01221015676856041,
-0.01790965162217617,
0.05406127870082855,
0.0523810051381588,
0.009956138208508492,
0.07274862378835678,
0.030467428267002106,
-0.00011893634655280039,
0.013285256922245026,
-0.02667132578790188,
-0.021058809012174606,
-0.010055601596832275,
-0.06412158161401749,
-0.03733154386281967,
-0.016244200989603996,
0.023252803832292557,
0.019180409610271454,
0.007748735137283802,
0.01651323214173317,
-0.03869682177901268,
-0.027923116460442543,
-0.016970321536064148,
0.038288671523332596,
-0.022302843630313873,
-0.029175281524658203,
0.020003939047455788,
0.04217745363712311,
0.04030359163880348,
-0.011111903004348278,
0.01142027322202921,
-0.03371492028236389,
0.011930971406400204,
0.035770196467638016,
-0.04556611180305481,
0.017204251140356064,
-0.035699471831321716,
-0.00812863651663065,
-0.035402487963438034,
-0.022673947736620903,
-0.001344993943348527,
-0.0079650292173028,
0.025362467393279076,
0.02216625027358532,
-0.03300504386425018,
-0.0007175930077210069,
-0.017026307061314583,
-0.01818491704761982,
0.013254848308861256,
-0.06214378774166107,
0.01275124866515398,
-0.01827068068087101,
-0.00831856019794941,
-0.04975184053182602,
-0.026028774678707123,
0.06468060612678528,
-0.019302742555737495,
-0.03000006452202797,
-0.04463549330830574,
-0.005395988002419472,
-0.02777983620762825,
-0.0005149299395270646,
-0.03770216181874275,
0.09092274308204651,
-0.0463159903883934,
-0.00874315109103918,
-0.030163012444972992,
0.019849399104714394,
0.022021856158971786,
-0.012986117042601109,
-0.0052610659040510654,
0.05620280280709267,
-0.037985771894454956,
-0.04492918774485588,
-0.018042171373963356,
0.0416293740272522,
-0.02136659249663353,
0.016220858320593834,
-0.047841720283031464,
-0.004732336383312941,
0.02022317424416542,
-0.008669903501868248,
-0.021795332431793213,
0.010401359759271145,
0.005150181706994772,
-0.025740347802639008,
-0.025644036009907722,
-0.030008457601070404,
-0.008856306783854961,
-0.013093452900648117,
-0.04081318527460098,
0.00039922280120663345,
-0.0025014083366841078,
-0.019720546901226044,
0.03326079621911049,
0.0019018559250980616,
-0.009304211474955082,
0.0004298938438296318,
0.05595911294221878,
0.008220617659389973,
-0.007500653620809317,
0.009981588460505009,
-0.033039309084415436,
0.04851385951042175,
0.0212734155356884,
-0.015675561502575874,
0.015124120749533176,
0.040464844554662704,
-0.06720674782991409,
-0.015555846504867077,
-0.029982931911945343,
0.02169274166226387,
0.029296373948454857,
0.003704603062942624,
0.04254211485385895,
0.06339018046855927,
0.012236258946359158,
0.010265122167766094,
-0.0315951444208622,
-0.0005993963568471372,
0.020672013983130455,
-0.007435976527631283,
0.0646648034453392,
0.0015735154738649726,
-0.029361197724938393,
0.035161375999450684,
-0.016238272190093994,
0.030816517770290375,
0.05315382778644562,
-0.006643838714808226,
0.02411079593002796,
0.01991334743797779,
-0.046613659709692,
-0.07214745134115219,
0.031572893261909485,
-0.04579123109579086,
-0.03433499112725258,
-0.021964168176054955,
-0.06992913037538528,
0.037155602127313614,
0.015871547162532806,
0.04753906652331352,
-0.022892840206623077,
-0.04964378848671913,
-0.03573036938905716,
0.012644259259104729,
0.02520011179149151,
-0.024297740310430527,
0.03101000376045704,
0.01776118017733097,
-0.007926485501229763,
-0.012927891686558723,
0.04210870712995529,
-0.009065821766853333,
-0.0856856256723404,
-0.02092188037931919,
-0.026508202776312828,
-0.04751446098089218,
0.012815927155315876,
0.021890031173825264,
0.024219783022999763,
0.02538320980966091,
-0.008311904035508633,
0.008540721610188484,
-0.00732666440308094,
0.0337606817483902,
0.02502015233039856,
0.06337080895900726,
0.0024050548672676086,
-0.008528047241270542,
-0.02043280377984047,
-0.031214958056807518,
0.10402271151542664,
0.06667452305555344,
0.043981220573186874,
-0.05826009437441826,
-0.0000023693769435340073,
0.006698091048747301,
-0.06036682426929474,
-0.053290095180273056,
-0.005620613228529692,
0.0009198422776535153,
-0.007784400600939989,
0.008886881172657013,
0.07301736623048782,
0.0067491354420781136,
-0.0352478064596653,
0.04961754381656647,
-0.05336424335837364,
-0.00870293378829956,
0.034757960587739944,
-0.012561503797769547,
0.009230461902916431,
-0.04204034060239792,
-0.05725540220737457,
0.016232086345553398,
0.029386665672063828,
-0.0702030211687088,
-0.04227568209171295,
-0.020886199548840523,
-0.005810729693621397,
-0.00888726394623518,
-0.006134260445833206,
0.014658954925835133,
0.0069905053824186325,
0.01741914264857769,
-0.005174113903194666,
0.011232417076826096,
0.006088316906243563,
-0.01533597707748413,
0.01817641593515873,
0.020869731903076172,
0.024529673159122467,
0.02153283730149269,
-0.009312435984611511,
0.00024621677584946156,
-0.0015631800051778555,
-0.02623584307730198,
-0.04474706947803497,
0.03421479091048241,
-0.01700471341609955,
-0.00007922967779450119,
-0.025763634592294693,
0.026294631883502007,
0.020722290500998497,
-0.05358332395553589,
-0.0043193441815674305,
0.022651460021734238,
0.03856681287288666,
-0.019938567653298378,
-0.006696587428450584,
0.011028911918401718,
-0.007201119791716337,
0.022900233045220375,
0.007208891678601503,
0.0009589892579242587,
-0.02373225800693035,
-0.018028946593403816,
-0.004327230155467987,
0.06422142684459686,
-0.002836132189258933,
0.0017215744592249393,
0.013066109269857407,
-0.01077674888074398,
0.001702345092780888,
-0.01765606738626957,
0.04308094456791878,
-0.01896325685083866,
0.020455384626984596,
-0.007858227007091045,
-0.025379670783877373,
-0.03196985274553299,
-0.023448439314961433,
-0.026102101430296898,
-0.04043525457382202,
0.010911379009485245,
-0.025784984230995178,
-0.019422221928834915,
0.005663970485329628,
0.019138675183057785,
0.0025307389441877604,
-0.04305289685726166,
-0.01002182625234127,
0.0666690394282341,
-0.0035956695210188627,
-0.016570594161748886,
-0.025238769128918648,
-0.010855619795620441,
-0.004864468704909086,
0.012705002911388874,
0.02616443671286106,
0.03921230509877205,
0.014769460074603558,
0.015321067534387112,
-0.03651178628206253,
0.05706530436873436,
-0.05538918823003769,
0.020371945574879646,
-0.013626929372549057,
-0.053625307977199554,
0.02558921091258526,
0.02671201527118683,
0.02143026702105999,
-0.033976033329963684,
0.027137380093336105,
-0.020967304706573486,
-0.02971556782722473,
-0.002276980085298419,
-0.028779970481991768,
-0.0317319892346859,
0.006024760659784079,
-0.003324311226606369,
-0.008404486812651157,
-0.014231008477509022,
0.016018331050872803,
-0.018994677811861038,
0.029489707201719284,
-0.02639816515147686,
-0.013199901208281517,
-0.016237253323197365,
0.023273149505257607,
-0.026295103132724762,
-0.028915410861372948,
0.03882087394595146,
0.001345719676464796,
0.016630029305815697,
0.012814627960324287,
-0.011623287573456764,
-0.005944910459220409,
0.04315192997455597,
0.0021068360656499863,
-0.039575617760419846,
0.03025222197175026,
-0.04590799659490585,
-0.035307932645082474,
0.030670659616589546,
-0.024515798315405846,
0.03022790141403675,
0.007377101574093103,
-0.0044534411281347275,
-0.0642787516117096,
0.010001747868955135,
0.005758887622505426,
0.02268621139228344,
0.01170821487903595,
0.03122050128877163,
0.02053133025765419,
-0.0029260702431201935,
0.020381242036819458,
0.004621059168130159,
-0.02216484397649765,
0.006278771907091141,
0.016391081735491753,
-0.03759411349892616,
-0.026742056012153625,
0.0062643117271363735,
-0.020649204030632973,
0.0004826220392715186,
-0.03460123389959335,
-0.0014882421819493175,
0.01291497889906168,
0.015717793256044388,
-0.04331628978252411,
0.030650276690721512,
-0.008646734990179539,
-0.0034118180628865957,
-0.1073455661535263,
-0.046130843460559845,
-0.006055604666471481,
0.020424477756023407,
0.045432403683662415,
-0.07353077083826065,
0.028124012053012848,
0.00958169437944889,
-0.035133104771375656,
0.021595900878310204,
-0.011961250565946102,
-0.005940837785601616,
0.005906207486987114,
-0.0028160912916064262,
-0.06837760657072067,
0.00341864675283432,
-0.003222794272005558,
0.058551184833049774,
0.052674371749162674,
0.005978353321552277,
-0.00522829033434391,
-0.04427013918757439,
0.01309487596154213,
0.001818150863982737,
0.020641744136810303,
-0.07590646296739578,
0.01865653321146965,
-0.021368874236941338,
0.01881006546318531,
0.013356324285268784,
-0.0172195415943861,
0.0149879464879632,
0.0035355305299162865,
0.019719326868653297,
0.007245684042572975,
0.0729583129286766,
0.02020922861993313,
0.015369672328233719,
0.033276572823524475,
-0.02011571265757084,
0.0205488633364439,
0.017859069630503654,
-0.039517730474472046,
0.034448619931936264,
0.01259323488920927,
0.0583525113761425,
-0.0261636134237051,
-0.00911237858235836,
-0.010403950698673725,
0.0049310592003166676,
-0.0004796482971869409,
-0.006117594428360462,
-0.030605891719460487,
-0.0543658472597599,
0.020422304049134254,
-0.010346261784434319,
-0.002425020793452859,
0.02880220115184784,
0.014604389667510986,
-0.047335926443338394,
0.012331956066191196,
-0.011756299063563347,
-0.05310071259737015,
-0.007389586418867111,
0.026669980958104134,
-0.011297083459794521,
-0.06648344546556473,
-0.017560265958309174,
0.015792090445756912,
-0.020768502727150917,
-0.03889131918549538,
-0.006974088493734598,
-0.037844665348529816,
0.05371846631169319,
-0.007665995974093676,
-0.020481720566749573,
0.019657127559185028,
0.017165089026093483,
-0.007185470312833786,
-0.09901665896177292,
0.07569249719381332,
0.03539051115512848,
0.006606749724596739,
0.046076662838459015,
0.0034110897686332464,
0.0035318350419402122,
-0.014077934436500072,
0.0708724707365036,
0.01195552572607994,
0.020322849974036217,
0.023363446816802025,
0.02271832711994648,
0.004502065945416689,
-0.014069232158362865,
0.04449046775698662,
0.001656667678616941,
-0.015346527099609375,
-0.0330413393676281,
-0.011183985508978367,
0.01193139236420393,
-0.016138529404997826,
-0.00752614950761199,
0.015429522842168808,
-0.009874285198748112,
0.03290066123008728,
-0.004225691314786673,
0.010192208923399448,
-0.0008633973775431514,
-0.0029855568427592516,
0.021732941269874573,
0.030687501654028893,
0.02537023276090622,
0.022330574691295624,
-0.00335733056999743,
-0.05750679969787598,
0.008834839798510075,
-0.021930137649178505,
-0.03711646795272827,
-0.011525583453476429,
0.017177294939756393,
-0.025476926937699318,
-0.034775763750076294,
0.02108580432832241,
-0.006555368658155203,
-0.043520063161849976,
-0.006907671689987183,
0.03728020191192627,
-0.005971475038677454,
0.046174123883247375,
0.01733599416911602,
0.02664925716817379,
-0.0012072756653651595,
0.026843594387173653,
0.025104647502303123,
-0.011755667626857758,
0.031911760568618774,
0.0022782054729759693,
0.011266887187957764,
0.02259758673608303,
-0.01701919175684452,
0.04543878138065338,
0.000019990156943094917,
0.030876196920871735,
-0.015379419550299644,
-0.03077206015586853,
0.06587128341197968,
-0.0250423401594162,
0.00781360361725092,
-0.0021306185517460108,
-0.02526598423719406,
0.0756726786494255,
-0.04659218341112137,
-0.01574975624680519,
-0.01383826695382595,
0.001225780346430838,
-0.020098745822906494,
0.002840333618223667,
-0.008956078439950943,
-0.003716398263350129,
0.021831216290593147,
0.015638284385204315,
-0.001989692682400346,
-0.020469190552830696,
0.002137280534952879,
-0.02072879858314991,
0.013643117621541023,
0.024297934025526047,
0.00003879805080941878,
-0.003932065796107054,
-0.014653180725872517,
-0.020870523527264595,
0.007375113666057587,
0.007392761297523975,
0.029140852391719818,
0.028712963685393333,
-0.02814583107829094,
-0.0047640930861234665,
0.01647212915122509,
0.03823593631386757,
-0.07165353745222092,
-0.014659952372312546,
-0.03695892170071602,
-0.041413143277168274,
-0.03522709012031555,
-0.02883208729326725
] |
<p>Let's assume we have predictors x1-x5 and dependent variables y1-y9 in one dataset.
We have a certain hypothesis about x1: it should have differently strong effects on our 9 dependent variables y1-y9. </p>
<p>We perform 9 regressions, and find that x1 significantly predicts all y with p<.001.
Now we want to find out whether these (highly significant) effects are different from each other (just because they are significant effects does not mean they are equally strong).
Two questions: </p>
<p>(1) What information that a regression provides us with would give us insight into this question? Unstandardized beta? Standardized beta? t?</p>
<p>(2) Is there a statistical test we can perform to find out whether the strengths of predictions are different between (y1 ON x1) and (y2 ON x1) and (y3 ON x1)? </p>
<p>Software I can use is R and SPSS; field is psychology/medicine. </p> | 36,649 | [
-0.047749295830726624,
0.01519766729325056,
-0.024089477956295013,
0.007508386857807636,
0.03924161195755005,
0.031985677778720856,
0.01829073205590248,
-0.020395027473568916,
0.06088853254914284,
-0.03131833299994469,
0.043796077370643616,
0.031250908970832825,
0.06662819534540176,
-0.01749713532626629,
0.022848257794976234,
-0.0031590270809829235,
-0.0058268033899366856,
0.02576534077525139,
-0.00019488006364554167,
0.011091787368059158,
-0.012081134133040905,
0.027564430609345436,
0.006059302017092705,
0.025250375270843506,
-0.0264789666980505,
0.06532697379589081,
0.036838386207818985,
-0.016963200643658638,
-0.005947788245975971,
0.014498569071292877,
-0.008610837161540985,
-0.018460530787706375,
0.00982374232262373,
0.0683547630906105,
-0.005404760129749775,
-0.01725704036653042,
-0.0018801339901983738,
-0.01902594231069088,
0.00339887710288167,
0.041200730949640274,
-0.01837383210659027,
-0.05264393240213394,
-0.02873767353594303,
0.03558287024497986,
-0.03348926827311516,
-0.0073120007291436195,
-0.00846985075622797,
-0.02928389050066471,
0.028855305165052414,
-0.022012043744325638,
0.0852968767285347,
0.00043207171256653965,
0.061215683817863464,
0.052927415817976,
-0.012888574972748756,
-0.0055852304212749004,
0.03840850293636322,
0.05745694786310196,
-0.02132433094084263,
-0.05566416308283806,
-0.029425740242004395,
-0.006365584209561348,
0.014380318112671375,
-0.00032632212969474494,
-0.048543184995651245,
0.03332109376788139,
-0.002060355618596077,
-0.017169585451483727,
0.06135774403810501,
-0.006694944575428963,
0.018075931817293167,
0.03045731410384178,
0.04829893261194229,
0.023417407646775246,
-0.023723989725112915,
-0.019072145223617554,
0.01817970909178257,
0.01992132142186165,
0.0508185476064682,
0.03865012153983116,
0.0003229702706448734,
0.009520670399069786,
0.01592479832470417,
0.04833127558231354,
0.015197833068668842,
-0.003720223205164075,
0.049167174845933914,
-0.04453194886445999,
0.029035823419690132,
0.04639458283782005,
-0.01960132271051407,
-0.027955137193202972,
0.05165519937872887,
0.021489443257451057,
-0.038758307695388794,
0.0037186727859079838,
-0.01102517731487751,
0.010995742864906788,
0.00910349003970623,
0.03283053636550903,
0.02140754647552967,
-0.05290238931775093,
0.009396273642778397,
0.04028457775712013,
0.008568866178393364,
-0.008026402443647385,
-0.025349734351038933,
-0.001758302329108119,
0.007012293208390474,
-0.01618225872516632,
0.001428784104064107,
0.017903519794344902,
-0.00868514645844698,
-0.0207954291254282,
0.022440150380134583,
-0.007532036397606134,
0.005044018384069204,
-0.045654889196157455,
0.05581222474575043,
0.05326511338353157,
0.032493989914655685,
-0.0409097857773304,
-0.0028383515309542418,
0.007118612062186003,
-0.008231904357671738,
0.0046243020333349705,
0.03200582414865494,
-0.047158047556877136,
-0.03447060286998749,
0.06089702993631363,
0.00399576872587204,
0.0008260643808171153,
0.01704307831823826,
0.007310791406780481,
0.015887482091784477,
0.0242775771766901,
-0.07820213586091995,
-0.06643280386924744,
0.01936483569443226,
-0.003413806203752756,
-0.000865460024215281,
-0.02968594990670681,
-0.018890680745244026,
0.027925563976168633,
0.07096149027347565,
0.0047069089487195015,
0.02970486506819725,
0.009717466309666634,
0.00928625836968422,
0.03202985227108002,
-0.047547224909067154,
0.02364814281463623,
-0.026631131768226624,
-0.03133387118577957,
-0.03519819304347038,
-0.09287022054195404,
-0.009290234185755253,
0.005623607896268368,
-0.03509986028075218,
-0.019856620579957962,
0.006745159160345793,
0.000618302496150136,
0.0012677403865382075,
-0.018778465688228607,
0.026334062218666077,
-0.001911492901854217,
0.05086194723844528,
-0.015363105572760105,
0.005311029497534037,
0.02162698470056057,
-0.022132230922579765,
0.03580182045698166,
0.029058188199996948,
0.06373364478349686,
0.02658531256020069,
-0.008029977791011333,
0.016187191009521484,
-0.03492320701479912,
0.005780118517577648,
-0.003715015249326825,
-0.033604737371206284,
-0.026072433218359947,
-0.07109715044498444,
-0.016108857467770576,
-0.003970406949520111,
0.08500301092863083,
-0.027865897864103317,
-0.025959832593798637,
0.04442692548036575,
-0.029586289077997208,
-0.07049700617790222,
-0.0603741817176342,
0.02836720272898674,
-0.005284298676997423,
-0.03730761259794235,
0.04872545972466469,
0.01134918350726366,
0.03475497290492058,
-0.016345610842108727,
0.009765471331775188,
-0.030271217226982117,
0.006247444078326225,
0.03550538048148155,
-0.0068886918015778065,
0.023651134222745895,
0.0321216955780983,
0.04171711951494217,
-0.04388491064310074,
0.043106190860271454,
-0.07724027335643768,
-0.03476693853735924,
0.04462464153766632,
-0.06213510408997536,
-0.016610009595751762,
-0.014801442623138428,
-0.020450303331017494,
0.004655615892261267,
-0.044010598212480545,
-0.029939984902739525,
0.03608886897563934,
-0.05388392508029938,
0.06989303231239319,
0.029061658307909966,
-0.006026789080351591,
-0.015344399958848953,
-0.009213869459927082,
0.012030286714434624,
-0.008734412491321564,
-0.04204634577035904,
-0.00029210696811787784,
-0.05787258222699165,
-0.00621070945635438,
0.022133177146315575,
0.016062352806329727,
-0.056154780089855194,
0.01648360677063465,
0.02787635289132595,
0.0025221933610737324,
0.008467880077660084,
0.042803067713975906,
-0.013409522362053394,
-0.004281847272068262,
-0.01806764304637909,
0.032326824963092804,
0.02533787675201893,
0.009078466333448887,
0.032751474529504776,
0.04982323944568634,
0.061471398919820786,
-0.0005504733417183161,
0.0004607118899002671,
0.03731174021959305,
0.00028082585777156055,
-0.0037824399769306183,
-0.019595004618167877,
-0.001193059142678976,
0.06746040284633636,
-0.003433338599279523,
0.020878152921795845,
0.01802261732518673,
0.01558599341660738,
0.009353773668408394,
0.014545232988893986,
-0.007041487377136946,
0.06544102728366852,
0.03448624536395073,
-0.025900056585669518,
0.025688666850328445,
0.01823173463344574,
-0.03775512054562569,
0.050022054463624954,
-0.009504904970526695,
-0.010023712180554867,
-0.021461673080921173,
0.026402007788419724,
0.027428066357970238,
-0.010777696035802364,
0.021597353741526604,
-0.019675320014357567,
-0.02684169076383114,
-0.004571603145450354,
-0.03348158672451973,
0.032410118728876114,
-0.006241207476705313,
-0.06702487915754318,
0.004198756068944931,
-0.02342117577791214,
-0.01280487235635519,
0.006358205806463957,
-0.032537225633859634,
-0.027996204793453217,
0.03240318223834038,
-0.03413453698158264,
-0.08881449699401855,
-0.0404786616563797,
-0.05013778433203697,
0.03349864482879639,
-0.016842268407344818,
-0.03934139758348465,
0.02519763633608818,
0.0003786775341723114,
-0.039871856570243835,
0.021499449387192726,
0.01163550280034542,
-0.008140480145812035,
0.002939945552498102,
-0.009452822618186474,
-0.0017766613746061921,
-0.00037065890501253307,
0.014398418366909027,
0.026883918792009354,
-0.021094873547554016,
-0.027288267388939857,
-0.04973021149635315,
-0.042069897055625916,
0.039898581802845,
-0.0002633991534821689,
0.05499083176255226,
-0.0039289891719818115,
-0.030494701117277145,
0.07982563972473145,
0.018205342814326286,
-0.019860154017806053,
-0.06268633157014847,
0.029757754877209663,
-0.03443824127316475,
-0.01655864156782627,
0.022193579003214836,
0.0036717092152684927,
0.055916398763656616,
0.02378653548657894,
0.027332507073879242,
0.021472733467817307,
0.017092429101467133,
0.004010418895632029,
-0.0019892817363142967,
0.024561915546655655,
0.00709178950637579,
0.016231318935751915,
0.006025712005794048,
0.03476664051413536,
-0.039419449865818024,
0.013451977632939816,
0.014968647621572018,
0.018086332827806473,
-0.0022711241617798805,
-0.045119646936655045,
0.00980427023023367,
0.01491385418921709,
-0.0055955140851438046,
-0.03357641398906708,
0.0007513200398534536,
0.003072267398238182,
-0.02953844703733921,
-0.017480598762631416,
0.036484841257333755,
0.00782737135887146,
-0.010690448805689812,
-0.01346816960722208,
0.028795216232538223,
0.018028758466243744,
-0.009454159997403622,
-0.005055287387222052,
-0.04681049659848213,
-0.01791255548596382,
0.017385492101311684,
-0.014249167405068874,
-0.017264898866415024,
0.0454452708363533,
-0.0014045470161363482,
0.014248418621718884,
0.001596605172380805,
-0.05411289259791374,
0.017526384443044662,
-0.0329364538192749,
0.0071927704848349094,
-0.008245054632425308,
0.0438808798789978,
0.008834118023514748,
0.046344149857759476,
0.012514553032815456,
-0.030648378655314445,
0.009864152409136295,
-0.006698922254145145,
-0.05052046477794647,
0.039474714547395706,
-0.03633086010813713,
0.01049411203712225,
0.01881513185799122,
0.0027286915574222803,
0.019365040585398674,
-0.041186146438121796,
0.0399547703564167,
-0.007707410492002964,
0.01719086244702339,
-0.046853747218847275,
-0.02429298311471939,
-0.026360340416431427,
-0.03174814581871033,
-0.014191593043506145,
0.02801966480910778,
-0.02446419931948185,
-0.031568869948387146,
0.043344974517822266,
0.014227952808141708,
-0.039375804364681244,
0.01321137510240078,
-0.069800965487957,
0.019907506182789803,
0.03437002748250961,
0.04662485793232918,
0.04209933057427406,
0.014632578939199448,
-0.01582695171236992,
0.011266284622251987,
0.00011409520084271207,
0.01903003267943859,
0.0576864518225193,
-0.0021638106554746628,
-0.045656684786081314,
-0.03444409370422363,
0.004379552323371172,
0.0010007258970290422,
0.015599805861711502,
0.023824527859687805,
0.007659631781280041,
0.051314763724803925,
0.04874549061059952,
-0.0641268789768219,
0.026923131197690964,
0.06400018185377121,
-0.0036867926828563213,
-0.005823343526571989,
-0.01953563652932644,
0.0037042212206870317,
-0.002732747234404087,
-0.005187549628317356,
-0.019056502729654312,
0.014707119204103947,
-0.007942499592900276,
-0.01602473482489586,
0.0031753871589899063,
-0.03197406232357025,
-0.0509457103908062,
-0.006899906322360039,
0.012048108503222466,
0.06798437982797623,
0.00896221399307251,
-0.052481431514024734,
0.016496052965521812,
0.02794637717306614,
0.014537529088556767,
0.023585546761751175,
0.0022932409774512053,
-0.06515157967805862,
0.0147800762206316,
0.05789058655500412,
0.0334952175617218,
-0.010836445726454258,
-0.02315010316669941,
0.011953717097640038,
-0.0024223653599619865,
0.057840023189783096,
-0.02186729572713375,
-0.0036400307435542345,
0.014718951657414436,
0.0038875758182257414,
-0.02785073034465313,
-0.007840389385819435,
-0.0746617317199707,
0.03286520764231682,
-0.03162110224366188,
0.05028621107339859,
-0.009697750210762024,
-0.04757275804877281,
-0.02928771637380123,
0.011669320054352283,
0.012636158615350723,
0.03839612379670143,
-0.01597082056105137,
-0.015525434166193008,
0.004098325967788696,
0.025935083627700806,
-0.011979777365922928,
-0.05073801800608635,
0.01701826974749565,
0.03140585497021675,
-0.028456110507249832,
0.0740397498011589,
-0.014049445278942585,
-0.039558783173561096,
0.025241831317543983,
0.0007553703617304564,
-0.008565927855670452,
0.014240846037864685,
-0.0004601759428624064,
0.04387452080845833,
0.05664989724755287,
0.0025549884885549545,
0.06143311783671379,
0.015913445502519608,
0.0028083890210837126,
-0.0161353200674057,
0.0075368392281234264,
-0.005604296922683716,
-0.025782110169529915,
-0.040003497153520584,
-0.04696427285671234,
-0.010290122590959072,
-0.014050181955099106,
0.010292628780007362,
-0.011719096451997757,
0.005770648829638958,
0.008271905593574047,
0.005115056410431862,
-0.01584024168550968,
0.01847033202648163,
-0.009373358450829983,
0.026725100353360176,
0.0015679426724091172,
-0.007192443590611219,
-0.016001597046852112,
-0.01211254857480526,
0.004162720404565334,
0.012787017971277237,
-0.004962952341884375,
-0.004669668152928352,
-0.06979256123304367,
0.013975130394101143,
-0.019237248227000237,
-0.018442705273628235,
0.011597374454140663,
-0.015982767567038536,
0.04439619183540344,
-0.0013214951613917947,
0.018801914528012276,
-0.010442331433296204,
-0.03087994083762169,
-0.025541109964251518,
0.06860240548849106,
-0.00038561373366974294,
0.03302296623587608,
-0.023624612018465996,
0.038918063044548035,
-0.03629693016409874,
-0.026244129985570908,
-0.05403057485818863,
-0.01838391087949276,
0.04158922657370567,
0.04829595610499382,
0.006949169095605612,
-0.013904707506299019,
0.01275608129799366,
-0.017883263528347015,
0.006828863639384508,
-0.03283534571528435,
0.048937585204839706,
-0.011804801411926746,
-0.01028470415621996,
-0.002116680145263672,
-0.01649351790547371,
0.04383581876754761,
-0.02162155695259571,
-0.014001034200191498,
-0.01327334064990282,
0.013120547868311405,
-0.008185535669326782,
-0.009665102697908878,
-0.0157883670181036,
-0.024355055764317513,
-0.013288305141031742,
-0.04343346878886223,
0.0013445669319480658,
0.04063345491886139,
-0.046846065670251846,
-0.004069428890943527,
0.005787584464997053,
-0.01895325817167759,
0.019630052149295807,
-0.012147011235356331,
-0.016659962013363838,
-0.031071364879608154,
-0.019372718408703804,
-0.008219871670007706,
0.01468968391418457,
0.005789204966276884,
-0.025053828954696655,
0.03837692737579346,
0.033319953829050064,
-0.03413235396146774,
0.008328537456691265,
0.061653561890125275,
0.027587464079260826,
0.015059294179081917,
-0.03230942785739899,
0.005872298497706652,
0.047124505043029785,
0.007258224301040173,
0.002491353778168559,
-0.0036698426119983196,
0.037290237843990326,
-0.055797964334487915,
-0.032814230769872665,
-0.049597058445215225,
-0.0017967317253351212,
0.05226488783955574,
-0.02192731760442257,
-0.004704026971012354,
0.08596903085708618,
-0.02297135815024376,
-0.021298399195075035,
-0.033877309411764145,
-0.024255454540252686,
0.010432446375489235,
-0.026013974100351334,
0.049994371831417084,
0.017584167420864105,
0.010799490846693516,
0.0329061858355999,
0.015148081816732883,
-0.005119865760207176,
0.03559762239456177,
0.014564876444637775,
0.029222164303064346,
0.042468514293432236,
-0.04124237969517708,
-0.033452246338129044,
0.04848429560661316,
-0.05152801796793938,
-0.030227359384298325,
-0.03544403985142708,
-0.0020192391239106655,
0.04555255174636841,
0.056659433990716934,
0.017851348966360092,
-0.07451488077640533,
-0.04377317428588867,
-0.0643954873085022,
0.029202604666352272,
0.031474996358156204,
0.0004813078267034143,
0.03878890722990036,
0.01178672444075346,
0.025838680565357208,
0.024456027895212173,
0.02487003058195114,
-0.06329261511564255,
-0.09984776377677917,
-0.02370135486125946,
-0.023720378056168556,
-0.005334616173058748,
0.0276340302079916,
-0.011003300547599792,
-0.04617995768785477,
0.041302476078271866,
-0.05306486040353775,
0.006716092582792044,
0.016417929902672768,
0.030872168019413948,
0.0028109741397202015,
0.05761121213436127,
-0.006833255756646395,
0.021224338561296463,
0.022980403155088425,
-0.026677541434764862,
0.09336737543344498,
0.08715518563985825,
0.03689582645893097,
-0.07303231209516525,
0.01791214942932129,
0.000980149838142097,
-0.020535867661237717,
-0.010141372680664062,
0.010321435518562794,
0.02794140949845314,
-0.001238612225279212,
0.03317604213953018,
0.07367177307605743,
0.026292333379387856,
0.006314218044281006,
0.07089601457118988,
-0.024603262543678284,
0.012589198537170887,
0.023152202367782593,
0.02021155133843422,
0.008014373481273651,
-0.0562950074672699,
-0.03055654466152191,
0.011588345281779766,
-0.01720445789396763,
-0.02892245166003704,
-0.009126297198235989,
0.020048106089234352,
0.04110633209347725,
-0.006174338050186634,
-0.001872433815151453,
-0.0028333705849945545,
-0.008150642737746239,
0.016611777245998383,
-0.06320277601480484,
-0.002035322366282344,
0.038403451442718506,
-0.04427434876561165,
0.02275831624865532,
0.014114726334810257,
-0.017106663435697556,
-0.0012722340179607272,
-0.00596404867246747,
0.006234414875507355,
-0.039472322911024094,
-0.0335998497903347,
-0.046306777745485306,
0.0322328545153141,
-0.0056726522743701935,
-0.03927839919924736,
-0.004369794856756926,
0.02397005259990692,
-0.0006974999560043216,
-0.02435486577451229,
-0.0529479905962944,
0.02317240461707115,
0.020922424271702766,
-0.037965282797813416,
0.022636065259575844,
-0.02416144497692585,
0.006802287418395281,
-0.009935788810253143,
0.032072849571704865,
0.0014346654061228037,
-0.0452544204890728,
-0.0058475942350924015,
-0.010569392703473568,
0.03531154990196228,
0.0050361123867332935,
-0.017967533320188522,
0.02818901091814041,
-0.006889067590236664,
-0.01088934950530529,
-0.0004326905182097107,
0.020232470706105232,
0.0007760845473967493,
-0.015709318220615387,
0.005760659463703632,
-0.0018975978018715978,
-0.03410164639353752,
0.030163930729031563,
0.004113615024834871,
-0.07001391798257828,
0.008448721840977669,
-0.05562448874115944,
-0.02375240996479988,
0.04186061769723892,
0.030242236331105232,
0.04041006788611412,
-0.0009959334274753928,
-0.019667401909828186,
0.01525561697781086,
0.02909950539469719,
-0.09828773885965347,
-0.028239386156201363,
-0.002920729573816061,
-0.043595727533102036,
-0.02315327152609825,
0.0007567593129351735,
0.08075301349163055,
0.01576921157538891,
0.018096018582582474,
0.004321042913943529,
0.03146880492568016,
-0.03227483108639717,
0.00855238363146782,
-0.01491408422589302,
-0.06210814416408539,
-0.01153814047574997,
-0.0006737900548614562,
-0.005320986267179251,
-0.002722611650824547,
-0.007573373150080442,
-0.03514019027352333,
-0.021491825580596924,
0.03354557603597641,
-0.027757341042160988,
-0.001221265411004424,
0.015875397250056267,
0.029189206659793854,
0.025873340666294098,
-0.0324377678334713,
-0.008028062991797924,
-0.042525120079517365,
-0.019179442897439003,
0.03461789712309837,
-0.028610670939087868,
0.01208595559000969,
0.0033452585339546204,
-0.006342753767967224,
0.003912142477929592,
0.02623811550438404,
0.0094329584389925,
0.027626095339655876,
-0.00015809491742402315,
-0.00981700886040926,
-0.01272042840719223,
0.03309240937232971,
-0.04197204113006592,
-0.03755049780011177,
0.024388710036873817,
-0.03573005273938179,
-0.03954838588833809,
0.048380736261606216,
-0.03971261903643608,
0.029296379536390305,
0.03498034179210663,
0.01415881048887968,
-0.030244169756770134,
0.05075551196932793,
-0.006459026597440243,
-0.0034031274262815714,
0.002354205586016178,
0.03271104022860527,
-0.011217662133276463,
0.005503218155354261,
0.03206082433462143,
0.0027409198228269815,
-0.030644956976175308,
0.04799434170126915,
0.03737656772136688,
0.027097877115011215,
-0.006368877366185188,
0.010573172010481358,
0.02394290268421173,
0.023973731324076653,
0.011463724076747894,
-0.015102293342351913,
0.049397263675928116,
0.03359342738986015,
-0.053076937794685364,
0.04639830440282822,
0.023694084957242012,
0.027148274704813957,
-0.09695648401975632,
-0.017493126913905144,
-0.028600990772247314,
0.007005996536463499,
0.02305409125983715,
-0.06981199234724045,
0.05317787081003189,
0.02309976890683174,
-0.02649201638996601,
-0.013416281901299953,
-0.015053552575409412,
-0.008701501414179802,
-0.019703272730112076,
0.026189057156443596,
0.0008618136635050178,
0.03454286977648735,
0.03216269239783287,
0.018392113968729973,
0.006059002596884966,
0.051897600293159485,
0.0033884409349411726,
-0.027089040726423264,
-0.012015553191304207,
-0.020916782319545746,
0.016578778624534607,
-0.09304177016019821,
0.0041031925939023495,
-0.05531882494688034,
-0.044813599437475204,
0.035008665174245834,
0.0018194301519542933,
0.03764878213405609,
0.024314766749739647,
0.02290741540491581,
0.01783120259642601,
0.03557705506682396,
0.02726990357041359,
-0.024731844663619995,
-0.035617608577013016,
-0.026531321927905083,
-0.0011262749321758747,
0.036567166447639465,
-0.017690179869532585,
0.025727147236466408,
0.024293139576911926,
0.008573981001973152,
-0.0010306036565452814,
-0.015268770977854729,
-0.01260603778064251,
-0.04266749694943428,
-0.02170051448047161,
-0.010894845239818096,
-0.00465467618778348,
-0.00533381849527359,
0.006202499847859144,
-0.07350923866033554,
-0.004945546854287386,
0.02765539102256298,
0.07108605653047562,
-0.029612593352794647,
0.015539131127297878,
-0.03296622633934021,
-0.03657829761505127,
0.005243092775344849,
-0.0020272217225283384,
0.025082901120185852,
-0.06852520257234573,
0.00034331169445067644,
0.004042658489197493,
-0.024970393627882004,
-0.04867832362651825,
-0.016272149980068207,
-0.02572212554514408,
0.03801112622022629,
-0.013667376711964607,
-0.0010287095792591572,
0.020458543673157692,
-0.04493137449026108,
0.03598577156662941,
-0.06474315375089645,
0.06261380016803741,
0.027853621169924736,
-0.004803012125194073,
-0.036905862390995026,
0.018826952204108238,
-0.03578563779592514,
-0.016150789335370064,
0.017996950075030327,
-0.001337982015684247,
0.004907925613224506,
0.010793193243443966,
0.01729123666882515,
-0.02020425722002983,
-0.04481969773769379,
0.025598568841814995,
-0.0024333407636731863,
-0.021717209368944168,
-0.048171572387218475,
-0.003895843168720603,
0.041444458067417145,
0.011257737874984741,
0.016892636194825172,
-0.003745797323063016,
-0.014140813611447811,
0.00925663486123085,
0.020779801532626152,
0.0484275259077549,
0.007116511929780245,
-0.0034178232308477163,
0.048384591937065125,
0.024546729400753975,
0.044825054705142975,
0.021511998027563095,
-0.007097873371094465,
-0.015424462035298347,
0.03966487944126129,
-0.016542533412575722,
-0.019962050020694733,
-0.0019578207284212112,
-0.013805982656776905,
-0.02400466986000538,
-0.057118095457553864,
-0.01565936580300331,
0.007242003455758095,
-0.025165900588035583,
0.018588896840810776,
0.03737734258174896,
0.040253646671772,
0.024735314771533012,
-0.02341490611433983,
-0.008519681170582771,
0.009978503920137882,
-0.026047183200716972,
0.00964287482202053,
0.013615565374493599,
0.044028185307979584,
0.03158225491642952,
0.012911047786474228,
0.013730153441429138,
-0.017606347799301147,
0.026547159999608994,
-0.00803980603814125,
0.03179686516523361,
-0.0033220993354916573,
-0.015281694941222668,
0.0066232639364898205,
-0.00904758833348751,
0.028881940990686417,
-0.020028945058584213,
0.02344731241464615,
0.04712921008467674,
-0.06385751068592072,
-0.015650533139705658,
-0.023280637338757515,
-0.013350915163755417,
-0.01218845322728157,
0.012657089158892632,
0.020529860630631447,
-0.004037436563521624,
0.017886582762002945,
0.010294687002897263,
0.014373712241649628,
-0.015021285973489285,
0.02179831825196743,
0.012213248759508133,
-0.024339618161320686,
-0.029050860553979874,
-0.03646219149231911,
-0.011556613259017467,
-0.021966559812426567,
-0.042381469160318375,
-0.012341107241809368,
0.028225205838680267,
0.02940705418586731,
0.052192557603120804,
-0.02638864889740944,
-0.05223339423537254,
0.005577379837632179,
0.05108482763171196,
-0.0689675584435463,
-0.009230886586010456,
-0.04450703039765358,
0.015474102459847927,
-0.015053006820380688,
-0.021183492615818977
] |
<p>I'm trying to program impulse response functions for a VAR model using Cholesky decomposition. The thing is I do not completely understand how I should do this when I read in the literature. Suppose I have:</p>
<p>$$
\begin{bmatrix}x_t\\y_t\\z_t\end{bmatrix}=\begin{bmatrix}\alpha_1\\\alpha_2\\\alpha_3\end{bmatrix}+\begin{bmatrix}b_{11}&b_{12}&b_{13}\\b_{21}&b_{22}&b_{23}\\b_{31}&b_{32}&b_{33}\end{bmatrix}\begin{bmatrix}x_{t-1}\\y_{t-1}\\z_{t-1}\end{bmatrix}+\begin{bmatrix}u_{1t}\\ u_{2t}\\ u_{3t}\end{bmatrix}
$$
which we can write as
$$
\mathbf{x}_t=\mathbf{a}+\mathbf{B}\mathbf{x}_{t-1}+\mathbf{u}_t.
$$</p>
<p>Further, suppose the covariance matrix of $\mathbf{u}_t$ is
$$
Cov(\mathbf{u}_t)=\Sigma_u=PP^\prime.
$$</p>
<p>Now, let's say I want the impulse responses to a unit shock in $u_{1t}$. I want the effects then on say $\mathbf{x}_t, \, \mathbf{x}_{t+1}, \, \mathbf{x}_{t+2}$ and $\mathbf{x}_{t+3}$. As I understand it, the orthogonalization is done by multiplying the error vector with $P$. Let's call the responses in period $t$ to the shock $\mathbf{x}_t^*$. Would what I am interested in then be (assume unit shock in $u_{1t}$ such that $\mathbf{u}_t^*=\begin{bmatrix}1&0&0\end{bmatrix}^\prime$):</p>
<p>$$
\mathbf{x}_t^*=P\mathbf{u}^*_t=P\begin{bmatrix}1\\0\\0\end{bmatrix}\\
\mathbf{x}_{t+1}^*=\mathbf{B}\mathbf{x}^*_t=\mathbf{B}P\mathbf{u}^*_t\\
\mathbf{x}_{t+2}^*=\mathbf{B}\mathbf{x}^*_{t+1}=\mathbf{B}\mathbf{B}P\mathbf{u}^*_t\\
\mathbf{x}_{t+3}^*=\mathbf{B}\mathbf{x}^*_{t+2}=\mathbf{B}\mathbf{B}\mathbf{B}P\mathbf{u}^*_t
$$</p>
<p>Now, extend this to include more lags (for example 4). The model is then
$$
\mathbf{x}_t=\mathbf{a}+\sum_{k=1}^4\mathbf{B}_k\mathbf{x}_{t-k}+\mathbf{u}_t.
$$</p>
<p>Thus the impulses are:</p>
<p>$$
\mathbf{x}_t^*=P\mathbf{u}^*_t=P\begin{bmatrix}1\\0\\0\end{bmatrix}\\
\mathbf{x}_{t+1}^*=\mathbf{B}_1\mathbf{x}^*_t=\mathbf{B}_1P\mathbf{u}^*_t\\
\mathbf{x}_{t+2}^*=\mathbf{B}_1\mathbf{x}^*_{t+1}+\mathbf{B}_2\mathbf{x}^*_t=\mathbf{B}_1\mathbf{B}_1P\mathbf{u}^*_t + \mathbf{B}_2P\mathbf{u}^*_t\\
\mathbf{x}_{t+3}^*=\mathbf{B}_1\mathbf{x}^*_{t+2}+\mathbf{B}_2\mathbf{x}^*_{t+1}+\mathbf{B}_3\mathbf{x}^*_{t}=\mathbf{B}_1\mathbf{B}_1\mathbf{B}_1P\mathbf{u}^*_t + \mathbf{B}_1\mathbf{B}_2P\mathbf{u}^*_t+\mathbf{B}_2\mathbf{B}_1P\mathbf{u}^*_t+\mathbf{B}_3P\mathbf{u}^*_t
$$</p>
<p>Is this line of thinking correct? If so, then this simple R code should be fine:</p>
<pre><code>library(vars)
set.seed(1)
x <- rnorm(100)
set.seed(2)
y <- rnorm(100)
set.seed(3)
z <- rnorm(100)
data <- cbind(x, y, z)
model <- VAR(data, p=4, type = "const")
u <- matrix(c(1, 0, 0), ncol=1)
P <- chol(cov(residuals(model)))
B1 <- Acoef(model)[[1]]
B2 <- Acoef(model)[[2]]
B3 <- Acoef(model)[[3]]
B4 <- Acoef(model)[[4]]
xt <- P %*% u
xt1 <- B1 %*% xt
xt2 <- B1 %*% xt1 + B2 %*% xt
xt3 <- B1 %*% xt2 + B2 %*% xt1 + B1 %*% xt
</code></pre>
<p>Any input would be very much appreciated!</p> | 36,651 | [
0.023612426593899727,
-0.013302582316100597,
-0.019108964130282402,
-0.04998563975095749,
0.04158250242471695,
0.011701083742082119,
-0.0263771191239357,
-0.034980833530426025,
0.057853810489177704,
-0.04532736912369728,
-0.0043883416801691055,
0.0411255843937397,
0.03442814573645592,
-0.005284742917865515,
0.015630869194865227,
0.02100519649684429,
-0.0018023602897301316,
0.011455405503511429,
0.012337854132056236,
0.006496361456811428,
0.00019910121045541018,
-0.0019208269659429789,
-0.023574702441692352,
-0.0016850311076268554,
-0.0035427911207079887,
0.058192797005176544,
0.03008420392870903,
-0.021177193149924278,
0.03632780537009239,
0.023688826709985733,
-0.02009863220155239,
-0.028575407341122627,
0.03364564850926399,
0.042035847902297974,
0.02981240302324295,
0.04874272271990776,
-0.0064711193554103374,
-0.03811223432421684,
-0.006399139296263456,
0.005315393675118685,
-0.03905223682522774,
0.009723005816340446,
-0.01583300530910492,
0.03378617763519287,
0.0010194632923230529,
0.031812310218811035,
-0.026499833911657333,
0.012796713039278984,
-0.004711909685283899,
-0.018763281404972076,
0.08611346781253815,
0.02117314748466015,
0.034718725830316544,
0.025749580934643745,
-0.046059396117925644,
-0.016993621364235878,
0.06669017672538757,
0.061989523470401764,
0.008167242631316185,
-0.019957635551691055,
0.008293653838336468,
-0.000202388662728481,
-0.02082364447414875,
-0.01088522095233202,
-0.01618875190615654,
0.021716026589274406,
0.02197159454226494,
-0.01218565646559,
-0.005703470204025507,
-0.04499858617782593,
0.0379398874938488,
-0.03370156139135361,
-0.005111677572131157,
-0.061006102710962296,
-0.016338201239705086,
-0.041483551263809204,
0.008671186864376068,
0.015426132827997208,
0.017294777557253838,
-0.013254527933895588,
0.009292256087064743,
0.027760513126850128,
0.022875413298606873,
0.03404323011636734,
0.012942003086209297,
0.02124052122235298,
0.05956941097974777,
-0.053743425756692886,
0.07043281197547913,
-0.0054364693351089954,
-0.043487317860126495,
-0.0016325890319421887,
0.0475887767970562,
-0.03921079263091087,
-0.03929027169942856,
0.032685890793800354,
0.004639867227524519,
0.03825121745467186,
0.003551441477611661,
-0.00711783766746521,
-0.011099996976554394,
-0.042632095515728,
0.0035120584070682526,
0.031910404562950134,
0.006539869122207165,
0.012496961280703545,
-0.0017709811218082905,
0.008931105956435204,
0.007947529666125774,
-0.0850985050201416,
-0.05035734549164772,
0.051037341356277466,
-0.05262959748506546,
-0.013034001924097538,
0.021061519160866737,
-0.02041901834309101,
-0.01549590565264225,
0.00505105359479785,
0.01458399835973978,
0.06689265370368958,
0.07366334646940231,
-0.02237265184521675,
0.0037633285392075777,
-0.019386030733585358,
-0.08868671953678131,
0.0015519646694883704,
0.004811383783817291,
-0.006784684024751186,
-0.05676517263054848,
0.05749925225973129,
0.036711256951093674,
-0.051145367324352264,
0.04481054097414017,
0.025825899094343185,
0.0005538192926906049,
-0.008374499157071114,
-0.11621344834566116,
-0.012452492490410805,
0.02718312479555607,
0.004876596387475729,
-0.019267039373517036,
-0.08225419372320175,
0.009721212089061737,
0.02226460538804531,
0.0635601356625557,
-0.012763286009430885,
0.03941955044865608,
0.04147808998823166,
0.04035614803433418,
0.03470122814178467,
-0.0068700797855854034,
0.020534729585051537,
-0.04448757320642471,
0.017994794994592667,
0.038978446274995804,
-0.038833342492580414,
0.00044557242654263973,
0.016332929953932762,
-0.001971531892195344,
0.015189667232334614,
0.05517232418060303,
0.016591286286711693,
-0.0345199890434742,
0.00038729881634935737,
0.01583707518875599,
-0.039544764906167984,
0.022729575634002686,
-0.021318521350622177,
0.005703633185476065,
0.018651610240340233,
-0.018045801669359207,
-0.03798360750079155,
-0.014363636262714863,
0.05985257029533386,
0.04317425563931465,
-0.05982109531760216,
-0.010438305325806141,
0.0009842411382123828,
-0.040152568370103836,
0.034839168190956116,
-0.02623315155506134,
-0.06393272429704666,
-0.029690660536289215,
-0.009178959764540195,
0.01981927640736103,
0.027676057070493698,
0.03400988131761551,
0.031140262261033058,
0.03716404363512993,
-0.051823683083057404,
-0.011978529393672943,
-0.0428389236330986,
-0.003416304709389806,
-0.0008492055931128561,
-0.02279011532664299,
0.044388510286808014,
-0.04111345857381821,
0.011577523313462734,
0.042978882789611816,
-0.03252697363495827,
-0.018293756991624832,
0.02699602209031582,
0.028530986979603767,
-0.027307288721203804,
0.02751677669584751,
-0.00634775822982192,
0.0387284979224205,
0.015479516237974167,
0.046401023864746094,
-0.010917526669800282,
0.020908696576952934,
0.0023127535823732615,
-0.022794527933001518,
0.009859997779130936,
-0.022092347964644432,
-0.018821075558662415,
0.026796672493219376,
-0.03925744444131851,
-0.0026601203717291355,
0.0307018980383873,
-0.030656225979328156,
0.02657274715602398,
0.1300022155046463,
0.006341585423797369,
-0.0019605252891778946,
0.02798144705593586,
-0.004932945594191551,
0.06508645415306091,
-0.0025822878815233707,
-0.0010361336171627045,
-0.03397882729768753,
0.009910681284964085,
0.04478026181459427,
0.04727225750684738,
-0.0305943563580513,
-0.007210466079413891,
0.04342453554272652,
-0.007224275264889002,
0.028697073459625244,
0.0600832924246788,
0.00817659217864275,
0.0009050005464814603,
0.040167186409235,
-0.01701951213181019,
0.018948979675769806,
0.006625586189329624,
-0.0015632439171895385,
-0.02779589779675007,
0.049048274755477905,
-0.012090915814042091,
-0.010750897228717804,
0.027028603479266167,
0.009511065669357777,
0.007682683411985636,
-0.0443548746407032,
-0.006332344375550747,
0.02394801378250122,
0.0020804479718208313,
0.022285310551524162,
0.02833389677107334,
-0.0023978909011930227,
-0.002397088333964348,
0.01568993553519249,
-0.03803762421011925,
-0.014122978784143925,
0.007629835046827793,
-0.020790111273527145,
-0.023119568824768066,
0.018262434750795364,
-0.01585855334997177,
-0.00010155076597584412,
0.011690578423440456,
-0.03346296027302742,
-0.013989970088005066,
-0.009951615706086159,
0.05750637874007225,
0.024295013397932053,
0.004751645959913731,
-0.008679263293743134,
0.019296251237392426,
0.0017371557187289,
-0.006142389960587025,
0.04242054373025894,
-0.002720619784668088,
-0.04229944944381714,
0.023882342502474785,
-0.03688265383243561,
-0.0018868454499170184,
0.005395994987338781,
0.01284619141370058,
-0.0024466561153531075,
0.02285691164433956,
-0.017768044024705887,
-0.04338430240750313,
-0.0436004102230072,
-0.010290763340890408,
0.007596559822559357,
-0.01402437686920166,
-0.022286856546998024,
0.06277924031019211,
0.027253886684775352,
-0.023267270997166634,
-0.04421699419617653,
-0.023975985124707222,
0.014870359562337399,
-0.019428983330726624,
-0.03851954638957977,
-0.03024424985051155,
-0.01231150422245264,
0.06308187544345856,
0.008389175869524479,
-0.008119797334074974,
0.004838846158236265,
-0.06385810673236847,
-0.02991153486073017,
-0.03510772064328194,
0.06532883644104004,
0.05595719441771507,
0.02554970607161522,
0.0013066795654594898,
0.07342615723609924,
-0.0230245441198349,
-0.0014370258431881666,
-0.005179081577807665,
0.01539648324251175,
0.01923576183617115,
-0.061471886932849884,
0.03436650335788727,
0.019069265574216843,
0.0009045229526236653,
-0.0017870700685307384,
-0.017902815714478493,
0.028597937896847725,
0.06509541720151901,
-0.02291724644601345,
0.019833320751786232,
0.009142477996647358,
-0.030728427693247795,
0.02958592213690281,
0.006624083966016769,
-0.012726915068924427,
0.030299682170152664,
0.004411012399941683,
0.014284001663327217,
-0.00007668248872505501,
0.056677673012018204,
-0.03201344981789589,
-0.004773747641593218,
-0.006061547435820103,
0.0021304937545210123,
-0.043088216334581375,
0.02568204700946808,
0.0017651221714913845,
-0.03136591240763664,
-0.05008992552757263,
0.01889640837907791,
0.008773716166615486,
-0.015912683680653572,
-0.0066818795166909695,
0.059992898255586624,
0.024370040744543076,
-0.017564745619893074,
-0.006522143259644508,
0.01548092346638441,
-0.012413236312568188,
0.051989827305078506,
-0.026528961956501007,
0.023513106629252434,
0.009765167720615864,
0.031305670738220215,
0.02041490003466606,
-0.03119230642914772,
-0.018713735044002533,
-0.011452476494014263,
-0.043069224804639816,
0.027157649397850037,
-0.04742683842778206,
0.05187734588980675,
0.023288508877158165,
0.060753364115953445,
-0.002976312069222331,
-0.00840773805975914,
0.0011322185164317489,
-0.0201653353869915,
-0.055178962647914886,
0.031930286437273026,
0.004569737706333399,
-0.0125123281031847,
-0.022922992706298828,
-0.0213968213647604,
0.023169999942183495,
-0.016333352774381638,
-0.00624671159312129,
-0.010792176239192486,
-0.006615247577428818,
-0.029277104884386063,
-0.004922446794807911,
-0.016188226640224457,
0.01560775376856327,
-0.016896571964025497,
0.01604483276605606,
0.052395936101675034,
-0.06186683475971222,
0.0233017485588789,
0.028338544070720673,
0.0007062748773023486,
-0.002681237645447254,
-0.023602090775966644,
0.04804534092545509,
0.06653006374835968,
0.03917066752910614,
-0.020185012370347977,
0.00820684153586626,
-0.005898839328438044,
0.045650679618120193,
0.021819505840539932,
0.020349545404314995,
0.04166139289736748,
-0.005215127486735582,
-0.0321555957198143,
-0.015015258453786373,
0.017245501279830933,
0.03863092511892319,
0.023466693237423897,
0.06253300607204437,
-0.009264776483178139,
0.06954307854175568,
0.012609407305717468,
-0.010418642312288284,
0.010532492771744728,
0.0545925535261631,
-0.013179393485188484,
0.02220883034169674,
-0.0456734336912632,
0.021991897374391556,
-0.006876250263303518,
-0.008082141168415546,
0.03040391020476818,
-0.0017062360420823097,
0.0020507180597633123,
-0.0022218746598809958,
0.03887341916561127,
0.011784269474446774,
-0.004933016374707222,
0.02500743977725506,
0.047408975660800934,
0.009254910051822662,
0.031100474298000336,
-0.04224551096558571,
-0.0043313223868608475,
0.031191818416118622,
0.041955359280109406,
0.039316460490226746,
0.047196485102176666,
-0.06647676229476929,
0.027938123792409897,
-0.02136332169175148,
0.01996428146958351,
-0.03194469213485718,
-0.01489206962287426,
-0.04252030700445175,
-0.016703877598047256,
0.04243353009223938,
-0.013096281327307224,
0.05061035975813866,
-0.021421434357762337,
0.010554597713053226,
-0.028604449704289436,
-0.04616643115878105,
-0.02608342096209526,
0.008960405364632607,
-0.0141373286023736,
0.04134414345026016,
0.0029927478171885014,
-0.038408637046813965,
-0.02128123864531517,
0.010846691206097603,
0.024141274392604828,
0.023524679243564606,
-0.055407777428627014,
-0.03292151540517807,
-0.019432712346315384,
0.04390735179185867,
-0.027905777096748352,
-0.05908411368727684,
-0.010397532023489475,
0.004704486578702927,
-0.011373131535947323,
0.02600320614874363,
0.022885728627443314,
-0.00595912104472518,
0.04583513364195824,
0.012653527781367302,
0.04983947426080704,
-0.01600588858127594,
0.0049432311207056046,
0.0782904326915741,
-0.0033232097048312426,
-0.03734138235449791,
0.07573864609003067,
0.034947026520967484,
-0.01530647836625576,
-0.001856530550867319,
-0.04595445841550827,
-0.006148588843643665,
-0.04366190358996391,
0.000044706539483740926,
-0.05129656568169594,
0.01367783173918724,
0.013366419821977615,
0.048330873250961304,
-0.0302203968167305,
0.022877849638462067,
-0.03874717652797699,
0.0026460562366992235,
0.027878504246473312,
0.054129958152770996,
-0.04991421476006508,
0.0063876500353217125,
0.009233461692929268,
0.027176804840564728,
-0.026839716359972954,
-0.015556300058960915,
-0.004216401372104883,
-0.03256095200777054,
0.021869074553251266,
0.015534656122326851,
-0.04160737618803978,
0.005170766264200211,
0.031580422073602676,
-0.012452635914087296,
-0.032806072384119034,
-0.01799326203763485,
0.04077710956335068,
-0.00510573573410511,
-0.0047863018698990345,
0.025235341861844063,
-0.022308893501758575,
0.04763919487595558,
0.029456358402967453,
0.01795334368944168,
0.056419167667627335,
-0.044712167233228683,
0.016575507819652557,
0.0012718188809230924,
0.029317153617739677,
-0.05468493700027466,
-0.046690281480550766,
0.035459477454423904,
-0.02047562599182129,
-0.04737519100308418,
-0.03689945489168167,
0.013796868734061718,
-0.024881280958652496,
-0.04204898327589035,
-0.010853306390345097,
0.05004795268177986,
-0.015781505033373833,
-0.013796846382319927,
-0.022519033402204514,
0.039693232625722885,
0.062010686844587326,
0.015916064381599426,
0.002398430835455656,
0.00405038520693779,
-0.033659301698207855,
-0.023360058665275574,
-0.03477216511964798,
0.0009473317768424749,
-0.011770008131861687,
0.03413793444633484,
0.01686134748160839,
-0.03143954649567604,
0.03168898820877075,
-0.025431178510189056,
-0.021080447360873222,
0.0036284690722823143,
-0.0014016906498000026,
0.0012073121033608913,
-0.04051860049366951,
-0.0423649325966835,
-0.02103666588664055,
0.000494720705319196,
-0.02829115465283394,
-0.03219344839453697,
-0.024609781801700592,
-0.014528644271194935,
-0.002706666477024555,
-0.004780075047165155,
0.003659855807200074,
0.017771072685718536,
0.030480509623885155,
0.014900383539497852,
0.016353271901607513,
0.024093514308333397,
-0.008034692145884037,
0.05432121455669403,
0.03201597183942795,
0.008370887488126755,
0.0024609239771962166,
-0.026233315467834473,
-0.03024032898247242,
-0.03978026285767555,
-0.059020448476076126,
0.04117684066295624,
0.0835898220539093,
-0.025932475924491882,
0.023683810606598854,
0.05370577052235603,
0.0005182823515497148,
-0.017505548894405365,
-0.03849731758236885,
-0.005840781144797802,
-0.010259142145514488,
-0.04392710328102112,
0.051135219633579254,
-0.03308635205030441,
-0.040660545229911804,
0.011270752176642418,
0.013505106791853905,
0.020378272980451584,
0.014319395646452904,
-0.018737230449914932,
0.016271794214844704,
0.002807811601087451,
-0.026526471599936485,
-0.045824084430933,
0.026276182383298874,
-0.021436797454953194,
-0.010452318005263805,
-0.023688070476055145,
-0.004812703933566809,
0.023823007941246033,
0.04679815098643303,
0.0010448945686221123,
-0.04172167927026749,
-0.015076391398906708,
-0.06040530279278755,
0.013775232248008251,
0.028252722695469856,
-0.02245137467980385,
0.018001537770032883,
0.045381054282188416,
0.07173805683851242,
0.0018606436206027865,
0.023646097630262375,
-0.022527510300278664,
-0.07195442169904709,
-0.017555302008986473,
-0.048201508820056915,
-0.03357638046145439,
0.03348509594798088,
-0.012563394382596016,
-0.011800005100667477,
-0.003110596677288413,
-0.006596945691853762,
0.03660891205072403,
-0.023033374920487404,
0.04317604377865791,
-0.007079451810568571,
0.08008609712123871,
-0.042487937957048416,
0.016194701194763184,
-0.012289507314562798,
0.005056648049503565,
0.13656584918498993,
0.054231274873018265,
0.029584534466266632,
-0.03883461281657219,
-0.02513864077627659,
-0.012103881686925888,
-0.023511359468102455,
-0.04970681667327881,
0.025141580030322075,
0.01752854511141777,
-0.05483509600162506,
-0.004236213862895966,
0.041868001222610474,
-0.0031159783247858286,
-0.03792036324739456,
0.011326110921800137,
-0.015038507990539074,
-0.014527185820043087,
-0.016942493617534637,
0.010220441967248917,
-0.012379562482237816,
0.008016949519515038,
-0.0353190042078495,
0.005083922762423754,
-0.006301914341747761,
-0.03267258405685425,
-0.0517180971801281,
0.003906072350218892,
-0.010487237013876438,
-0.04735056683421135,
-0.0032970490865409374,
0.03782249614596367,
0.016150174662470818,
0.03290373831987381,
-0.020004412159323692,
0.033174220472574234,
-0.011259560473263264,
-0.03966088965535164,
0.04355120286345482,
0.00883870106190443,
-0.006003762595355511,
0.02783157490193844,
-0.011167210526764393,
0.015928104519844055,
-0.019692692905664444,
-0.021098455414175987,
-0.03700860217213631,
0.062486432492733,
-0.012248927727341652,
-0.03244422376155853,
-0.05874167010188103,
0.05341525748372078,
0.01854865998029709,
-0.03943295031785965,
0.006011013872921467,
0.023733187466859818,
0.027456186711788177,
-0.04547758772969246,
-0.0009303251281380653,
-0.009267475455999374,
-0.028570670634508133,
0.01993689499795437,
0.016849156469106674,
0.019252365455031395,
-0.061676736921072006,
0.025962060317397118,
-0.022086534649133682,
0.0318165086209774,
-0.015244620852172375,
0.0003679030924104154,
0.024184469133615494,
0.03543422743678093,
-0.013936290517449379,
-0.0632658302783966,
0.01858908124268055,
0.002437831135466695,
0.007378575392067432,
-0.005206939298659563,
-0.004017690196633339,
-0.04879762604832649,
-0.062132492661476135,
0.01749112643301487,
-0.009280912578105927,
-0.03276978060603142,
-0.00143262033816427,
-0.014845126308500767,
0.018435852602124214,
0.04053333029150963,
-0.017314741387963295,
0.008131121285259724,
-0.004899562802165747,
0.08507406711578369,
0.017068933695554733,
-0.05294502526521683,
-0.016785355284810066,
0.03207611292600632,
0.006535986438393593,
-0.004343661945313215,
0.021792486310005188,
0.06502002477645874,
0.02751913107931614,
0.028546910732984543,
-0.05209207162261009,
0.0357758104801178,
-0.041978590190410614,
-0.012386182323098183,
0.03726709634065628,
-0.03181639313697815,
0.032702166587114334,
0.02342529222369194,
0.02017473615705967,
-0.03620520979166031,
0.004257115535438061,
-0.005360485054552555,
-0.025768356397747993,
-0.030429508537054062,
-0.038755737245082855,
-0.007915175519883633,
-0.019045494496822357,
-0.055844780057668686,
0.007449625991284847,
-0.014819987118244171,
0.008050735108554363,
0.0037969136610627174,
0.01609717682003975,
-0.011775236576795578,
-0.028729282319545746,
-0.036522552371025085,
-0.017579277977347374,
-0.049299221485853195,
-0.00559282535687089,
0.034459181129932404,
0.04010101407766342,
0.01764678955078125,
-0.0023261182941496372,
0.020361507311463356,
0.0019276350503787398,
0.06721808761358261,
0.05342443287372589,
-0.014745990745723248,
0.02410714700818062,
-0.0517098493874073,
-0.03890184313058853,
0.02681865356862545,
0.02459787018597126,
0.04225612431764603,
0.010947399772703648,
0.011578258126974106,
-0.05376838147640228,
0.06294842064380646,
0.016287673264741898,
0.031654998660087585,
-0.022759972140192986,
-0.017453612759709358,
-0.005571063607931137,
-0.02981618419289589,
0.012572266161441803,
-0.021391620859503746,
-0.004552262369543314,
0.004427018109709024,
0.015190908685326576,
-0.03342679142951965,
0.02138792909681797,
-0.0004160359385423362,
-0.016924984753131866,
0.0007408353849314153,
-0.02049776166677475,
-0.011819036677479744,
0.037934012711048126,
0.0527188666164875,
-0.00015505720512010157,
-0.011281467974185944,
0.00889170914888382,
-0.0005138185806572437,
-0.07122201472520828,
-0.020148001611232758,
0.004049570299685001,
-0.012393235228955746,
0.023212717846035957,
-0.009460785426199436,
0.030122580006718636,
-0.003675169311463833,
-0.011283930391073227,
0.012482669204473495,
-0.03574075549840927,
-0.013239508494734764,
-0.03204164281487465,
0.015329713001847267,
-0.0044746994972229,
0.01665421575307846,
0.03146505355834961,
-0.01541106216609478,
0.0014644796028733253,
0.027801744639873505,
0.0029561712872236967,
-0.03501536324620247,
0.013416464440524578,
0.01809445396065712,
0.008651546202600002,
-0.047553278505802155,
0.04557683318853378,
-0.03295101970434189,
-0.007121868431568146,
0.006924516521394253,
0.0011569923954084516,
-0.015538442879915237,
-0.010812169872224331,
0.055890005081892014,
0.0065409280359745026,
0.05229092761874199,
0.042212024331092834,
-0.014412971213459969,
0.05245031788945198,
0.011956238187849522,
0.010690219700336456,
-0.0037454389967024326,
-0.015248650684952736,
0.012232096865773201,
0.01342444121837616,
0.003159431740641594,
-0.03698482736945152,
-0.04926704987883568,
0.01805899105966091,
-0.04699467867612839,
-0.00424289470538497,
-0.051152169704437256,
0.0025976584292948246,
-0.026875250041484833,
0.012262333184480667,
-0.028526026755571365,
-0.02891402132809162,
0.019679496064782143,
-0.019237425178289413,
-0.005548099521547556,
-0.0037967602256685495,
-0.05254628136754036,
-0.03474587947130203,
0.02928858995437622,
0.01368335448205471,
0.0035195949021726847,
-0.05446712300181389,
-0.040027961134910583,
0.03995829075574875,
-0.02501903660595417,
-0.07308342307806015,
-0.009004561230540276,
-0.009253582917153835,
0.04087803512811661,
0.009867105633020401,
-0.020965488627552986,
0.0014101099222898483,
0.00858687050640583,
0.004146564286202192,
-0.058188796043395996,
0.04195960983633995,
0.0009404424345120788,
-0.045037396252155304,
-0.0019466206431388855,
-0.017452064901590347,
-0.0063838595524430275,
0.03771543502807617,
0.05955330282449722,
-0.01779578998684883,
0.02368071861565113,
0.02197994291782379,
0.04319712892174721,
0.02588711306452751,
-0.032629746943712234,
0.055761370807886124,
0.013027967885136604,
0.004501829389482737,
-0.016829147934913635,
-0.019668765366077423,
0.00858005415648222,
0.013440282084047794,
-0.013718228787183762,
0.017963001504540443,
-0.009586513042449951,
-0.020434867590665817,
-0.051391709595918655,
0.006478147115558386,
0.012287028133869171,
-0.02666507661342621,
0.025248844176530838,
-0.004180933814495802,
0.016998425126075745,
0.008075117133557796,
-0.015790008008480072,
-0.06293758749961853,
-0.03319672495126724,
-0.05564417690038681,
0.004481093492358923,
-0.04282424971461296,
-0.0008981236605904996,
0.015731090679764748,
-0.062076766043901443,
-0.0203863475471735,
0.02894267626106739,
-0.03428264707326889,
-0.021159537136554718,
0.04750437289476395,
-0.024096552282571793,
-0.0020772581920027733,
0.02162298373878002,
0.024250458925962448,
0.015118258073925972,
-0.051802173256874084,
0.024255968630313873,
0.021590005606412888,
0.027795247733592987,
-0.0020862191449850798,
-0.019413204863667488,
-0.01025433000177145,
-0.01669652760028839,
-0.0017222660826519132,
0.015750011429190636,
0.0045605977065861225,
-0.012244670651853085,
-0.020867466926574707,
0.02306460589170456,
-0.021417954936623573,
0.00560325663536787,
0.02434595488011837,
-0.02242266573011875,
0.04370734468102455,
-0.04035938158631325,
-0.018698982894420624,
0.014762049540877342,
0.011963249184191227,
-0.00013911700807511806,
0.018403252586722374,
0.0054502831771969795,
0.02113417722284794,
-0.027576563879847527,
0.008735349401831627,
-0.01861199550330639,
-0.035264041274785995,
0.014022122137248516,
-0.05995249003171921,
0.0017915667267516255,
0.04375382512807846,
-0.000050496899348217994,
0.005458507686853409,
-0.02197142131626606,
-0.05728754773736,
-0.041371118277311325,
0.04017467051744461,
0.025433087721467018,
-0.016507355496287346,
-0.03245774656534195,
0.024883374571800232,
-0.01373849157243967,
0.040892601013183594,
-0.04056345298886299,
-0.01774677447974682,
0.010274670086801052,
-0.002001699060201645,
-0.0070624565705657005,
0.046967651695013046
] |
<p>I estimated a Partial Least Squares model where the X matrix had normalized columns. Now I want to predict the value for a new instance (which is a frequency vector summing to one.) I assume that if I just use the raw frequency values, the predicted value won't be on the same scale as the scenario where my 'new' instance was taken from the normalized X matrix. (i.e. Comparing the fitted values of the model with predicted value of new instance.)</p>
<p>I was thinking of adding the new instance as the bottom row of the original non-normalized X matrix, normalizing, and then using the values from this new bottom row to predict.</p>
<p>Alternatively, I could standardize by using the column means and standard deviations from the original non-normalized X. </p>
<p>Is one method preferred to the other? Is there a better way?</p> | 50 | [
-0.04587368294596672,
0.0016067768447101116,
-0.02156616933643818,
0.0021029491908848286,
0.0075925737619400024,
0.00950507540255785,
-0.003082528244704008,
-0.00013136786583345383,
0.04424817115068436,
-0.033787041902542114,
0.013051292859017849,
0.0659283995628357,
0.0504816435277462,
0.04588356241583824,
0.015998179093003273,
0.023432236164808273,
-0.044877681881189346,
-0.018511302769184113,
-0.024972306564450264,
-0.008125108666718006,
0.00010491097782505676,
0.0065150996670126915,
0.021928735077381134,
-0.018440790474414825,
0.013996141031384468,
0.05779348313808441,
0.03460119664669037,
-0.04041026160120964,
0.036771271377801895,
0.058866485953330994,
0.004016705323010683,
-0.025166070088744164,
0.008115261793136597,
0.032821182161569595,
0.039401523768901825,
0.027901696041226387,
-0.023091644048690796,
-0.013208947144448757,
-0.01726272515952587,
0.04405979439616203,
0.0003870262880809605,
-0.0029551757033914328,
0.01651371270418167,
0.02290005423128605,
-0.003357615554705262,
0.04657953605055809,
-0.025606876239180565,
-0.018209196627140045,
0.020079324021935463,
-0.03805796802043915,
0.08127979189157486,
0.0026828725822269917,
0.004896878730505705,
0.04634518176317215,
-0.03989841043949127,
0.007839924655854702,
0.0656886100769043,
0.025861572474241257,
0.0008241691975854337,
-0.06360635906457901,
-0.008400380611419678,
-0.034798651933670044,
-0.014422422274947166,
-0.015860555693507195,
-0.014576230198144913,
0.012860952876508236,
-0.02757561020553112,
-0.021681498736143112,
0.03416009619832039,
-0.039005059748888016,
0.014517170377075672,
0.029960904270410538,
0.04766424372792244,
-0.01810137741267681,
0.027462806552648544,
-0.041939351707696915,
0.022555677220225334,
0.044644422829151154,
0.04283694922924042,
0.02982962131500244,
0.04853291064500809,
0.0016970467986539006,
0.013347646221518517,
0.045934755355119705,
0.012800524942576885,
-0.021381083875894547,
0.03414326161146164,
0.007019302807748318,
0.007742132991552353,
0.06329035013914108,
0.015370541252195835,
0.0029446061234921217,
0.07891353219747543,
-0.036774251610040665,
-0.014021661132574081,
0.025173621252179146,
-0.01851239614188671,
0.017990807071328163,
-0.003900649957358837,
-0.008257811889052391,
-0.010366213507950306,
-0.008221635594964027,
-0.01952071115374565,
0.03450826182961464,
-0.016243571415543556,
-0.00024764746194705367,
-0.013010942377150059,
-0.01606013998389244,
0.006250141654163599,
-0.03848063573241234,
-0.013514294289052486,
-0.0030307965353131294,
-0.00916067510843277,
-0.006314408499747515,
0.016417192295193672,
-0.0032705848570913076,
-0.02085563726723194,
-0.023123249411582947,
0.061716385185718536,
0.08374565094709396,
0.009159485809504986,
-0.020247332751750946,
0.008479754440486431,
-0.030277492478489876,
-0.02050744742155075,
0.05052846297621727,
-0.0050790621899068356,
-0.009208301082253456,
-0.06804218888282776,
0.052482251077890396,
-0.011883411556482315,
-0.020460164174437523,
0.03511398285627365,
-0.008739217184484005,
-0.006245491560548544,
0.008063805289566517,
-0.08250636607408524,
-0.022953161969780922,
0.017357485368847847,
-0.02899935655295849,
0.003973279148340225,
-0.04437311738729477,
-0.010605135932564735,
0.02211586758494377,
0.07000214606523514,
0.0532100573182106,
0.008699205704033375,
0.0062436009757220745,
0.05200687050819397,
0.0016712115611881018,
0.00578519981354475,
-0.021229257807135582,
-0.038492221385240555,
-0.06431855261325836,
-0.04688972234725952,
-0.053078897297382355,
0.002958844415843487,
0.037882983684539795,
-0.01761508174240589,
0.006303433328866959,
0.02398778311908245,
0.006094960495829582,
-0.008377986028790474,
-0.0047260164283216,
-0.006321029271930456,
-0.044938698410987854,
0.026137471199035645,
-0.048040423542261124,
0.018555140122771263,
0.0339851975440979,
-0.0074041155166924,
-0.005211099982261658,
-0.002987631130963564,
0.02889907732605934,
0.023977069184184074,
0.017011044546961784,
0.011466866359114647,
-0.042219389230012894,
0.03401055932044983,
-0.01718629151582718,
-0.03054807521402836,
-0.034872379153966904,
-0.007468576077371836,
0.01486795861274004,
0.014744405634701252,
0.049578599631786346,
0.005989489611238241,
-0.0363975465297699,
0.042337965220212936,
-0.053534675389528275,
-0.03895040601491928,
-0.09085913747549057,
0.017140429466962814,
-0.0010385935893282294,
-0.022890714928507805,
0.041076790541410446,
-0.025555042549967766,
0.022065604105591774,
0.013643342070281506,
-0.005530045833438635,
-0.03373686969280243,
0.01103264931589365,
0.03780415281653404,
-0.09904681146144867,
0.025304675102233887,
0.07577033340930939,
0.039727214723825455,
-0.01591459847986698,
0.06162438914179802,
-0.03952702879905701,
-0.044832926243543625,
0.0014780281344428658,
-0.03090767189860344,
-0.001436389982700348,
-0.006244031712412834,
-0.0031480558682233095,
0.03349015489220619,
0.005779955070465803,
0.0009898138232529163,
-0.007061828393489122,
-0.06302817910909653,
0.07249313592910767,
0.051753729581832886,
-0.012767301872372627,
0.020744746550917625,
-0.012142203748226166,
0.02436634711921215,
0.023753957822918892,
-0.021249011158943176,
-0.01091389823704958,
-0.026010051369667053,
0.016575418412685394,
0.03458869829773903,
0.03244909644126892,
-0.022168666124343872,
-0.008467455394566059,
0.07088474184274673,
-0.012874389067292213,
0.03079216182231903,
0.02784065157175064,
0.021870121359825134,
-0.021720923483371735,
0.04270949214696884,
0.005106733180582523,
0.009028315544128418,
-0.021050255745649338,
-0.004230366554111242,
0.0009723571711219847,
0.019155001267790794,
0.017875362187623978,
0.009943671524524689,
0.025030218064785004,
0.014877410605549812,
0.0026985539589077234,
-0.05285964906215668,
-0.03385695442557335,
0.004020929802209139,
-0.017773296684026718,
0.018490100279450417,
0.014264710247516632,
-0.025550400838255882,
-0.0239118579775095,
-0.010749992914497852,
-0.02913045324385166,
0.017972460016608238,
0.03258458152413368,
-0.04250706732273102,
0.04242643341422081,
0.01319151371717453,
-0.03933434188365936,
0.022786999121308327,
-0.01047400664538145,
-0.019399192184209824,
-0.03307566046714783,
-0.0013998684007674456,
0.04189286753535271,
-0.0007082957308739424,
0.03240974247455597,
-0.0050079249776899815,
0.0016039930051192641,
0.0040050228126347065,
0.017558999359607697,
-0.0011930025648325682,
0.046468961983919144,
-0.027300259098410606,
-0.005306457635015249,
-0.036002591252326965,
-0.05092019587755203,
0.033320195972919464,
0.02627887763082981,
-0.0016292090294882655,
0.03208887577056885,
-0.01819026842713356,
-0.03508710861206055,
-0.012537009082734585,
-0.025475313887000084,
0.00017198181012645364,
0.01801036298274994,
-0.004486642312258482,
0.02830526977777481,
0.0113481180742383,
-0.09383764117956161,
0.026201078668236732,
-0.004978044889867306,
-0.011134309694170952,
-0.04196038097143173,
-0.04604341462254524,
0.001499853446148336,
-0.026088105514645576,
0.033559415489435196,
-0.010676419362425804,
-0.02347654104232788,
0.034545473754405975,
-0.04754668474197388,
-0.03885333612561226,
0.020001886412501335,
-0.022852525115013123,
0.05380413308739662,
0.011080095544457436,
0.019337935373187065,
0.07257865369319916,
0.029882997274398804,
0.006751528009772301,
-0.052054326981306076,
0.035677701234817505,
-0.027264825999736786,
-0.053900230675935745,
0.025926291942596436,
0.018615486100316048,
0.004744982346892357,
-0.017387013882398605,
-0.001660668640397489,
0.03462028130888939,
0.06622130423784256,
0.03234722465276718,
0.005527531262487173,
0.01990501955151558,
-0.005563400685787201,
-0.011361848562955856,
0.04767689108848572,
-0.01824500970542431,
0.012846129946410656,
-0.013562112115323544,
-0.00985808577388525,
0.004097932018339634,
0.0156150097027421,
-0.0441889762878418,
-0.010913193225860596,
-0.023944925516843796,
0.02175254374742508,
-0.015869736671447754,
0.05903049185872078,
-0.006033029872924089,
-0.035813841968774796,
-0.016177086159586906,
0.023213094100356102,
0.00740085868164897,
-0.020305898040533066,
0.002328319940716028,
0.058701787143945694,
0.04828659072518349,
-0.012112807482481003,
0.015261655673384666,
0.00159043341409415,
0.01515879575163126,
0.028222523629665375,
-0.037573739886283875,
-0.03557077795267105,
0.029315920546650887,
0.022268159314990044,
0.04854867234826088,
0.025252094492316246,
-0.02239435538649559,
0.002928592264652252,
-0.07309609651565552,
-0.002545936033129692,
-0.001829248620197177,
0.05310056358575821,
0.026532936841249466,
0.030301902443170547,
0.026830339804291725,
-0.016936136409640312,
0.020088031888008118,
0.01953093335032463,
-0.06917469948530197,
0.04223218187689781,
0.03431406244635582,
-0.014975566416978836,
-0.013610998168587685,
-0.005703264847397804,
-0.0002743013028521091,
-0.02307569421827793,
0.02348269708454609,
0.024075742810964584,
0.0055591450072824955,
-0.06603232026100159,
-0.0013560979859903455,
-0.011724702082574368,
0.005176253151148558,
-0.0032896308694034815,
0.011835881508886814,
0.017506955191493034,
-0.020484885200858116,
0.01299242116510868,
0.007107273675501347,
-0.032835010439157486,
0.011296464130282402,
0.004181897733360529,
0.02119024656713009,
0.02719585970044136,
0.026843171566724777,
0.013670009560883045,
0.0465996116399765,
-0.08193053305149078,
0.046667441725730896,
0.013966040685772896,
0.049826350063085556,
0.039541855454444885,
-0.011394888162612915,
0.004266597330570221,
-0.013252985663712025,
-0.02275856025516987,
0.018918609246611595,
0.05073361471295357,
-0.021182313561439514,
-0.01219031773507595,
0.042147357016801834,
0.011613762006163597,
-0.04620937258005142,
0.014426891691982746,
0.08935686945915222,
0.01660972274839878,
-0.011020987294614315,
-0.04339516907930374,
0.017406852915883064,
-0.0052443030290305614,
-0.02163706161081791,
0.041757892817258835,
-0.005789845250546932,
0.03925548121333122,
-0.01585760898888111,
0.028078099712729454,
-0.007530824281275272,
-0.01838667318224907,
-0.03406823053956032,
0.01134686078876257,
0.04077298939228058,
-0.029289256781339645,
-0.035898562520742416,
-0.013064759783446789,
0.051618073135614395,
0.04754547029733658,
0.027352996170520782,
-0.007031706627458334,
-0.11077206581830978,
-0.027704710140824318,
0.028556980192661285,
0.024000365287065506,
-0.006163825746625662,
-0.03559563681483269,
-0.015217718668282032,
-0.026222428306937218,
0.02079334855079651,
-0.023371713235974312,
0.03279687091708183,
0.007625562604516745,
-0.00858231820166111,
-0.054170019924640656,
-0.0005414251354523003,
-0.05371222645044327,
0.0024617661256343126,
-0.051522646099328995,
0.09595004469156265,
-0.011504200287163258,
-0.04385850578546524,
-0.06696322560310364,
0.015840813517570496,
-0.019703390076756477,
0.03150748461484909,
-0.017856091260910034,
-0.049130406230688095,
0.0059853773564100266,
0.019576776772737503,
0.0038407479878515005,
-0.04839044809341431,
0.025536488741636276,
0.027066437527537346,
-0.017406795173883438,
0.014906063675880432,
-0.002684299135580659,
-0.032038845121860504,
0.020282989367842674,
-0.022334439679980278,
-0.02954830415546894,
-0.015856586396694183,
0.0023331386037170887,
0.031876951456069946,
-0.016918154433369637,
0.01876027323305607,
0.06490475684404373,
0.03048953041434288,
0.03395260125398636,
-0.0012065295595675707,
-0.01840565726161003,
-0.004494759254157543,
-0.04141979664564133,
-0.039916981011629105,
-0.03747810795903206,
0.013150710612535477,
0.004328698385506868,
0.051710356026887894,
0.01693408004939556,
0.05005119368433952,
-0.03198489919304848,
-0.03565078228712082,
0.006746006663888693,
0.04658636823296547,
-0.020436454564332962,
-0.02941560186445713,
0.01044490560889244,
0.008544087409973145,
-0.0423150472342968,
-0.026761336252093315,
0.012814348563551903,
-0.02034042589366436,
0.01594412326812744,
0.01149720698595047,
-0.03646426275372505,
0.007662911433726549,
-0.021331600844860077,
-0.03264082968235016,
0.020793726667761803,
-0.030402056872844696,
0.026122024282813072,
-0.004185331054031849,
0.06980540603399277,
0.0005716320592910051,
-0.039103034883737564,
0.00857968907803297,
0.018334442749619484,
-0.023578200489282608,
0.027225013822317123,
-0.0717889592051506,
0.03729094937443733,
-0.027896670624613762,
-0.00546336779370904,
-0.04206934943795204,
-0.052300792187452316,
0.022769736126065254,
0.01872040145099163,
-0.015202626585960388,
-0.03553225100040436,
0.0041100881062448025,
-0.03169983625411987,
-0.02401536889374256,
-0.05907006189227104,
0.006576067302376032,
-0.03942713513970375,
-0.00505929347127676,
0.00036302092485129833,
0.008245320059359074,
0.06418202817440033,
-0.02208622917532921,
-0.011137831956148148,
0.028867758810520172,
-0.009899232536554337,
0.007847204804420471,
-0.03330403193831444,
0.0032297309953719378,
-0.0493323914706707,
-0.0016509788110852242,
-0.05629445239901543,
-0.02081192657351494,
0.053186558187007904,
-0.023058317601680756,
0.0010678544640541077,
0.03342084959149361,
-0.012554850429296494,
0.018076978623867035,
-0.036586519330739975,
-0.00659535126760602,
-0.005990306846797466,
-0.008340275846421719,
-0.0015608064131811261,
0.014533007517457008,
0.03838393837213516,
0.012775293551385403,
0.015562661923468113,
0.01561677549034357,
-0.006951966322958469,
0.009776725433766842,
0.06036492437124252,
0.01571042276918888,
0.01813061162829399,
-0.013522760942578316,
-0.04608207941055298,
0.05586361512541771,
0.03491564840078354,
0.028645366430282593,
0.01988728903234005,
0.05172041803598404,
-0.00551080796867609,
-0.009323333390057087,
-0.045707881450653076,
-0.02766021341085434,
0.048026517033576965,
-0.009821419604122639,
0.04641764238476753,
0.04849082976579666,
0.030020903795957565,
-0.04916823282837868,
-0.03657258674502373,
-0.0254123006016016,
-0.001694678096100688,
-0.004684122279286385,
0.05920469015836716,
-0.025662805885076523,
-0.008012289181351662,
0.020268959924578667,
0.00748017430305481,
0.016785377636551857,
0.06926647573709488,
0.02252805233001709,
0.03938612341880798,
0.028247231617569923,
0.005259041674435139,
-0.055096182972192764,
0.025502435863018036,
-0.03657364472746849,
-0.009347358718514442,
-0.03815290331840515,
-0.006786096375435591,
0.04315843805670738,
0.046426333487033844,
-0.006702163256704807,
-0.04985933005809784,
-0.013420896604657173,
-0.03698043152689934,
-0.030482081696391106,
-0.010221391916275024,
-0.004492661915719509,
0.03468884900212288,
-0.01118217408657074,
0.029251430183649063,
-0.001560715027153492,
0.012517567723989487,
-0.04257040470838547,
-0.07788144052028656,
-0.02435031346976757,
-0.0006871805526316166,
-0.0008459052769467235,
0.02286168932914734,
0.014789280481636524,
0.002104257233440876,
0.016192307695746422,
-0.0576372891664505,
0.019621361047029495,
-0.029674028977751732,
0.050721023231744766,
-0.005770499352365732,
0.042714666575193405,
-0.021955477073788643,
-0.03253142908215523,
-0.0012277907226234674,
0.006152754183858633,
0.10099690407514572,
0.08121580630540848,
0.06453230232000351,
-0.03002731129527092,
0.01564236730337143,
0.004884956404566765,
0.029758207499980927,
-0.023583311587572098,
-0.030184928327798843,
-0.004019818268716335,
0.0026753759011626244,
0.029705233871936798,
0.06924425065517426,
-0.0029258220456540585,
-0.015485372394323349,
0.03454652056097984,
-0.023044809699058533,
0.002905959030613303,
0.015098673291504383,
0.01293125282973051,
0.016701357439160347,
-0.0039253924041986465,
-0.03639631345868111,
0.022069014608860016,
0.008335057646036148,
0.0009979670867323875,
-0.013052013702690601,
0.03473619371652603,
-0.01955895870923996,
0.026095159351825714,
-0.015482683666050434,
0.02138270065188408,
0.01959136873483658,
0.01952180452644825,
-0.0015907988417893648,
0.014888935722410679,
0.008941537700593472,
-0.025480439886450768,
0.0069373296573758125,
0.02411714568734169,
-0.011243673972785473,
-0.0029325690120458603,
-0.0003812656505033374,
0.005125971976667643,
-0.08708314597606659,
-0.01731022819876671,
-0.05469023436307907,
0.03158776834607124,
-0.019400088116526604,
-0.026417173445224762,
0.029099006205797195,
0.0014864997938275337,
0.017238261178135872,
-0.03839561343193054,
0.009645428508520126,
0.04852357879281044,
0.029354248195886612,
0.017855452373623848,
0.0005474346107803285,
0.009464175440371037,
0.02999141998589039,
0.0008147536427713931,
0.008509195409715176,
0.04105062037706375,
-0.03602156043052673,
-0.043522316962480545,
0.0031257227528840303,
0.08200930804014206,
-0.009387173689901829,
0.0035816130694001913,
0.012680751271545887,
-0.012179973535239697,
-0.017743051052093506,
-0.02333729900419712,
0.03141756355762482,
0.0017038192600011826,
0.05588293448090553,
-0.04016922414302826,
0.015000891871750355,
-0.05556882545351982,
-0.0459543876349926,
-0.00020016304915770888,
0.0265489649027586,
0.013364450074732304,
-0.04107164591550827,
0.015298040583729744,
0.0005571636138483882,
0.042850274592638016,
-0.002834904473274946,
0.009166166186332703,
0.014652842655777931,
0.033601656556129456,
0.011319512501358986,
-0.049710530787706375,
-0.022067725658416748,
-0.005155859049409628,
-0.0027122285682708025,
0.006128543522208929,
-0.012281699106097221,
0.03700583055615425,
0.013552512973546982,
0.006589914672076702,
-0.024199776351451874,
0.04717656597495079,
-0.0007262510480359197,
0.03315001726150513,
-0.02348732016980648,
-0.05110461264848709,
0.0010230897460132837,
0.018648769706487656,
0.01138948556035757,
-0.014476059004664421,
-0.021226711571216583,
-0.043748512864112854,
-0.04502210393548012,
0.021637409925460815,
0.027800068259239197,
-0.01493699848651886,
0.03248712047934532,
-0.013814789243042469,
0.049524422734975815,
-0.029181882739067078,
-0.048246514052152634,
-0.0436965674161911,
-0.0007135727792046964,
-0.016765037551522255,
-0.05089849233627319,
-0.003593594068661332,
0.0035165727604180574,
-0.0630786269903183,
0.010272669605910778,
0.03271276503801346,
0.02283737249672413,
-0.00654247123748064,
-0.04668330028653145,
-0.05508606508374214,
-0.021485909819602966,
0.05402102321386337,
-0.02265261858701706,
-0.01035704929381609,
0.021105187013745308,
-0.03671884164214134,
-0.004467902239412069,
0.021028941497206688,
0.003873642301186919,
0.06748251616954803,
0.01674782484769821,
-0.01606905460357666,
-0.03168434649705887,
0.04279074817895889,
-0.03463980183005333,
-0.023495053872466087,
-0.008575068786740303,
0.012593073770403862,
-0.012156344950199127,
0.0500069186091423,
0.031563300639390945,
0.0004560084198601544,
-0.026499643921852112,
0.046166129410266876,
0.03415288031101227,
-0.01714981161057949,
-0.009875322692096233,
0.01899278722703457,
-0.027320489287376404,
0.029555946588516235,
0.015885042026638985,
-0.014539186842739582,
0.029589775949716568,
0.03300299122929573,
-0.027821123600006104,
-0.0033257578033953905,
-0.02939613349735737,
-0.01741332933306694,
-0.05893668532371521,
-0.0454365573823452,
0.011947629041969776,
-0.01994512975215912,
0.0012830289779230952,
-0.05310351401567459,
-0.014949962496757507,
0.017598917707800865,
-0.07591871172189713,
0.0015292938333004713,
0.023208381608128548,
-0.04532928019762039,
-0.02871944196522236,
0.01884332112967968,
-0.0059758080169558525,
0.008568508550524712,
0.041383806616067886,
0.011732161045074463,
0.008730840869247913,
0.013560027815401554,
-0.001895866822451353,
-0.06041818857192993,
-0.013007231056690216,
0.022034289315342903,
0.025509728118777275,
-0.036516014486551285,
0.014471333473920822,
-0.06824833899736404,
-0.011363348923623562,
0.04498862102627754,
-0.02780035138130188,
0.03165644779801369,
0.016594456508755684,
0.02947874739766121,
-0.0006989770336076617,
0.03846929222345352,
-0.003750875359401107,
-0.027360929176211357,
0.03569558635354042,
0.025188744068145752,
0.008971551433205605,
0.03704332560300827,
-0.033049438148736954,
-0.008474924601614475,
0.05045296624302864,
-0.0222391989082098,
-0.031515803188085556,
-0.014552714303135872,
-0.023937607184052467,
-0.008438036777079105,
-0.041377048939466476,
0.015355264768004417,
-0.0055197542533278465,
-0.022471783682703972,
0.004263839218765497,
-0.01953856833279133,
0.010697340592741966,
0.04745158180594444,
0.003992617130279541,
-0.020675277337431908,
0.03856739401817322,
-0.008150019682943821,
-0.04126809537410736,
0.004434237256646156,
-0.0199327003210783,
0.01697288267314434,
-0.054139506071805954,
-0.04584508016705513,
0.029650069773197174,
-0.01390650775283575,
-0.02717500925064087,
-0.0222539771348238,
-0.04250543192028999,
0.036078229546546936,
-0.03824847191572189,
0.02805669605731964,
0.014904284849762917,
-0.003072187537327409,
0.003800902748480439,
-0.06890027225017548,
0.034217339009046555,
0.015650447458028793,
-0.058262236416339874,
-0.0010552412131801248,
-0.003912026062607765,
-0.037166960537433624,
0.036019302904605865,
0.06349227577447891,
0.011317649856209755,
0.027307389304041862,
-0.031877465546131134,
0.031553879380226135,
0.013929438777267933,
-0.0346999354660511,
0.040674347430467606,
-0.002582478802651167,
-0.03917437791824341,
-0.013204910792410374,
-0.0012720522936433554,
0.02274591661989689,
0.025979408994317055,
0.012459071353077888,
-0.027448950335383415,
0.019147390499711037,
0.010299228131771088,
-0.027975894510746002,
0.01912645995616913,
0.02880813367664814,
-0.00445742579177022,
0.025800999253988266,
0.015174374915659428,
-0.0012798592215403914,
0.030213646590709686,
-0.0038025411777198315,
-0.044463373720645905,
0.01615007221698761,
-0.07208274304866791,
-0.005732246674597263,
0.042448751628398895,
0.023613469675183296,
-0.006687800865620375,
-0.04571160674095154,
0.010806461796164513,
0.02843800187110901,
-0.04427405819296837,
0.01911463774740696,
0.03644169867038727,
0.020576976239681244,
0.029231147840619087,
0.013131941668689251,
0.033587075769901276,
0.007360185030847788,
-0.010040568187832832,
-0.010182094760239124,
-0.010207928717136383,
0.036445531994104385,
0.0011344905942678452,
-0.0002875053323805332,
0.021564487367868423,
-0.028320331126451492,
0.009925205260515213,
-0.018286531791090965,
0.04119163379073143,
-0.03060583584010601,
-0.010241977870464325,
0.03802120313048363,
-0.024093005806207657,
0.04605155810713768,
-0.004702459089457989,
-0.007333406247198582,
0.028674235567450523,
-0.05855604261159897,
-0.039151981472969055,
-0.07256456464529037,
-0.030197089537978172,
-0.0009772053454071283,
0.000504329102113843,
-0.022951429709792137,
0.052395835518836975,
0.00952503364533186,
-0.021474845707416534,
-0.01140868104994297,
-0.03754545375704765,
0.01990862376987934,
-0.027914784848690033,
0.01606191135942936,
-0.056178897619247437,
0.035149604082107544,
-0.012711546383798122,
-0.004012878052890301,
-0.040821995586156845,
0.010480784811079502,
0.03988298401236534,
0.029515612870454788,
0.03745097294449806,
0.0019978724885731936,
-0.022729458287358284,
0.025056010112166405,
0.003110928926616907,
-0.028466228395700455,
-0.03266177698969841,
-0.031393323093652725,
0.008291983045637608,
0.01715647615492344,
-0.03295637294650078
] |
<p>My work involves building statistical / econometric models using R, SPSS modeler. I am also doing my PhD (part time) in econometrics. In order to do more advanced data / model visualisation I am thinking about to pick up another programming language. Any suggestion will be much appreciated. </p> | 74,027 | [
-0.04094703495502472,
-0.004128751344978809,
-0.01300103310495615,
0.007221641018986702,
0.01641053892672062,
0.030772918835282326,
0.020333928987383842,
-0.016196122393012047,
0.002519297879189253,
-0.033214353024959564,
0.027786388993263245,
0.04892336577177048,
0.03763599321246147,
0.0051190960220992565,
0.015825288370251656,
-0.006311048287898302,
0.004845753777772188,
-0.03215424716472626,
-0.014586768113076687,
0.043177906423807144,
-0.004800561349838972,
0.019498903304338455,
-0.002879709703847766,
0.021366961300373077,
-0.021192822605371475,
0.06228883937001228,
0.03512931242585182,
-0.02053496055305004,
-0.013008274137973785,
0.03307303786277771,
-0.012792112305760384,
-0.0164980236440897,
-0.012401333078742027,
0.056601304560899734,
0.06659907847642899,
-0.005783088970929384,
-0.02981426939368248,
-0.03069751150906086,
-0.0032214601524174213,
0.023446332663297653,
-0.041981421411037445,
-0.0006183524965308607,
-0.012124339118599892,
0.03617383912205696,
0.01748254895210266,
0.02667693793773651,
-0.020067229866981506,
-0.0033106801565736532,
0.042756177484989166,
-0.023562593385577202,
0.07529313117265701,
0.01867225207388401,
0.042428452521562576,
0.03352997452020645,
-0.014637495391070843,
0.03198839724063873,
0.03708901256322861,
0.09259098768234253,
-0.0005557418335229158,
-0.06814798712730408,
0.016749508678913116,
-0.006640386302024126,
0.014252165332436562,
-0.029023153707385063,
-0.05239805579185486,
0.02564539946615696,
-0.01949659176170826,
-0.0033065981697291136,
0.012133419513702393,
0.010170522145926952,
0.012910849414765835,
0.01429775357246399,
0.01828726939857006,
-0.005003075581043959,
0.027713406831026077,
-0.04059646278619766,
0.005318659823387861,
-0.008057055063545704,
0.03824140131473541,
0.04210453853011131,
0.0044313520193099976,
0.009895210154354572,
-0.007535858079791069,
0.014975701458752155,
0.015752051025629044,
-0.016438009217381477,
0.06892997026443481,
-0.02764461562037468,
-0.022679481655359268,
0.06131381168961525,
-0.03792175278067589,
-0.0062284767627716064,
0.0656917542219162,
0.029384855180978775,
-0.021232109516859055,
-0.002176722278818488,
-0.03133349120616913,
0.045401282608509064,
0.03025491163134575,
0.01931193098425865,
-0.01460153516381979,
-0.00974836852401495,
-0.008505627512931824,
0.035360515117645264,
-0.009564802050590515,
-0.007457400672137737,
-0.015245839953422546,
-0.03725047409534454,
-0.022592006251215935,
-0.04662901163101196,
-0.03757239505648613,
-0.0006202638032846153,
0.0020509795285761356,
-0.020887533202767372,
0.006176308263093233,
-0.030497822910547256,
-0.006649661343544722,
-0.01482973899692297,
0.031670719385147095,
0.10601354390382767,
0.017352474853396416,
-0.04475751519203186,
0.05652009695768356,
-0.03541499376296997,
-0.08657604455947876,
-0.013092299923300743,
0.02185485139489174,
-0.07165607064962387,
-0.03394149988889694,
0.052423328161239624,
-0.01930898241698742,
-0.009991448372602463,
0.052481576800346375,
-0.003018022747710347,
0.04606431722640991,
-0.018735401332378387,
-0.07266194373369217,
-0.09567688405513763,
0.05079939216375351,
-0.010100490413606167,
0.03404920548200607,
-0.022995317354798317,
0.007655398454517126,
-0.0002817708009388298,
0.053637463599443436,
0.013803647831082344,
0.04306377097964287,
0.016633445397019386,
0.03351953253149986,
-0.031186692416667938,
-0.025809509679675102,
-0.010919101536273956,
-0.01374257355928421,
-0.0021187537349760532,
0.026289766654372215,
-0.07459475845098495,
-0.010287931188941002,
0.016606518998742104,
-0.006279665511101484,
0.009217740036547184,
0.028365977108478546,
0.002324354602023959,
0.009663429111242294,
0.02270342968404293,
0.011084962636232376,
-0.02146926149725914,
0.06282126158475876,
-0.016906531527638435,
0.06329112499952316,
0.026485640555620193,
0.000564156158361584,
0.01946987584233284,
0.02887343056499958,
0.015493074432015419,
0.04481767490506172,
-0.042829032987356186,
-0.016574133187532425,
0.009288221597671509,
-0.04391942918300629,
0.0005790857831016183,
-0.04123503714799881,
-0.05160651355981827,
-0.00555488932877779,
-0.02940385974943638,
0.014047525823116302,
0.033309441059827805,
0.010639660060405731,
-0.04028845578432083,
0.04670942947268486,
-0.049830418080091476,
-0.055145107209682465,
-0.05474601313471794,
0.017030702903866768,
-0.020775344222784042,
0.0010819034650921822,
0.007070095278322697,
0.0307686198502779,
0.029178723692893982,
-0.013839691877365112,
-0.009934622794389725,
-0.036977920681238174,
0.008956223726272583,
0.03850960731506348,
-0.025629548355937004,
-0.023167289793491364,
0.06582508236169815,
0.026226984336972237,
-0.0393989123404026,
0.0255510862916708,
-0.04550441727042198,
-0.04065914452075958,
-0.0068147387355566025,
-0.009330222383141518,
0.0067256297916173935,
-0.015501255169510841,
-0.021311035379767418,
0.02276115119457245,
0.03703608736395836,
-0.024878740310668945,
0.015501067042350769,
-0.00870097428560257,
0.048740681260824203,
0.03712112829089165,
0.02365872450172901,
0.0171632319688797,
0.009255096316337585,
0.02584991045296192,
0.02480936422944069,
-0.009745796211063862,
0.027444738894701004,
-0.016289226710796356,
0.027192916721105576,
0.04765414819121361,
0.03380858153104782,
-0.04476701840758324,
0.013875671662390232,
0.05817921459674835,
-0.0038051872979849577,
0.017075635492801666,
0.01428279373794794,
-0.030867604538798332,
-0.0052347383461892605,
-0.0005706544034183025,
0.006393680348992348,
0.04107612743973732,
0.012019583955407143,
0.036076657474040985,
0.015971597284078598,
0.02837245725095272,
-0.0004206022131256759,
-0.04309753701090813,
0.03164068982005119,
0.004454160574823618,
-0.004650356713682413,
0.02704778127372265,
-0.005462161730974913,
0.03789179399609566,
-0.04787324741482735,
-0.01774333044886589,
0.010360886342823505,
-0.007341368589550257,
-0.008472923189401627,
0.031104957684874535,
-0.03513149172067642,
-0.011712229810655117,
0.02632693015038967,
-0.006546227261424065,
0.0011233317200094461,
0.03436752036213875,
-0.051508497446775436,
0.0172223299741745,
-0.02145848236978054,
-0.028017528355121613,
-0.07245032489299774,
0.04194071516394615,
0.016569986939430237,
0.0002725548401940614,
0.015529748983681202,
0.009063944220542908,
-0.010370121337473392,
0.03607769310474396,
-0.018251359462738037,
0.043673187494277954,
-0.020956024527549744,
-0.06927486509084702,
0.020024031400680542,
-0.023654796183109283,
-0.030456915497779846,
0.046597011387348175,
-0.013794244267046452,
0.013141065835952759,
0.015208994038403034,
0.0054745119996368885,
-0.056762661784887314,
-0.02834957465529442,
-0.008279352448880672,
0.03726068139076233,
-0.01581358164548874,
-0.020714087411761284,
-0.009865401312708855,
-0.036505747586488724,
-0.0042540268041193485,
0.029351303353905678,
-0.047547657042741776,
-0.01946455053985119,
-0.040982987731695175,
0.04708247259259224,
-0.022707266733050346,
0.010949013754725456,
-0.017772704362869263,
0.03871160373091698,
-0.05291696637868881,
0.0043526217341423035,
-0.05175832286477089,
-0.04670481011271477,
0.022496819496154785,
0.012537652626633644,
0.012825064361095428,
-0.028223345056176186,
-0.00762362452223897,
0.06044822931289673,
0.020532920956611633,
-0.01899574138224125,
-0.04787364974617958,
-0.03557811677455902,
-0.0103450333699584,
-0.032663457095623016,
0.05150206387042999,
-0.011951208114624023,
-0.014693339355289936,
-0.00725763663649559,
-0.015253265388309956,
0.017572367563843727,
0.03480498492717743,
0.016674010083079338,
0.018781106919050217,
0.025370672345161438,
-0.037248432636260986,
0.0001595270587131381,
0.02869839034974575,
-0.003982776775956154,
-0.038610439747571945,
0.02537563070654869,
-0.02602110430598259,
-0.00033170057577081025,
0.03025263547897339,
-0.011267509311437607,
0.009288221597671509,
0.00364948739297688,
0.004329304210841656,
-0.03709343448281288,
-0.009087535552680492,
0.0072972518391907215,
-0.02345697581768036,
-0.006251714192330837,
0.009284887462854385,
0.023606767877936363,
-0.01847788877785206,
-0.03005806915462017,
0.021896112710237503,
0.015791267156600952,
-0.022105131298303604,
0.005366378929466009,
-0.038368795067071915,
-0.009598967619240284,
0.029621832072734833,
0.004532444756478071,
-0.0038415445014834404,
0.07408882677555084,
0.025844460353255272,
0.0261534433811903,
0.02549402415752411,
-0.057572588324546814,
0.0028781061992049217,
-0.08324681222438812,
0.028798522427678108,
-0.02710874006152153,
0.0775114968419075,
0.015927106142044067,
0.032022323459386826,
0.016226664185523987,
-0.011193516664206982,
-0.0009746266878210008,
-0.01743803545832634,
-0.06804317235946655,
0.0015462980372831225,
-0.02472742274403572,
0.01970246620476246,
0.030703634023666382,
-0.019735129550099373,
-0.009384548291563988,
-0.0007079293136484921,
-0.002184554236009717,
-0.013160532340407372,
-0.005105393473058939,
-0.0382295660674572,
0.025291280820965767,
-0.030319584533572197,
0.004393451847136021,
0.00636722007766366,
0.00996113009750843,
-0.0036335079930722713,
-0.018213581293821335,
0.04705888777971268,
0.02824927307665348,
-0.007361241150647402,
-0.04028809443116188,
-0.007209929171949625,
0.018825095146894455,
0.014191608875989914,
0.037996698170900345,
0.021856220439076424,
0.031506672501564026,
-0.04995354264974594,
0.0353766493499279,
-0.010847938247025013,
0.011978089809417725,
0.0113741559907794,
0.01687971130013466,
0.02146119251847267,
-0.07132034003734589,
0.0076135736890137196,
0.01151822879910469,
0.041582804173231125,
0.003750955918803811,
0.030668482184410095,
0.03202488645911217,
0.010077117942273617,
-0.08551082760095596,
-0.01076896395534277,
0.06528179347515106,
0.014006556011736393,
-0.01902836747467518,
-0.0011053262278437614,
-0.01174074411392212,
-0.019917970523238182,
-0.016545366495847702,
0.02292456664144993,
0.023999067023396492,
-0.021641355007886887,
0.036442507058382034,
0.04474242776632309,
-0.008991594426333904,
-0.0385381318628788,
-0.027775978669524193,
0.018838772550225258,
0.05575038120150566,
0.005395448300987482,
-0.015461432747542858,
0.009706123732030392,
0.03570812940597534,
-0.010942031629383564,
0.013527327217161655,
0.017749764025211334,
-0.11283311247825623,
-0.006069391034543514,
0.0765591636300087,
0.029508445411920547,
-0.03151853010058403,
-0.010327445343136787,
-0.019734280183911324,
-0.028636984527111053,
0.039729293435811996,
-0.05169057846069336,
0.02385399304330349,
-0.005081717856228352,
-0.01483143586665392,
-0.019165799021720886,
-0.015853742137551308,
-0.03354809433221817,
0.024293651804327965,
-0.019121043384075165,
0.05716918036341667,
0.004466622602194548,
0.004661891609430313,
-0.053731657564640045,
0.03869990259408951,
0.003271019086241722,
0.015585352666676044,
0.0332784540951252,
-0.02410084195435047,
0.02132275514304638,
0.02392793446779251,
-0.011113902553915977,
-0.05229084938764572,
0.0213716309517622,
0.03395909070968628,
-0.009577097371220589,
0.024991968646645546,
-0.0135480472818017,
-0.02849767543375492,
-0.019403880462050438,
-0.019207006320357323,
-0.015282347798347473,
-0.007296962663531303,
0.023335013538599014,
0.02876855991780758,
0.027109604328870773,
-0.023983946070075035,
0.05104085057973862,
0.00001877075555967167,
0.027680950239300728,
0.034790392965078354,
-0.013643452897667885,
0.009892280213534832,
-0.00686472887173295,
-0.019648468121886253,
-0.04886450618505478,
-0.04854903742671013,
-0.033829815685749054,
0.00817127525806427,
0.0044919452629983425,
0.024868478998541832,
-0.05333230271935463,
0.017338108271360397,
-0.008686268702149391,
0.04349956288933754,
0.02277771197259426,
-0.04448983445763588,
-0.0017114138463512063,
-0.03417573496699333,
-0.01859687827527523,
-0.0474112331867218,
0.030491340905427933,
-0.036391731351614,
-0.027705000713467598,
-0.007804548367857933,
-0.05088084936141968,
0.003921127412468195,
-0.03562101721763611,
-0.043592169880867004,
0.02007382921874523,
-0.029399249702692032,
0.017879484221339226,
0.00041223311563953757,
0.057695381343364716,
0.037493620067834854,
-0.047231126576662064,
-0.01872858591377735,
0.028599560260772705,
0.01003954280167818,
-0.006696635857224464,
-0.05727441981434822,
0.049353718757629395,
-0.06374037265777588,
-0.03537583351135254,
-0.04645673558115959,
-0.08679014444351196,
0.026035964488983154,
-0.014061348512768745,
-0.03674841299653053,
-0.00908458698540926,
0.00024089809448923916,
-0.012870949693024158,
0.016040625050663948,
-0.01966431736946106,
0.02698071300983429,
-0.03312963992357254,
0.003142881439998746,
0.009473870508372784,
0.001073941821232438,
0.052265048027038574,
0.0063421232625842094,
-0.0036279717460274696,
0.014856839552521706,
0.03044840134680271,
-0.016958076506853104,
-0.009616006165742874,
0.04344819486141205,
-0.019181177020072937,
0.004153361078351736,
-0.04984521493315697,
0.004187923390418291,
0.060384489595890045,
-0.028721962124109268,
0.0435367189347744,
0.043513547629117966,
0.003016330534592271,
-0.006882697343826294,
-0.025001270696520805,
0.015409694984555244,
-0.03551716357469559,
-0.01183492224663496,
-0.03896690532565117,
-0.006771462969481945,
0.003711929079145193,
-0.004113956820219755,
0.02623906545341015,
-0.016381176188588142,
-0.008217589929699898,
0.0004820962785743177,
0.04377240687608719,
0.03242909163236618,
0.018060151487588882,
-0.0007448428659699857,
-0.022961007431149483,
-0.003988735377788544,
-0.01648963801562786,
0.001963229151442647,
-0.0019381511956453323,
0.042949505150318146,
-0.062237516045570374,
-0.05572093650698662,
0.010635973885655403,
-0.033553168177604675,
0.04531044512987137,
-0.013010811060667038,
0.032309312373399734,
0.042501624673604965,
0.0017266658833250403,
-0.014050135388970375,
-0.045669421553611755,
-0.062318526208400726,
-0.019531624391674995,
0.021326785907149315,
0.06619785726070404,
0.02734450064599514,
0.002524868817999959,
0.06475129723548889,
0.041073642671108246,
0.022398782894015312,
0.05886651203036308,
-0.00214964896440506,
0.010360835120081902,
0.0034483836498111486,
-0.05622131749987602,
-0.07046481966972351,
0.016930876299738884,
-0.06813498586416245,
0.06680987775325775,
-0.021889423951506615,
-0.0510617233812809,
0.024432415142655373,
0.031818170100450516,
0.009337685070931911,
-0.03620237484574318,
0.024182992056012154,
-0.021043336018919945,
0.01949775032699108,
0.021996330469846725,
-0.01401770580559969,
0.011844217777252197,
0.008140390738844872,
0.0363115593791008,
0.0007301013101823628,
0.02278296649456024,
-0.017157291993498802,
-0.07977590709924698,
0.0015483092283830047,
-0.015832703560590744,
-0.036150481551885605,
0.059385623782873154,
-0.005873479880392551,
-0.01155009027570486,
0.0006623254157602787,
-0.013413636013865471,
-0.015956832095980644,
-0.015361735597252846,
0.03552393615245819,
0.029956888407468796,
0.06651712954044342,
-0.039900168776512146,
-0.02200957015156746,
-0.042964257299900055,
-0.007060686592012644,
0.1152571588754654,
0.07612615823745728,
0.04987639933824539,
-0.06354903429746628,
0.03644222021102905,
-0.006742214784026146,
0.014633692800998688,
-0.021777039393782616,
0.02946232073009014,
0.00456574559211731,
0.001967532793059945,
0.031764060258865356,
0.0487065464258194,
-0.00023920308740343899,
0.019354118034243584,
0.07590685039758682,
-0.014668052084743977,
-0.019210487604141235,
-0.03922645375132561,
-0.009070085361599922,
0.024824507534503937,
-0.020233390852808952,
-0.08013880997896194,
0.00853258278220892,
-0.020623747259378433,
-0.0482768714427948,
-0.03543497249484062,
-0.03128941357135773,
0.0417315699160099,
-0.004319075960665941,
-0.04627145826816559,
-0.019748829305171967,
-0.009312361478805542,
0.01627117581665516,
-0.02674994431436062,
-0.026555677875876427,
0.02661762945353985,
-0.03897390514612198,
0.012664435431361198,
0.028488218784332275,
0.0058444347232580185,
0.002731296932324767,
-0.012142959050834179,
0.01003153994679451,
-0.03181611746549606,
0.004162950441241264,
0.0028902629856020212,
0.019081436097621918,
-0.00038872676668688655,
0.003549982560798526,
-0.019251812249422073,
0.029193541035056114,
0.022753914818167686,
-0.037102408707141876,
-0.01932491734623909,
0.024213852360844612,
0.032613642513751984,
-0.008628439158201218,
0.012866257689893246,
-0.015926172956824303,
0.008996373973786831,
-0.010001955553889275,
0.0210218895226717,
-0.0065082283690571785,
-0.05946365371346474,
-0.017057383432984352,
-0.030863048508763313,
0.034323111176490784,
-0.03433697670698166,
-0.01007587369531393,
0.02095692791044712,
0.01773044653236866,
-0.01630055531859398,
0.014086615294218063,
0.026791423559188843,
0.02705313079059124,
0.013129263184964657,
-0.05179460719227791,
-0.008734608069062233,
-0.047041915357112885,
-0.006641334388405085,
0.0034887371584773064,
-0.025415433570742607,
0.020496537908911705,
-0.015077149495482445,
0.02007453888654709,
0.05388271436095238,
0.017926407977938652,
0.02654888853430748,
0.004702179692685604,
0.00307713751681149,
0.0007585640996694565,
0.009541334584355354,
-0.05882042273879051,
-0.019575417041778564,
-0.01233475562185049,
-0.05285745486617088,
0.011415541172027588,
-0.05001087859272957,
0.03107074461877346,
0.009236885234713554,
0.0027097822166979313,
-0.03686745837330818,
0.05383390933275223,
-0.015331353060901165,
0.030529579147696495,
-0.015368727035820484,
-0.07654555886983871,
-0.017587848007678986,
-0.015798885375261307,
0.004026692360639572,
-0.02933797985315323,
0.010894827544689178,
-0.025339828804135323,
-0.011374343186616898,
-0.00555521110072732,
-0.0029074158519506454,
-0.03327763080596924,
0.058374542742967606,
0.021009985357522964,
0.043573714792728424,
-0.0400901734828949,
0.012374330312013626,
-0.04817861318588257,
-0.015326249413192272,
0.00013188226148486137,
-0.033095475286245346,
0.012443634681403637,
0.004203255288302898,
-0.007707064971327782,
0.022462649270892143,
0.020055407658219337,
0.024650665000081062,
0.02406427077949047,
0.016336636617779732,
0.03925948217511177,
0.0032085482962429523,
0.039004746824502945,
-0.02681075781583786,
-0.027199210599064827,
0.043414462357759476,
-0.00009184230293612927,
-0.046546146273612976,
0.013810052536427975,
0.013268383219838142,
0.021996181458234787,
0.00991048477590084,
0.020904770120978355,
-0.0443723164498806,
0.06810663640499115,
0.022683531045913696,
-0.027313489466905594,
-0.02021215856075287,
0.007372717373073101,
0.024694394320249557,
0.005729591008275747,
0.011583728715777397,
-0.01835613325238228,
-0.028858225792646408,
0.03702794760465622,
0.04824624955654144,
-0.0035965379793196917,
-0.013461694121360779,
0.01677030511200428,
-0.00445912079885602,
-0.00026430521393194795,
0.017129380255937576,
-0.032738231122493744,
0.04859410226345062,
-0.01452297531068325,
-0.03479853272438049,
0.020344315096735954,
0.015529777854681015,
0.0118505097925663,
-0.054208170622587204,
-0.023564035072922707,
0.032968390733003616,
-0.0010629952885210514,
0.04918089136481285,
-0.061747800558805466,
0.03568305820226669,
0.025818979367613792,
-0.03602176904678345,
0.01091193500906229,
-0.012048665434122086,
-0.033436331897974014,
0.005125763826072216,
-0.009292329661548138,
-0.003177299629896879,
0.03304128348827362,
0.0018424036679789424,
0.03261774405837059,
0.05206500366330147,
0.02570539526641369,
0.03304380178451538,
-0.025107936933636665,
-0.022726625204086304,
0.007070219609886408,
-0.0028597782365977764,
-0.036769263446331024,
0.02132687345147133,
-0.06325408071279526,
-0.00755234993994236,
0.037482328712940216,
0.019871069118380547,
0.04218627139925957,
0.021380340680480003,
0.020720385015010834,
0.016338180750608444,
0.061604078859090805,
0.04873672500252724,
-0.014174837619066238,
-0.0254552960395813,
-0.03152242675423622,
0.007592563051730394,
0.03847329691052437,
0.0017514587379992008,
0.045966703444719315,
-0.02829516865313053,
-0.04013575613498688,
-0.00843886286020279,
0.022734882310032845,
0.01902875490486622,
-0.00016166700515896082,
0.009995990432798862,
-0.010151376016438007,
0.007755333557724953,
-0.0042288051918148994,
0.013494164682924747,
-0.03632677346467972,
-0.004131416790187359,
0.025713762268424034,
0.007906096987426281,
-0.025561748072504997,
0.024106904864311218,
0.004264907445758581,
-0.030222920700907707,
-0.007961097173392773,
0.009993745014071465,
0.0070425719022750854,
-0.039788126945495605,
-0.007366628851741552,
0.02668488398194313,
0.005296832881867886,
0.005366872530430555,
-0.008641114458441734,
-0.001978489337489009,
0.05122068524360657,
-0.049154769629240036,
0.009805524721741676,
0.042678602039813995,
-0.014340675435960293,
0.02133101224899292,
-0.08678614348173141,
0.0914815217256546,
0.0004181230324320495,
0.0064984471537172794,
-0.010322604328393936,
-0.009937967173755169,
-0.03988136723637581,
0.009274384006857872,
0.052928172051906586,
-0.015743983909487724,
0.018837440758943558,
-0.03341022506356239,
0.002521451096981764,
0.02336573414504528,
-0.025587119162082672,
0.025607891380786896,
-0.010565591976046562,
-0.038192301988601685,
-0.010338738560676575,
-0.03416401520371437,
-0.014184667728841305,
0.014373138546943665,
0.039303455501794815,
0.02292877435684204,
0.017635708674788475,
0.005464752204716206,
-0.04846161603927612,
0.011410475708544254,
0.022939268499612808,
-0.05591249838471413,
0.03873150423169136,
-0.010431361384689808,
-0.022196004167199135,
0.017137307673692703,
-0.013049357570707798,
0.01146683283150196,
0.04307423532009125,
-0.03608468919992447,
-0.019212134182453156,
-0.049766529351472855,
-0.02496224455535412,
-0.01744789630174637,
-0.05955145135521889,
0.018718495965003967,
0.02730461396276951,
-0.035611841827631,
0.021761944517493248,
0.024835141375660896,
0.007054600398987532,
0.03425734490156174,
0.004600930958986282,
0.019573282450437546,
0.01720498874783516,
0.003191140480339527,
0.015924477949738503,
-0.0168793685734272,
0.031226079910993576,
0.018007352948188782,
0.009356386959552765,
0.03133558854460716,
0.010186775587499142,
0.02302551455795765,
0.0019951113499701023,
0.043644849210977554,
-0.05745712295174599,
-0.0256272554397583,
0.028950463980436325,
0.009275556541979313,
0.029172899201512337,
0.018428776413202286,
-0.027848321944475174,
0.05607399344444275,
-0.035512927919626236,
-0.00796507764607668,
-0.023734603077173233,
-0.009588214568793774,
-0.04674440249800682,
-0.02457667700946331,
-0.016195023432374,
0.017128754407167435,
-0.006337812636047602,
0.04776841029524803,
0.014639513567090034,
0.0037795889656990767,
0.06816326081752777,
-0.016750164330005646,
0.00362096237950027,
0.004101472906768322,
-0.015940304845571518,
-0.03944672644138336,
0.006641618441790342,
-0.03574243187904358,
-0.004359630402177572,
0.08142192661762238,
0.034166958183050156,
0.004433882422745228,
-0.0150251230224967,
-0.022076334804296494,
0.014349011704325676,
0.017938999459147453,
-0.04406942427158356,
-0.025761974975466728,
-0.02532193809747696,
-0.01817426271736622,
-0.0028741860296577215,
0.018596630543470383
] |
<p>A treatment was given to one hand of a subject, and a single outcome metric is measured for both hands, twice pre and several times post treatment. </p>
<p>What is best practice for assessing effectiveness of treatment? </p>
<p>Treated and Untreated "groups" really are paired.</p> | 74,028 | [
-0.010300418362021446,
-0.03928472474217415,
-0.029533198103308678,
-0.04392863065004349,
0.010220132768154144,
0.009192537516355515,
-0.03971221297979355,
-0.0221088957041502,
0.024762632325291634,
0.01527799479663372,
0.052929483354091644,
0.014934485778212547,
0.0304675605148077,
0.04265304654836655,
-0.037268687039613724,
-0.018634403124451637,
-0.0007077421178109944,
0.0063255224376916885,
0.0037943036295473576,
0.01115450356155634,
0.00021372509945649654,
-0.003252814756706357,
-0.0107096116989851,
0.009225254878401756,
0.005779903382062912,
0.029322432354092598,
0.010206863284111023,
-0.026303531602025032,
0.02460717037320137,
0.016330409795045853,
-0.046243663877248764,
-0.044070374220609665,
-0.00827685184776783,
-0.020160531625151634,
-0.004706656094640493,
0.00694599375128746,
-0.032912302762269974,
-0.01775919273495674,
-0.03792838007211685,
0.04091966897249222,
0.004757396411150694,
-0.019611045718193054,
0.0027602820191532373,
0.029842782765626907,
-0.03777823597192764,
0.03176461160182953,
-0.0454498827457428,
-0.011485232040286064,
0.019777363166213036,
-0.027747754007577896,
0.04554193094372749,
0.013955952599644661,
0.05692732334136963,
-0.0029968267772346735,
-0.02363629639148712,
0.0033392326440662146,
0.06969200074672699,
0.02150001749396324,
0.0452718548476696,
-0.036353323608636856,
-0.0848659798502922,
-0.01069313008338213,
0.035706862807273865,
-0.008378126658499241,
-0.019250832498073578,
0.07112547010183334,
0.02433609962463379,
-0.011326109990477562,
0.019944937899708748,
0.024158574640750885,
-0.009424945339560509,
0.02101234160363674,
0.04987054690718651,
0.014570314437150955,
0.032631296664476395,
-0.0003286998544353992,
0.00012653862359002233,
0.04951433092355728,
0.0272901002317667,
0.0414021797478199,
-0.013058660551905632,
0.007543027400970459,
0.014684837311506271,
0.080023393034935,
0.02537619322538376,
-0.005298576783388853,
0.050612449645996094,
-0.002013599965721369,
0.016444971784949303,
-0.003990250639617443,
0.029996685683727264,
0.009093919768929482,
0.031929247081279755,
-0.022565098479390144,
-0.05382443219423294,
0.000481164752272889,
-0.015024658292531967,
0.044583916664123535,
-0.009829393588006496,
0.005338871851563454,
-0.004200020805001259,
-0.013004672713577747,
-0.024413786828517914,
0.019385941326618195,
-0.0011104836594313383,
-0.0016858733724802732,
-0.00820406898856163,
0.009304014965891838,
0.016358347609639168,
0.002786315744742751,
-0.03528696671128273,
-0.0019379337318241596,
0.0019966212566941977,
0.027354592457413673,
0.03820977360010147,
0.022193942219018936,
-0.020228249952197075,
0.016429763287305832,
0.07550996541976929,
0.035026926547288895,
0.03874293714761734,
-0.04943573847413063,
0.00890191737562418,
-0.024833669885993004,
-0.04277362301945686,
-0.007201195228844881,
0.007831348106265068,
-0.007569169159978628,
-0.05290984734892845,
0.03465724363923073,
0.0431462861597538,
-0.01841571182012558,
0.012465146370232105,
-0.011790219694375992,
0.0049326010048389435,
-0.012154262512922287,
-0.049907103180885315,
-0.07215610891580582,
0.0414612777531147,
0.017747581005096436,
0.0058897449634969234,
-0.02025105245411396,
-0.0035892848391085863,
0.020887697115540504,
0.04463671147823334,
-0.01816505938768387,
-0.011179435066878796,
0.0119044603779912,
0.05729881301522255,
0.0018055889522656798,
-0.009757313877344131,
-0.03324265033006668,
-0.008808726444840431,
-0.04036221653223038,
-0.03372952714562416,
-0.0840403363108635,
0.048082541674375534,
0.025524113327264786,
-0.020324287936091423,
0.0013503022491931915,
0.04636979103088379,
-0.003280250122770667,
0.02474060282111168,
-0.012972277589142323,
-0.020932268351316452,
0.014974460005760193,
0.038683947175741196,
-0.007499977480620146,
0.025828666985034943,
0.054486826062202454,
-0.004988358821719885,
0.04508340358734131,
0.03919021412730217,
0.04214619845151901,
0.012918462976813316,
-0.011134766973555088,
0.023409223183989525,
0.008625857532024384,
-0.023576028645038605,
-0.025934800505638123,
-0.02652999572455883,
-0.02076639048755169,
-0.019684890285134315,
0.00804129708558321,
0.01955152489244938,
0.03921571001410484,
-0.010247472673654556,
0.014262446202337742,
0.009398329071700573,
-0.010888062417507172,
-0.055968549102544785,
-0.09889039397239685,
-0.00242769718170166,
0.03048120066523552,
-0.04231513291597366,
-0.004637102596461773,
-0.023636633530259132,
0.022903218865394592,
-0.022717732936143875,
-0.03784485161304474,
-0.0009574193973094225,
-0.001527416636236012,
0.05968628078699112,
0.0293028112500906,
0.03992035984992981,
0.08438891917467117,
0.05647807940840721,
0.004379697609692812,
0.01585141010582447,
-0.0330471470952034,
-0.07878515869379044,
-0.013641600497066975,
-0.012686528265476227,
0.030362103134393692,
0.043545596301555634,
-0.02646622620522976,
0.018457477912306786,
-0.03773176670074463,
-0.03664910048246384,
0.01592411659657955,
-0.020652731880545616,
0.05492020770907402,
0.07170174270868301,
-0.02162131294608116,
0.018646113574504852,
-0.02020086720585823,
-0.025911720469594002,
-0.02246146649122238,
-0.00495363911613822,
-0.0372229740023613,
-0.06926289200782776,
-0.01030675508081913,
0.010475901886820793,
0.01914306730031967,
-0.022972526028752327,
0.03340030461549759,
0.014305288903415203,
0.02824302203953266,
0.002610123250633478,
0.027646126225590706,
0.014156236313283443,
-0.0267720315605402,
0.02412271685898304,
0.04330221936106682,
0.008646202273666859,
-0.009324687533080578,
0.036090463399887085,
-0.010504664853215218,
-0.012454500421881676,
0.05787014216184616,
0.0026634330861270428,
0.046639781445264816,
0.02126706950366497,
0.006764586549252272,
-0.006106085143983364,
-0.03976212441921234,
0.02373417094349861,
-0.0361800342798233,
0.009938153438270092,
0.023433854803442955,
0.012660386972129345,
-0.018123840913176537,
-0.0013061674544587731,
-0.020037028938531876,
0.015803972259163857,
0.017942272126674652,
0.012142389081418514,
-0.00744766416028142,
0.044354259967803955,
-0.04250524938106537,
0.012839091010391712,
-0.03873593360185623,
-0.021107688546180725,
-0.04263598471879959,
-0.0006411827052943408,
0.014640082605183125,
0.01900344341993332,
0.04362231492996216,
-0.0517684631049633,
0.0016601474490016699,
-0.019455421715974808,
-0.000641973689198494,
0.02455816976726055,
0.023674819618463516,
-0.05909101292490959,
-0.008727825246751308,
-0.04221562296152115,
-0.00320948613807559,
0.03130902349948883,
0.00945333018898964,
-0.03765043243765831,
0.018204787746071815,
0.03064502589404583,
-0.026024477556347847,
-0.023492153733968735,
-0.03704426437616348,
0.022970881313085556,
-0.005202404223382473,
0.01589994691312313,
0.03602161630988121,
0.004217538051307201,
-0.05763312429189682,
0.015813883394002914,
-0.025538044050335884,
-0.011668168008327484,
0.043124984949827194,
0.0012165488442406058,
0.020688554272055626,
0.003902546362951398,
-0.007117514964193106,
0.021935485303401947,
-0.0398925356566906,
-0.03900064155459404,
-0.10427781194448471,
-0.038596998900175095,
-0.006278181914240122,
-0.00869910791516304,
0.024100342765450478,
0.008864505216479301,
-0.0004297864797990769,
0.07027389109134674,
0.013041689060628414,
0.011096411384642124,
-0.037199560552835464,
0.0007937883492559195,
-0.035808928310871124,
0.02102227509021759,
0.013601511716842651,
0.035019949078559875,
0.0070521230809390545,
0.024856705218553543,
-0.01220698095858097,
0.047412995249032974,
0.06696175783872604,
0.037064895033836365,
-0.038232047110795975,
-0.004338343162089586,
0.032581474632024765,
-0.022524628788232803,
-0.017647406086325645,
0.022480640560388565,
-0.025063546374440193,
0.004521852359175682,
0.021963266655802727,
0.009618486277759075,
0.0031980457715690136,
-0.06976287811994553,
0.033763352781534195,
-0.010516616515815258,
0.01092634629458189,
0.0208906177431345,
0.032964009791612625,
0.013004284352064133,
-0.02013092115521431,
-0.019245022907853127,
0.03687552735209465,
0.032901547849178314,
-0.0169276911765337,
0.016039971262216568,
0.05281837657094002,
0.042989544570446014,
0.0009047425701282918,
-0.0767616406083107,
-0.0036701462231576443,
0.013384801335632801,
0.00008502782293362543,
-0.01271425187587738,
-0.022449426352977753,
-0.01151131559163332,
0.01460737083107233,
0.01481639314442873,
0.027043936774134636,
-0.017665395513176918,
-0.015042063780128956,
-0.06216007471084595,
0.012673115357756615,
-0.05421462282538414,
0.0074765002354979515,
0.023507650941610336,
0.007833186537027359,
-0.011020299047231674,
-0.009192993864417076,
-0.054054535925388336,
0.012878187000751495,
-0.07200465351343155,
0.025550803169608116,
0.0010902828071266413,
0.009453260339796543,
0.022876963019371033,
0.0014080964028835297,
0.009906445629894733,
-0.003968344070017338,
-0.0003368000325281173,
-0.02553883194923401,
0.04808041825890541,
0.014219134114682674,
-0.006659990176558495,
-0.003457921789959073,
-0.040973491966724396,
-0.017528744414448738,
0.001470130984671414,
0.017369642853736877,
-0.011520490981638432,
0.020335551351308823,
0.029024804010987282,
0.02770685963332653,
-0.005073354113847017,
-0.023105716332793236,
-0.007452423218637705,
-0.005562441889196634,
0.04046616703271866,
-0.0024738977663218975,
0.034871503710746765,
-0.06054878979921341,
0.02598840557038784,
0.01479265931993723,
0.031430698931217194,
0.023592457175254822,
-0.04747488349676132,
-0.009837744757533073,
-0.05382043868303299,
-0.025308026000857353,
0.010608565993607044,
0.03988831490278244,
0.046643853187561035,
-0.001296070870012045,
0.04704905301332474,
0.041577812284231186,
-0.046207595616579056,
0.01386012602597475,
0.05223279818892479,
-0.009458080865442753,
-0.037469297647476196,
-0.05737429857254028,
-0.043168142437934875,
0.04955386742949486,
-0.011486747302114964,
0.04441824182868004,
0.00035814131842926145,
-0.005388499237596989,
-0.038820236921310425,
0.037401121109724045,
0.02596631832420826,
-0.04936815798282623,
0.02747514471411705,
-0.021701473742723465,
0.0011506931623443961,
-0.00020897071226499975,
-0.011462388560175896,
0.03860918805003166,
0.07743429392576218,
0.015203487128019333,
0.029168903827667236,
-0.03993196412920952,
-0.07318431884050369,
-0.0008907910669222474,
0.029348306357860565,
0.056011222302913666,
-0.021904658526182175,
-0.008188525214791298,
0.01403600163757801,
0.014266178011894226,
-0.004918231163173914,
-0.04857877641916275,
0.04598958417773247,
-0.03136344626545906,
0.0305430106818676,
-0.03551824390888214,
-0.02131134644150734,
-0.05603460222482681,
0.03327595815062523,
-0.0079740509390831,
-0.020463675260543823,
0.03449069708585739,
-0.020106591284275055,
-0.013943768106400967,
-0.008561939932405949,
-0.004433766473084688,
0.011763999238610268,
-0.027407480403780937,
0.0014729081885889173,
0.010029555298388004,
-0.012813309207558632,
-0.019848298281431198,
-0.054694533348083496,
0.001609679195098579,
0.036425668746232986,
-0.016281219199299812,
0.06947414577007294,
-0.0345974862575531,
-0.05316263437271118,
0.034177787601947784,
-0.00194360944442451,
-0.028017273172736168,
0.011863404884934425,
-0.013919614255428314,
0.011512549594044685,
0.026342198252677917,
0.004737716168165207,
0.07497108727693558,
0.03394357115030289,
-0.02376198023557663,
-0.022902974858880043,
-0.03615914657711983,
0.019174275919795036,
0.010329010896384716,
0.03243540599942207,
-0.019830061122775078,
0.01760368049144745,
0.0010546118719503284,
0.05126475170254707,
-0.017477093264460564,
0.056703586131334305,
0.001023829448968172,
-0.009660727344453335,
-0.012160375714302063,
0.008079923689365387,
0.013035707175731659,
-0.006090231239795685,
0.02064463309943676,
-0.017227187752723694,
-0.019231019541621208,
-0.01772465743124485,
0.01302486564964056,
-0.029785282909870148,
0.040311671793460846,
0.020936762914061546,
-0.05150656774640083,
0.014125511050224304,
-0.0006105158245190978,
-0.02179458737373352,
-0.014087717980146408,
-0.031473223119974136,
0.01805172674357891,
-0.017071306705474854,
0.034561533480882645,
-0.013688911683857441,
-0.01678706705570221,
-0.012947321869432926,
0.019574839621782303,
0.023337703198194504,
0.014687522314488888,
-0.021654924377799034,
0.0036868860479444265,
0.032367147505283356,
-0.003600700292736292,
-0.018725506961345673,
-0.030707402154803276,
0.01302688755095005,
0.0027625916991382837,
0.00003985287912655622,
-0.00338357943110168,
-0.0024175841826945543,
0.019119802862405777,
-0.022588225081562996,
-0.022175578400492668,
0.07749533653259277,
0.0029386833775788546,
-0.029521789401769638,
-0.015346105210483074,
0.011883002705872059,
0.05430092662572861,
0.0017006698762997985,
-0.052583009004592896,
0.0006027885829098523,
-0.00734289176762104,
-0.019755225628614426,
0.0018753993790596724,
-0.03556155413389206,
-0.054961513727903366,
0.0003486648784019053,
-0.05527309328317642,
0.022191449999809265,
0.023672020062804222,
0.011349009349942207,
-0.0001493876479798928,
0.014474470168352127,
-0.019564775750041008,
-0.03234757483005524,
-0.043032385408878326,
0.011548956856131554,
-0.020220870152115822,
0.02666904777288437,
0.0004486394173000008,
0.008781762793660164,
0.0083055654540658,
-0.02835765853524208,
-0.007668941747397184,
0.032761428505182266,
-0.07601667195558548,
0.006384916603565216,
0.027936233207583427,
0.019063778221607208,
0.004382191225886345,
0.029583530500531197,
-0.044064201414585114,
0.026881009340286255,
-0.013531156815588474,
0.017116377130150795,
-0.003060858463868499,
0.015838589519262314,
-0.05993672460317612,
-0.010268541052937508,
0.006696136202663183,
-0.010833336971700191,
0.08159808814525604,
0.009141532704234123,
0.05720805376768112,
0.07025929540395737,
-0.030029822140932083,
0.0034960072953253984,
-0.03872460126876831,
0.03436494618654251,
-0.03066059574484825,
0.004817210603505373,
0.048809394240379333,
-0.002939701545983553,
-0.0123629504814744,
0.07381770014762878,
0.006355435587465763,
-0.001837457879446447,
0.026130886748433113,
0.0034773999359458685,
0.016543807461857796,
0.03953228145837784,
-0.06858882308006287,
-0.03764435648918152,
0.030468646436929703,
-0.09068948775529861,
-0.0191513542085886,
-0.043715085834264755,
-0.03156256303191185,
0.008355917409062386,
0.02444612979888916,
0.00044824788346886635,
-0.0334509052336216,
0.008306257426738739,
-0.04149368777871132,
-0.005257266107946634,
-0.005921859759837389,
-0.0007091125007718801,
0.04805061221122742,
-0.01481649000197649,
0.055523116141557693,
0.010467255488038063,
0.0297088660299778,
-0.02134663425385952,
-0.06367621570825577,
-0.002584971021860838,
-0.016532115638256073,
-0.014785007573664188,
0.035535670816898346,
-0.0007804587366990745,
-0.0071489536203444,
0.023050086572766304,
-0.02691817283630371,
-0.007040477357804775,
-0.015202412381768227,
0.010059249587357044,
-0.04676109179854393,
0.06570933759212494,
0.0384380929172039,
0.055610623210668564,
0.014186160638928413,
0.007554472424089909,
0.13082852959632874,
0.047380588948726654,
0.033180128782987595,
-0.020204976201057434,
0.06941033154726028,
-0.0040956418961286545,
0.00817691907286644,
-0.001169571653008461,
0.028173163533210754,
-0.004294044803828001,
0.004224205855280161,
0.07084302604198456,
0.026720697060227394,
0.05105442553758621,
-0.014638070948421955,
0.03786064684391022,
-0.022100169211626053,
-0.025213174521923065,
0.04357496649026871,
-0.02840149961411953,
0.0074509261175990105,
-0.017750663682818413,
-0.020407315343618393,
-0.015806492418050766,
0.05223746597766876,
-0.006173672620207071,
0.024475358426570892,
0.03200788050889969,
0.03325855731964111,
0.01967046409845352,
0.034861546009778976,
0.005595594644546509,
-0.015297959558665752,
-0.005825405474752188,
-0.03579331561923027,
0.0057253846898674965,
0.026448074728250504,
-0.034450750797986984,
0.005661312956362963,
0.02631050907075405,
-0.023012133315205574,
0.023826036602258682,
0.023769564926624298,
-0.017225703224539757,
-0.05286473408341408,
-0.03657779097557068,
-0.008791618049144745,
0.05359749123454094,
0.002417190931737423,
0.004050694406032562,
-0.02759028598666191,
0.005379354115575552,
-0.012423055246472359,
-0.044127125293016434,
-0.05990159139037132,
0.019353143870830536,
0.01651935651898384,
-0.03854448348283768,
-0.03759336471557617,
0.006675234530121088,
-0.001941606169566512,
-0.029153218492865562,
0.03998309746384621,
0.0033409830648452044,
-0.004212390165776014,
-0.02399030514061451,
-0.038471005856990814,
0.0403292290866375,
0.04772011190652847,
0.0015414963709190488,
-0.016589416190981865,
-0.00543938810005784,
-0.007194883655756712,
0.0018669333076104522,
-0.023938383907079697,
0.012338271364569664,
0.0475093238055706,
-0.004133898764848709,
-0.018971938639879227,
-0.05340646207332611,
-0.03391440212726593,
0.03014560416340828,
-0.06186872720718384,
-0.011136815883219242,
-0.014733700081706047,
-0.025356484577059746,
0.040659207850694656,
0.03776831179857254,
-0.04061990603804588,
-0.025577159598469734,
-0.0187258068472147,
0.011581328697502613,
0.023583658039569855,
-0.014801917597651482,
-0.03880373388528824,
-0.0077110095880925655,
-0.035720646381378174,
-0.012353439815342426,
-0.028128210455179214,
0.03746270760893822,
0.008492670953273773,
-0.00702971126884222,
-0.009026779793202877,
0.009740252047777176,
-0.007017162628471851,
-0.01335185393691063,
0.025921227410435677,
-0.06659996509552002,
-0.00933907087892294,
-0.018573088571429253,
-0.03044545091688633,
-0.040564339607954025,
-0.011006329208612442,
-0.03290762007236481,
-0.023431045934557915,
0.016938835382461548,
-0.0069757006131112576,
-0.033459972590208054,
-0.016691571101546288,
-0.024084264412522316,
0.05527228116989136,
-0.02743278257548809,
-0.018560515716671944,
-0.03421705216169357,
-0.033782679587602615,
-0.032876696437597275,
-0.00011648840882116929,
0.0009335726499557495,
0.02886005863547325,
-0.007062992546707392,
0.019394395872950554,
0.02648192271590233,
-0.01761193759739399,
-0.006908676587045193,
0.03558660298585892,
0.005470237694680691,
-0.01701289787888527,
0.04903745278716087,
0.03175325691699982,
-0.0263338815420866,
0.030839892104268074,
-0.04646272957324982,
-0.024033397436141968,
0.003544025355949998,
-0.0010314423125237226,
0.04058627784252167,
0.015493305400013924,
0.01955389603972435,
-0.013178534805774689,
-0.0008556533139199018,
-0.05906163528561592,
-0.06085335835814476,
0.005753571633249521,
-0.02586297132074833,
-0.022280974313616753,
-0.0002260373585158959,
-0.001061234506778419,
0.02060893550515175,
-0.0322478823363781,
0.01242719404399395,
0.00353258172981441,
0.06132776662707329,
-0.009971254505217075,
0.01589120551943779,
0.009041239507496357,
0.03212567791342735,
-0.010320045985281467,
-0.009500944055616856,
0.005513943266123533,
0.05712738260626793,
-0.009174357168376446,
0.026562819257378578,
-0.036147020757198334,
0.027614790946245193,
-0.07052350044250488,
-0.00640940573066473,
-0.03469666838645935,
0.015029791742563248,
0.034833986312150955,
-0.05112135410308838,
0.022073345258831978,
-0.0034129132982343435,
-0.0152135593816638,
0.042265634983778,
0.007498665247112513,
-0.012018026784062386,
-0.04808388277888298,
0.03948948159813881,
-0.03244331479072571,
0.02028723806142807,
0.0030376093927770853,
0.04209541901946068,
-0.03898295387625694,
0.011427526362240314,
0.02091253362596035,
0.030534394085407257,
-0.006106076296418905,
0.021778572350740433,
0.007606176193803549,
-0.01116353552788496,
0.03244419023394585,
-0.009379704482853413,
-0.029942711815238,
0.03592001646757126,
-0.037581589072942734,
0.03907369077205658,
0.005211125127971172,
0.06250934302806854,
-0.021794382482767105,
0.02875687927007675,
0.003167587798088789,
-0.04070102795958519,
-0.051023174077272415,
-0.049095433205366135,
0.00313737103715539,
0.018515832722187042,
-0.04195728898048401,
0.02710190787911415,
0.06462297588586807,
0.024828001856803894,
-0.0034182362724095583,
0.012905334122478962,
-0.012839260511100292,
-0.05378051847219467,
-0.012741982005536556,
-0.0033520290162414312,
0.034008052200078964,
-0.010844086296856403,
0.013174446299672127,
-0.018951524049043655,
-0.00783728901296854,
0.06342515349388123,
-0.02765313722193241,
-0.006282549351453781,
0.03351834416389465,
-0.004268627148121595,
0.017824331298470497,
0.023020874708890915,
-0.01082785427570343,
0.013761102221906185,
-0.0738975778222084,
-0.010982091538608074,
0.00887475349009037,
0.001617705449461937,
-0.0298761073499918,
-0.0023486679419875145,
0.0017536870436742902,
0.01771305315196514,
-0.024274080991744995,
0.04625264182686806,
0.01728654094040394,
0.0023110797628760338,
0.008694510906934738,
-0.048332579433918,
0.0702144205570221,
0.03826393932104111,
-0.03314908593893051,
-0.07192166149616241,
-0.03540481626987457,
-0.0054576583206653595,
-0.01887364685535431,
0.06927762180566788,
0.06056676432490349,
-0.03108426183462143,
-0.015135086141526699,
0.030014676973223686,
-0.014145554974675179,
-0.04598085954785347,
0.04607246443629265,
-0.0224636010825634,
0.009088209830224514,
-0.03438916802406311,
-0.025163890793919563,
-0.036768194288015366,
-0.002033025026321411,
0.05501663312315941,
-0.0484560988843441,
0.00666763773187995,
-0.007332867011427879,
-0.003114689840003848,
0.047741275280714035,
0.029839644208550453,
-0.03604190796613693,
0.04400487616658211,
0.0008233464322984219,
0.03581457957625389,
-0.012742413207888603,
-0.03209301829338074,
-0.06990642845630646,
0.03449229523539543,
-0.031088318675756454,
0.023844929412007332,
-0.02105417475104332,
0.027131270617246628,
0.004207952879369259,
-0.0443246103823185,
0.008932513184845448,
0.012876954860985279,
-0.021160166710615158,
0.02710871770977974,
0.06130969896912575,
0.02575058490037918,
-0.0013507544063031673,
-0.03326813504099846,
-0.018837368115782738,
0.03528846055269241,
0.008767413906753063,
-0.013912459835410118,
0.03906705975532532,
0.008901461958885193,
0.022349920123815536,
-0.020119545981287956,
0.011166268959641457,
-0.04193009436130524,
0.052052997052669525,
0.03356347978115082,
0.034667134284973145,
0.005995995365083218,
0.009099476970732212,
-0.014545271173119545,
-0.02999921515583992,
0.001028347876854241,
0.012031896971166134,
-0.004841673653572798,
0.03310048207640648,
-0.012552757747471333,
-0.029046280309557915,
-0.04679698869585991,
-0.02839534915983677,
-0.018088793382048607,
-0.007073500193655491,
0.040608517825603485,
0.06678389012813568,
-0.023946229368448257,
-0.0005198850994929671,
-0.02887006103992462,
-0.019295699894428253,
0.012101476080715656,
-0.004930462222546339,
0.060621317476034164,
-0.011750355362892151,
-0.000023977474484127015,
-0.006281889975070953,
-0.025431182235479355,
-0.04467163234949112,
-0.057531628757715225,
0.04642162099480629,
0.03145422786474228,
0.027386648580431938,
-0.005836791358888149,
-0.02115672267973423,
0.0066527980379760265,
0.032156627625226974,
-0.10058410465717316,
-0.04210638254880905,
-0.04553704336285591,
0.02338450774550438,
0.04333501681685448,
0.008071538992226124
] |
<p>I have to design an experiment where tool wear is a factor (not a response). I'm not trying to study tool wear minimizing. I'm trying to study the effect of tool wear along with 3 other factors on the number of a certain defect type.</p>
<p>What kind of design should I use? I considered dividing the tool wear into 3 conditions (low, med, high) and then running each treatment within the conditions. But I'm not sure that is a correct method. Tool wear is considered to be a highly significant contributor to the defect rate. Interactions are also important here.</p>
<p>This is a forging operation. The other factors are billet temp, spotting location and pancake height. I have plenty of replication opportunities and plan at least 10 parts for each treatment.</p>
<p>Many Thanks - Kelly</p> | 36,653 | [
-0.0027444411534816027,
-0.05382467061281204,
-0.008463487029075623,
-0.022080404683947563,
0.03905392810702324,
-0.0011367276310920715,
-0.026688257232308388,
-0.0064718835055828094,
0.032961662858724594,
0.0044433181174099445,
0.007563912309706211,
0.019391736015677452,
0.015650495886802673,
0.02482387237250805,
0.014544302597641945,
-0.0061071282252669334,
-0.0129076037555933,
-0.052693821489810944,
-0.0037630032747983932,
-0.03183835372328758,
-0.005894815549254417,
-0.023479171097278595,
-0.0005571317742578685,
0.012704393826425076,
-0.039399389177560806,
0.01497163251042366,
0.025078430771827698,
-0.053259678184986115,
0.026723669841885567,
0.014819770120084286,
-0.03584546595811844,
-0.0341210700571537,
0.000613524520304054,
0.036196645349264145,
-0.01444604154676199,
-0.017818894237279892,
-0.012206798419356346,
-0.006879535503685474,
-0.026073617860674858,
0.021483205258846283,
-0.020825142040848732,
0.013326559215784073,
0.014519713819026947,
-0.007216508034616709,
0.019712887704372406,
-0.022511905059218407,
0.0096386494114995,
-0.039467666298151016,
0.027584541589021683,
-0.046494897454977036,
0.030800875276327133,
-0.02439451590180397,
0.029877200722694397,
0.04362591728568077,
-0.005197628401219845,
-0.02347612753510475,
0.07906410098075867,
0.06066209822893143,
0.030994104221463203,
-0.03558867424726486,
-0.014048624783754349,
-0.026293907314538956,
0.016903012990951538,
-0.010015303269028664,
-0.03295551985502243,
0.015515337698161602,
-0.015189907513558865,
-0.02681802585721016,
0.02762596867978573,
0.004106102045625448,
0.036294132471084595,
-0.02317071706056595,
0.033890288323163986,
-0.008250103332102299,
0.0027218235190957785,
-0.00041747582145035267,
0.017660286277532578,
0.044178325682878494,
0.021174827590584755,
0.05764466151595116,
-0.021320411935448647,
0.04000202938914299,
-0.03879735618829727,
0.04101954400539398,
-0.010273371823132038,
-0.03410869464278221,
0.08159390836954117,
0.007954656146466732,
0.04516798257827759,
0.02908952534198761,
-0.011385658755898476,
-0.0009068866493180394,
0.03921128064393997,
0.03295288607478142,
-0.030378432944417,
0.0008197440183721483,
-0.021081214770674706,
0.03407678008079529,
-0.010907499119639397,
0.0030484411399811506,
-0.01707187108695507,
-0.04348183795809746,
-0.012967990711331367,
0.048490010201931,
0.012215252965688705,
0.022462572902441025,
-0.009438821114599705,
0.03456263616681099,
-0.007994226180016994,
-0.03455173224210739,
-0.006436438299715519,
-0.0013681815471500158,
-0.02139582298696041,
-0.013042201288044453,
0.009244267828762531,
-0.00955187063664198,
-0.002384764142334461,
-0.006690714042633772,
0.05332823842763901,
0.03340104967355728,
0.008707933127880096,
-0.04938202723860741,
0.014068865217268467,
-0.010287672281265259,
-0.053610172122716904,
-0.00046883668983355165,
0.05260537937283516,
-0.02501121535897255,
0.023137802258133888,
0.032206375151872635,
0.013104152865707874,
-0.021537862718105316,
0.04041675850749016,
-0.008482057601213455,
0.004058789927512407,
0.00969894789159298,
-0.07510595768690109,
-0.0759095624089241,
0.039043132215738297,
0.014992395415902138,
-0.010843371972441673,
-0.04360824078321457,
-0.019628053531050682,
0.042009178549051285,
0.0443364754319191,
0.03810007870197296,
-0.04142679274082184,
-0.0014962777495384216,
0.020326664671301842,
0.020087311044335365,
-0.011328864842653275,
-0.013565585017204285,
0.01659443788230419,
-0.02007243223488331,
-0.02833409607410431,
-0.06439468264579773,
0.031539708375930786,
0.013086788356304169,
-0.01610752008855343,
-0.028292188420891762,
0.03519255667924881,
0.0050799050368368626,
-0.012826013378798962,
-0.003322701435536146,
0.032914601266384125,
-0.025966208428144455,
0.06926077604293823,
-0.016977811232209206,
0.04854859411716461,
0.015167757868766785,
0.017062392085790634,
0.007915002293884754,
-0.016998622566461563,
0.05760421231389046,
0.06410559266805649,
-0.014394146390259266,
0.030125737190246582,
0.023767590522766113,
-0.010736352764070034,
0.01595122180879116,
-0.022390831261873245,
-0.03483733907341957,
-0.019558457657694817,
-0.0016434754943475127,
0.0156397745013237,
0.04667269065976143,
0.020078690722584724,
0.013402479700744152,
0.07605265080928802,
-0.031951889395713806,
-0.023360082879662514,
-0.06459879130125046,
0.012034169398248196,
-0.016759734600782394,
-0.05277351289987564,
-0.02417634055018425,
-0.028226714581251144,
0.003527913009747863,
-0.007094851695001125,
-0.04507700353860855,
-0.006561384070664644,
-0.0004549302102532238,
0.031140170991420746,
-0.028380224481225014,
0.0006862456211820245,
0.0363578237593174,
0.021806038916110992,
-0.041958779096603394,
0.03351277858018875,
-0.017598388716578484,
-0.01091071218252182,
0.00641092611476779,
-0.033291760832071304,
0.001769022666849196,
0.008676232770085335,
-0.02926027402281761,
0.0533151812851429,
0.011712772771716118,
-0.03037082403898239,
0.03915191814303398,
-0.04811388626694679,
0.05121656134724617,
0.05629948899149895,
-0.008618989028036594,
-0.0009942302713170648,
0.005040181800723076,
-0.029359815642237663,
0.07750904560089111,
-0.012860387563705444,
0.0003686971322167665,
-0.028088880702853203,
-0.006815621163696051,
0.007672903593629599,
-0.01571272313594818,
-0.01498932484537363,
0.04810746759176254,
0.05218232423067093,
0.032854288816452026,
0.016592279076576233,
0.04683951660990715,
0.05652260780334473,
0.0035695843398571014,
0.014567457139492035,
0.03542047739028931,
0.027607034891843796,
0.01762172020971775,
0.018379101529717445,
0.04197436198592186,
0.052124205976724625,
-0.023601343855261803,
0.018647681921720505,
0.06312873214483261,
0.01578139141201973,
0.014829869382083416,
-0.006031163036823273,
0.018796147778630257,
0.024861209094524384,
-0.023461943492293358,
0.003134976141154766,
0.025780126452445984,
0.026222772896289825,
0.012447056360542774,
0.019999222829937935,
-0.04218572378158569,
0.03464239835739136,
0.02835889905691147,
0.01880604214966297,
0.0056908223778009415,
0.003887095721438527,
-0.04124096408486366,
-0.011143624782562256,
-0.02162143774330616,
-0.03008183464407921,
-0.02017149329185486,
0.021055303514003754,
0.023576023057103157,
0.02520546317100525,
-0.0030431468039751053,
0.003907658159732819,
-0.030584627762436867,
-0.028385033831000328,
-0.014479179866611958,
0.002517210552468896,
-0.01159802544862032,
-0.06414028257131577,
-0.022533651441335678,
-0.00789948832243681,
-0.026267705485224724,
0.009384107775986195,
0.0035164596047252417,
-0.028771361336112022,
0.04239928722381592,
-0.015380575321614742,
-0.024625331163406372,
-0.02813434600830078,
-0.03185189515352249,
0.015488174743950367,
0.008342297747731209,
-0.0034837888088077307,
0.07541583478450775,
0.019040919840335846,
-0.012694700621068478,
0.007788105867803097,
-0.047695230692625046,
-0.013911282643675804,
-0.033172864466905594,
-0.03416793420910835,
-0.0039882175624370575,
-0.009342147037386894,
0.01042154710739851,
0.04415550082921982,
-0.02593684010207653,
0.0005232373368926346,
-0.04401759058237076,
-0.04597486928105354,
0.004972934257239103,
-0.032153837382793427,
0.03992568328976631,
-0.03553006798028946,
-0.004082974977791309,
0.06234307587146759,
0.045363955199718475,
-0.02910507656633854,
-0.035667598247528076,
-0.0005959861446171999,
-0.026020100340247154,
-0.03131473809480667,
0.033934324979782104,
0.009609250351786613,
-0.02244999259710312,
0.023838091641664505,
-0.048664554953575134,
0.02940022014081478,
0.034371476620435715,
0.028973780572414398,
-0.024886660277843475,
-0.03599313274025917,
0.015737386420369148,
-0.020995015278458595,
0.013144717551767826,
0.0297356266528368,
0.016677750274538994,
0.011467387899756432,
-0.024282552301883698,
0.02751372940838337,
0.01873285509645939,
-0.06574338674545288,
-0.004978617187589407,
-0.03414318710565567,
0.018043121322989464,
-0.01053354050964117,
-0.00021890045900363475,
0.010367493145167828,
-0.039820604026317596,
0.015410205349326134,
0.018430616706609726,
0.03661251440644264,
-0.007662798278033733,
0.014867027290165424,
0.03165111318230629,
0.005736621096730232,
0.010528291575610638,
-0.004305572248995304,
-0.01712128147482872,
-0.04843712970614433,
0.00829286314547062,
-0.03677719086408615,
0.0482444129884243,
0.014067965559661388,
0.009373970329761505,
0.027581382542848587,
-0.008591088466346264,
-0.06386010348796844,
-0.007728469092398882,
-0.08522596210241318,
-0.021609585732221603,
-0.005918325390666723,
0.06683121621608734,
0.012198170647025108,
0.011365429498255253,
0.01931246742606163,
-0.03213028237223625,
0.01924733817577362,
-0.048504672944545746,
-0.09729861468076706,
0.08118691295385361,
0.013259339146316051,
-0.025006277486681938,
0.024783873930573463,
0.006394846830517054,
0.020994016900658607,
-0.030293965712189674,
0.004000570625066757,
0.008537334389984608,
0.04349435493350029,
-0.01476273499429226,
0.0021440014243125916,
-0.04323698952794075,
-0.02259073592722416,
-0.03225911408662796,
0.032937321811914444,
0.03584882244467735,
-0.011533565819263458,
0.03544173762202263,
-0.01766531728208065,
-0.013832337222993374,
-0.04685305804014206,
-0.003986899740993977,
-0.01122130174189806,
0.021697379648685455,
0.06540616601705551,
-0.014422787353396416,
0.023282958194613457,
-0.032020583748817444,
0.053472984582185745,
0.02421041764318943,
0.05981191620230675,
0.026885785162448883,
0.005287510808557272,
-0.009740418754518032,
-0.029816368594765663,
-0.022849438712000847,
0.0460459403693676,
0.052339259535074234,
-0.009256514720618725,
-0.009824304841458797,
0.03795601427555084,
-0.007800190709531307,
-0.06842219829559326,
-0.011237384751439095,
0.041580092161893845,
0.04104688763618469,
-0.004324115812778473,
-0.02391083352267742,
-0.01896863430738449,
0.006067515350878239,
0.010344764217734337,
0.030739188194274902,
0.0429287813603878,
-0.015391115099191666,
-0.0035031060688197613,
0.0369175560772419,
-0.00816525612026453,
-0.026996297761797905,
0.03905287757515907,
0.010151919908821583,
0.03728072717785835,
0.0078255794942379,
-0.019203966483473778,
0.045929208397865295,
0.04195459932088852,
0.022921904921531677,
0.02078964374959469,
-0.032562825828790665,
-0.07149665802717209,
0.0021540590096265078,
0.0663694441318512,
0.03943236917257309,
-0.030072227120399475,
0.014485376887023449,
-0.023899246007204056,
-0.052447088062763214,
0.02308771386742592,
-0.06395941227674484,
0.011852335184812546,
-0.03720671683549881,
0.016679560765624046,
-0.043764110654592514,
-0.03339329734444618,
-0.08122123032808304,
0.043406892567873,
-0.0036657999735325575,
0.018372245132923126,
-0.007058682851493359,
-0.013285400345921516,
-0.0027093205135315657,
-0.003081132424995303,
0.036221690475940704,
0.0612819530069828,
-0.0017944646533578634,
0.003909471910446882,
0.005033003631979227,
0.0016907230019569397,
-0.02398112043738365,
-0.044168829917907715,
0.004483136814087629,
0.008469718508422375,
0.019351348280906677,
0.021699151024222374,
-0.0005539394915103912,
-0.030278371647000313,
0.03144214302301407,
-0.01408884022384882,
-0.03718492388725281,
-0.01878170482814312,
-0.026698049157857895,
0.04785899445414543,
0.03676877170801163,
-0.039702072739601135,
0.03555900231003761,
0.010011004284024239,
-0.03856099024415016,
-0.02391299232840538,
0.004700508434325457,
-0.006814804393798113,
-0.018986308947205544,
0.030597040429711342,
-0.052922721952199936,
-0.0038016685284674168,
0.006059537176042795,
-0.0031343710143119097,
-0.02506699413061142,
0.017267432063817978,
-0.03262995183467865,
-0.028594881296157837,
0.012560744769871235,
0.0105788204818964,
0.029189033433794975,
-0.017867648974061012,
0.01156004797667265,
0.011527452617883682,
-0.01005395594984293,
-0.009996055625379086,
0.010288892313838005,
-0.004380407743155956,
-0.015238597989082336,
0.0012904308969154954,
-0.032755736261606216,
-0.0000978833922999911,
-0.05179755389690399,
-0.014677139930427074,
-0.021073780953884125,
0.009411999024450779,
0.054019562900066376,
-0.013011096976697445,
0.04607491195201874,
-0.007719250395894051,
-0.02745037153363228,
0.032457929104566574,
0.024095255881547928,
0.015764689072966576,
0.04550105333328247,
-0.04126245155930519,
0.07127763330936432,
-0.023973757401108742,
0.024413667619228363,
-0.07779870927333832,
-0.06369630992412567,
0.025140702724456787,
0.004155056085437536,
-0.01047480758279562,
0.0322999507188797,
-0.025571295991539955,
-0.02701633609831333,
-0.06771250814199448,
0.003485127119347453,
0.09105366468429565,
-0.04530993476510048,
-0.00900584738701582,
0.05605238303542137,
0.06960586458444595,
0.08148191124200821,
0.011452107690274715,
-0.030785420909523964,
0.004047888331115246,
-0.03965265676379204,
-0.024744383990764618,
0.004954042844474316,
-0.06083669513463974,
-0.028673380613327026,
0.0120557751506567,
-0.012024556286633015,
0.021147191524505615,
0.03823624923825264,
-0.02470455691218376,
0.016368767246603966,
0.010556936264038086,
0.04595043882727623,
0.010339104570448399,
-0.04295656085014343,
0.038429781794548035,
0.02864767238497734,
0.017832808196544647,
-0.01232843566685915,
-0.01179733406752348,
-0.03402113914489746,
0.0009897188283503056,
-0.013899787329137325,
0.011477289721369743,
-0.030073553323745728,
0.039206430315971375,
0.06554162502288818,
-0.027063550427556038,
0.023753149434924126,
0.002202003262937069,
-0.02314002253115177,
0.05251505970954895,
-0.011173096485435963,
-0.00033441674895584583,
-0.019417250528931618,
-0.00957375206053257,
0.0077615478076040745,
-0.009384995326399803,
-0.016471633687615395,
-0.022938165813684464,
0.07513677328824997,
-0.028727315366268158,
0.06306015700101852,
0.03802555426955223,
-0.02031906321644783,
-0.010743808932602406,
-0.016241205856204033,
0.009918583557009697,
0.007432833779603243,
-0.020903293043375015,
0.03376472741365433,
0.009380403906106949,
-0.013704601675271988,
0.02217249758541584,
0.015414600260555744,
0.023962538689374924,
0.03928269073367119,
-0.0032511090394109488,
0.017029957845807076,
-0.006454857066273689,
-0.045180000364780426,
-0.05192570015788078,
0.02892032079398632,
-0.0712168887257576,
0.06113163009285927,
-0.026403015479445457,
-0.0019968687556684017,
0.0718941017985344,
0.06508508324623108,
0.013182333670556545,
-0.01977912336587906,
-0.0028020006138831377,
-0.03531073406338692,
0.010124564170837402,
0.024694979190826416,
-0.05631885305047035,
0.03386861830949783,
0.04607037082314491,
0.029140643775463104,
-0.016241062432527542,
0.0003940626047551632,
-0.030571818351745605,
-0.041206154972314835,
-0.018538454547524452,
-0.008742486126720905,
-0.0039061063434928656,
0.039551254361867905,
0.008885955438017845,
-0.032418977469205856,
0.016489552333950996,
-0.023922575637698174,
0.02759406715631485,
0.02236083149909973,
0.02876625768840313,
-0.02492537908256054,
0.03076346032321453,
0.002321939915418625,
0.016690252348780632,
0.0403948649764061,
0.025087561458349228,
0.11844998598098755,
0.07394642382860184,
0.04416368901729584,
-0.061996061354875565,
0.06228112056851387,
-0.03466087207198143,
-0.0023840414360165596,
-0.018088631331920624,
0.024072950705885887,
0.013395815156400204,
0.023644613102078438,
0.05445875972509384,
0.018091561272740364,
-0.02454610913991928,
0.0400499626994133,
0.06266196072101593,
-0.029026739299297333,
-0.04208560287952423,
-0.002633888740092516,
0.013728819787502289,
-0.0007630541222169995,
0.007948948070406914,
-0.018401620909571648,
0.05283521115779877,
0.008165363222360611,
-0.05633905529975891,
0.009433462284505367,
-0.029822243377566338,
0.0031672099139541388,
0.002618510043248534,
0.024534594267606735,
0.0011987491743639112,
0.010386827401816845,
-0.022555842995643616,
-0.053531091660261154,
-0.009036255069077015,
-0.0016796793788671494,
-0.04431666061282158,
0.011948241852223873,
0.02062995359301567,
-0.005555257201194763,
-0.036839600652456284,
0.002881771419197321,
0.00723329046741128,
-0.06452134251594543,
-0.03178032487630844,
-0.015730084851384163,
0.06615909188985825,
-0.017617996782064438,
-0.03586720675230026,
-0.016132736578583717,
-0.008316733874380589,
0.025489911437034607,
-0.023456554859876633,
-0.018008938059210777,
0.014331857673823833,
0.02513820305466652,
-0.0433146171271801,
-0.02349342219531536,
-0.00860428437590599,
0.027229968458414078,
0.006086691282689571,
0.0015433573862537742,
0.04685479775071144,
-0.044619593769311905,
-0.004398726858198643,
-0.008649734780192375,
0.03972961753606796,
0.029282234609127045,
-0.002598176011815667,
-0.03933500498533249,
-0.01290957909077406,
0.009009885601699352,
0.030026517808437347,
0.01526764314621687,
0.018253671005368233,
0.03198224678635597,
-0.019563963636755943,
-0.030153224244713783,
-0.013922564685344696,
-0.04156091436743736,
0.01725657656788826,
-0.01620466075837612,
-0.02561025321483612,
-0.0329996794462204,
0.013095870614051819,
0.020285924896597862,
0.07285094261169434,
-0.013622164726257324,
-0.020446162670850754,
0.009610551409423351,
0.036779820919036865,
0.06725501269102097,
-0.053238045424222946,
-0.016205094754695892,
0.005021748133003712,
-0.048595868051052094,
-0.008356287144124508,
-0.021362338215112686,
0.06923069804906845,
-0.02448527328670025,
-0.01649358868598938,
0.01988096348941326,
0.040003977715969086,
-0.018725132569670677,
0.007868367247283459,
0.04183689132332802,
-0.0414874441921711,
0.011292148381471634,
0.00031542108627036214,
0.0187677014619112,
-0.052732665091753006,
-0.04120924323797226,
-0.015482424758374691,
-0.0145416846498847,
-0.032145410776138306,
-0.006799308583140373,
-0.0209221038967371,
0.03757959231734276,
-0.03334427252411842,
0.021588297560811043,
-0.022163530811667442,
0.008764476515352726,
-0.04177842661738396,
-0.05947105959057808,
0.015178894624114037,
0.012572885490953922,
-0.007813411764800549,
-0.0020868685096502304,
-0.007729988545179367,
0.026327472180128098,
-0.006443176418542862,
0.020384032279253006,
0.03987787291407585,
-0.0010945808608084917,
0.004377530887722969,
-0.021196184679865837,
0.022424744442105293,
-0.02513265796005726,
-0.012515871785581112,
0.04912829026579857,
-0.04993327334523201,
-0.013136106543242931,
-0.0038898319471627474,
-0.03242381289601326,
0.020242761820554733,
-0.023442406207323074,
0.010815045796334743,
-0.002847139025107026,
0.04501085728406906,
-0.013570518232882023,
-0.02964949794113636,
0.003344058757647872,
0.004686668049544096,
0.01218822505325079,
-0.005115997977554798,
-0.002089547924697399,
-0.0020186209585517645,
0.01800711080431938,
0.023759301751852036,
0.028655167669057846,
0.024838821962475777,
-0.031043509021401405,
-0.006425173953175545,
-0.005676018539816141,
0.01190091110765934,
-0.006464927922934294,
-0.010299555025994778,
0.020356563851237297,
0.03651228919625282,
-0.022974945604801178,
0.04653596505522728,
-0.019181765615940094,
-0.029716208577156067,
-0.09866871684789658,
-0.04366052523255348,
-0.005011461209505796,
0.05565991625189781,
0.024985868483781815,
-0.036051955074071884,
-0.00872667133808136,
0.00796656683087349,
-0.00869057048112154,
0.04170671105384827,
-0.00880335457623005,
0.0030178341548889875,
-0.034539930522441864,
-0.04659835994243622,
0.0056115188635885715,
-0.01932532526552677,
-0.001706190756522119,
0.015886306762695312,
0.01943366602063179,
0.03662075102329254,
-0.00839957594871521,
-0.044939007610082626,
-0.01732488162815571,
0.011564304120838642,
0.02579391561448574,
-0.026209093630313873,
0.012803938239812851,
-0.024390246719121933,
-0.02441670559346676,
0.00300474651157856,
-0.022384358569979668,
0.02426827885210514,
0.026841169223189354,
0.0260156262665987,
-0.03664088621735573,
0.05074035003781319,
0.023374145850539207,
-0.029434844851493835,
0.024329710751771927,
-0.03421878069639206,
0.009558113291859627,
-0.013500064611434937,
-0.01624258980154991,
0.0285659059882164,
0.060327719897031784,
-0.02098143845796585,
-0.0021531858947128057,
0.013901956379413605,
-0.014217095449566841,
-0.052450019866228104,
0.008563799783587456,
0.03202027454972267,
0.039176151156425476,
-0.019382840022444725,
-0.03774615377187729,
-0.015998905524611473,
0.01146736927330494,
0.023791858926415443,
0.023725198581814766,
-0.001235912088304758,
0.00487241568043828,
-0.03164752572774887,
-0.024296995252370834,
0.012241873890161514,
-0.019128821790218353,
-0.01673273555934429,
-0.03517052158713341,
0.006440204568207264,
-0.012735877186059952,
0.005914212204515934,
-0.06138988211750984,
-0.008506863377988338,
0.0008703061612322927,
0.052632708102464676,
-0.0324806310236454,
0.0037319250404834747,
0.006911772303283215,
-0.012070423923432827,
0.018555674701929092,
-0.0581510104238987,
0.05941254273056984,
-0.03050074353814125,
-0.02991083450615406,
-0.03184781223535538,
-0.020062562078237534,
-0.047599684447050095,
-0.006362940184772015,
0.033925607800483704,
-0.010900534689426422,
-0.009812995791435242,
-0.014910509809851646,
0.008704870007932186,
0.004534145817160606,
-0.051791124045848846,
0.08596035838127136,
-0.026801735162734985,
-0.023429077118635178,
-0.04810279980301857,
-0.02619204670190811,
-0.013973311521112919,
-0.002409327309578657,
0.034480080008506775,
-0.016676565632224083,
0.028369812294840813,
0.022720513865351677,
-0.00928368978202343,
0.0015112713444977999,
-0.009906225837767124,
-0.011484512127935886,
0.06335025280714035,
-0.009953162632882595,
0.006524641066789627,
0.008879294618964195,
0.010579822584986687,
-0.0853678360581398,
0.034205928444862366,
-0.0414944626390934,
0.013609293848276138,
0.014622299931943417,
-0.01650065742433071,
0.013407733291387558,
-0.08296644687652588,
0.00006608550756936893,
-0.0029903315007686615,
-0.02936943992972374,
-0.048042986541986465,
0.018071619793772697,
0.058263812214136124,
0.03358542546629906,
-0.05496800318360329,
0.024157600477337837,
-0.013326196931302547,
0.02340330369770527,
-0.010885819792747498,
0.0330132357776165,
-0.008351845666766167,
0.021209709346294403,
-0.000029319851819309406,
0.0368184894323349,
-0.025544805452227592,
0.027192795649170876,
-0.024218512699007988,
0.025326602160930634,
0.00010534837929299101,
-0.0019389266381040215,
0.00970261450856924,
-0.013091382570564747,
-0.021450914442539215,
-0.019824571907520294,
-0.013912007212638855,
0.04850879684090614,
-0.01571270078420639,
-0.000019776947738137096,
-0.05599326640367508,
0.0011112141655758023,
-0.04169430583715439,
0.027969829738140106,
0.01336123887449503,
0.08452486246824265,
-0.011785135604441166,
0.028031907975673676,
0.006970967166125774,
0.04868995025753975,
0.0284581258893013,
0.004112794529646635,
0.013710422441363335,
-0.0024836338125169277,
-0.030097302049398422,
-0.020154137164354324,
0.023195162415504456,
-0.03237786889076233,
-0.035282980650663376,
0.048886995762586594,
0.04067641869187355,
0.0051238806918263435,
-0.00866621546447277,
0.0011300141923129559,
0.022816522046923637,
0.02008715271949768,
-0.058976635336875916,
-0.04255193844437599,
-0.05048992484807968,
0.050282564014196396,
0.012869670987129211,
0.01983581855893135
] |
<p>What is a good loss function for a predictive model used by gamblers?</p>
<p>I've been reading a bit about loss functions recently. I've always just went with MSE (e.g., for a couple of neural network projects) and didn't ask questions. I didn't realize exactly how arbitrary MSE actually is. And speaking of this, could somebody explain a simple practical situation where MSE can be derived as the "correct" loss function?</p>
<p>Anyway, I came across Log-Loss (which is the same as cross entropy) and am interested because I'm curious about some probabilistic models. I understand how one derives this loss function from information theory, but when we talk about probabilities, we're often involved in some form of gambling on an outcome. It's not clear to me that efficient transmission of information translates to the type of utility one is usually looking for in a predictive/probabilistic model.</p>
<p>If, for example, I had a model that was meant to predict the winner of the 2012 US presidential election, and I had used this to move money around on a future's market like Intrade, how might I determine a loss function for my prediction - assuming I'm able to continue making bets as the market fluctuates? Same type of thing should apply for any market where I am able to make handicapped bets on the occurrence of some event.</p>
<p>Or is this really regret, and is regret completely different than a loss function?</p> | 36,654 | [
-0.03503449261188507,
-0.022639328613877296,
-0.02999267354607582,
-0.008967534638941288,
0.027246413752436638,
0.04768861457705498,
-0.016336338594555855,
0.019245518371462822,
0.03431372344493866,
-0.00492883799597621,
0.019017836079001427,
0.027244554832577705,
0.04687635600566864,
0.017144478857517242,
0.010394129902124405,
-0.0042503708973526955,
-0.011120821349322796,
0.0038627784233540297,
-0.02668149396777153,
-0.005470535717904568,
0.004040614701807499,
0.025271624326705933,
0.02373216487467289,
0.006799204740673304,
-0.01759488321840763,
0.028550880029797554,
0.036092065274715424,
0.007552366238087416,
0.0013762726448476315,
0.064780592918396,
0.008847037330269814,
-0.03239322081208229,
-0.04174337908625603,
0.05888066068291664,
0.019478727132081985,
0.008898154832422733,
-0.029107416048645973,
-0.039919883012771606,
-0.027328602969646454,
-0.008673395961523056,
-0.015050401911139488,
-0.023040898144245148,
0.00312665943056345,
0.021251119673252106,
-0.005968323443084955,
0.012323732487857342,
-0.03440817818045616,
-0.04912706837058067,
0.01062540803104639,
-0.04025468975305557,
0.028297152370214462,
-0.03403256833553314,
0.022432547062635422,
0.004027525894343853,
0.008179345168173313,
-0.0015819136751815677,
0.06920438259840012,
0.09300108253955841,
-0.0036151243839412928,
-0.04922741651535034,
0.008964967913925648,
0.030400827527046204,
0.02128012850880623,
-0.029127087444067,
-0.026275359094142914,
0.005023727659136057,
-0.01831328310072422,
-0.01982039026916027,
0.04580254480242729,
-0.036797285079956055,
0.006668065208941698,
0.006631044205278158,
0.020988894626498222,
0.042215730994939804,
0.048781003803014755,
-0.012585804797708988,
0.027120590209960938,
0.010764344595372677,
0.054060086607933044,
0.0526055172085762,
0.008970832452178001,
-0.005581787321716547,
0.020883377641439438,
0.028958449140191078,
0.041822124272584915,
0.007195462938398123,
0.0497494675219059,
-0.04712987691164017,
0.035933949053287506,
0.051631759852170944,
-0.02431105077266693,
-0.02646055817604065,
0.0029137239325791597,
-0.042958274483680725,
-0.05663921684026718,
0.0059963311068713665,
-0.030226485803723335,
0.006436201278120279,
0.04120764136314392,
-0.0377328060567379,
-0.03977202996611595,
-0.03773524984717369,
-0.008035250008106232,
0.04953872412443161,
-0.0259711854159832,
-0.012565494515001774,
-0.013414202257990837,
-0.0005320103373378515,
0.019233332946896553,
-0.048717767000198364,
-0.01238191407173872,
0.0306971687823534,
-0.0045419721864163876,
0.02390194498002529,
-0.002392004244029522,
-0.025172678753733635,
-0.005819452460855246,
-0.0014605401083827019,
0.008140316233038902,
0.07829669862985611,
0.04084238037467003,
0.003667288227006793,
0.030485277995467186,
-0.03266707807779312,
-0.04473420977592468,
-0.014310530386865139,
0.04944296181201935,
-0.03177017718553543,
-0.05213477090001106,
0.018271340057253838,
-0.0075494879856705666,
-0.039000436663627625,
0.020848426967859268,
0.009351901710033417,
0.011319548822939396,
-0.02185922861099243,
-0.0895434096455574,
-0.03567621111869812,
0.04879993572831154,
-0.005459914915263653,
-0.018684152513742447,
-0.06085986644029617,
-0.05097696930170059,
0.0343373566865921,
0.049766797572374344,
0.02398081310093403,
0.06606107950210571,
0.010967806912958622,
0.06098540127277374,
0.02806060202419758,
-0.03329203650355339,
0.0024122127797454596,
-0.0431230254471302,
0.03370620682835579,
-0.019906479865312576,
-0.01909325271844864,
0.020734703168272972,
0.0438394658267498,
-0.024465415626764297,
-0.022278353571891785,
0.036314956843853,
-0.005302020348608494,
-0.04884939268231392,
0.014632262289524078,
-0.019678572192788124,
-0.054461754858493805,
0.08632069081068039,
0.02688674069941044,
0.05398259311914444,
-0.0003725627902895212,
0.03919804468750954,
-0.011838520877063274,
0.024976618587970734,
0.028277290984988213,
0.03361346945166588,
-0.022431744262576103,
-0.012998356483876705,
-0.01801602728664875,
-0.010547936893999577,
0.007786785718053579,
-0.026778560131788254,
0.010897857137024403,
-0.0013942471705377102,
-0.03517681360244751,
-0.011174257844686508,
-0.007787602953612804,
0.01632769964635372,
-0.00720043433830142,
0.0533304400742054,
-0.03412387892603874,
-0.05851725861430168,
-0.03774343430995941,
-0.00958016887307167,
-0.01950371265411377,
0.03076315112411976,
0.05458907410502434,
0.0027987812645733356,
0.011008361354470253,
-0.016611790284514427,
-0.051181916147470474,
-0.018234947696328163,
0.03698112815618515,
0.047463659197092056,
-0.027507156133651733,
-0.010358226485550404,
0.05448243394494057,
-0.019718969240784645,
-0.005075489170849323,
-0.0025871810503304005,
-0.04669243469834328,
-0.04529675096273422,
0.007933120243251324,
-0.01375200692564249,
0.015753479674458504,
-0.013710429891943932,
-0.015239574946463108,
0.042658597230911255,
-0.022769859060645103,
0.007696491666138172,
0.005536927841603756,
-0.042855728417634964,
0.06747929751873016,
0.05282296985387802,
0.017711037769913673,
-0.011529217474162579,
0.03721840679645538,
0.013465258292853832,
0.035303257405757904,
-0.06398218125104904,
-0.02733316272497177,
-0.047297582030296326,
-0.017227282747626305,
0.02970331721007824,
0.04697524756193161,
-0.004336148966103792,
0.0235432218760252,
0.05834547057747841,
-0.01779184676706791,
0.016013972461223602,
0.022269869223237038,
0.014729000627994537,
-0.004186378791928291,
0.005965751595795155,
0.0107535095885396,
0.015018506906926632,
0.02251393347978592,
0.035045038908720016,
-0.027281315997242928,
-0.016335904598236084,
-0.03022577054798603,
-0.024207472801208496,
0.059196874499320984,
0.005128837190568447,
0.006382866762578487,
-0.026027126237750053,
-0.03397698327898979,
0.06279496848583221,
-0.03032664954662323,
0.0029201661236584187,
0.010562232695519924,
0.009142058901488781,
0.01906612701714039,
0.010071777738630772,
-0.00019149386207573116,
0.026265857741236687,
0.024719471111893654,
-0.006515772547572851,
0.012140280567109585,
0.028316378593444824,
-0.02970440499484539,
0.007299040909856558,
0.009877709671854973,
0.009651640430092812,
-0.016274865716695786,
0.011091231368482113,
0.024133257567882538,
-0.04110272601246834,
-0.002061394276097417,
-0.01987156830728054,
-0.0553438626229763,
0.003531506983563304,
-0.013481170870363712,
0.022023320198059082,
0.01579720340669155,
-0.0680440217256546,
0.002868000650778413,
-0.03830396756529808,
-0.04463595524430275,
0.03254037722945213,
-0.000486421980895102,
-0.00004807519871974364,
-0.030224408954381943,
-0.010597161017358303,
-0.05653470382094383,
-0.033312149345874786,
-0.06035642698407173,
0.007141126785427332,
-0.03195827081799507,
-0.0243625920265913,
0.08655557036399841,
-0.01823212020099163,
-0.045041292905807495,
0.01878572627902031,
-0.032270219177007675,
-0.014171124435961246,
-0.0136598851531744,
-0.0002526401949580759,
-0.010558037087321281,
-0.02582998387515545,
0.002186492318287492,
0.052976228296756744,
-0.013099053874611855,
-0.025831013917922974,
-0.09601227194070816,
-0.09902695566415787,
0.0480823777616024,
-0.014497974887490273,
-0.005499879363924265,
0.019478019326925278,
-0.02429339475929737,
0.05496826767921448,
0.034378811717033386,
0.005061318166553974,
-0.04856539145112038,
0.013086237013339996,
0.01311422884464264,
-0.04464827850461006,
0.0014737278688699007,
0.0018537899013608694,
-0.009333547204732895,
0.060507070273160934,
0.01566127873957157,
0.014197173528373241,
0.019936412572860718,
-0.000010762253623397555,
-0.00971790961921215,
0.022106025367975235,
-0.011402151547372341,
-0.009813671931624413,
0.024365529417991638,
0.018145283684134483,
-0.005501984618604183,
0.041797202080488205,
0.010358202271163464,
0.007350634317845106,
-0.000608028145506978,
-0.03077428601682186,
0.04617083817720413,
0.009033636189997196,
0.008932303637266159,
-0.016291292384266853,
0.02653096802532673,
-0.01913858763873577,
-0.0061777569353580475,
0.00916444044560194,
-0.00899646244943142,
0.019975870847702026,
0.02101745828986168,
0.02319101057946682,
0.019063910469412804,
0.05072350800037384,
-0.007008700631558895,
-0.033840835094451904,
-0.03859243541955948,
0.031951434910297394,
-0.026013236492872238,
0.0013283640146255493,
-0.0035253551322966814,
0.009639362804591656,
0.032778192311525345,
0.001537778414785862,
-0.011448923498392105,
-0.04769880697131157,
-0.02232159674167633,
-0.034808702766895294,
-0.0069581288844347,
-0.0673758015036583,
0.04224906861782074,
0.020596597343683243,
0.010332311503589153,
0.01305483654141426,
-0.01976369135081768,
-0.005117764696478844,
0.0367036797106266,
-0.05559865012764931,
0.0650220513343811,
0.010215241461992264,
0.019418388605117798,
-0.018562374636530876,
-0.0030696745961904526,
0.06447608768939972,
-0.03554835543036461,
-0.025649849325418472,
0.020961694419384003,
0.004955120850354433,
-0.05293755605816841,
0.004217611625790596,
-0.01860557310283184,
-0.030947377905249596,
-0.020189303904771805,
0.014064381830394268,
0.024456331506371498,
0.008055606856942177,
0.040373869240283966,
0.04959164187312126,
-0.007726343814283609,
-0.02107805386185646,
0.005593855399638414,
0.019116265699267387,
-0.005991785787045956,
0.02896452136337757,
0.027636349201202393,
-0.004581755958497524,
-0.031437985599040985,
0.030097907409071922,
0.00023164124286267906,
0.037220459431409836,
0.02340012975037098,
-0.014650206081569195,
-0.03524250164628029,
-0.07870253920555115,
-0.02643951214849949,
0.017084643244743347,
-0.00754728727042675,
0.001552608679048717,
0.027576258406043053,
0.056890908628702164,
0.017798731103539467,
-0.06341760605573654,
0.011860771104693413,
0.05452010780572891,
0.002251791302114725,
-0.005791096948087215,
-0.012326646596193314,
0.007675039116293192,
-0.006134974770247936,
-0.003801652230322361,
0.002622902160510421,
-0.0012592775747179985,
-0.02755151130259037,
-0.02619367651641369,
0.014801657758653164,
-0.02721133455634117,
-0.0244002602994442,
-0.020387733355164528,
0.004936411511152983,
0.05531008541584015,
0.02196265198290348,
-0.00985680427402258,
0.012035682797431946,
0.02306698076426983,
0.029568416997790337,
0.06264103204011917,
0.012555684894323349,
-0.0867542177438736,
-0.004373850766569376,
0.018566111102700233,
0.03878365457057953,
0.0011716734152287245,
-0.020728498697280884,
-0.04911581426858902,
-0.002163186203688383,
-0.007427622098475695,
-0.016506610438227654,
0.01744263432919979,
-0.0145654221996665,
0.016169598326086998,
-0.024990975856781006,
-0.01768864504992962,
-0.030266139656305313,
0.02027398720383644,
0.0009194563026539981,
0.04101802781224251,
-0.017142806202173233,
0.00399502320215106,
-0.054803770035505295,
-0.013512646779417992,
0.014124804176390171,
0.06373384594917297,
-0.039022479206323624,
-0.018492328003048897,
0.012946922332048416,
0.02925054542720318,
-0.011301230639219284,
-0.10391762107610703,
-0.0065703741274774075,
-0.016942838206887245,
-0.0024053556844592094,
0.009236379526555538,
0.001436259364709258,
-0.05381658673286438,
0.021300604566931725,
0.014487659558653831,
-0.04902924969792366,
0.05204635486006737,
-0.03913770243525505,
0.028193607926368713,
0.012628989294171333,
0.02462281472980976,
0.07458627223968506,
0.014682978391647339,
0.014559667557477951,
0.04768170416355133,
0.0004231743805576116,
0.03165378421545029,
0.0005463239504024386,
0.015786949545145035,
-0.02412998303771019,
-0.05181046947836876,
-0.0262235626578331,
0.013899821788072586,
0.028832213953137398,
0.056933969259262085,
-0.010108775459229946,
-0.04441162198781967,
-0.06326830387115479,
-0.012722421437501907,
0.011945072561502457,
-0.032581694424152374,
0.013522560708224773,
0.03144551441073418,
-0.010644487105309963,
0.002023058943450451,
0.015097931027412415,
-0.0021670255810022354,
0.020563846454024315,
0.05709896981716156,
-0.04700839892029762,
0.0154047179967165,
-0.05410217493772507,
-0.03587858006358147,
0.010221128351986408,
0.006490212399512529,
0.057541996240615845,
0.0017936681397259235,
0.02208603173494339,
0.00806514173746109,
-0.016310393810272217,
-0.0007782163447700441,
-0.01561572216451168,
-0.005519587080925703,
0.017717497423291206,
-0.028972378000617027,
-0.02074643410742283,
-0.0367010273039341,
-0.020469168201088905,
-0.07591760158538818,
-0.0006607159739360213,
0.029726464301347733,
0.02648259699344635,
-0.0647023394703865,
0.00698420824483037,
0.023995961993932724,
-0.024120301008224487,
-0.017468515783548355,
-0.00046641661901958287,
0.028276335448026657,
-0.02350311540067196,
0.006230244878679514,
0.025777878239750862,
0.0033676899038255215,
0.07527385652065277,
-0.024794630706310272,
-0.0018890463979914784,
0.021074026823043823,
-0.00562756322324276,
0.009015745483338833,
-0.017672929912805557,
0.04000184312462807,
-0.03851683810353279,
0.0018227174878120422,
0.015826363116502762,
-0.020184870809316635,
0.023305006325244904,
-0.014371683821082115,
-0.005137998145073652,
0.0158142801374197,
0.008056758902966976,
-0.009632077999413013,
0.034317076206207275,
0.026316866278648376,
-0.021459629759192467,
0.051061928272247314,
-0.033929161727428436,
-0.0007156776846386492,
-0.014807838015258312,
-0.014584606513381004,
0.044651564210653305,
0.011092107743024826,
0.022977344691753387,
0.0061923484317958355,
0.034594353288412094,
-0.01396987959742546,
-0.009149995632469654,
0.0208414439111948,
-0.0008611070807091892,
0.06471434235572815,
-0.014361806213855743,
0.030960015952587128,
-0.0032640425488352776,
0.020098477602005005,
-0.04254864156246185,
-0.07653786242008209,
-0.038975175470113754,
0.021567102521657944,
0.05846384912729263,
-0.0352570042014122,
0.006763434037566185,
0.017389453947544098,
-0.0052663846872746944,
-0.017960969358682632,
-0.03112279623746872,
-0.009172932244837284,
0.01887289248406887,
0.018014371395111084,
0.019471144303679466,
-0.010482193902134895,
0.0038577017839998007,
0.017552368342876434,
-0.0020797071047127247,
-0.00241362233646214,
0.05004098266363144,
-0.006853660102933645,
0.02126212790608406,
0.02807074598968029,
-0.059393830597400665,
-0.03808799758553505,
0.01429325807839632,
-0.05031374469399452,
0.008319340646266937,
-0.0702691376209259,
-0.01270986720919609,
0.05077832564711571,
0.017176859080791473,
-0.01250664982944727,
-0.02922877110540867,
-0.029371468350291252,
-0.04554622992873192,
-0.026112839579582214,
0.03706129640340805,
-0.00789590086787939,
0.04672197625041008,
-0.013735576532781124,
0.02537543699145317,
-0.013856176286935806,
0.009594514966011047,
-0.021980280056595802,
-0.08769147843122482,
-0.017815222963690758,
-0.012702800333499908,
-0.0692915990948677,
-0.013371296226978302,
0.04269428178668022,
-0.0171043761074543,
0.007019258104264736,
-0.012396236881613731,
0.026512468233704567,
0.006348304450511932,
0.01993325725197792,
0.0023706217762082815,
0.0757104679942131,
0.011728473007678986,
0.028447696939110756,
-0.015999270603060722,
0.006232164334505796,
0.13209129869937897,
0.07778695970773697,
0.03962947055697441,
-0.07904655486345291,
0.02173728495836258,
-0.03341455012559891,
0.020969515666365623,
-0.011945495381951332,
0.034329887479543686,
0.013102855533361435,
0.010161935351788998,
0.0297146774828434,
0.03894679620862007,
-0.006108438596129417,
-0.034928396344184875,
0.041538551449775696,
-0.0625683143734932,
0.013979274779558182,
0.03982878476381302,
-0.008933192119002342,
0.0034043705090880394,
-0.014302030205726624,
-0.01720757596194744,
0.00797700323164463,
-0.0012782583944499493,
0.00570786464959383,
0.001991711324080825,
-0.033053405582904816,
0.0024762453977018595,
-0.01257062703371048,
0.018245931714773178,
-0.007421992719173431,
0.017078077420592308,
0.017013773322105408,
-0.008989145047962666,
0.021345116198062897,
0.036794185638427734,
-0.0018819340039044619,
0.016049033030867577,
-0.0022482164204120636,
-0.01593257673084736,
0.00814876239746809,
0.019708232954144478,
-0.00836911704391241,
-0.0420156791806221,
-0.04485483840107918,
-0.04073537886142731,
0.0166306272149086,
-0.02909243479371071,
0.00031732756178826094,
-0.009186550974845886,
-0.009002557024359703,
0.004717041738331318,
-0.00703446613624692,
-0.026424843817949295,
0.03595226630568504,
0.019754137843847275,
-0.04035414382815361,
-0.022109178826212883,
-0.013133333064615726,
0.05090715363621712,
-0.006026053335517645,
0.03836667910218239,
0.010495944879949093,
-0.048234179615974426,
-0.037050727754831314,
-0.015394828282296658,
0.0059010423719882965,
0.05101439356803894,
-0.010186754167079926,
-0.0027607642114162445,
-0.013422727584838867,
-0.059327349066734314,
-0.04693925753235817,
-0.031136028468608856,
-0.016969799995422363,
0.0032491011079400778,
-0.0007012828718870878,
-0.006306835450232029,
-0.016052501276135445,
-0.03247419744729996,
0.0368209183216095,
-0.03337058052420616,
-0.019981572404503822,
-0.032464031130075455,
0.014657079242169857,
0.020410584285855293,
0.01808066852390766,
0.031070027500391006,
0.01353806909173727,
0.013906974345445633,
0.00818748027086258,
0.018273722380399704,
-0.046425268054008484,
-0.0032424808014184237,
0.0038681200239807367,
-0.049233801662921906,
0.018020832911133766,
-0.01981380581855774,
0.06269055604934692,
0.03938451409339905,
0.020971139892935753,
-0.019486645236611366,
-0.005201982334256172,
-0.0035116702783852816,
0.021151002496480942,
0.0016600160161033273,
-0.07964254915714264,
-0.009879454039037228,
0.009684558026492596,
0.031210441142320633,
0.0046147629618644714,
-0.03300730884075165,
-0.043040450662374496,
-0.006286295596510172,
0.03498655930161476,
-0.012822173535823822,
-0.012969338335096836,
0.02235747128725052,
0.006006921175867319,
0.05977046489715576,
-0.007716332096606493,
-0.0017092222115024924,
-0.010891549289226532,
0.01636120304465294,
-0.031409941613674164,
-0.03614567220211029,
0.027747200801968575,
0.005819767247885466,
-0.01142718642950058,
-0.04541166126728058,
0.02625696174800396,
0.005209578201174736,
0.008615466766059399,
-0.010403444990515709,
0.01855062134563923,
0.010347512550652027,
0.05497187003493309,
-0.010074951685965061,
-0.034088898450136185,
0.0310785174369812,
-0.030248595401644707,
-0.0273886825889349,
0.02082650549709797,
-0.004646087531000376,
0.05800652876496315,
0.007333587855100632,
0.016214631497859955,
-0.03556128963828087,
0.03981146216392517,
-0.012802219949662685,
-0.004502320662140846,
0.0008704464416950941,
-0.006090066861361265,
0.02676619589328766,
-0.007104399614036083,
0.00984073244035244,
0.00027942584711126983,
0.010525855235755444,
0.013818018138408661,
0.0007606756407767534,
0.006900942884385586,
-0.0040323068387806416,
0.019910216331481934,
-0.014369473792612553,
0.014113795012235641,
-0.008395735174417496,
0.012426557950675488,
0.02195253036916256,
0.0253238957375288,
-0.0052354298532009125,
0.011354872025549412,
0.032930888235569,
0.028172384947538376,
-0.08829544484615326,
-0.002701857825741172,
0.05764324963092804,
0.026831110939383507,
0.04493390768766403,
-0.046669140458106995,
0.029578883200883865,
0.00812724232673645,
-0.034880880266427994,
0.030988294631242752,
0.005119635723531246,
0.0002513861109036952,
-0.005114391911774874,
0.01050856988877058,
-0.049456704407930374,
0.015284769237041473,
0.023653356358408928,
0.002757095266133547,
0.045145269483327866,
0.003571688663214445,
-0.007695495150983334,
-0.02524634636938572,
-0.030977191403508186,
0.028702430427074432,
-0.04696867614984512,
-0.01941106468439102,
0.0738958939909935,
-0.055496830493211746,
-0.043763525784015656,
0.05638412758708,
0.007422627881169319,
0.00898739043623209,
0.013217195868492126,
-0.0019131401786580682,
0.011549827642738819,
0.017503654584288597,
0.034636788070201874,
-0.04521554708480835,
0.02532661147415638,
0.03105136752128601,
0.02576865255832672,
0.01058740634471178,
-0.011260795406997204,
0.03303523734211922,
0.0038711675442755222,
-0.013111411593854427,
-0.02973538264632225,
-0.0041186632588505745,
-0.05119854956865311,
-0.01783102937042713,
-0.013389738276600838,
-0.01841636374592781,
0.03181314840912819,
-0.036233846098184586,
0.02815084718167782,
0.002577326726168394,
-0.0088180061429739,
0.055930960923433304,
0.0048276931047439575,
0.01022325735539198,
-0.006758235860615969,
-0.02925398014485836,
-0.0638618990778923,
0.02136281691491604,
0.006088169291615486,
-0.02258867770433426,
-0.04001787304878235,
0.013607988134026527,
0.01362553145736456,
-0.00633000023663044,
-0.02023325487971306,
-0.017967306077480316,
-0.04992448911070824,
0.018844135105609894,
-0.03214498981833458,
0.044127047061920166,
0.04271761327981949,
-0.02460489422082901,
0.01587868295609951,
-0.10133098065853119,
0.0438212975859642,
-0.004482712130993605,
0.0026126792654395103,
-0.0023643476888537407,
-0.03459453210234642,
-0.012161193415522575,
-0.0115182651206851,
0.08111388981342316,
-0.028171291574835777,
-0.004018648061901331,
0.012868843972682953,
0.029396045953035355,
0.004655557218939066,
-0.02236086316406727,
0.016456065699458122,
-0.07430645823478699,
-0.0025648532900959253,
-0.046061061322689056,
0.007252838928252459,
-0.005987519398331642,
-0.00240142154507339,
0.008166341111063957,
-0.013887660577893257,
-0.002154868096113205,
-0.014174550771713257,
-0.01714777760207653,
0.04230509325861931,
0.02411218173801899,
-0.02484544739127159,
0.034472860395908356,
0.01575510762631893,
0.004841230809688568,
-0.0009257548954337835,
-0.020165959373116493,
-0.04291646555066109,
0.06967093050479889,
-0.032844625413417816,
-0.052096035331487656,
-0.007167026866227388,
0.02188083529472351,
0.017040038481354713,
-0.018519185483455658,
-0.050215043127536774,
0.07416284829378128,
-0.023736724629998207,
-0.00564340827986598,
0.06561530381441116,
0.01721794344484806,
0.02514594793319702,
0.02266053482890129,
0.04133225232362747,
0.011146442964673042,
-0.012242289260029793,
0.0061249202117323875,
-0.002337873913347721,
0.05131884291768074,
0.016602234914898872,
0.010014691390097141,
0.004336896352469921,
-0.03547642007470131,
0.038431357592344284,
0.002965799532830715,
0.06232622638344765,
-0.04886960983276367,
-0.022572867572307587,
0.00994950532913208,
0.022373221814632416,
-0.020961057394742966,
-0.0035810701083391905,
-0.01996498927474022,
0.05358035862445831,
0.017264943569898605,
0.017768986523151398,
-0.03533492609858513,
-0.016897065564990044,
-0.04137277975678444,
-0.022089939564466476,
-0.02084587700664997,
0.028085043653845787,
0.040968507528305054,
0.023591890931129456,
0.00498597975820303,
0.014273515902459621,
0.04737398773431778,
-0.03857048228383064,
0.026915431022644043,
0.02371096797287464,
-0.020806243643164635,
-0.013661106117069721,
-0.042704734951257706,
-0.01839401014149189,
-0.007043773774057627,
0.01618053764104843,
0.05151588097214699,
0.02462715469300747,
0.030780265107750893,
-0.04031970724463463,
0.0022010020911693573,
0.06331178545951843,
-0.07535678893327713,
0.014305590651929379,
-0.053785111755132675,
0.025752093642950058,
0.02339005097746849,
0.008205115795135498
] |
<p>I have hourly utility bills for two years. The first year's data are from before a retrofit was performed on a home and the second year is after the retrofit was performed. </p>
<p>How do I compare the two time series statistically to make claims of demand savings during a specific time period of the day. Can this be done in R, if so how?</p> | 48,321 | [
-0.003449578071013093,
-0.03627598658204079,
-0.025423916056752205,
0.016670087352395058,
0.010689645074307919,
-0.0028624420519918203,
-0.012534208595752716,
-0.0121396379545331,
0.04800209403038025,
-0.021475331857800484,
0.03009819984436035,
0.05869907885789871,
0.022578110918402672,
0.03333737701177597,
0.04055759683251381,
-0.00543781416490674,
-0.03042794205248356,
-0.009460166096687317,
0.005426127463579178,
0.02001858688890934,
-0.003221741411834955,
-0.00955180637538433,
0.00040898675797507167,
0.014524843543767929,
-0.037238046526908875,
0.046265047043561935,
0.0297709833830595,
-0.023471446707844734,
-0.03161076828837395,
0.042047061026096344,
-0.01771659590303898,
-0.02582046575844288,
-0.011590959504246712,
0.04537968337535858,
0.03483569622039795,
0.006518503185361624,
-0.05715683475136757,
-0.04406401142477989,
0.02447773702442646,
0.04181423410773277,
-0.01165490411221981,
-0.013309626840054989,
0.020833587273955345,
0.032818831503391266,
-0.01715044490993023,
0.005111809354275465,
-0.0007804973283782601,
0.006310324650257826,
0.02313566580414772,
-0.043668605387210846,
0.05472623556852341,
-0.041252050548791885,
0.03611563891172409,
0.031120767816901207,
-0.03406856209039688,
0.015022805891931057,
0.019313065335154533,
0.08194688707590103,
0.006520638708025217,
-0.04677389934659004,
-0.031895481050014496,
0.02339298091828823,
-0.03409182280302048,
-0.03103496879339218,
-0.043232981115579605,
0.0001762503234203905,
-0.013793903402984142,
-0.017077062278985977,
0.012857135385274887,
-0.028111856430768967,
0.022204725071787834,
0.004863417707383633,
0.02387598343193531,
-0.0064402977004647255,
0.01463568676263094,
-0.006347118876874447,
0.016826048493385315,
-0.0016821464523673058,
0.03127007931470871,
0.045988500118255615,
0.008955230005085468,
0.0023010866716504097,
0.0630093440413475,
0.05665874853730202,
0.021325794979929924,
-0.007721480913460255,
0.06076357886195183,
-0.012927662581205368,
0.03986620530486107,
0.010773816145956516,
0.030124356970191002,
0.005525023676455021,
0.04254920408129692,
0.036198899149894714,
-0.012668957933783531,
-0.018569713458418846,
-0.02966536395251751,
0.022617222741246223,
-0.0019926035311073065,
-0.00270690000616014,
0.008130883798003197,
-0.027391577139496803,
0.04215150326490402,
0.024263037368655205,
-0.015525782480835915,
-0.01301706675440073,
-0.019588636234402657,
-0.015985192731022835,
-0.0178957711905241,
-0.01261606439948082,
-0.07316575944423676,
0.015676358714699745,
-0.0016186782158911228,
-0.00918719545006752,
0.033647436648607254,
-0.027238469570875168,
-0.014773120172321796,
-0.01068459078669548,
0.06532527506351471,
0.07056692242622375,
0.04468342289328575,
-0.002781379735097289,
0.02815164066851139,
-0.0341353677213192,
-0.036796800792217255,
0.008159332908689976,
-0.00804171897470951,
-0.01689687930047512,
-0.055997975170612335,
0.06497297435998917,
-0.020787907764315605,
-0.06629906594753265,
0.019030064344406128,
-0.03928203135728836,
0.06010669842362404,
0.016883067786693573,
-0.09760042279958725,
-0.03294043615460396,
0.01984901912510395,
-0.02953176386654377,
0.0013336478732526302,
-0.04753686487674713,
0.030940281227231026,
-0.017130475491285324,
0.04179269075393677,
0.04644094780087471,
0.03670762851834297,
0.035745833069086075,
0.022473106160759926,
0.015988880768418312,
-0.03476822003722191,
-0.032560233026742935,
0.03026261180639267,
-0.008036132901906967,
0.013639461249113083,
-0.0719676986336708,
0.009921444579958916,
0.01650064066052437,
-0.02328626811504364,
0.008806691505014896,
0.044652584940195084,
0.04197827726602554,
-0.018351947888731956,
-0.011816391721367836,
0.006603298708796501,
-0.0344284325838089,
0.06566846370697021,
-0.007029588799923658,
-0.02083904668688774,
-0.01398532371968031,
-0.02918853983283043,
-0.00288575142621994,
0.0012687318958342075,
0.03420288488268852,
0.019056648015975952,
0.01284113246947527,
0.011795289814472198,
0.01423807442188263,
0.007003882434219122,
0.02872515842318535,
-0.0201003048568964,
-0.006810662802308798,
-0.0006815113592892885,
-0.0798378586769104,
0.013252221047878265,
0.02271418645977974,
0.0043793935328722,
-0.05044545978307724,
0.005068961065262556,
-0.042249660938978195,
-0.06307743489742279,
-0.06585825979709625,
0.006965705193579197,
-0.02687673084437847,
-0.021682268008589745,
-0.021391870453953743,
0.0020392632577568293,
0.05161421746015549,
-0.022611359134316444,
-0.022642025724053383,
0.004658366087824106,
-0.01678558997809887,
0.024273598566651344,
-0.03481733426451683,
-0.004669638350605965,
0.005033987108618021,
0.10770385712385178,
-0.04381595924496651,
0.014805321581661701,
-0.04749573394656181,
-0.03070436604321003,
0.009478465653955936,
-0.03816854953765869,
0.004608712159097195,
0.007227446883916855,
-0.005189341027289629,
0.05042799189686775,
-0.00012106270150979981,
-0.004735540132969618,
0.03534524515271187,
-0.04303167387843132,
0.014321847818791866,
0.07436733692884445,
0.004460155498236418,
-0.026021428406238556,
-0.014661405235528946,
0.0034116413444280624,
0.035482656210660934,
-0.006229968275874853,
-0.0018537110881879926,
-0.04488973692059517,
0.005604199133813381,
0.07313331216573715,
0.04216993972659111,
-0.026694627478718758,
0.005492217838764191,
0.08753784745931625,
-0.025000326335430145,
0.014741552993655205,
0.019222047179937363,
0.025032145902514458,
-0.023353932425379753,
0.019344814121723175,
0.025714335963129997,
0.017049625515937805,
0.008764454163610935,
0.03420310840010643,
-0.010936399921774864,
0.06428017467260361,
-0.009281886741518974,
-0.01500842534005642,
0.04967457056045532,
-0.013885381631553173,
0.04459621384739876,
0.008154100738465786,
-0.043899182230234146,
0.057118963450193405,
-0.026571953669190407,
0.008708326146006584,
0.02866903506219387,
0.010866237804293633,
0.02883693389594555,
0.03411482274532318,
-0.0039173299446702,
0.0355893149971962,
0.0029230848886072636,
-0.016800908371806145,
-0.014627810567617416,
0.03286752849817276,
-0.03489428758621216,
0.03314158320426941,
-0.034314364194869995,
-0.03508605808019638,
-0.029972407966852188,
-0.021637985482811928,
0.026766857132315636,
-0.011882874183356762,
0.010862350463867188,
-0.030087174847722054,
-0.043891843408346176,
0.03059198334813118,
-0.022582465782761574,
0.009764840826392174,
-0.009626099839806557,
-0.007968508638441563,
0.034300778061151505,
-0.0006916805286891758,
-0.0168259646743536,
0.03968590125441551,
-0.0012532563414424658,
0.013648169115185738,
0.038887232542037964,
0.008211659267544746,
-0.054601527750492096,
0.0006219107308425009,
-0.021827902644872665,
0.006915811914950609,
-0.040547050535678864,
-0.023039162158966064,
0.03259626403450966,
0.0038395128212869167,
-0.04923897981643677,
-0.023410210385918617,
-0.049010928720235825,
0.01240798644721508,
-0.020699629560112953,
-0.012821649201214314,
0.009051873348653316,
-0.021091768518090248,
0.0076674968004226685,
0.007099492475390434,
-0.048252254724502563,
-0.022863727062940598,
-0.0465676449239254,
-0.06452009081840515,
0.01917199045419693,
0.0057577816769480705,
0.020062875002622604,
-0.005092657171189785,
-0.03514168784022331,
0.024299612268805504,
0.03282471001148224,
-0.0017878786893561482,
-0.028998250141739845,
-0.017804116010665894,
-0.004011897835880518,
-0.02593155950307846,
0.03790133073925972,
0.04516027867794037,
-0.02865375578403473,
0.013266321271657944,
0.016557840630412102,
0.030415453016757965,
0.0679614394903183,
0.01499036606401205,
-0.004562608432024717,
-0.010125069878995419,
0.006146945059299469,
0.013838673010468483,
0.018086444586515427,
-0.03462439775466919,
-0.02532101981341839,
0.028487488627433777,
-0.022099118679761887,
0.010691882111132145,
-0.009319768287241459,
-0.051123056560754776,
0.016986962407827377,
-0.019604751840233803,
0.011616956442594528,
-0.05971385911107063,
0.041846178472042084,
0.003609246574342251,
-0.023082735016942024,
-0.014589405618607998,
-0.00846060924232006,
-0.0009746675495989621,
-0.012262387201189995,
0.021579554304480553,
0.004995420575141907,
0.044786009937524796,
-0.00702708400785923,
0.01097874529659748,
-0.022443940863013268,
-0.02037101238965988,
0.021563589572906494,
-0.037928324192762375,
-0.03298533335328102,
0.058750253170728683,
0.026759373024106026,
0.03195338323712349,
0.011113332584500313,
-0.04367005079984665,
0.00045560451690107584,
-0.06827669590711594,
-0.0032553612254559994,
-0.037548620253801346,
0.08738240599632263,
-0.0029731488320976496,
0.021735895425081253,
0.018378570675849915,
-0.016303816810250282,
0.01840432733297348,
-0.055977437645196915,
-0.05655457824468613,
0.04920148476958275,
0.019060328602790833,
0.032015975564718246,
-0.0006350519834086299,
-0.02718588523566723,
-0.024344781413674355,
-0.0412202924489975,
0.009683476760983467,
0.000005129964847583324,
0.0058708409778773785,
-0.032348182052373886,
-0.004244854208081961,
-0.0031120702624320984,
-0.010547188110649586,
0.0075881206430494785,
-0.005306967068463564,
0.04126141592860222,
-0.045635052025318146,
0.038827527314424515,
0.051197685301303864,
0.016519207507371902,
-0.015648338943719864,
-0.017447734251618385,
0.0420122966170311,
0.006838687229901552,
0.027664951980113983,
0.040504373610019684,
0.03933515027165413,
-0.010541427880525589,
0.033572155982255936,
0.03257661312818527,
0.009329602122306824,
0.04166664183139801,
-0.025346539914608,
-0.04514457285404205,
-0.022771785035729408,
-0.026171252131462097,
0.0018438486149534583,
0.028398090973496437,
0.015249510295689106,
-0.025586141273379326,
0.005590253975242376,
0.05353834480047226,
-0.010999373160302639,
0.0013530332362279296,
0.0761215090751648,
0.008823897689580917,
-0.0002186810306739062,
-0.0383136086165905,
-0.02932496927678585,
-0.0008857213542796671,
-0.005226271227002144,
0.043440282344818115,
-0.00267764157615602,
-0.0255197174847126,
-0.0006072872783988714,
0.014860972762107849,
-0.015221752226352692,
-0.007730037439614534,
0.042338598519563675,
0.035274308174848557,
0.012260282412171364,
0.029612204059958458,
-0.033949512988328934,
0.009850576519966125,
0.046229321509599686,
0.03996020555496216,
0.012105698697268963,
0.015555559657514095,
-0.10667036473751068,
-0.012239836156368256,
0.05758571997284889,
0.07139809429645538,
-0.016879016533493996,
-0.042230453342199326,
-0.04009374603629112,
-0.009128921665251255,
0.04452089965343475,
-0.03173254430294037,
0.02454560063779354,
-0.01083220075815916,
0.016513343900442123,
-0.03674157336354256,
-0.04669316112995148,
-0.01711437664926052,
0.024233976379036903,
-0.022189870476722717,
0.046768832951784134,
0.030911730602383614,
-0.05294545739889145,
-0.06398826837539673,
-0.0018677220214158297,
0.027268677949905396,
0.049501072615385056,
-0.04791555181145668,
0.019691018387675285,
0.006128270179033279,
0.003483760869130492,
-0.024819230660796165,
-0.03993511572480202,
0.03144167736172676,
-0.017614038661122322,
-0.002253968734294176,
0.06200799718499184,
0.01756979152560234,
0.008694763295352459,
-0.012909973040223122,
0.021536704152822495,
-0.026382284238934517,
0.004953105002641678,
-0.010526887141168118,
0.02074742503464222,
0.03076655976474285,
0.00474866246804595,
0.07249213010072708,
0.021971354261040688,
0.035415567457675934,
0.028556177392601967,
0.012738320045173168,
0.036503661423921585,
-0.01744270697236061,
-0.026588454842567444,
-0.0225684754550457,
-0.0324622243642807,
-0.005959519650787115,
0.018353721126914024,
-0.0073031410574913025,
0.057041388005018234,
-0.03982970863580704,
0.023874087259173393,
0.020956488326191902,
0.025758469477295876,
-0.030992403626441956,
-0.031647827476263046,
-0.016094431281089783,
0.00820242241024971,
-0.0107989851385355,
-0.02967921458184719,
-0.003039692295715213,
-0.01570321060717106,
-0.001607232610695064,
0.01955963671207428,
-0.031221933662891388,
0.04655589163303375,
-0.01749912090599537,
-0.027823064476251602,
0.01272857841104269,
0.003866391722112894,
0.026767222210764885,
0.007492475677281618,
0.03851434960961342,
0.0016356115229427814,
-0.024817682802677155,
0.02084437943994999,
0.03142113611102104,
0.031722307205200195,
-0.001290821353904903,
-0.05027582496404648,
0.05777129530906677,
0.017322011291980743,
-0.019208243116736412,
-0.060881029814481735,
-0.03864525258541107,
0.0052329255267977715,
0.03694288432598114,
-0.03768537938594818,
-0.04207238927483559,
-0.005731937475502491,
0.0010288383346050978,
0.00337815610691905,
-0.04136035591363907,
0.03705862909555435,
-0.019437778741121292,
0.03092017024755478,
0.0036713876761496067,
0.015661463141441345,
0.06982079893350601,
-0.020622851327061653,
0.006133244372904301,
-0.005702542141079903,
-0.04567048326134682,
-0.04312736541032791,
-0.03493896871805191,
0.005218235310167074,
-0.027558809146285057,
-0.0006340013933368027,
-0.03367220610380173,
-0.017907757312059402,
0.049345459789037704,
-0.02888067252933979,
-0.018159277737140656,
0.04574216157197952,
-0.012792468070983887,
0.0052020554430782795,
-0.052701931446790695,
0.026615265756845474,
-0.027970382943749428,
0.03513876348733902,
-0.03327152132987976,
-0.03725935518741608,
-0.0024240987841039896,
-0.005029541440308094,
0.001877400791272521,
-0.002223121002316475,
-0.018148234114050865,
0.031061450019478798,
0.08559653162956238,
-0.03769431635737419,
-0.005771222524344921,
0.026510894298553467,
-0.0022127532865852118,
0.0018979167798534036,
-0.011193410493433475,
-0.010293243452906609,
-0.0015886169858276844,
-0.027563469484448433,
-0.04347820580005646,
-0.028872359544038773,
-0.024835949763655663,
-0.03155598044395447,
0.057199496775865555,
-0.012359322048723698,
0.06697329133749008,
0.04992560297250748,
-0.011873068287968636,
0.02441999688744545,
-0.05007422715425491,
-0.0023915537167340517,
-0.0023104718420654535,
-0.01917921006679535,
0.04889698699116707,
-0.009746671654284,
-0.02263026311993599,
0.0410526841878891,
-0.020737288519740105,
0.01731162890791893,
0.06497412919998169,
0.005014447495341301,
0.011786782182753086,
0.04033787548542023,
-0.03558383136987686,
-0.012745642103254795,
-0.011651072651147842,
-0.04565123841166496,
-0.0035710143856704235,
-0.05756119638681412,
0.008291895501315594,
0.04606638103723526,
0.014438724145293236,
-0.02709032967686653,
-0.04859786480665207,
-0.03153441101312637,
-0.1082836464047432,
0.005583255551755428,
0.05808286368846893,
-0.005362206604331732,
0.04451006278395653,
0.05444895476102829,
0.06909333169460297,
-0.010030968114733696,
0.035672493278980255,
-0.005222095176577568,
-0.03813640773296356,
0.02214844338595867,
-0.005804876796901226,
-0.03980284929275513,
0.038014236837625504,
-0.004929085727781057,
0.007322831079363823,
0.028021708130836487,
-0.01917431876063347,
-0.03845645859837532,
0.004718989599496126,
0.032804492861032486,
0.043018847703933716,
0.0723305195569992,
-0.019143538549542427,
0.01919054239988327,
-0.0055306218564510345,
-0.011723963543772697,
0.13314907252788544,
0.05578065663576126,
0.027456684038043022,
-0.06278102099895477,
0.0145291518419981,
0.03473605588078499,
-0.004167996812611818,
-0.036660511046648026,
0.009739949367940426,
0.0022597627248615026,
-0.01486015785485506,
0.09252224117517471,
0.05033159255981445,
0.006469915620982647,
-0.013366058468818665,
0.05490490421652794,
-0.005520409904420376,
0.030272461473941803,
0.013253026641905308,
0.04292887821793556,
0.004961587954312563,
0.005799651611596346,
-0.051890794187784195,
0.02429817058146,
-0.00790219847112894,
-0.01820683293044567,
-0.009618766605854034,
-0.03326395899057388,
0.024807743728160858,
-0.010112582705914974,
-0.01356249675154686,
0.04231959581375122,
0.023801498115062714,
0.029417933896183968,
0.0028471890836954117,
-0.02356690727174282,
0.03417395055294037,
-0.03400756046175957,
0.0026811810676008463,
0.023327866569161415,
0.03177747502923012,
-0.034962691366672516,
-0.014251716434955597,
0.021390603855252266,
-0.07332149893045425,
-0.007166261784732342,
-0.06614598631858826,
0.0013758647255599499,
0.013696338050067425,
-0.02548186108469963,
-0.006826062221080065,
-0.0004954423056915402,
0.0035459748469293118,
-0.05480565130710602,
-0.030319374054670334,
0.03155769035220146,
0.021619098260998726,
-0.03176548331975937,
0.02179383672773838,
-0.05836111679673195,
0.008620016276836395,
0.017269643023610115,
0.06152934581041336,
0.019396688789129257,
-0.020742211490869522,
0.01379344891756773,
-0.030102748423814774,
0.023422541096806526,
-0.02978014573454857,
-0.0012695377226918936,
0.01653292588889599,
0.0015927724307402968,
-0.004343750886619091,
-0.015272097662091255,
0.0329253189265728,
-0.0013256388483569026,
0.016359541565179825,
0.0008938746759667993,
-0.017921481281518936,
-0.005676546599715948,
-0.05982057750225067,
0.01831667684018612,
0.010085784830152988,
-0.002741681644693017,
-0.018770970404148102,
-0.009805405512452126,
0.0711895227432251,
0.015944814309477806,
0.028922170400619507,
-0.010934680700302124,
0.004434638191014528,
0.05047118663787842,
0.030862145125865936,
-0.04175360128283501,
-0.027417458593845367,
-0.03569196164608002,
-0.026610422879457474,
-0.026982523500919342,
-0.047143202275037766,
0.032219093292951584,
0.01965692825615406,
-0.0415056049823761,
-0.011709339916706085,
0.008758658543229103,
-0.051643334329128265,
0.006277800537645817,
0.01874292455613613,
-0.049567222595214844,
-0.007870426401495934,
-0.01610783487558365,
0.006521506235003471,
0.013759972527623177,
-0.020055150613188744,
-0.034007612615823746,
0.008197201415896416,
-0.00021217562607489526,
-0.02284313179552555,
-0.036664314568042755,
0.03131064400076866,
-0.006280310917645693,
0.024494323879480362,
-0.01814289763569832,
-0.018451543524861336,
-0.029619408771395683,
-0.03805213421583176,
-0.007552584167569876,
-0.034268368035554886,
-0.003089224686846137,
0.035864077508449554,
-0.04692073166370392,
-0.023527756333351135,
0.03207199648022652,
0.0015127918450161815,
0.00560190062969923,
-0.004448759835213423,
0.014644374139606953,
-0.026618484407663345,
0.05050884187221527,
-0.007865569554269314,
-0.03189276158809662,
0.05379162356257439,
-0.021488143131136894,
0.011482729576528072,
0.01111902017146349,
0.003644360927864909,
0.016202187165617943,
-0.001732913893647492,
-0.0022407504729926586,
0.009618505835533142,
0.0517379492521286,
-0.0383329913020134,
0.01185857504606247,
-0.0034102171193808317,
0.022399259731173515,
0.035672467201948166,
0.019693737849593163,
0.02894669771194458,
-0.014636618085205555,
-0.004349345341324806,
0.002814795123413205,
0.030071616172790527,
0.009278383105993271,
-0.022594520822167397,
-0.024872852489352226,
-0.033115994185209274,
0.021856436505913734,
0.012197542004287243,
0.0013756353873759508,
0.038606908172369,
0.04541090503334999,
-0.041275832802057266,
0.0140603082254529,
-0.03459812328219414,
-0.02226448804140091,
-0.08450555056333542,
0.029054895043373108,
-0.004591819830238819,
-0.03371965512633324,
0.018498221412301064,
-0.04379863291978836,
0.031598106026649475,
0.008174577727913857,
-0.004541055765002966,
0.03303571790456772,
0.01193493977189064,
0.01196278166025877,
-0.013984018005430698,
0.025529442355036736,
-0.022227583453059196,
-0.004055464174598455,
0.033954448997974396,
0.030335325747728348,
0.015836669132113457,
0.02680336683988571,
0.019993219524621964,
-0.011271079070866108,
-0.0035353954881429672,
0.0021403469145298004,
0.013139438815414906,
-0.04022868722677231,
0.022327544167637825,
-0.05598072707653046,
-0.0031579232309013605,
0.01125094760209322,
-0.013818002305924892,
0.03981291130185127,
-0.009533917531371117,
-0.016510989516973495,
-0.00965155754238367,
0.03360076993703842,
0.0636015310883522,
-0.0237683467566967,
-0.0148234898224473,
-0.03848758712410927,
0.013496432453393936,
0.002746209967881441,
-0.004361861385405064,
-0.00335141783580184,
0.03308766335248947,
0.00444372184574604,
-0.02886832505464554,
0.024110490456223488,
0.005260090343654156,
-0.026916027069091797,
0.03057103231549263,
-0.020950058475136757,
0.030146338045597076,
0.023837311193346977,
0.0003517446748446673,
-0.034907907247543335,
-0.01419336162507534,
0.08167825639247894,
0.007395635358989239,
-0.024629896506667137,
0.0027022126596421003,
-0.009596265852451324,
-0.06779743731021881,
0.031611960381269455,
0.004385577514767647,
-0.03327948972582817,
-0.04276600107550621,
-0.007871764712035656,
-0.019813286140561104,
0.018256111070513725,
-0.06506044417619705,
-0.012934403494000435,
-0.01943056657910347,
0.022807467728853226,
-0.005521658342331648,
-0.010845367796719074,
0.0433303639292717,
-0.011748742312192917,
0.0023125852458178997,
-0.08247380703687668,
0.06262990832328796,
-0.002416520845144987,
-0.02950253337621689,
-0.03418829292058945,
-0.019534606486558914,
-0.04998401924967766,
0.00495891971513629,
0.0546659454703331,
0.011252417229115963,
0.007276023272424936,
-0.016057346016168594,
0.0061083100736141205,
0.040206220000982285,
-0.05576026812195778,
0.06487859785556793,
-0.0006412359653040767,
-0.0452641099691391,
0.009807170368731022,
-0.0045480867847800255,
0.008406490087509155,
0.003954431973397732,
0.0029133257921785116,
-0.011426362209022045,
0.006291489582508802,
-0.0002355433680349961,
-0.01595408283174038,
0.014240133576095104,
0.008753926493227482,
-0.018438609316945076,
0.03054291568696499,
-0.018748793751001358,
0.012192696332931519,
0.013226140290498734,
-0.006522896699607372,
-0.05440967157483101,
0.02837013639509678,
-0.036161474883556366,
-0.003640157403424382,
0.015515008009970188,
-0.01052536629140377,
-0.030503714457154274,
-0.04618777707219124,
-0.03285275399684906,
0.01043685432523489,
0.004682072438299656,
0.020512200891971588,
0.040538638830184937,
0.019302260130643845,
0.030254734680056572,
-0.018112260848283768,
0.036718156188726425,
-0.02208043821156025,
0.010458025150001049,
-0.005010534077882767,
0.020069550722837448,
0.0162810068577528,
-0.019006211310625076,
0.0007980401860550046,
0.039192624390125275,
0.019401758909225464,
0.008329139091074467,
-0.0444800928235054,
0.032784461975097656,
-0.007963012903928757,
-0.036283452063798904,
0.013885052874684334,
0.018080227077007294,
-0.03381215035915375,
0.0223495252430439,
0.00013588397996500134,
0.018826015293598175,
-0.019155800342559814,
0.016712838783860207,
-0.022183306515216827,
-0.02632526308298111,
-0.05767637491226196,
-0.0036342565435916185,
0.030104979872703552,
0.015753502026200294,
-0.005037473049014807,
0.01388100441545248,
-0.00021420714620035142,
-0.003919410519301891,
0.008698887191712856,
-0.0026193091180175543,
0.014932842925190926,
-0.0014143864391371608,
-0.004156788811087608,
-0.01924046128988266,
-0.010340618900954723,
-0.007995136082172394,
-0.01262610498815775,
0.015414797700941563,
0.04708631709218025,
0.036339689046144485,
-0.015307707712054253,
-0.02842085249722004,
0.010487370193004608,
0.022339509800076485,
-0.11862348020076752,
-0.026148617267608643,
-0.02277831919491291,
0.0003997966123279184,
0.01171763427555561,
-0.03240235149860382
] |
<p>My first and I think naive question here.</p>
<p>I am trying to model a certain business, and the simplest model I am willing to test is:
1. there is a bag of differently biased coins.
2. every step, a single coin is chosen with equal probability.
3. the chosen coin is flipped and returned to the bag.</p>
<p>The business goal is to predict the rate of heads in future trials (probably using Bayesian inference).</p>
<p>This got me thinking - am I not over-complicating things? Isn't this process (observationally) equivalent to a single biased coin?</p>
<p>Thanks in advance!</p> | 74,029 | [
-0.06018751114606857,
-0.04999435693025589,
-0.00568053824827075,
-0.016097869724035263,
0.01296719815582037,
-0.002568779978901148,
0.011606360785663128,
0.010687721893191338,
-0.009587402455508709,
0.006352802738547325,
0.04938710853457451,
0.047021541744470596,
0.050676796585321426,
0.02595459669828415,
0.013719500973820686,
0.027117852121591568,
-0.007509530987590551,
-0.003548102453351021,
0.015693768858909607,
-0.014389218762516975,
0.006587082985788584,
0.03825132176280022,
0.009767190553247929,
-0.022824542596936226,
-0.032908834517002106,
-0.0011819673236459494,
0.036376774311065674,
-0.027540596202015877,
0.021376879885792732,
0.02288220450282097,
-0.027011049911379814,
-0.026627803221344948,
0.051966696977615356,
0.0699048861861229,
0.06189492344856262,
0.001832599751651287,
-0.005764194298535585,
-0.03506540134549141,
-0.012472678907215595,
0.036678653210401535,
-0.03240562975406647,
0.02660493738949299,
-0.006104073487222195,
0.017836784943938255,
-0.012870010919868946,
-0.022813351824879646,
-0.032437361776828766,
-0.013661119155585766,
0.025954509153962135,
-0.05648873373866081,
0.06820674240589142,
-0.004193134140223265,
0.03136179968714714,
0.03386257588863373,
0.025957785546779633,
-0.021106787025928497,
0.04301166906952858,
0.05703774467110634,
-0.020935148000717163,
-0.004749521147459745,
-0.03343697264790535,
0.005250976420938969,
0.02521035075187683,
-0.01778712309896946,
-0.03904426470398903,
0.030371278524398804,
-0.007295245770365,
-0.0615059994161129,
0.04271028935909271,
-0.00956951268017292,
0.04954875260591507,
0.025683775544166565,
0.03393210098147392,
0.00883434060961008,
-0.007001506630331278,
-0.006541133392602205,
0.0321861170232296,
0.013708987273275852,
0.03685881197452545,
0.018404653295874596,
-0.0058275675401091576,
-0.0260306429117918,
-0.003467382164672017,
0.06331764906644821,
0.031904492527246475,
-0.02783907577395439,
0.046247031539678574,
-0.057338517159223557,
0.041762955486774445,
0.02802974544465542,
-0.03636615723371506,
0.0015090792439877987,
0.03594463691115379,
0.005632967688143253,
-0.07979094982147217,
0.050607986748218536,
-0.02374221384525299,
0.05215400457382202,
-0.012437739409506321,
0.01271541602909565,
-0.02942517213523388,
-0.044967103749513626,
-0.002068266738206148,
0.06438793241977692,
-0.039722416549921036,
-0.03322681412100792,
-0.020121360197663307,
0.028262833133339882,
-0.0493447370827198,
-0.002733818953856826,
-0.029836049303412437,
0.012865359894931316,
0.0011360442731529474,
-0.0026965204160660505,
0.0019036951707676053,
0.006231445353478193,
-0.053010184317827225,
-0.025640198960900307,
0.03705349937081337,
0.05289118364453316,
0.050852347165346146,
-0.032821208238601685,
0.018945839256048203,
-0.031398434191942215,
-0.03881596028804779,
-0.004470388870686293,
0.03247485309839249,
-0.055902838706970215,
-0.0366918183863163,
0.060853417962789536,
0.03589657321572304,
-0.01439205463975668,
0.043138157576322556,
0.018728960305452347,
0.012837009504437447,
-0.038094840943813324,
-0.08892832696437836,
-0.030514683574438095,
0.02664119377732277,
-0.023239757865667343,
-0.00008650981908431277,
-0.06228645145893097,
-0.006598762236535549,
0.05237529054284096,
0.052658360451459885,
-0.027248894795775414,
0.025576625019311905,
0.009832050651311874,
0.051988087594509125,
0.04700561985373497,
-0.035156574100255966,
0.020559949800372124,
0.00090453727170825,
0.015506361611187458,
-0.03281218931078911,
-0.05601189285516739,
0.0014706895453855395,
0.001033265725709498,
-0.012854253873229027,
-0.04054749384522438,
-0.0026432231534272432,
0.006155961658805609,
0.004353269003331661,
-0.015913717448711395,
-0.0005061745760031044,
-0.01242463756352663,
0.08329736441373825,
0.016006838530302048,
0.02267240360379219,
-0.004604343790560961,
0.012069393880665302,
-0.0051247053779661655,
-0.015656543895602226,
0.04440263286232948,
0.045975591987371445,
-0.045473530888557434,
0.02554883435368538,
-0.0470617413520813,
0.032124944031238556,
0.00033837961382232606,
-0.012280497699975967,
-0.007913987152278423,
0.014079520478844643,
-0.008709383197128773,
-0.033963967114686966,
0.0015443400479853153,
-0.005436505191028118,
-0.024840936064720154,
0.013083669357001781,
-0.051517609506845474,
-0.0347282737493515,
-0.07478870451450348,
-0.04568308964371681,
-0.04521176964044571,
-0.03282663971185684,
0.03246614336967468,
-0.0023435400798916817,
0.03236817941069603,
-0.02750534750521183,
-0.06048841401934624,
-0.018657030537724495,
0.006150910165160894,
0.027605798095464706,
-0.05019079148769379,
-0.0002447656006552279,
0.06925638765096664,
-0.003880283096805215,
-0.01664871908724308,
0.02729325369000435,
-0.014666161499917507,
-0.006984914653003216,
-0.014933356083929539,
-0.024026459082961082,
-0.010904612950980663,
-0.0023342471104115248,
0.018730299547314644,
0.05437585711479187,
-0.014202145859599113,
0.009053023532032967,
0.05136296898126602,
-0.04539664462208748,
0.07305152714252472,
0.05020088329911232,
-0.017726900056004524,
0.0034195957705378532,
-0.014605234377086163,
0.023654330521821976,
0.012604394927620888,
-0.00725415488705039,
-0.026143871247768402,
-0.030498463660478592,
0.006580134388059378,
-0.003602229990065098,
0.024051077663898468,
-0.01085576694458723,
0.01497073657810688,
0.043286602944135666,
0.025797802954912186,
0.015372328460216522,
0.029778214171528816,
0.014145162887871265,
0.013711296021938324,
0.004768770188093185,
0.024110298603773117,
0.01701689325273037,
0.021038126200437546,
0.025965692475438118,
-0.022559264674782753,
-0.0027234023436903954,
0.003541777143254876,
-0.0365876704454422,
0.029521213844418526,
0.01812317781150341,
0.00023137862444855273,
-0.027781037613749504,
-0.0273822620511055,
0.02755342423915863,
-0.020383641123771667,
0.0105111263692379,
0.043905969709157944,
0.03267780691385269,
-0.03865722939372063,
-0.01827312260866165,
-0.0408756248652935,
-0.009845200926065445,
0.06403054296970367,
-0.033139780163764954,
0.022492749616503716,
0.044973619282245636,
-0.00885848794132471,
0.016785098239779472,
0.0006937182042747736,
0.008399893529713154,
-0.02959374152123928,
0.048618171364068985,
0.0022879389580339193,
0.015444253571331501,
0.027957310900092125,
-0.03895583003759384,
-0.02811235748231411,
-0.005404398310929537,
0.032898738980293274,
0.036072175949811935,
0.010041155852377415,
-0.09488610178232193,
0.01816546730697155,
0.0072952862828969955,
-0.04027508199214935,
0.020406678318977356,
-0.00968986190855503,
-0.012389043346047401,
0.02962387539446354,
0.005618033930659294,
-0.04150858148932457,
-0.0005956353852525353,
-0.016698278486728668,
0.020516613498330116,
-0.03315964713692665,
-0.02223040536046028,
0.04971293359994888,
0.04713129624724388,
-0.05667310953140259,
0.0066514150239527225,
-0.03392091020941734,
-0.033536091446876526,
-0.014642260037362576,
-0.04675520583987236,
0.0176052525639534,
-0.00898714642971754,
0.01295022014528513,
0.05668826401233673,
-0.006664446089416742,
-0.023104151710867882,
-0.05956464260816574,
-0.09361416846513748,
0.027362875640392303,
-0.010662340559065342,
0.02421470172703266,
-0.00019486383826006204,
0.032804958522319794,
0.07362189888954163,
0.028927933424711227,
-0.038382720202207565,
-0.01668217033147812,
-0.003931706305593252,
-0.029348216950893402,
-0.04405805096030235,
0.007355339825153351,
0.030849553644657135,
-0.03922126069664955,
0.011887384578585625,
-0.002729912521317601,
0.026379957795143127,
0.008908258751034737,
-0.013925610110163689,
-0.005828306544572115,
0.04379774257540703,
0.001441614469513297,
-0.009883344173431396,
-0.024475302547216415,
0.030162611976265907,
-0.015295316465198994,
-0.011505228467285633,
0.0008981576538644731,
0.03371315076947212,
0.03028900921344757,
-0.01983487419784069,
0.05906541645526886,
-0.00801465567201376,
0.0016447899397462606,
0.022306060418486595,
0.021022992208600044,
-0.04206506907939911,
-0.024734465405344963,
-0.020434513688087463,
-0.01460408978164196,
0.04893853887915611,
0.0005180013831704855,
0.017642954364418983,
0.05495610460639,
0.0013933690497651696,
-0.024423416703939438,
-0.054934125393629074,
-0.024481328204274178,
-0.0016891404520720243,
0.010331829078495502,
-0.015224226750433445,
-0.024497177451848984,
0.000970357155892998,
0.054433804005384445,
0.06550998985767365,
-0.031000636518001556,
-0.03923621028661728,
-0.0011944572906941175,
-0.07484293729066849,
0.027555033564567566,
-0.015433061867952347,
0.01554710604250431,
-0.000057175559049937874,
0.04408122971653938,
-0.014029808342456818,
-0.02388693392276764,
0.01509128324687481,
0.01606423780322075,
-0.05481502413749695,
0.02888430841267109,
-0.01912890002131462,
-0.00408241618424654,
-0.016152413561940193,
-0.030985835939645767,
0.025403158739209175,
-0.05488166585564613,
0.01266804151237011,
0.02328026294708252,
-0.02052292786538601,
-0.022671399638056755,
0.02101193182170391,
-0.056548841297626495,
-0.015711860731244087,
0.04871867224574089,
0.03885708004236221,
0.03618650138378143,
-0.01187869906425476,
0.05648867413401604,
-0.006455244962126017,
-0.03431386500597,
0.004150450229644775,
-0.015293885953724384,
0.012748975306749344,
0.027733275666832924,
0.04795101284980774,
0.04338239133358002,
0.023149514570832253,
-0.07756208628416061,
0.041245944797992706,
0.023674219846725464,
0.03669019415974617,
0.047088075429201126,
-0.03859690949320793,
-0.025349318981170654,
-0.05466765910387039,
-0.05314233899116516,
0.025121500715613365,
0.02875509299337864,
0.0566311739385128,
-0.011640891432762146,
0.05348967760801315,
0.010454723611474037,
-0.02199575863778591,
-0.0388013981282711,
0.07554642111063004,
0.001736742677167058,
-0.006082012318074703,
-0.011157387867569923,
0.01592947542667389,
0.006146338768303394,
-0.01375376246869564,
0.010994384996592999,
0.006457881070673466,
-0.005950435996055603,
0.017564566805958748,
0.006453895475715399,
0.001115776365622878,
-0.010684827342629433,
0.03314700350165367,
-0.007922738790512085,
0.06385444849729538,
0.024584868922829628,
-0.043401170521974564,
0.03558478504419327,
0.0597207136452198,
0.0013079375494271517,
0.06451873481273651,
-0.003547636093571782,
-0.06258779764175415,
0.03100217692553997,
0.03275064378976822,
0.01135935913771391,
-0.07002278417348862,
0.03384777158498764,
-0.024347800761461258,
0.003011989174410701,
0.056193020194768906,
-0.026295360177755356,
-0.0017946239095181227,
0.006927854381501675,
-0.00724151823669672,
-0.00492158904671669,
-0.008403916843235493,
-0.05533834174275398,
0.051939576864242554,
-0.03933999314904213,
0.006188776344060898,
-0.02116360515356064,
-0.03080850839614868,
0.010879737325012684,
0.00547680864110589,
0.03313922509551048,
0.03302595391869545,
-0.027903588488698006,
-0.005238107405602932,
0.013792788609862328,
0.04297836124897003,
-0.010615012608468533,
-0.09329576790332794,
0.007046214770525694,
-0.0003809419577009976,
-0.015651840716600418,
0.021372893825173378,
-0.03078078292310238,
-0.04665913060307503,
0.01679573580622673,
0.007564834784716368,
-0.016559205949306488,
0.03105008788406849,
-0.04523894563317299,
0.0180052500218153,
0.0031013735570013523,
-0.002440198790282011,
0.04356512799859047,
0.00641470355913043,
0.014892692677676678,
-0.014878051355481148,
-0.004734493792057037,
0.005348711274564266,
-0.001090757199563086,
0.012566495686769485,
-0.04531272128224373,
-0.020118162035942078,
-0.03620787709951401,
0.030491197481751442,
0.03663748875260353,
0.027039101347327232,
0.022019434720277786,
-0.00930039118975401,
-0.0134669728577137,
0.02260744757950306,
0.015448035672307014,
0.0042248014360666275,
-0.03170069307088852,
0.004869570955634117,
-0.03836597129702568,
-0.022074801847338676,
-0.033638566732406616,
-0.030498795211315155,
0.0003443553578108549,
-0.013258151710033417,
-0.03038024716079235,
-0.0005228468216955662,
-0.03752680867910385,
-0.026334131136536598,
0.02191946655511856,
-0.018976135179400444,
0.03766733035445213,
-0.020001741126179695,
0.06244804710149765,
0.025483690202236176,
-0.04387325793504715,
-0.0035407464019954205,
0.03862748667597771,
-0.007706045638769865,
0.0013945645187050104,
-0.030613791197538376,
0.00607630331069231,
-0.007638209033757448,
-0.012790590524673462,
-0.052252378314733505,
-0.03433174267411232,
0.011034583672881126,
-0.038066565990448,
-0.012971937656402588,
-0.039137788116931915,
0.007838948629796505,
-0.002728646621108055,
-0.05217156559228897,
-0.03899659961462021,
0.023647965863347054,
-0.004242661874741316,
-0.008859029971063137,
-0.005138294771313667,
0.004487177357077599,
0.06363037973642349,
0.01967637427151203,
-0.02358431927859783,
0.0038932855241000652,
-0.020242974162101746,
-0.007449284195899963,
0.005548825487494469,
-0.00425713462755084,
-0.03159167990088463,
-0.007817188277840614,
-0.030712474137544632,
-0.007849043235182762,
0.04639950767159462,
-0.08128990978002548,
-0.0013958652270957828,
-0.005784489680081606,
-0.017361817881464958,
0.00525378342717886,
-0.013308999128639698,
-0.0422106608748436,
-0.013633158057928085,
0.008982563391327858,
-0.04508554935455322,
0.01257376465946436,
0.03304232284426689,
-0.03754023462533951,
0.04742756113409996,
0.02595309354364872,
-0.029680296778678894,
0.049510657787323,
0.026020390912890434,
0.002430459950119257,
-0.006282358895987272,
-0.027141094207763672,
-0.03409896790981293,
0.018978189677000046,
-0.022418053820729256,
-0.019183706492185593,
-0.0021487835329025984,
0.016453251242637634,
-0.03339628502726555,
-0.020098119974136353,
-0.019419841468334198,
0.012163369916379452,
0.05807028338313103,
0.002741225529462099,
0.03954167664051056,
0.023895664140582085,
0.0360553003847599,
-0.02633925899863243,
-0.01616511680185795,
0.006230212282389402,
-0.022224238142371178,
-0.00033359843655489385,
0.04018706455826759,
0.005681451875716448,
0.03542652353644371,
0.040220752358436584,
0.018465768545866013,
0.023821311071515083,
0.03357132524251938,
0.03889533132314682,
0.006814873311668634,
0.03750234842300415,
0.00988906528800726,
-0.0021625813096761703,
0.03950823098421097,
-0.04916498810052872,
0.01123111229389906,
-0.06243737414479256,
-0.03224834427237511,
0.06394767016172409,
0.026477474719285965,
-0.0052021341398358345,
-0.054982926696538925,
-0.0275481715798378,
-0.055647872388362885,
-0.0006066347123123705,
-0.020387524738907814,
0.0066574085503816605,
0.01999055966734886,
0.00879492424428463,
0.03538168966770172,
0.004102032165974379,
0.009129712358117104,
-0.03322456032037735,
-0.10884517431259155,
-0.029193641617894173,
-0.022586718201637268,
-0.02584485150873661,
0.03372107073664665,
0.02672691084444523,
-0.01695835031569004,
0.014447560533881187,
-0.0383550263941288,
0.02620437555015087,
0.01168614812195301,
0.026616279035806656,
0.003379488131031394,
0.06134084239602089,
0.0315144918859005,
0.03646411746740341,
-0.018806826323270798,
-0.0159042626619339,
0.11192916333675385,
0.055030904710292816,
0.040302518755197525,
-0.028824271634221077,
0.00782717950642109,
-0.01814868114888668,
-0.0026238549035042524,
0.0043996344320476055,
0.043756674975156784,
0.009551302529871464,
0.029631532728672028,
0.011515465565025806,
0.03444685786962509,
0.02548258565366268,
-0.007464995142072439,
0.04082624986767769,
-0.037792909890413284,
-0.032235726714134216,
-0.0013784626498818398,
0.031406354159116745,
0.016173670068383217,
-0.04132114723324776,
-0.04235795512795448,
0.030219312757253647,
0.007033521309494972,
-0.031222516670823097,
0.04907963424921036,
-0.013380895368754864,
-0.01571027562022209,
0.049265120178461075,
0.02657400444149971,
-0.019650980830192566,
0.020802557468414307,
-0.051508188247680664,
-0.028597507625818253,
-0.00047778585576452315,
0.013927728869020939,
-0.04628912732005119,
0.017968980595469475,
-0.005564675200730562,
0.012178413569927216,
0.0055616130121052265,
0.021931268274784088,
0.014541191048920155,
-0.03703929856419563,
-0.027446173131465912,
-0.02351287007331848,
0.031082848086953163,
-0.025533000007271767,
0.02178994193673134,
-0.016589350998401642,
-0.02308950014412403,
0.03312748670578003,
-0.07296595722436905,
0.004853269085288048,
0.04200832545757294,
-0.012377441860735416,
-0.023762505501508713,
-0.02590489760041237,
-0.026118986308574677,
0.022531632333993912,
-0.02277889847755432,
0.02181851677596569,
-0.010689884424209595,
-0.040608786046504974,
-0.03319506347179413,
-0.03167936950922012,
0.031499892473220825,
0.02779426798224449,
-0.038464970886707306,
0.023918643593788147,
-0.023383615538477898,
-0.05472131446003914,
0.02659759670495987,
-0.017904553562402725,
-0.02534932643175125,
0.009938766248524189,
-0.029679767787456512,
-0.01477301400154829,
0.02029361017048359,
0.005590852815657854,
-0.004029515199363232,
-0.010537788271903992,
-0.0178644061088562,
-0.02713620476424694,
-0.025620024651288986,
0.0132771460339427,
0.01143236830830574,
0.032996851950883865,
0.0031503087375313044,
-0.009006096981465816,
0.04197997599840164,
0.005896895192563534,
-0.0637962818145752,
0.0022793752141296864,
0.0057876743376255035,
-0.05004540830850601,
0.027568459510803223,
-0.02685428410768509,
0.10085524618625641,
0.000455172237707302,
0.025056805461645126,
-0.03552404046058655,
0.017721202224493027,
0.00496229063719511,
0.044876668602228165,
-0.0058642164804041386,
-0.0357653871178627,
0.0008483536075800657,
0.031268566846847534,
-0.012877953238785267,
-0.05701270326972008,
-0.06835739314556122,
-0.03761374577879906,
0.019769083708524704,
-0.017174042761325836,
-0.05592367798089981,
-0.04509936645627022,
0.010466476902365685,
-0.007326999679207802,
0.05905810371041298,
0.004061492159962654,
0.02493833377957344,
-0.018556417897343636,
-0.016628865152597427,
0.014032128266990185,
0.01857498474419117,
0.04871581122279167,
0.0017655467381700873,
0.006629026494920254,
-0.010363802313804626,
0.0303342267870903,
-0.014577602036297321,
0.004909055307507515,
0.01142085250467062,
0.028012771159410477,
0.009007234126329422,
0.02177487686276436,
-0.023972058668732643,
-0.04251280426979065,
0.056521423161029816,
-0.014712294563651085,
-0.00023329289979301393,
0.014532195404171944,
0.07161878049373627,
0.05247342959046364,
0.04336218908429146,
-0.01078857947140932,
-0.02325761877000332,
0.011003619059920311,
-0.042758289724588394,
-0.02368992194533348,
0.01801535114645958,
-0.013190087862312794,
-0.00042397406650707126,
-0.020107993856072426,
0.04160608723759651,
0.016267169266939163,
-0.009399396367371082,
0.03814199939370155,
0.01756754331290722,
0.03534573316574097,
-0.02584437094628811,
-0.01578853279352188,
-0.0036652192939072847,
-0.003092654515057802,
-0.006148169282823801,
0.000028195023332955316,
0.014988577924668789,
0.03691914677619934,
-0.018826382234692574,
0.052966006100177765,
0.02006821520626545,
0.005276382900774479,
-0.07621771842241287,
-0.020272593945264816,
0.036446407437324524,
-0.0030460061971098185,
0.005587915424257517,
-0.046866148710250854,
0.019864097237586975,
0.00485153729096055,
-0.04463723301887512,
0.006943781394511461,
0.024566616863012314,
-0.016014978289604187,
-0.05348355695605278,
0.013458894565701485,
-0.025088006630539894,
-0.0011856922646984458,
0.0022328109480440617,
-0.004569882992655039,
0.038835398852825165,
-0.0008450163877569139,
0.01570582389831543,
-0.008888689801096916,
-0.000047004596126498654,
0.03375230357050896,
-0.01827455498278141,
-0.01686159521341324,
0.025635849684476852,
-0.03084014728665352,
-0.019753700122237206,
0.05700979009270668,
0.015691472217440605,
0.012688301503658295,
0.01672097109258175,
0.02298138104379177,
-0.01782192476093769,
0.0031165932305157185,
0.04343901202082634,
-0.01110503263771534,
0.00995431374758482,
0.026441816240549088,
0.04011645168066025,
0.045256149023771286,
0.007981596514582634,
0.004591417033225298,
0.035867854952812195,
-0.010435509495437145,
-0.002925780601799488,
-0.018537962809205055,
-0.008974178694188595,
0.009141628630459309,
-0.0020214845426380634,
0.017771610990166664,
0.010656184516847134,
0.013102605938911438,
0.03284892812371254,
-0.027097012847661972,
0.024662962183356285,
0.031200191006064415,
-0.02342316508293152,
-0.04671766608953476,
-0.020732512697577477,
-0.03529149293899536,
-0.029592065140604973,
0.01158917136490345,
0.012465283274650574,
-0.0024240247439593077,
-0.05075715854763985,
-0.022700928151607513,
0.03223268687725067,
-0.0007829662645235658,
-0.016604412347078323,
-0.042282503098249435,
-0.015011335723102093,
0.03801506385207176,
-0.029762357473373413,
0.0293850339949131,
0.03975221887230873,
0.018181895837187767,
0.004384902305901051,
-0.08042672276496887,
0.07590964436531067,
-0.018137384206056595,
-0.0022653350606560707,
-0.014192292466759682,
-0.021287214010953903,
-0.020591674372553825,
0.019446413964033127,
0.07377585023641586,
0.010935736820101738,
-0.004569008480757475,
0.029562683776021004,
0.003882582765072584,
0.01360746007412672,
-0.04988712817430496,
0.019648892804980278,
-0.018750738352537155,
0.015996010974049568,
0.0011304866056889296,
-0.04017265886068344,
-0.0004534286563284695,
-0.01850031316280365,
0.02095179818570614,
-0.012342968955636024,
0.01517596747726202,
0.00020914241031277925,
-0.02377059869468212,
0.04694591090083122,
-0.006444316357374191,
0.004771446343511343,
0.045284055173397064,
0.009448395110666752,
-0.006259240210056305,
0.009633577428758144,
-0.030638722702860832,
-0.06434933096170425,
0.060881320387125015,
-0.008382786996662617,
-0.019012868404388428,
0.004685530439019203,
0.019401568919420242,
-0.007370352279394865,
-0.05122978240251541,
-0.034779321402311325,
0.0049713351763784885,
-0.06552576273679733,
0.013991151936352253,
-0.005413108039647341,
0.012849903665482998,
0.007228539325296879,
-0.051346659660339355,
-0.011356769129633904,
0.0014417419442906976,
0.0038217143155634403,
0.0317196361720562,
0.010988532565534115,
0.04080969840288162,
0.03516451269388199,
0.04420476779341698,
0.02303534932434559,
-0.02809622325003147,
0.0000861980952322483,
-0.003797569079324603,
0.01417967863380909,
-0.032037463039159775,
-0.002397534204646945,
-0.011966303922235966,
0.004013474564999342,
0.027627242729067802,
-0.010597295127809048,
0.035798609256744385,
0.06130595505237579,
-0.011240008287131786,
0.020557746291160583,
-0.017760269343852997,
0.043416377156972885,
0.01309872418642044,
0.006303845904767513,
0.0037410189397633076,
0.02152884192764759,
0.011509407311677933,
-0.047257885336875916,
-0.005971791222691536,
0.03730161860585213,
0.022438373416662216,
-0.023126821964979172,
0.01799541711807251,
0.002213360508903861,
-0.006637902930378914,
-0.03362761810421944,
-0.020873168483376503,
-0.030781492590904236,
-0.03870879486203194,
0.009798823855817318,
0.028771841898560524,
0.051513880491256714,
0.012458117678761482,
-0.030942630022764206,
-0.0062112752348184586,
0.07325290143489838,
-0.050971031188964844,
-0.02348882146179676,
-0.058353241533041,
0.020881587639451027,
-0.01906879059970379,
0.010770685039460659
] |
<p>I want to study relations between sites categories and species
abundances through PCoA or CAP using vegan::capscale. For doing so, I
overlay species scores on my ordination. However, I am getting confused
with the different scaling options and their interpretation. From what I
understood:
With scaling=1, arrow shows the direction from the origin for which
sites have larger abundances for this species.
With scaling=2, we want to analyze the correlations among species.
Species that have a small angle between their arrows are expected to be
strongly positively correlated.
With scaling=-2, const = sqrt(nrow(dune)-1), we get correlations between
species and axes. This comes from <a href="https://stat.ethz.ch/pipermail/r-sig-ecology/2010-August/001448.html" rel="nofollow">Jari Oksanen</a>.</p>
<p>I did compare the 3 different options (see codes below), differences
seem to be only a matter of arrow length. Hence, by considering that the
most important are the relative length of arrows (relative to each
other), am I allowed to use scaling=-2 (species axes correlations) for
both analyzing site-species associations and species-species correlations?
One more questions, is there a well admitted threshold in the value of
species-axes correlations, below which we consider that species are not
correlated (I mean species don't differ in abundance across the sites,
excluding the cases of non linear relationships).
If yes, do this threshold change depending on the scaling method used
and on either the ordination is constrained or not.
Morover, if I want to overlay a vector for a quantitative
environnemental variable, may I use also scaling=-2, from which
correlation threshold?</p>
<pre><code>library(vegan)
library(ggplot2)
library(grid)
data(dune)
data(dune.env)
dune=sqrt(dune)
mcap=capscale(dune~1,dist="bray") #PCoA
#sites scores
dims=c(1,2)
site=scores(mcap,display="wa",choices=dims)
site.env=cbind(site,dune.env)
#spider for management levels
dev.new();plot(mcap);coord_spider=with(dune.env,ordispider(mcap,Management,col="blue",label=F,choices=dims));dev.off()
coord_spider=as.data.frame(cbind(coord_spider[,],site.env))
names(coord_spider)[1:4]=c("MDS1","MDS2","MDS1end","MDS2end")
#species scores
#scaling1
cor.min=0.6 #below this threshold, arrows will be not plotted because
correlation is considered too much week
cor_sp=as.data.frame(scores(mcap, dis="sp", scaling=1,choices=dims))
cor_sp$cor=with(cor_sp,sqrt(MDS1^2+MDS2^2))
cor_sp$sup=FALSE;cor_sp$sup[cor_sp$cor>=cor.min]<-TRUE
cor_sp$lab=row.names(cor_sp)
cor_sp=cor_sp[cor_sp$sup==TRUE,]
cor_sp_s1=cor_sp
#scaling2
cor.min=0.6 #below this threshold, arrows will be not plotted because
correlation is considered too much week
cor_sp=as.data.frame(scores(mcap, dis="sp", scaling=2,choices=dims))
cor_sp$cor=with(cor_sp,sqrt(MDS1^2+MDS2^2))
cor_sp$sup=FALSE;cor_sp$sup[cor_sp$cor>=cor.min]<-TRUE
cor_sp$lab=row.names(cor_sp)
cor_sp=cor_sp[cor_sp$sup==TRUE,]
cor_sp_s2=cor_sp
#scaling -2, correlations between species and axes
#from Jari Oksanen at
https://stat.ethz.ch/pipermail/r-sig-ecology/2010-August/001448.html
cor.min=0.6 #below this threshold, arrows will be not plotted because
correlation is considered too much week
cor_sp=as.data.frame(scores(mcap, dis="sp", scaling=-2, const =
sqrt(nrow(dune)-1),choices=dims))
cor_sp$cor=with(cor_sp,sqrt(MDS1^2+MDS2^2))
cor_sp$sup=FALSE;cor_sp$sup[cor_sp$cor>=cor.min]<-TRUE
cor_sp$lab=row.names(cor_sp)
cor_sp=cor_sp[cor_sp$sup==TRUE,]
cor_sp_s3=cor_sp
#plot
mon.plot1=ggplot(data=site.env)+theme_bw()+
geom_point(aes(x=MDS1,y=MDS2,color=Management))# les sites
#add spider
mon.plot2=mon.plot1+
geom_segment(data=coord_spider,aes(x=MDS1,y=MDS2,xend=MDS1end,yend=MDS2end,colour=Management),lwd=0.5,alpha=1/3)+
geom_point(data=coord_spider,aes(x=MDS1,y=MDS2,colour=Management),cex=3,shape=19)
#add species scores as vector
#scaling1
mon.plot_s1=mon.plot2+ggtitle("Scaling 1")+
geom_point(aes(x=0,y=0),shape=21,fill="black",color="black",size=3)+#central
point
geom_segment(data=cor_sp_s1,aes(x=0,y=0,xend=MDS1,yend=MDS2),arrow =
arrow(length = unit(0.3,"cm")))+#arrows
geom_text(data = cor_sp_s1, aes(x = MDS1, y = MDS2, label = lab),
size = 3)#labels
#scaling2
mon.plot_s2=mon.plot2+ggtitle("Scaling 2")+
geom_point(aes(x=0,y=0),shape=21,fill="black",color="black",size=3)+#central
point
geom_segment(data=cor_sp_s2,aes(x=0,y=0,xend=MDS1,yend=MDS2),arrow =
arrow(length = unit(0.3,"cm")))+#arrows
geom_text(data = cor_sp_s2, aes(x = MDS1, y = MDS2, label = lab),
size = 3)#labels
#scaling -2, correlations between species and axes
mon.plot_s3=mon.plot2+ggtitle("Scaling -2")+
geom_point(aes(x=0,y=0),shape=21,fill="black",color="black",size=3)+#central
point
geom_segment(data=cor_sp_s3,aes(x=0,y=0,xend=MDS1,yend=MDS2),arrow =
arrow(length = unit(0.3,"cm")))+#arrows
geom_text(data = cor_sp_s3, aes(x = MDS1, y = MDS2, label = lab),
size = 3)#labels
#plot everything
grid.newpage()
pushViewport(viewport(layout = grid.layout(2, 2)))
print(mon.plot_s1,vp=viewport(layout.pos.row = 1, layout.pos.col = 1))
print(mon.plot_s2,vp=viewport(layout.pos.row = 2, layout.pos.col = 1))
print(mon.plot_s3,vp=viewport(layout.pos.row = 1, layout.pos.col = 2))
</code></pre> | 74,030 | [
-0.04347651079297066,
-0.016634399071335793,
0.005350376944988966,
0.00822876300662756,
0.01009166520088911,
0.041638921946287155,
-0.02885919250547886,
0.0032913032919168472,
0.011145330965518951,
-0.04246888682246208,
0.01835218071937561,
0.011915739625692368,
0.03437938541173935,
0.03062734380364418,
0.030990606173872948,
0.018219387158751488,
-0.026351744309067726,
0.007529810070991516,
0.006703629624098539,
-0.02445187419652939,
0.005845492705702782,
0.020789243280887604,
0.01457400806248188,
0.004053035285323858,
-0.006871083751320839,
0.05814073234796524,
0.021393902599811554,
-0.0013679178664460778,
0.003420524997636676,
0.036101922392845154,
-0.05511175096035004,
-0.028094783425331116,
0.050670772790908813,
0.03706257417798042,
0.02001187577843666,
-0.015316850505769253,
0.017736155539751053,
-0.013069244101643562,
0.022878898307681084,
0.026280589401721954,
-0.01398598775267601,
-0.020605219528079033,
-0.01137150265276432,
0.00995514914393425,
-0.02469124086201191,
0.031219694763422012,
0.013260066509246826,
-0.020059704780578613,
0.03675231337547302,
-0.013987633399665356,
0.0710485577583313,
-0.010706726461648941,
-0.017078690230846405,
0.03484766557812691,
-0.005310035310685635,
-0.011327916756272316,
0.07296101003885269,
0.028162715956568718,
-0.017949914559721947,
-0.049715638160705566,
-0.05899027734994888,
-0.015584103763103485,
0.005979515146464109,
0.02888830192387104,
-0.02410726249217987,
0.013681421987712383,
0.027480248361825943,
-0.0029088500887155533,
0.04127541556954384,
-0.017376309260725975,
-0.008566366508603096,
-0.003278574673458934,
0.010191092267632484,
-0.008579712361097336,
0.03618742898106575,
-0.03125784918665886,
0.009423952549695969,
0.01652871072292328,
0.041353218257427216,
0.045977890491485596,
0.013023965992033482,
0.055566076189279556,
0.02461198903620243,
0.011423783376812935,
0.05341624841094017,
-0.021274792030453682,
0.04843062907457352,
-0.05076976493000984,
0.02426505647599697,
0.025335397571325302,
0.003022419521585107,
0.022029921412467957,
0.05659174546599388,
-0.01331967581063509,
-0.01775088906288147,
0.02620302140712738,
-0.0031105251982808113,
-0.006274371407926083,
-0.015471654012799263,
-0.005113805178552866,
-0.060705751180648804,
-0.060640159994363785,
-0.014761085622012615,
0.04752855375409126,
-0.014652310870587826,
0.025609180331230164,
-0.06615130603313446,
0.004501858726143837,
-0.042309846729040146,
-0.028494207188487053,
-0.011667686514556408,
0.014102432876825333,
0.003964979667216539,
-0.0017144153825938702,
0.03585522994399071,
-0.045580074191093445,
0.012470759451389313,
0.023914504796266556,
0.09788322448730469,
0.02871871553361416,
0.05421238765120506,
-0.004585233982652426,
0.01322920247912407,
-0.011741387657821178,
-0.05696626007556915,
0.02768760360777378,
0.03779467195272446,
0.011302446946501732,
0.0010320873698219657,
0.02656354010105133,
0.01697094552218914,
-0.02928105741739273,
0.009020105935633183,
-0.022349635139107704,
0.029195306822657585,
0.022519413381814957,
-0.08555572479963303,
-0.027952110394835472,
0.03828757628798485,
0.0010477066971361637,
0.01625075750052929,
-0.03580313175916672,
-0.014449487440288067,
0.0011365392711013556,
0.043686989694833755,
0.0027795289643108845,
0.03591927886009216,
-0.01454571820795536,
0.0015569977695122361,
-0.011482183821499348,
-0.057478200644254684,
-0.014626091346144676,
-0.04363350570201874,
-0.06553711742162704,
-0.02726965770125389,
-0.07971766591072083,
0.046646323055028915,
0.0023883997928351164,
0.027124442160129547,
0.02073211409151554,
0.10130515694618225,
-0.01234683208167553,
0.007117776665836573,
-0.012048549950122833,
-0.012893714010715485,
0.007113480009138584,
0.051983632147312164,
-0.02685275860130787,
0.0055722566321492195,
0.010833361186087132,
-0.018754933029413223,
0.005179210100322962,
-0.0005920555558986962,
0.05112089961767197,
0.059945832937955856,
0.001264768885448575,
-0.008506587706506252,
-0.03902653232216835,
-0.005480673164129257,
0.03329743444919586,
-0.08029502630233765,
-0.03280118107795715,
-0.02270578406751156,
-0.011490333825349808,
0.06048298254609108,
0.04743707552552223,
-0.0023027146235108376,
-0.04297719895839691,
0.04425738379359245,
-0.04975003004074097,
-0.02077404409646988,
-0.06421992182731628,
-0.021380774676799774,
0.017983611673116684,
-0.04921205714344978,
0.03150623291730881,
0.0027421920094639063,
0.009921986609697342,
0.01750275492668152,
0.005639845039695501,
-0.01500893384218216,
0.029479729011654854,
0.07393284142017365,
-0.05138242989778519,
0.007565601263195276,
0.04807199910283089,
0.04573719576001167,
-0.003848521737381816,
0.023402754217386246,
-0.04938743636012077,
-0.05285422131419182,
0.022582046687602997,
-0.016014020889997482,
-0.00946338102221489,
0.034038200974464417,
-0.026323821395635605,
-0.002208580495789647,
0.010830148123204708,
-0.06995386630296707,
0.03571096062660217,
-0.05768119916319847,
0.06653052568435669,
0.05508336424827576,
-0.0013206173898652196,
0.0012521541211754084,
0.03013933263719082,
-0.004209311679005623,
0.02320689521729946,
-0.0719776600599289,
0.014239519834518433,
-0.07690533250570297,
0.0004315518890507519,
0.0640123188495636,
0.025851203128695488,
-0.02890278398990631,
-0.013155926950275898,
0.04374878108501434,
0.003262641839683056,
-0.003340725786983967,
0.042725153267383575,
0.031054334715008736,
-0.017566964030265808,
-0.016184791922569275,
0.006854045204818249,
0.027471473440527916,
-0.00341697852127254,
0.019803669303655624,
-0.014253093861043453,
0.05283472314476967,
-0.007247332017868757,
-0.02362784370779991,
0.029196472838521004,
-0.013000395148992538,
0.0018108211224898696,
-0.014485785737633705,
0.01590944081544876,
0.039772551506757736,
-0.020368540659546852,
0.016766583546996117,
0.06916087120771408,
0.024757293984293938,
-0.017748095095157623,
0.028090156614780426,
0.016921671107411385,
0.000740056682843715,
0.05811886116862297,
-0.04329879954457283,
-0.027389315888285637,
0.00988262239843607,
-0.007599989417940378,
0.00416909996420145,
-0.03651760146021843,
-0.06413296610116959,
-0.04011974856257439,
-0.007049883715808392,
0.07517939805984497,
0.005991515703499317,
0.04010774940252304,
-0.055215638130903244,
-0.022518649697303772,
-0.02071254327893257,
0.0016061338828876615,
0.0237677451223135,
-0.0036786841228604317,
-0.005240228492766619,
-0.010551335290074348,
-0.026683973148465157,
0.0038749759551137686,
0.006935731507837772,
-0.028158552944660187,
-0.031571026891469955,
-0.002732733963057399,
0.020283496007323265,
-0.04924460127949715,
-0.03370525315403938,
-0.0025356828700751066,
0.0119817228987813,
-0.036471396684646606,
-0.07976707071065903,
0.039058975875377655,
-0.006128545850515366,
-0.061782918870449066,
0.039908189326524734,
-0.014427753165364265,
-0.019245510920882225,
0.005613184534013271,
-0.00011470208846731111,
0.007698926609009504,
0.012706009671092033,
-0.011253521777689457,
0.017964154481887817,
-0.028458749875426292,
-0.0438583567738533,
-0.017049649730324745,
-0.04129055142402649,
0.009560225531458855,
-0.02103932574391365,
0.0028361687436699867,
-0.02077772654592991,
-0.01303265430033207,
0.05802280828356743,
0.03261110931634903,
0.014691057614982128,
-0.051360975950956345,
-0.01765495352447033,
-0.037643954157829285,
0.011115741916000843,
0.008984738029539585,
-0.002094354247674346,
0.05793150141835213,
0.0351700559258461,
-0.004909304901957512,
0.0446767695248127,
0.02085741050541401,
-0.0035079100634902716,
0.006301505956798792,
0.03945392370223999,
-0.003238063305616379,
-0.031783174723386765,
0.025193452835083008,
0.048836272209882736,
-0.042080968618392944,
0.048491742461919785,
-0.011402237229049206,
-0.013003378175199032,
-0.005035263951867819,
-0.03478556498885155,
0.007780341897159815,
0.0029927559662610292,
0.039496611803770065,
-0.027512041851878166,
0.0048601701855659485,
0.04099557176232338,
-0.020937101915478706,
-0.019089585170149803,
-0.020504457876086235,
0.062485694885253906,
-0.03752325847744942,
-0.033929239958524704,
0.031585484743118286,
0.03226762264966965,
-0.005474729463458061,
0.05303172394633293,
-0.005025952588766813,
0.008959473110735416,
0.01976037584245205,
-0.03521238639950752,
-0.00870953593403101,
0.029342636466026306,
0.020651139318943024,
-0.028147608041763306,
0.017424797639250755,
-0.03484613075852394,
0.032950300723314285,
-0.06700417399406433,
0.028240755200386047,
-0.07128029316663742,
0.017969321459531784,
-0.000991775537841022,
0.016387827694416046,
0.013483571819961071,
0.011114748194813728,
-0.014061525464057922,
-0.0010105636902153492,
-0.04062478616833687,
0.029140060767531395,
-0.008106875233352184,
0.020111937075853348,
-0.003598166396841407,
-0.008782892487943172,
-0.0025952677242457867,
0.008008277975022793,
0.010221612639725208,
0.005316092167049646,
0.025830112397670746,
-0.022600730881094933,
0.021773379296064377,
-0.008364885114133358,
-0.0015950619708746672,
-0.0010997391073033214,
0.006345509085804224,
0.020903103053569794,
-0.033563148230314255,
0.06608528643846512,
0.03332097828388214,
-0.00010517271584831178,
-0.005993492901325226,
0.00021462504810187966,
0.0103759178891778,
0.046372104436159134,
0.03761739283800125,
0.012798560783267021,
0.0055897049605846405,
-0.025780148804187775,
0.013716776855289936,
0.011467589996755123,
0.05719912797212601,
0.03148942068219185,
-0.009606970474123955,
0.028373824432492256,
-0.032925304025411606,
-0.018937669694423676,
-0.014649823307991028,
0.017101917415857315,
-0.0026304812636226416,
-0.0053563304245471954,
0.037137050181627274,
0.004643863067030907,
-0.0329044833779335,
0.006463480647653341,
0.030866367742419243,
0.03410964459180832,
0.01200677640736103,
-0.054875556379556656,
-0.04675529524683952,
-0.004097529221326113,
0.004344209562987089,
0.009492555633187294,
-0.0003977319283876568,
0.0022654940839856863,
0.008821659721434116,
0.02376348339021206,
-0.01157911866903305,
-0.032621730118989944,
-0.01146682444959879,
0.011771435849368572,
0.048079196363687515,
-0.05239322781562805,
-0.018354004248976707,
-0.008818384259939194,
-0.008796095848083496,
0.02779289148747921,
0.009182055480778217,
0.017989562824368477,
-0.06327251344919205,
-0.026019467040896416,
0.02523070015013218,
0.03392330929636955,
-0.01013241708278656,
-0.018182020634412766,
-0.03917444869875908,
-0.03319315239787102,
0.013717759400606155,
-0.03942209109663963,
0.014629285782575607,
-0.01432948186993599,
0.033692918717861176,
-0.02278812602162361,
-0.03913012146949768,
-0.06428873538970947,
0.0029448922723531723,
-0.019333599135279655,
-0.006373174488544464,
-0.00896499678492546,
-0.03177936375141144,
-0.02319815568625927,
0.015511961653828621,
0.003073521889746189,
0.03953496739268303,
-0.02069634385406971,
-0.016235006973147392,
0.026508737355470657,
-0.002168324775993824,
0.014407671056687832,
-0.03658236935734749,
0.035431019961833954,
0.015210794284939766,
0.015696927905082703,
0.05559004470705986,
0.037192150950431824,
0.03576404228806496,
0.015600299462676048,
0.0240950807929039,
-0.009290137328207493,
-0.003885948332026601,
0.0067825703881680965,
0.0686536654829979,
0.04178563877940178,
-0.021646803244948387,
0.07325718551874161,
0.02392766997218132,
-0.012898935936391354,
-0.0003304383426439017,
-0.07153171300888062,
0.034898217767477036,
-0.021912841126322746,
-0.005312170833349228,
-0.06357299536466599,
-0.007767544128000736,
-0.018323997035622597,
0.034150030463933945,
-0.0024069850333034992,
0.03572389483451843,
-0.04735790193080902,
-0.009940298274159431,
0.03725650906562805,
0.03710208460688591,
0.017428535968065262,
0.00785244069993496,
0.014089046977460384,
0.007774575147777796,
0.03594124689698219,
-0.024264730513095856,
0.013522742316126823,
-0.025934429839253426,
-0.03151528537273407,
-0.00029101347899995744,
-0.043448735028505325,
-0.02169625833630562,
-0.011335376650094986,
-0.01864640600979328,
0.0105142742395401,
-0.049195561558008194,
0.035675324499607086,
-0.004219250753521919,
0.01126724574714899,
0.015329623594880104,
-0.0240304134786129,
-0.02149874158203602,
0.034270286560058594,
-0.023666532710194588,
-0.019853796809911728,
-0.01744292862713337,
0.026037927716970444,
-0.012659210711717606,
-0.01281573623418808,
-0.02028239332139492,
-0.004040660336613655,
-0.033318035304546356,
0.0227810125797987,
-0.01816810481250286,
-0.02610706351697445,
-0.03333636745810509,
-0.008420714177191257,
-0.009335755370557308,
-0.03880474716424942,
0.04479413479566574,
-0.02921515330672264,
0.00010855999425984919,
-0.03539752587676048,
0.0067948647774755955,
0.07235261052846909,
-0.03132141754031181,
-0.01983928307890892,
0.028150135651230812,
0.0007551166345365345,
-0.025629792362451553,
-0.002445142949000001,
-0.010143505409359932,
-0.043827787041664124,
-0.007430137135088444,
-0.036117006093263626,
0.0011900827521458268,
0.029699357226490974,
-0.012603909708559513,
-0.04543675109744072,
-0.02102021500468254,
0.012424393557012081,
0.011972456239163876,
0.0016370402881875634,
-0.00015352974878624082,
0.0017583617009222507,
-0.012603426352143288,
-0.025227723643183708,
-0.019392281770706177,
0.001920446171425283,
-0.02321707084774971,
-0.007344807498157024,
0.012968027964234352,
0.014338113367557526,
0.020897241309285164,
0.06744861602783203,
0.010602330788969994,
0.023675108328461647,
-0.01960737816989422,
-0.0462992824614048,
0.02900794707238674,
0.010366979986429214,
-0.004652549512684345,
0.0036760701332241297,
0.03217451274394989,
-0.031823404133319855,
-0.019158361479640007,
-0.02922624535858631,
0.018908407539129257,
0.05808350443840027,
0.04495495557785034,
0.02786916308104992,
0.025745166465640068,
-0.024042867124080658,
-0.0004791281826328486,
-0.06239330768585205,
-0.006179182790219784,
0.008945216424763203,
0.03145565092563629,
0.0504179447889328,
-0.06578493863344193,
-0.022108787670731544,
0.035123907029628754,
0.0021881579887121916,
0.027938729152083397,
0.03632529452443123,
0.02068132534623146,
0.027092164382338524,
0.01438465341925621,
-0.04956116899847984,
-0.0707211047410965,
0.04681822285056114,
-0.011090419255197048,
0.006980638485401869,
-0.01560724712908268,
-0.03136444836854935,
0.016514616087079048,
0.05895404517650604,
-0.014092421159148216,
-0.07021442800760269,
-0.03594473376870155,
-0.017114223912358284,
0.010412069037556648,
0.02519710175693035,
-0.03496602550148964,
0.010653852485120296,
0.010818948969244957,
0.0636957511305809,
-0.03519676998257637,
0.03187589719891548,
-0.021398039534687996,
-0.053955476731061935,
-0.00870361365377903,
-0.03149406984448433,
-0.03511912748217583,
0.02159322425723076,
-0.00194253318477422,
-0.032183147966861725,
0.03468810021877289,
-0.06251750886440277,
-0.022631652653217316,
-0.01448874268680811,
0.041231416165828705,
-0.009525532834231853,
0.03002963215112686,
-0.00991455465555191,
-0.003913842141628265,
-0.007702579256147146,
-0.030248984694480896,
0.15415169298648834,
0.06826171278953552,
-0.026331067085266113,
-0.05935132876038551,
0.02980184741318226,
0.028324345126748085,
0.016907770186662674,
-0.01887902058660984,
-0.03790319710969925,
0.00136846664827317,
-0.01761959120631218,
0.04575398191809654,
0.05041942000389099,
0.04112183302640915,
-0.030916858464479446,
0.058120619505643845,
-0.005005235318094492,
-0.034206192940473557,
-0.004187704995274544,
0.03982071205973625,
-0.04657777398824692,
0.010902916081249714,
-0.028674153611063957,
0.0019479175098240376,
0.025951780378818512,
-0.0007041242788545787,
-0.026912715286016464,
-0.022333281114697456,
0.01635858044028282,
0.0032233111560344696,
-0.026749620214104652,
-0.005170750897377729,
0.02174689620733261,
-0.029655173420906067,
0.005774914287030697,
-0.02344076707959175,
0.010119793005287647,
-0.037150975316762924,
-0.00619379011914134,
0.04592031612992287,
-0.06498924642801285,
0.005143939983099699,
-0.0022542416118085384,
0.03521415591239929,
-0.02875692769885063,
-0.0263660978525877,
-0.041967280209064484,
0.04995155707001686,
0.002986659063026309,
-0.000775422842707485,
0.0039138756692409515,
0.014813111163675785,
0.0371837243437767,
-0.043834373354911804,
-0.013639627024531364,
0.003956738859415054,
0.020652299746870995,
-0.0005110371275804937,
0.015452699735760689,
-0.0462762825191021,
0.013903794810175896,
0.016611281782388687,
-0.0026002381928265095,
0.049222446978092194,
-0.006970875430852175,
-0.006296134553849697,
-0.033938221633434296,
0.055357806384563446,
0.015342269092798233,
0.001061430899426341,
0.01782456412911415,
0.030730323866009712,
-0.03762049227952957,
-0.004815424792468548,
0.005695217754691839,
0.0067040943540632725,
0.060325801372528076,
0.018102088943123817,
-0.041452668607234955,
-0.06216003745794296,
-0.04421878606081009,
0.0257867518812418,
-0.044836580753326416,
-0.02197408676147461,
-0.04927480220794678,
0.03170366957783699,
0.02114017866551876,
0.016341596841812134,
0.06620188802480698,
0.004242399707436562,
-0.05191768333315849,
0.028230486437678337,
0.028856024146080017,
0.0011483104899525642,
-0.050643082708120346,
0.003578317817300558,
-0.04486934468150139,
-0.015680326148867607,
-0.00801552552729845,
0.039492249488830566,
0.011914334259927273,
-0.003286204533651471,
-0.019435686990618706,
0.034042976796627045,
0.015394928865134716,
-0.012103150598704815,
0.029183443635702133,
-0.00816864613443613,
0.04992665350437164,
-0.013601739890873432,
-0.022417422384023666,
-0.03442254289984703,
-0.02027430199086666,
-0.026930946856737137,
-0.04006607085466385,
-0.0008170176879502833,
-0.013228539377450943,
-0.038244880735874176,
0.015972165390849113,
-0.0018701925873756409,
0.026917031034827232,
-0.029526274651288986,
-0.05565962567925453,
-0.05096118524670601,
-0.01697068102657795,
0.001984276110306382,
-0.0037352479994297028,
0.03786712512373924,
-0.007602765690535307,
-0.041741300374269485,
0.02346878871321678,
0.021098094061017036,
0.015531240962445736,
-0.0006539369351230562,
-0.05996851995587349,
-0.02571682073175907,
0.017989739775657654,
0.056850630789995193,
0.03664397448301315,
-0.016133906319737434,
0.0069882567040622234,
-0.03331528604030609,
-0.03284229338169098,
-0.014892276376485825,
0.015126021578907967,
0.04219695180654526,
-0.009856689721345901,
0.010676747187972069,
-0.048188455402851105,
0.05217215418815613,
-0.025653745979070663,
-0.03237296640872955,
-0.02772878110408783,
0.007787344045937061,
-0.004275992512702942,
-0.00522724399343133,
0.017692076042294502,
-0.007195670157670975,
0.01251270342618227,
0.03077191300690174,
0.034590981900691986,
-0.021841274574398994,
-0.02391136810183525,
0.01559692807495594,
-0.0804370567202568,
0.00792522169649601,
-0.011429923586547375,
-0.02849099598824978,
0.026618048548698425,
0.07323956489562988,
-0.0038586347363889217,
0.05619293078780174,
0.016869857907295227,
0.01843675971031189,
-0.05598977208137512,
-0.011122360825538635,
0.03146982192993164,
0.017700398340821266,
0.03670878708362579,
-0.04080507531762123,
-0.0038291956298053265,
0.005199710372835398,
-0.04332585632801056,
0.023758674040436745,
-0.0013960690703243017,
-0.033294614404439926,
-0.021341025829315186,
0.009763210080564022,
-0.017881155014038086,
-0.0002920837723650038,
0.034749794751405716,
0.027691226452589035,
0.009333580732345581,
0.031607188284397125,
-0.02702360600233078,
-0.05745130032300949,
0.00659998320043087,
0.02110246941447258,
-0.01615934632718563,
-0.0817984789609909,
0.049866873770952225,
-0.0012386237503960729,
-0.014678283594548702,
0.010020740330219269,
-0.03179590776562691,
0.034023914486169815,
0.044366829097270966,
0.03817351162433624,
0.014214101247489452,
0.06029480695724487,
0.02682454138994217,
-0.013969242572784424,
-0.034407444298267365,
-0.03657912090420723,
0.01001475565135479,
0.012414948083460331,
-0.008626481518149376,
0.020344005897641182,
0.022246651351451874,
-0.005792433395981789,
0.006557171698659658,
0.035633839666843414,
-0.058034539222717285,
-0.014137218706309795,
-0.016251038759946823,
-0.008734230883419514,
-0.017682870849967003,
0.002772687003016472,
-0.0009389774058945477,
-0.029406122863292694,
0.00733322324231267,
0.030257701873779297,
0.030063318088650703,
-0.003804887644946575,
0.007515998557209969,
-0.006671267561614513,
-0.04628623649477959,
0.009008214809000492,
0.0003950249229092151,
0.01918061077594757,
-0.04898756742477417,
-0.04037421941757202,
-0.04530695080757141,
0.010677853599190712,
0.0026028749998658895,
0.02546779066324234,
-0.0328214168548584,
0.04587828740477562,
-0.020185647532343864,
0.022777285426855087,
-0.00036848513991571963,
-0.031548209488391876,
0.04446585476398468,
-0.05323854088783264,
0.055522896349430084,
-0.00038653178489767015,
0.0015745236305519938,
-0.037040844559669495,
-0.03653908520936966,
-0.008193261921405792,
0.026641473174095154,
0.030668992549180984,
0.013282355852425098,
0.02686980739235878,
-0.03570762276649475,
0.005779629573225975,
-0.01118527539074421,
-0.027824383229017258,
0.033569663763046265,
0.038679733872413635,
0.0017515039071440697,
0.015629444271326065,
-0.0021285819821059704,
0.016988275572657585,
0.01907912828028202,
0.024792451411485672,
-0.019339272752404213,
0.03187763690948486,
0.011828014627099037,
-0.0009892827365547419,
0.04430101811885834,
-0.04674858599901199,
0.010584539733827114,
0.019421279430389404,
0.025595391169190407,
0.05202846601605415,
0.05014198273420334,
0.0029788189567625523,
-0.0052221002988517284,
0.04742544889450073,
-0.027470452710986137,
-0.029084334149956703,
0.050757355988025665,
0.02280461974442005,
-0.006888634525239468,
-0.061862654983997345,
0.01711970940232277,
-0.0025312567595392466,
-0.012936562299728394,
-0.018882928416132927,
0.038300156593322754,
-0.02069380320608616,
0.04155166074633598,
-0.06706590950489044,
0.03310225531458855,
0.022322406992316246,
-0.009730580262839794,
0.04034028574824333,
0.02647988498210907,
0.0032978220842778683,
0.04230553284287453,
-0.006380942650139332,
0.03116237185895443,
-0.004229532089084387,
0.015441535040736198,
-0.015764491632580757,
0.033718954771757126,
-0.016827860847115517,
-0.01541566289961338,
0.031385764479637146,
-0.022734319791197777,
0.036014292389154434,
0.028413839638233185,
0.007930422201752663,
0.019836099818348885,
-0.05743511766195297,
0.007897714152932167,
-0.010968220420181751,
-0.014275317080318928,
-0.08195669203996658,
0.008344030007719994,
-0.06204031780362129,
-0.005663775838911533,
0.006455020047724247,
0.018035417422652245,
0.026657022535800934,
-0.0026404501404613256,
0.033743225038051605,
-0.019107526168227196,
0.03572729229927063,
0.015396861359477043,
0.009470831602811813,
0.031260717660188675,
0.022854937240481377,
-0.027363264933228493,
-0.03166158124804497,
0.03870384395122528,
-0.01718089170753956,
0.00448068231344223,
-0.008025877177715302,
0.021590277552604675,
0.021825747564435005,
0.004652354866266251,
-0.057357460260391235,
-0.05275903642177582,
-0.015161635354161263,
0.014960546046495438,
0.018828939646482468,
-0.012480034492909908
] |
<p>This is probably going to sound extremely stupid, but it's part of a larger question, about sample distribution of means, that I'm having problems understanding, so please bear with me.</p>
<p>If I record the time between planes landing, and have 250 observations, are those 250 observations my "population", or does the term "population" refer to all the values, i.e. if I had sat there till the end of time recording?</p>
<p>I'm assuming its the latter but just want to double check.</p> | 74,031 | [
-0.02246953919529915,
-0.028507625684142113,
-0.007497165817767382,
-0.020693043246865273,
0.004157737363129854,
0.009990965016186237,
-0.012022634968161583,
-0.011916739866137505,
-0.013484019786119461,
-0.024156391620635986,
0.039875369518995285,
0.058214522898197174,
0.012244099751114845,
0.0030978089198470116,
-0.0022374563850462437,
0.011960657313466072,
-0.04719945043325424,
0.01981024257838726,
0.0005005346611142159,
-0.01850065030157566,
0.011906866915524006,
0.039028726518154144,
0.01997467689216137,
-0.049560293555259705,
-0.06631192564964294,
0.04036317765712738,
0.02264171466231346,
-0.03447564318776131,
0.007973804138600826,
0.051018912345170975,
-0.06656641513109207,
-0.03823097422719002,
0.022145753726363182,
0.05852297320961952,
0.03472457081079483,
0.015882661566138268,
-0.02872988022863865,
-0.02034544013440609,
0.01511358842253685,
0.016338320448994637,
-0.025723304599523544,
-0.00969709176570177,
0.021888552233576775,
-0.02929370105266571,
-0.014496233314275742,
0.011711726896464825,
0.019058044999837875,
-0.01935351826250553,
0.027131125330924988,
-0.045353639870882034,
0.09468836337327957,
-0.002516410779207945,
0.023086022585630417,
0.028294311836361885,
0.005532655864953995,
0.008271797560155392,
0.04284840449690819,
0.023206349462270737,
0.00635560741648078,
-0.017254170030355453,
0.018955977633595467,
-0.03069330006837845,
-0.02072114311158657,
-0.003796981181949377,
-0.005016474053263664,
0.014038278721272945,
-0.0013667689636349678,
-0.005224637221544981,
0.03991219028830528,
0.003697763429954648,
-0.017450926825404167,
-0.0038331481628119946,
0.026558028534054756,
-0.00033839602838270366,
0.034020718187093735,
-0.015064980834722519,
0.04243983328342438,
0.012454407289624214,
0.04173554852604866,
0.05312411114573479,
0.025446658954024315,
0.01658371277153492,
0.010545052587985992,
0.011812259443104267,
0.03930569067597389,
-0.032990530133247375,
0.0959627777338028,
-0.018996916711330414,
0.017724357545375824,
0.02079477347433567,
0.024306217208504677,
-0.005952815525233746,
0.02815329097211361,
-0.012173112481832504,
-0.04199431464076042,
0.03150546923279762,
-0.017208002507686615,
0.0412413515150547,
-0.0005884466809220612,
0.012341246008872986,
-0.007688744459301233,
-0.06982209533452988,
0.038269393146038055,
0.05840061232447624,
-0.04886110499501228,
0.02383335493505001,
-0.07831823825836182,
-0.013852089643478394,
-0.000947037129662931,
-0.0012078600702807307,
-0.02029581181704998,
0.026710787788033485,
0.025563698261976242,
-0.017608437687158585,
-0.003094133222475648,
0.030041297897696495,
0.04424022138118744,
-0.013090734370052814,
0.05176769942045212,
0.03167782723903656,
0.05706558749079704,
-0.04737313836812973,
-0.010001462884247303,
-0.002110507804900408,
-0.0520000196993351,
0.0056153228506445885,
-0.004292100202292204,
-0.01935947686433792,
-0.03930266201496124,
0.027339257299900055,
-0.0000928287990973331,
-0.03440142050385475,
0.03778908774256706,
0.01426149532198906,
0.033045444637537,
0.01248024683445692,
-0.09713123738765717,
-0.04826870560646057,
0.023233473300933838,
0.010631350800395012,
0.005215947981923819,
-0.0605304017663002,
0.03917909786105156,
0.012440315447747707,
0.009864699095487595,
0.01084811333566904,
0.04491891711950302,
0.002066667191684246,
0.027289707213640213,
0.017701856791973114,
-0.009792097844183445,
-0.005318851210176945,
0.016351550817489624,
-0.040563520044088364,
-0.008578535169363022,
-0.07535022497177124,
0.012026656419038773,
-0.000677254400216043,
0.02014407515525818,
0.0025434482377022505,
0.01980079896748066,
-0.009441792964935303,
0.009716649539768696,
-0.016059957444667816,
0.03178779035806656,
-0.046699799597263336,
0.06283272057771683,
-0.009720548056066036,
0.03097180835902691,
0.009919385425746441,
0.0013425665674731135,
0.03311442211270332,
-0.013935691677033901,
0.0541825070977211,
0.05764708295464516,
-0.019196396693587303,
-0.011650851927697659,
-0.004662571474909782,
-0.013404017314314842,
0.006948642898350954,
-0.045382238924503326,
-0.021832196041941643,
-0.003128262236714363,
0.023872852325439453,
0.03880881890654564,
0.03578482195734978,
0.014110556803643703,
-0.022933004423975945,
0.021740755066275597,
-0.05096516013145447,
-0.008233658969402313,
-0.06867031008005142,
-0.007871738635003567,
-0.026631440967321396,
-0.03377186134457588,
-0.005293966270983219,
-0.016879137605428696,
-0.004260812886059284,
-0.058207958936691284,
-0.029069850221276283,
-0.014184552244842052,
-0.01725088432431221,
0.052404217422008514,
-0.07197289168834686,
-0.013872146606445312,
0.06538005918264389,
-0.0016140809748321772,
0.012891299091279507,
0.050901491194963455,
-0.006182499695569277,
-0.0252434853464365,
-0.000662203470710665,
-0.014980786480009556,
0.006694807671010494,
-0.011694028973579407,
-0.0006666685803793371,
0.004781704396009445,
0.020298883318901062,
-0.016555866226553917,
0.037967681884765625,
-0.05748330429196358,
0.06184155121445656,
0.05986656993627548,
-0.00878851767629385,
0.01538178138434887,
-0.008363976143300533,
0.004616946447640657,
0.006276254076510668,
-0.00842974241822958,
0.006957505363970995,
-0.0684615820646286,
-0.0069960858672857285,
0.022067241370677948,
-0.0332576259970665,
-0.02208660915493965,
0.01444901991635561,
0.054975103586912155,
0.021169966086745262,
0.029251521453261375,
-0.014985138550400734,
0.04574347659945488,
-0.020050063729286194,
0.009415651671588421,
0.010597387328743935,
0.01156972162425518,
-0.00191274203825742,
0.04700397700071335,
-0.009545833803713322,
0.029567332938313484,
-0.00959811732172966,
0.002872919663786888,
0.017095953226089478,
0.016392746940255165,
0.02660677582025528,
-0.032929450273513794,
0.006926044821739197,
0.01311113778501749,
-0.007122797891497612,
-0.011994227766990662,
0.03271138295531273,
0.017800631001591682,
-0.02087755873799324,
0.024244491010904312,
-0.05238661915063858,
-0.004756857641041279,
0.04951934516429901,
-0.038001686334609985,
-0.017851801589131355,
0.018387969583272934,
-0.022808484733104706,
0.021629832684993744,
-0.015379364602267742,
-0.05674475431442261,
-0.016409264877438545,
0.012861358933150768,
0.0477263517677784,
-0.012517526745796204,
0.035980939865112305,
-0.02860495075583458,
-0.007386217825114727,
-0.019250448793172836,
-0.02498968504369259,
0.005776542704552412,
-0.008875560015439987,
-0.07277505099773407,
0.0061348918825387955,
0.004066196270287037,
-0.03640228882431984,
0.005208796821534634,
-0.01007248368114233,
-0.016796449199318886,
0.033290401101112366,
-0.05035269260406494,
-0.031096460297703743,
-0.023214222863316536,
-0.029600851237773895,
-0.020582422614097595,
-0.02777979150414467,
-0.014900312758982182,
0.05441181734204292,
0.005501870531588793,
-0.009567196480929852,
0.05537604168057442,
-0.08402025699615479,
-0.03929980844259262,
-0.0342811681330204,
0.002672620350494981,
0.027378501370549202,
-0.041819605976343155,
0.0056639621034264565,
0.01277516782283783,
0.009700199589133263,
-0.034779760986566544,
-0.04674452170729637,
-0.03909222036600113,
0.006505866069346666,
-0.006330542266368866,
0.037658073008060455,
0.013501261360943317,
-0.002112683141604066,
0.06712107360363007,
0.040737394243478775,
-0.005389292258769274,
0.0064179375767707825,
-0.000017055355783668347,
0.00791205558925867,
-0.0022225629072636366,
0.05036299303174019,
0.0009184652590192854,
-0.017675774171948433,
-0.009850947186350822,
0.008120954968035221,
0.009840566664934158,
0.030809525400400162,
0.00524277426302433,
0.007470708340406418,
-0.003910309635102749,
0.008327045477926731,
0.027322107926011086,
0.07052125036716461,
0.04985813423991203,
-0.051932718604803085,
0.006034227553755045,
-0.014961633831262589,
0.04975332319736481,
0.026568863540887833,
-0.05891718342900276,
0.02308798022568226,
-0.02400335669517517,
0.004404627252370119,
-0.007074679248034954,
0.039578478783369064,
-0.010427831672132015,
-0.058390628546476364,
-0.02734612300992012,
0.01592477597296238,
0.016988391056656837,
-0.01580633781850338,
-0.027979161590337753,
0.029879461973905563,
0.033128395676612854,
-0.05853533372282982,
-0.018139192834496498,
-0.0035114216152578592,
-0.011480431072413921,
0.012146775610744953,
-0.0039664157666265965,
-0.015487901866436005,
0.023912634700536728,
0.0444868728518486,
-0.019188452512025833,
-0.0006910684169270098,
-0.040466852486133575,
-0.011150801554322243,
-0.08319252729415894,
0.008486898615956306,
0.006063767708837986,
0.05514839291572571,
-0.015534985810518265,
0.06362149119377136,
-0.0026183368172496557,
0.0009399830014444888,
0.004539091140031815,
0.024753395467996597,
-0.043169401586055756,
0.0020648776553571224,
-0.0062927198596298695,
-0.046165235340595245,
-0.032696954905986786,
-0.05805836245417595,
0.051182035356760025,
-0.010987890884280205,
0.020775122568011284,
-0.009983307681977749,
0.013960265554487705,
-0.01664283126592636,
0.008493011817336082,
-0.025205040350556374,
-0.05257026478648186,
-0.002279988257214427,
0.03480197861790657,
0.008991709910333157,
-0.0010501279029995203,
0.043354280292987823,
0.01052895188331604,
0.004504953511059284,
-0.02974582649767399,
-0.0054607391357421875,
-0.034890733659267426,
0.004722481593489647,
0.03167809918522835,
0.01365188043564558,
0.006212727632373571,
-0.07495275884866714,
0.049659088253974915,
0.007461983244866133,
0.04000423103570938,
0.02053387090563774,
-0.025122137740254402,
-0.013861538842320442,
-0.029459651559591293,
-0.023978738114237785,
0.03175950422883034,
0.00994070339947939,
-0.012042611837387085,
-0.03272160887718201,
0.012715854682028294,
0.001200107391923666,
-0.03125305101275444,
0.024866178631782532,
0.0041517224162817,
-0.016883892938494682,
0.022258855402469635,
-0.033304449170827866,
0.014679595828056335,
-0.023840945214033127,
0.008020002394914627,
-0.0036692353896796703,
0.0008976910030469298,
0.01752248778939247,
-0.0032846468966454268,
0.03012765757739544,
0.009133181534707546,
-0.04167705029249191,
0.036860231310129166,
0.01945500448346138,
0.0029084032867103815,
-0.0170309878885746,
-0.0053701987490057945,
0.02869212068617344,
0.05067714303731918,
0.007883601821959019,
0.04260457679629326,
0.006440107244998217,
-0.07903137803077698,
0.0033806755673140287,
0.02890821173787117,
0.01346521731466055,
-0.043007202446460724,
-0.0033221577759832144,
-0.04278234764933586,
-0.0007380652823485434,
-0.009280010126531124,
0.001252288930118084,
0.03245270252227783,
-0.02393212355673313,
0.010486648418009281,
0.0029511384200304747,
-0.030394479632377625,
-0.03304092586040497,
-0.0012998889433220029,
-0.005383032374083996,
0.012761333957314491,
0.014654763974249363,
0.00016608524310868233,
-0.02211611159145832,
0.00829168688505888,
0.0449201874434948,
0.060909271240234375,
-0.023256666958332062,
0.018279867246747017,
0.008749798871576786,
0.007989763282239437,
-0.017308739945292473,
-0.05003280192613602,
0.018004190176725388,
-0.002064841566607356,
0.027260219678282738,
0.04083775728940964,
0.021765699610114098,
-0.04812858626246452,
0.009446587413549423,
0.027147730812430382,
0.011339874938130379,
-0.035011958330869675,
-0.03546258807182312,
0.043377988040447235,
0.039718084037303925,
0.012621761299669743,
0.032305922359228134,
0.03884567692875862,
0.020829999819397926,
0.010605921968817711,
-0.01320895366370678,
0.036719124764204025,
-0.05119810253381729,
-0.0231374129652977,
-0.031201092526316643,
-0.012138471938669682,
-0.035926152020692825,
0.020331835374236107,
-0.0008217779686674476,
-0.006810010876506567,
-0.0485154464840889,
-0.05514313280582428,
0.01966831274330616,
0.00803106464445591,
0.040785837918519974,
0.03185325860977173,
-0.03484705090522766,
0.018040794879198074,
0.019483178853988647,
-0.037014223635196686,
0.00924775842577219,
-0.014142145402729511,
0.005737085826694965,
0.010374742560088634,
-0.020256847143173218,
-0.00867652241140604,
-0.050080325454473495,
-0.028199980035424232,
0.0308389812707901,
-0.023830056190490723,
0.03157199174165726,
-0.016712861135601997,
0.030929990112781525,
0.03374543786048889,
-0.0429583378136158,
-0.03482329472899437,
0.006316054612398148,
-0.019799139350652695,
0.022588910534977913,
-0.0572173185646534,
0.04298422485589981,
-0.0045278025791049,
0.032648131251335144,
-0.09549278020858765,
-0.05396091192960739,
0.022005543112754822,
-0.000006518770533148199,
-0.01838688552379608,
-0.048956822603940964,
0.0035372357815504074,
0.0006737224757671356,
-0.03276009112596512,
-0.026424793526530266,
0.046924907714128494,
-0.042961686849594116,
-0.01618640124797821,
-0.018988704308867455,
0.012606952339410782,
0.10590571165084839,
-0.002384446794167161,
-0.03617893159389496,
0.021865179762244225,
0.014155124314129353,
-0.020469646900892258,
-0.026005754247307777,
0.00580606609582901,
-0.02392597869038582,
0.012997171841561794,
0.015298466198146343,
-0.013410256244242191,
0.01636316068470478,
-0.028325771912932396,
-0.000052415842219488695,
0.015036419034004211,
-0.018906379118561745,
0.014157786965370178,
-0.02280512824654579,
-0.002201358089223504,
0.010082771070301533,
-0.017131894826889038,
-0.047853630036115646,
0.021367423236370087,
0.048093196004629135,
0.004254494793713093,
0.04845527186989784,
0.032262612134218216,
-0.014154886826872826,
0.025254515931010246,
0.07532938569784164,
0.01120374258607626,
-0.011913029477000237,
-0.02059379778802395,
-0.02734864316880703,
0.022372493520379066,
0.013045057654380798,
-0.03768964111804962,
0.03617987036705017,
0.004448664840310812,
-0.016896793618798256,
0.01089475303888321,
-0.03812700882554054,
-0.006110304035246372,
0.05255114287137985,
0.0385633260011673,
0.028293121606111526,
0.045551616698503494,
0.021365517750382423,
0.04932837933301926,
-0.0287269726395607,
0.008068934082984924,
-0.0018291727174073458,
0.009254887700080872,
0.030820418149232864,
-0.0031319744884967804,
-0.0064704823307693005,
-0.008816021494567394,
0.016981614753603935,
0.04035622254014015,
0.029193593189120293,
0.030817145481705666,
0.002347364788874984,
0.01179188396781683,
-0.015020729042589664,
-0.055384665727615356,
0.0236602034419775,
-0.0254732146859169,
-0.00012888890341855586,
-0.027364885434508324,
-0.003200702602043748,
0.042522039264440536,
0.0362401157617569,
0.02859569899737835,
-0.05894080176949501,
0.005415747407823801,
-0.020497344434261322,
-0.026845736429095268,
0.006887330673635006,
0.018756521865725517,
0.024779440835118294,
-0.033016644418239594,
0.039162736386060715,
-0.013966669328510761,
-0.022784126922488213,
0.01317508239299059,
-0.01779247634112835,
-0.0208212211728096,
-0.02659471705555916,
-0.07001303136348724,
0.026420915499329567,
-0.018342802301049232,
-0.015290291048586369,
-0.0078064436092972755,
-0.009951882064342499,
-0.006124842446297407,
0.0005279362085275352,
0.017567044124007225,
-0.029311593621969223,
0.04170394688844681,
0.04263013228774071,
0.017932696267962456,
-0.041256293654441833,
-0.01881415583193302,
0.12335469573736191,
0.037364501506090164,
0.025455940514802933,
-0.008360777981579304,
0.000544260605238378,
-0.008784877136349678,
0.041799720376729965,
-0.020434269681572914,
-0.026595262810587883,
-0.025363314896821976,
0.01730920560657978,
0.07937969267368317,
0.024576308205723763,
0.012083298526704311,
-0.0025245677679777145,
0.05460407957434654,
0.010890965349972248,
0.0030043944716453552,
-0.01008677389472723,
0.006064310669898987,
-0.019079454243183136,
0.022312605753540993,
-0.033685337752103806,
0.047003891319036484,
0.004946253728121519,
-0.007371255196630955,
-0.04337183013558388,
-0.030252881348133087,
-0.029692955315113068,
0.018808139488101006,
-0.042139049619436264,
0.01462335605174303,
0.033039722591638565,
-0.014957473613321781,
-0.02452157996594906,
-0.008635356090962887,
-0.0063246749341487885,
-0.03824556991457939,
-0.0054088616743683815,
0.04340697079896927,
-0.03426424786448479,
0.0190155990421772,
-0.026530589908361435,
0.011899212375283241,
-0.059790462255477905,
0.003109879791736603,
-0.02551235817372799,
0.04787961021065712,
0.0027991312090307474,
0.003443884663283825,
-0.018749184906482697,
-0.020318767055869102,
-0.007582508027553558,
-0.0427587628364563,
-0.005933049600571394,
0.029042184352874756,
-0.005986516363918781,
-0.004835375584661961,
-0.06546137481927872,
-0.02073085680603981,
0.005577614065259695,
0.0019315178506076336,
-0.056112129241228104,
0.033552926033735275,
-0.0107429726049304,
-0.010458920150995255,
-0.04514522850513458,
-0.000009005333595268894,
-0.011145167052745819,
-0.0010498522315174341,
-0.028897175565361977,
-0.016688933596014977,
-0.06408201903104782,
-0.005877106450498104,
0.04242977872490883,
0.011077042669057846,
0.02559133805334568,
0.005824443884193897,
-0.03810245171189308,
-0.04255174845457077,
-0.0165927242487669,
0.04460080340504646,
-0.0029562131967395544,
-0.023394504562020302,
-0.03371122479438782,
-0.018846707418560982,
0.0018828711472451687,
0.06489960104227066,
0.01917368359863758,
0.026976129040122032,
0.005519427824765444,
0.06791246682405472,
-0.01816084049642086,
-0.03916521742939949,
0.005806172266602516,
0.04830778017640114,
-0.04277339577674866,
0.014419720508158207,
-0.008088433183729649,
0.05938848480582237,
0.02242063172161579,
-0.005566628649830818,
0.01966605894267559,
0.03001393750309944,
0.015194431878626347,
0.03754836693406105,
-0.01309952326118946,
-0.044922832399606705,
0.033414412289857864,
0.045803867280483246,
0.019758766517043114,
-0.02633368968963623,
-0.02809888869524002,
-0.03479957953095436,
0.026104377582669258,
-0.005633671302348375,
-0.031134676188230515,
0.027595719322562218,
0.03155536577105522,
-0.005995855201035738,
0.016432469710707664,
0.03749518468976021,
-0.01894933544099331,
-0.04827989265322685,
-0.016150619834661484,
-0.01765402965247631,
0.002339777769520879,
-0.029005125164985657,
-0.02796337939798832,
0.02379068359732628,
0.006857749540358782,
0.025964047759771347,
0.0015346254222095013,
-0.01957692578434944,
-0.008111592382192612,
0.012913975864648819,
0.013104229234158993,
0.014224973507225513,
-0.012089907191693783,
0.005510310176759958,
0.048582930117845535,
-0.02045631967484951,
-0.035230934619903564,
0.04169972613453865,
0.0691627562046051,
0.03976845368742943,
0.043840814381837845,
0.016124172136187553,
-0.00481996638700366,
0.035969529300928116,
-0.02244679257273674,
-0.04967672377824783,
-0.04996807500720024,
-0.011427192017436028,
0.024365533143281937,
0.011748215183615685,
0.013066752813756466,
0.01247606985270977,
-0.006226351950317621,
0.014503346756100655,
0.03275873512029648,
-0.0146035086363554,
-0.0028200491797178984,
-0.014514170587062836,
0.01546213123947382,
0.012934781610965729,
0.006514973472803831,
0.015063691884279251,
0.0516071617603302,
0.028136130422353745,
-0.042505621910095215,
0.012878365814685822,
-0.005017796065658331,
0.0036147376522421837,
-0.08817567676305771,
-0.03002804145216942,
0.013068453408777714,
0.013570120558142662,
0.04852694272994995,
-0.02156693860888481,
-0.05774391070008278,
0.05249297618865967,
-0.07371882349252701,
0.012719954364001751,
0.007735803723335266,
-0.007972588762640953,
-0.04835767671465874,
0.045576151460409164,
-0.006252232473343611,
0.03575648367404938,
-0.009587639011442661,
0.043787725269794464,
0.03452889621257782,
0.03490234538912773,
0.017552753910422325,
-0.025361865758895874,
0.0062431879341602325,
0.013596751727163792,
0.036040112376213074,
-0.04253353923559189,
0.033499013632535934,
-0.06064650043845177,
-0.00740297045558691,
0.05679844319820404,
0.008762129582464695,
0.03204898163676262,
0.013374008238315582,
0.02561141364276409,
0.026816481724381447,
0.022261153906583786,
0.024748319759964943,
-0.004658333491533995,
0.002944768639281392,
0.021936042234301567,
0.011045579798519611,
0.039628855884075165,
-0.012144247069954872,
-0.03441441059112549,
0.0505465567111969,
-0.01702822744846344,
-0.0325913168489933,
0.04341629147529602,
0.011590098030865192,
-0.007457659114152193,
0.012164996936917305,
0.006145295687019825,
-0.03435279056429863,
-0.011255436576902866,
0.03996530920267105,
-0.04007953405380249,
0.0536261685192585,
0.04936347156763077,
-0.018925681710243225,
-0.03657875582575798,
0.02106446400284767,
0.007359619252383709,
-0.022627055644989014,
-0.01863747462630272,
0.001612912630662322,
0.003028168808668852,
-0.03026772104203701,
-0.04157065600156784,
-0.013039193116128445,
-0.017638999968767166,
0.0028207171708345413,
0.021363457664847374,
-0.06342039257287979,
-0.01721133477985859,
0.024839580059051514,
0.011922952719032764,
0.002381980651989579,
-0.03495638817548752,
-0.0003938768641091883,
-0.08258020132780075,
0.0875692144036293,
0.023790771141648293,
0.027872208505868912,
-0.09588416665792465,
-0.04049330949783325,
-0.03214406967163086,
0.02104584500193596,
0.056707289069890976,
0.05788758397102356,
0.024947047233581543,
-0.0014955552760511637,
-0.009254601784050465,
0.04533615708351135,
-0.05310012772679329,
0.033646102994680405,
-0.006052522454410791,
-0.06000340357422829,
-0.03261275589466095,
-0.02604159712791443,
-0.018309585750102997,
-0.024713117629289627,
0.03559396043419838,
-0.0210895836353302,
0.029319508001208305,
-0.03514999896287918,
-0.008232937194406986,
0.06354771554470062,
0.032741978764534,
0.0029158906545490026,
0.02650308609008789,
-0.02889871783554554,
-0.007538548205047846,
0.05037746578454971,
-0.030051521956920624,
-0.0666191428899765,
0.025500547140836716,
-0.015114267356693745,
-0.0030616074800491333,
0.01347743347287178,
0.016522882506251335,
0.0013900244375690818,
0.0011200207518413663,
0.028431570157408714,
0.0056991176679730415,
-0.0542927160859108,
-0.003779588732868433,
0.0579356774687767,
0.01309796143323183,
0.045681312680244446,
-0.06937646865844727,
0.039113759994506836,
-0.01562873274087906,
-0.058532703667879105,
0.021512910723686218,
0.013557936064898968,
0.007866984233260155,
-0.011266435496509075,
0.017039567232131958,
0.014410595409572124,
0.008071674033999443,
0.028955398127436638,
0.021122407168149948,
0.03413725644350052,
-0.01265106163918972,
-0.0018619195325300097,
0.013312563300132751,
0.0029020884539932013,
0.021356182172894478,
0.035832203924655914,
-0.014680875465273857,
0.07477816939353943,
-0.00484258821234107,
0.014005397446453571,
-0.0614955835044384,
-0.03269249573349953,
-0.04315991699695587,
-0.049265168607234955,
0.006108250934630632,
0.03232128918170929,
-0.013766337186098099,
-0.003394261235371232,
-0.033486079424619675,
0.02368372119963169,
0.011485566385090351,
-0.05667483061552048,
0.050829268991947174,
-0.010231289081275463,
0.041212234646081924,
-0.03993960842490196,
-0.017437024042010307,
0.0038824512157589197,
-0.0030863238498568535,
0.054854586720466614,
0.022769523784518242,
0.0002530100173316896,
-0.0011552008800208569,
0.0042054178193211555,
-0.041142940521240234,
0.011874305084347725,
-0.06860026717185974,
-0.045737046748399734,
-0.04831550642848015,
0.03865017741918564,
0.006271527148783207,
-0.03177027404308319
] |
<p>I don't know a lot about sampling methods. </p>
<p>I have a large population of size 2,000,000. I used one of those sample size calculators. It says that I need sample size of approximately 10,000.</p>
<p>I am trying to find the probability <strong>p</strong> of success for the population. It is not feasible for me to test all 2,000,000 members of the population. That is why I am sampling.</p>
<p>I assume that the sample size calculator means a simple random sample without replacement. I have read that a simple random sample with replacement ensures that the covariance between two variables is 0<strike>, i.e., independent</strike>. </p>
<p>When should one choose with replacement instead of without replacement?</p>
<p>If we sample with replacement, then we are simply performing Bernoulli trials. I suppose this makes applying statistical tools (which?) easier.</p>
<p>Again, sampling ignoramus here.</p> | 74,032 | [
-0.011772174388170242,
-0.044305361807346344,
0.018221598118543625,
-0.02067440003156662,
0.06759544461965561,
-0.03226730599999428,
-0.01711154542863369,
-0.051532816141843796,
0.004349878989160061,
-0.02567479945719242,
0.03864544630050659,
0.0490402914583683,
0.06066371873021126,
0.010059747844934464,
0.028030388057231903,
0.02316095679998398,
-0.024436431005597115,
-0.0070917545817792416,
-0.007325474638491869,
-0.0003490092058200389,
-0.009711731225252151,
-0.003245154395699501,
0.03267206996679306,
-0.003924897871911526,
-0.03663522005081177,
0.028158044442534447,
0.015354077331721783,
-0.014829843305051327,
0.014550616964697838,
0.0627206563949585,
-0.07713218778371811,
-0.03246830403804779,
0.005658261943608522,
0.0675133764743805,
0.04138101264834404,
0.0036309370771050453,
-0.023932524025440216,
-0.05640857294201851,
0.0023181820288300514,
0.03100302629172802,
-0.04210737720131874,
0.003493481781333685,
0.02694791369140148,
0.004200228489935398,
-0.013422844931483269,
0.01771528460085392,
-0.01704132929444313,
-0.06641995906829834,
0.015821563079953194,
-0.037675440311431885,
0.039317574352025986,
0.0028905505314469337,
0.035909075289964676,
0.021472714841365814,
-0.018825924023985863,
-0.05334959551692009,
0.051733724772930145,
0.04289381206035614,
-0.036241307854652405,
-0.003927063196897507,
0.025436291471123695,
-0.014099590480327606,
-0.0023001532536000013,
-0.017490403726696968,
-0.03848433494567871,
0.021807832643389702,
-0.015626415610313416,
-0.00658524502068758,
0.033943090587854385,
0.00010446579108247533,
0.03409840166568756,
0.019207432866096497,
0.011724866926670074,
-0.020869120955467224,
0.0199351254850626,
-0.02303558588027954,
0.029865823686122894,
0.0351237878203392,
0.027763914316892624,
0.07190454751253128,
0.0077043077908456326,
0.012922870926558971,
0.043062154203653336,
0.024775197729468346,
0.01795182377099991,
-0.037433940917253494,
0.039353907108306885,
-0.030488405376672745,
0.025833528488874435,
-0.017152220010757446,
0.002344964537769556,
-0.01583431474864483,
0.05119859799742699,
0.004675689153373241,
-0.014039755798876286,
0.026508809998631477,
-0.03294708579778671,
0.05928415432572365,
-0.013237384147942066,
0.012615397572517395,
-0.017032440751791,
-0.06331027299165726,
0.02326739951968193,
0.051449790596961975,
-0.021038934588432312,
-0.0012119050370529294,
0.010862991213798523,
-0.01203230582177639,
-0.02535148523747921,
-0.04867493361234665,
-0.026744505390524864,
0.035376548767089844,
0.00046233038301579654,
0.01321730762720108,
0.04380843788385391,
-0.012392295524477959,
-0.00606257189065218,
0.004830475430935621,
0.0655975267291069,
0.05521760880947113,
0.029209604486823082,
-0.005948065780103207,
0.02168421447277069,
-0.0300117339938879,
-0.036255672574043274,
0.03566338121891022,
0.011433917097747326,
-0.0032086053397506475,
-0.04454398527741432,
0.03063538856804371,
-0.015350742265582085,
-0.021332349628210068,
0.03198564052581787,
0.025693019852042198,
0.0276941005140543,
-0.011521188542246819,
-0.07564449310302734,
-0.015720665454864502,
0.03356161713600159,
-0.02660582773387432,
-0.01866445131599903,
-0.09757664799690247,
0.0416579432785511,
0.0005786116234958172,
0.030862729996442795,
-0.007639565039426088,
0.06063639000058174,
-0.01957659423351288,
0.017780661582946777,
0.02044392190873623,
-0.027572378516197205,
-0.003444080473855138,
-0.04362732172012329,
-0.009496357291936874,
-0.021187057718634605,
-0.08094105869531631,
0.027091342955827713,
0.004310364834964275,
-0.001145675778388977,
-0.02944338321685791,
0.0019012675620615482,
0.0014748838730156422,
-0.012585164979100227,
-0.020257525146007538,
0.024921702221035957,
-0.02305585891008377,
0.07725538313388824,
0.010142658837139606,
0.01893451437354088,
0.012583201751112938,
0.011534239165484905,
0.038458485156297684,
0.015865091234445572,
-0.002063195686787367,
0.03136158362030983,
-0.02293870970606804,
0.0004759757430292666,
-0.008329027332365513,
0.007025182247161865,
0.043110962957143784,
-0.044337280094623566,
-0.03348323330283165,
-0.019323550164699554,
-0.005918165668845177,
0.011871414259076118,
0.06096763536334038,
0.055395908653736115,
0.003179025836288929,
0.023618238046765327,
-0.03167125955224037,
-0.09173154085874557,
-0.10000679641962051,
0.01771635189652443,
-0.0013581033563241363,
-0.030878784134984016,
0.015250246040523052,
0.0021794941276311874,
0.028408095240592957,
-0.011271893978118896,
-0.0014433993492275476,
-0.0420280359685421,
-0.015870166942477226,
0.029918184503912926,
-0.04158275946974754,
0.0020556177478283644,
0.07035885751247406,
0.03109828196465969,
-0.030043326318264008,
0.06592417508363724,
-0.024187825620174408,
-0.024137478321790695,
-0.023854464292526245,
-0.025381948798894882,
-0.0008562454604543746,
0.014662503264844418,
-0.053338728845119476,
0.022326594218611717,
0.018297014757990837,
-0.002359675243496895,
0.06934890896081924,
-0.05139969289302826,
0.0679086223244667,
0.06953117996454239,
0.005320717114955187,
-0.00425393832847476,
0.027639899402856827,
0.01293590385466814,
-0.0184798464179039,
0.0029177586548030376,
-0.00265557412058115,
-0.08890865743160248,
0.03089885227382183,
0.04201747104525566,
-0.013623427599668503,
-0.02519024908542633,
-0.010980786755681038,
0.058733806014060974,
0.008079670369625092,
-0.004746878519654274,
0.023268792778253555,
0.006858297158032656,
-0.029063943773508072,
0.0020370925776660442,
0.031462885439395905,
0.017879992723464966,
0.006760606542229652,
-0.0029915799386799335,
0.014884303323924541,
0.05741133913397789,
0.004685420077294111,
-0.02548903413116932,
0.028615299612283707,
-0.029338708147406578,
0.01727757230401039,
-0.012292840518057346,
-0.023906445130705833,
0.028972197324037552,
0.0032006686087697744,
0.029472971335053444,
0.0501110777258873,
0.041131410747766495,
0.006672619841992855,
-0.016071569174528122,
-0.024782197549939156,
0.019592085853219032,
0.0015664241509512067,
-0.020826134830713272,
-0.007580445148050785,
0.01776258461177349,
-0.03230241313576698,
-0.010336138308048248,
0.006841321941465139,
-0.03448969125747681,
-0.029246417805552483,
-0.006048502400517464,
0.0067655593156814575,
0.0188220776617527,
0.027264423668384552,
-0.008601115085184574,
-0.03422533720731735,
0.01216977834701538,
0.00037345124292187393,
-0.022392580285668373,
0.023732243105769157,
-0.0688476487994194,
-0.030944764614105225,
-0.035373032093048096,
-0.020761746913194656,
0.04314305633306503,
0.018992409110069275,
-0.0020709887612611055,
0.02048027515411377,
0.0036681354977190495,
-0.04921198636293411,
-0.0067373220808804035,
-0.020525824278593063,
-0.0003293841436970979,
-0.042729515582323074,
-0.024248996749520302,
0.08988867700099945,
0.052209965884685516,
-0.04046579450368881,
0.029915140941739082,
-0.05620652437210083,
-0.042087506502866745,
-0.03574583679437637,
-0.012760495766997337,
0.020529264584183693,
-0.03829960152506828,
-0.011068714782595634,
0.030741356313228607,
0.01130762416869402,
-0.005502423737198114,
-0.047000277787446976,
-0.07569988071918488,
-0.013635401614010334,
0.022504400461912155,
0.03271399065852165,
-0.0007248639594763517,
-0.030521079897880554,
0.06821917742490768,
0.037768442183732986,
-0.012588301673531532,
-0.00565261859446764,
0.010517627000808716,
-0.020345717668533325,
-0.008739126846194267,
0.005645317491143942,
0.0011309041874483228,
-0.032266490161418915,
-0.024201730266213417,
-0.00928608700633049,
0.03713887557387352,
0.034240271896123886,
0.017572863027453423,
0.003431163262575865,
-0.007533822674304247,
0.011120336130261421,
0.02484012208878994,
0.036980681121349335,
0.00031010949169285595,
-0.05416857451200485,
0.029895903542637825,
0.008439240977168083,
0.025754312053322792,
0.02840975672006607,
-0.04976847395300865,
0.014922398142516613,
-0.028489690274000168,
0.009830593131482601,
-0.029345249757170677,
0.038858894258737564,
0.019710280001163483,
-0.06600528210401535,
0.019972601905465126,
-0.002747020684182644,
0.034874118864536285,
-0.023820918053388596,
-0.01192077249288559,
0.02999616041779518,
0.025903724133968353,
-0.005524276290088892,
-0.009027448482811451,
-0.04488404840230942,
-0.01910417713224888,
-0.011235170997679234,
0.002112223533913493,
0.006895743310451508,
0.02982000820338726,
0.08794789761304855,
0.029072513803839684,
-0.0028018273878842592,
-0.009548819623887539,
0.0181508120149374,
-0.04667872563004494,
0.0005161060835234821,
-0.020221352577209473,
0.05787793919444084,
-0.03135381266474724,
0.045788150280714035,
0.020299965515732765,
-0.00610171677544713,
0.007921057753264904,
0.03158767521381378,
-0.04776398837566376,
0.054064031690359116,
-0.03146485611796379,
-0.04647063836455345,
0.04293302074074745,
-0.013819053769111633,
0.01638226956129074,
0.027010248973965645,
0.013862218707799911,
-0.02311726287007332,
0.029104821383953094,
-0.029136385768651962,
0.0037458434235304594,
-0.010358241386711597,
0.022382715716958046,
0.016280576586723328,
0.0478181466460228,
0.023411335423588753,
0.006473212037235498,
0.01895764097571373,
0.054566871374845505,
-0.00526594091206789,
0.005652799271047115,
-0.01502954214811325,
0.030600380152463913,
0.03077489323914051,
0.05588248372077942,
0.02901742048561573,
0.05078569054603577,
-0.029625356197357178,
-0.0018317268695682287,
-0.012020688503980637,
0.037682536989450455,
0.034492116421461105,
0.025942351669073105,
-0.013744628988206387,
-0.07203381508588791,
-0.007767453324049711,
0.010191046632826328,
0.012186167761683464,
-0.006834352854639292,
-0.028606977313756943,
0.08373341709375381,
0.00735241686925292,
-0.022704999893903732,
0.013880343176424503,
0.0800468921661377,
0.0018762461841106415,
0.007499567233026028,
-0.008983594365417957,
0.0018543130718171597,
-0.010540725663304329,
0.001518100150860846,
0.012025179341435432,
0.03276317939162254,
-0.03340468555688858,
-0.013343585655093193,
0.033558327704668045,
-0.010920358821749687,
-0.03251112625002861,
0.03519069030880928,
-0.023898979648947716,
0.019121315330266953,
0.007080733776092529,
-0.05095716938376427,
0.02819078043103218,
-0.00819061417132616,
0.0067855073139071465,
0.018266545608639717,
-0.0034422397147864103,
-0.03979696333408356,
0.024683203548192978,
0.05332794412970543,
0.057506028562784195,
-0.0629153922200203,
0.004072610288858414,
-0.033510901033878326,
-0.03921099752187729,
0.022533006966114044,
-0.06410049647092819,
-0.023140359669923782,
-0.015537616796791553,
-0.0008076148224063218,
-0.03794160485267639,
-0.034768469631671906,
-0.026573840528726578,
0.030394336208701134,
-0.03514895960688591,
0.026603661477565765,
-0.010223493911325932,
-0.005563210695981979,
-0.005734764505177736,
-0.01573239639401436,
0.013498939573764801,
0.06937357783317566,
-0.054328132420778275,
-0.014761112630367279,
0.02287079393863678,
-0.0057632881216704845,
-0.020587392151355743,
-0.06467480957508087,
-0.0010809184750542045,
-0.025403643026947975,
-0.020325016230344772,
0.0235704705119133,
-0.01880425214767456,
-0.058661479502916336,
0.03927244246006012,
-0.00043301115510985255,
0.01017201691865921,
0.0046065133064985275,
-0.053579118102788925,
-0.00010651619959389791,
0.0174117274582386,
0.027958756312727928,
0.06909943372011185,
0.00778419803828001,
-0.009725292213261127,
0.0003596773894969374,
-0.001062876544892788,
-0.01772013120353222,
-0.022390145808458328,
-0.024444833397865295,
-0.073360376060009,
0.0033635643776506186,
-0.008738675154745579,
0.026630232110619545,
0.00760608958080411,
0.006183390039950609,
-0.03626029193401337,
-0.038608368486166,
0.011055531911551952,
0.028874753043055534,
0.007808243855834007,
0.03851770982146263,
-0.034818634390830994,
0.05687860772013664,
-0.030072247609496117,
0.008494915440678596,
0.033592794090509415,
-0.00245686830021441,
-0.006332317367196083,
0.007619072683155537,
-0.024442365393042564,
-0.002617807127535343,
-0.088241808116436,
-0.0262686125934124,
0.03649766370654106,
-0.06198706477880478,
0.0595465824007988,
-0.0027175378054380417,
0.06301721930503845,
-0.011687389574944973,
-0.05580124631524086,
-0.041291244328022,
0.030123787000775337,
0.01279685739427805,
0.030947700142860413,
-0.04158812016248703,
0.029220255091786385,
-0.009980968199670315,
0.011173252947628498,
-0.057308923453092575,
-0.08115879446268082,
0.02071932889521122,
0.029397819191217422,
0.0027543457690626383,
-0.003448356641456485,
-0.038945652544498444,
0.00765613466501236,
-0.02016357146203518,
-0.03721080720424652,
0.028164613991975784,
0.020854275673627853,
-0.014234861359000206,
0.004589073359966278,
0.006088274531066418,
0.07514481246471405,
-0.011352703906595707,
-0.0004571937315631658,
0.029184630140662193,
-0.050177816301584244,
-0.003951904829591513,
-0.012115142308175564,
0.00942294206470251,
-0.02272503264248371,
-0.03805246204137802,
-0.029094809666275978,
0.0012195189483463764,
0.03396223485469818,
-0.030995085835456848,
-0.03163302317261696,
0.0028369566425681114,
-0.03271870315074921,
-0.0055693574249744415,
-0.024212153628468513,
-0.008244420401751995,
0.016778171062469482,
0.044303882867097855,
-0.04228590428829193,
0.009825114160776138,
0.005399276968091726,
-0.004244155716150999,
0.03642456606030464,
0.02471776492893696,
-0.01940280571579933,
0.03295627608895302,
0.027246873825788498,
-0.023611459881067276,
0.03817679360508919,
0.0014911926118656993,
-0.03769798204302788,
0.03744244575500488,
0.014729028567671776,
-0.030726246535778046,
-0.0019823729526251554,
0.00285937893204391,
-0.021434133872389793,
-0.03959834948182106,
-0.026732346042990685,
0.023401526734232903,
0.05196380615234375,
-0.02426564320921898,
0.014513988047838211,
0.01670464128255844,
-0.0030326098203659058,
0.0452561154961586,
-0.009295839816331863,
-0.00479825958609581,
-0.04917434975504875,
0.0015747076831758022,
0.026805700734257698,
0.009855573996901512,
-0.0015549826202914119,
0.0757957324385643,
0.03408182039856911,
0.029462117701768875,
0.022176844999194145,
0.040824975818395615,
0.0036420493852347136,
-0.0015488405479118228,
-0.02666715532541275,
-0.015701524913311005,
0.010716049931943417,
-0.07334994524717331,
0.0005507732857950032,
-0.027743861079216003,
-0.019271479919552803,
0.058332379907369614,
0.02927253767848015,
0.01870678924024105,
0.005371151491999626,
-0.013538382016122341,
-0.02987663447856903,
-0.006777829024940729,
0.005441679153591394,
0.008028367534279823,
0.022435173392295837,
-0.004237836692482233,
0.02390947937965393,
-0.009762270376086235,
0.04872264713048935,
-0.012727200984954834,
-0.04885732755064964,
-0.05338679254055023,
-0.0016599057707935572,
-0.054015640169382095,
0.022417334839701653,
-0.0032649249769747257,
-0.00892286840826273,
0.018376335501670837,
-0.020952139049768448,
0.01766284368932247,
0.013736564666032791,
0.04270036146044731,
-0.03186829388141632,
0.08188465237617493,
0.05165144428610802,
0.013725432567298412,
-0.0004918549675494432,
0.021626031026244164,
0.1279672384262085,
0.04983644559979439,
0.035520561039447784,
-0.06109778210520744,
0.01734715886414051,
-0.022470518946647644,
-0.009061958640813828,
-0.012274390086531639,
0.010741300880908966,
0.023273123428225517,
-0.012934427708387375,
0.046928755939006805,
0.01476836483925581,
-0.005961480550467968,
-0.016081951558589935,
0.04517778381705284,
-0.0351044237613678,
-0.061406880617141724,
0.013696988113224506,
0.0019103529630228877,
-0.02853482775390148,
-0.026235997676849365,
-0.006122427526861429,
0.0023620417341589928,
-0.011471381410956383,
-0.036480918526649475,
0.0003673557366710156,
-0.008031715638935566,
-0.009693216532468796,
0.019331086426973343,
-0.00672562513500452,
0.013178739696741104,
0.017154144123196602,
-0.005880668293684721,
-0.011980357579886913,
-0.018320700153708458,
0.00031100126216188073,
-0.026314614340662956,
0.023777635768055916,
0.026264457032084465,
-0.03501226752996445,
0.0025172976311296225,
0.0020193164236843586,
0.03222103789448738,
-0.03173469379544258,
-0.032817672938108444,
-0.023629963397979736,
0.03550053760409355,
-0.007598351687192917,
0.024101614952087402,
-0.040964774787425995,
-0.014259561896324158,
0.015272186137735844,
-0.06114884093403816,
0.028760550543665886,
0.04563700035214424,
0.006975542288273573,
-0.034598346799612045,
-0.044178590178489685,
-0.013214951381087303,
0.013093740679323673,
-0.015289454720914364,
-0.00938150379806757,
0.03545229882001877,
-0.024605033919215202,
-0.02003871090710163,
-0.007684584707021713,
-0.004006640054285526,
0.03901218622922897,
-0.00047794420970603824,
0.012784810736775398,
-0.03563521057367325,
-0.06167862191796303,
-0.0031330750789493322,
0.005871602799743414,
0.016025997698307037,
0.0381862036883831,
-0.004803266376256943,
0.0028756619431078434,
-0.02893015556037426,
-0.01083702128380537,
0.02994845062494278,
0.0006030841032043099,
0.004845154006034136,
-0.007440980989485979,
-0.002724194200709462,
-0.015177070163190365,
0.006876461673527956,
0.01145077869296074,
-0.01206189300864935,
0.006204129662364721,
0.032044753432273865,
-0.0074430713430047035,
-0.041457176208496094,
-0.026211069896817207,
-0.0064993673004209995,
-0.04259882867336273,
-0.010387290269136429,
-0.014828331768512726,
0.023936493322253227,
0.01810266822576523,
0.02312305197119713,
0.027547325938940048,
0.005642442032694817,
-0.005181209184229374,
0.017342640087008476,
0.0008727255044505,
-0.05137619748711586,
-0.016811508685350418,
0.015517553314566612,
-0.021437929943203926,
-0.031593549996614456,
-0.009959269315004349,
-0.03776891902089119,
0.0028916101437062025,
-0.009006546810269356,
-0.017314907163381577,
-0.04471353068947792,
0.006998868193477392,
-0.03851364552974701,
0.0017376616597175598,
-0.018049106001853943,
0.030655309557914734,
-0.02615506574511528,
-0.031814999878406525,
-0.017900554463267326,
0.012073764577507973,
-0.015476841479539871,
-0.00685366615653038,
-0.0008190374355763197,
-0.018397875130176544,
0.04806940257549286,
-0.00458899699151516,
0.003594383131712675,
0.025538401678204536,
0.0060865445993840694,
0.0033235345035791397,
0.007183837238699198,
-0.0850459411740303,
0.02724030613899231,
0.062301162630319595,
-0.04515950009226799,
-0.0316573791205883,
0.04160257428884506,
-0.006620599888265133,
0.04101533815264702,
0.024996791034936905,
-0.023622572422027588,
-0.021121079102158546,
0.045377470552921295,
-0.0498451367020607,
-0.01387633103877306,
-0.018763933330774307,
0.015052255243062973,
0.029078233987092972,
-0.0011154714738950133,
0.024812066927552223,
0.009616080671548843,
0.023139994591474533,
0.04929381608963013,
0.04221082478761673,
0.012036729604005814,
0.005095078609883785,
0.0009976064320653677,
0.02710721455514431,
0.01424543559551239,
0.03195340558886528,
-0.024254396557807922,
-0.001077377120964229,
0.07829160243272781,
-0.001589702325873077,
0.035314660519361496,
-0.03744622319936752,
-0.014361738227307796,
-0.10282450169324875,
-0.012397877871990204,
-0.0014900245005264878,
0.02569941058754921,
0.06576838344335556,
-0.05057408660650253,
-0.012111363001167774,
0.020587507635354996,
-0.058577314019203186,
-0.010878912173211575,
-0.027601484209299088,
0.009061255492269993,
-0.023310165852308273,
0.015816375613212585,
-0.03438811004161835,
0.047530870884656906,
0.042338524013757706,
0.027390647679567337,
0.0406159833073616,
0.042066965252161026,
-0.003967985510826111,
-0.03373913839459419,
0.011401652358472347,
0.025885028764605522,
-0.035770174115896225,
-0.04081140458583832,
0.006596491672098637,
-0.006960587110370398,
-0.037572674453258514,
0.030826294794678688,
0.0029687397181987762,
0.047904111444950104,
0.027134455740451813,
0.0316576324403286,
0.003387837903574109,
0.03425261750817299,
0.0429786816239357,
-0.0013496174942702055,
-0.01308933924883604,
0.02328694425523281,
0.023194430395960808,
0.028379572555422783,
0.011694530956447124,
0.012316325679421425,
0.04069269075989723,
-0.006729238200932741,
0.002346048131585121,
0.013682184740900993,
-0.01928321272134781,
-0.021441832184791565,
0.021769113838672638,
0.01926274225115776,
0.0008244146010838449,
0.007160247769206762,
0.024219758808612823,
-0.014383367262780666,
-0.007961736992001534,
0.04507308080792427,
-0.0022670761682093143,
-0.0029396754689514637,
-0.006818163674324751,
-0.03177464008331299,
-0.04694274067878723,
0.008260357193648815,
-0.008830470032989979,
-0.0156648438423872,
-0.06587793678045273,
-0.01588314026594162,
0.011424832977354527,
-0.006954864598810673,
0.00665937690064311,
0.012173748575150967,
-0.05158010125160217,
0.043258149176836014,
-0.019635457545518875,
-0.001852398389019072,
-0.026872452348470688,
0.002694224240258336,
0.05436254292726517,
-0.037585727870464325,
0.07473479956388474,
-0.002690698951482773,
-0.0094535443931818,
-0.07297611236572266,
-0.039778467267751694,
0.004652144853025675,
0.03604039549827576,
0.021973058581352234,
-0.02210436388850212,
0.03823167458176613,
0.0011253139236941934,
-0.0008663504268042743,
-0.0015140300383791327,
-0.023384084925055504,
0.04679124429821968,
-0.021524859592318535,
-0.043080735951662064,
-0.00220409850589931,
-0.016085175797343254,
0.04339088872075081,
0.016655057668685913,
0.02555996924638748,
-0.03060990571975708,
0.0373019240796566,
0.005158312618732452,
-0.01808147132396698,
0.03411710634827614,
0.01247829757630825,
0.014721439220011234,
0.025199884548783302,
-0.0040597617626190186,
0.05353179946541786,
0.00160867883823812,
-0.013350694440305233,
-0.055158816277980804,
0.03303078934550285,
-0.07312745600938797,
-0.026353934779763222,
-0.004630653653293848,
-0.015675483271479607,
0.010120375081896782,
-0.022450055927038193,
0.009594988077878952,
0.013390997424721718,
-0.031982265412807465,
-0.011148357763886452,
0.0036522881127893925,
0.04005812853574753,
0.043770644813776016,
-0.01025601290166378,
0.010299448855221272,
-0.015187172219157219,
-0.005633776541799307,
0.003368998412042856,
-0.006651350297033787,
-0.028096843510866165,
-0.0148130739107728,
0.017793362960219383,
0.03827651962637901,
0.013625143095850945,
0.007212354801595211,
0.02676611952483654,
0.04208146035671234,
-0.025901777669787407,
-0.025270408019423485,
0.010624147951602936,
-0.017229333519935608,
0.010719873011112213,
-0.0011113927466794848,
-0.016842031851410866,
0.08521554619073868,
-0.007253178860992193,
0.03386012464761734,
-0.014960587956011295,
-0.008874964900314808,
-0.035252645611763,
-0.02159317024052143,
-0.00828795786947012,
-0.0011800139909610152,
-0.033082157373428345,
0.0009659756324253976,
0.0014448926085606217,
0.0353882759809494,
0.04786311089992523,
-0.05798580124974251,
0.03244488313794136,
-0.0047471784055233,
-0.012472289614379406,
-0.04167491942644119,
0.0018456069519743323,
-0.02660166285932064,
0.013143391348421574,
0.0011430352460592985,
0.009426649659872055,
-0.0018893169471994042,
0.01650117337703705,
-0.014725404791533947,
-0.003250239184126258,
0.023302549496293068,
-0.060033004730939865,
0.015635216608643532,
-0.09407228231430054,
-0.0035544189158827066,
-0.0033398978412151337,
0.01594199426472187
] |
<p>I am trying to estimate the price elasticity of supply for small scale farmers in Malawi and I have time series data for 34 years. I have two problems: First, the prices are very low such that when I take their logs am getting negative values, as a remedy i added 1 to each value and i got positive logs but i don't know how to interprete the result with the 1 that I added. Second i want to find out the specific way of estimating the model in <code>Stata</code>, I just used regress. I will appreciate your help</p> | 74,033 | [
0.00976006593555212,
-0.037324365228414536,
-0.02694394439458847,
0.011099194176495075,
0.02160191908478737,
0.02765517681837082,
-0.025700300931930542,
0.025231214240193367,
0.037070389837026596,
-0.02428581193089485,
0.0234058927744627,
0.043601859360933304,
0.026945797726511955,
0.02906339429318905,
0.044281136244535446,
0.019338082522153854,
0.007971809245646,
-0.008908858522772789,
-0.016560664400458336,
0.008271044120192528,
0.015530828386545181,
0.021956024691462517,
-0.02852640673518181,
0.06073450669646263,
-0.007397685199975967,
0.05730645731091499,
0.054714567959308624,
-0.016359150409698486,
0.014454871416091919,
0.10788692533969879,
0.01836840808391571,
-0.026959199458360672,
-0.03609598055481911,
0.01745937019586563,
0.060798585414886475,
0.022710280492901802,
-0.061385028064250946,
-0.03788423165678978,
0.04475077614188194,
0.03786993399262428,
-0.01572580263018608,
0.0029850101564079523,
0.006706528831273317,
0.008124206215143204,
-0.01896490715444088,
0.04330729320645332,
0.02163076587021351,
-0.019982239231467247,
0.07722310721874237,
-0.033081382513046265,
0.04708090052008629,
0.007089472841471434,
0.014863848686218262,
0.03674018755555153,
-0.006099474150687456,
-0.028549233451485634,
0.0542275495827198,
0.04425358772277832,
-0.010639005340635777,
-0.03912771865725517,
0.005045650061219931,
-0.019168144091963768,
0.0008822995005175471,
-0.06535671651363373,
-0.010944843292236328,
-0.0033609753008931875,
0.00881577655673027,
0.02539055049419403,
0.05113638564944267,
-0.007396654691547155,
0.013210959732532501,
-0.0004122266254853457,
0.015851309522986412,
-0.006038025952875614,
-0.009738045744597912,
-0.029128748923540115,
-0.01648026704788208,
0.02352735958993435,
0.042278140783309937,
0.04687865450978279,
0.021536285057663918,
-0.006443690042942762,
0.02114882320165634,
0.04867103695869446,
0.00038283845060504973,
-0.007769573014229536,
0.0705694705247879,
-0.010722612030804157,
0.05592801794409752,
0.02046012319624424,
-0.029171576723456383,
0.0221643578261137,
0.04847303777933121,
-0.004473913926631212,
-0.009416145272552967,
0.028652751818299294,
-0.009057353250682354,
0.04961584508419037,
-0.0017112408531829715,
-0.04000154510140419,
-0.045304492115974426,
-0.010813887231051922,
0.006391282659024,
0.033089566975831985,
-0.04996972158551216,
0.008746308274567127,
-0.011962606571614742,
-0.025229275226593018,
-0.010524450801312923,
-0.0396009162068367,
-0.01618519052863121,
0.011703353375196457,
0.032053474336862564,
-0.014866667799651623,
-0.009608727879822254,
-0.017007309943437576,
-0.053935762494802475,
-0.022327052429318428,
0.04203563556075096,
0.023379262536764145,
0.02633221074938774,
-0.05211630463600159,
0.030664930120110512,
-0.015596440061926842,
-0.06391073763370514,
0.018892483785748482,
-0.008333839476108551,
-0.048024363815784454,
-0.05563550442457199,
0.01079250406473875,
0.050703804939985275,
-0.07089971005916595,
0.011668615974485874,
-0.01137817557901144,
0.02646961435675621,
-0.004231213591992855,
-0.04324210062623024,
-0.07951075583696365,
0.03641486167907715,
0.005004815757274628,
0.020487625151872635,
-0.05142844840884209,
-0.006208179518580437,
-0.002679213648661971,
0.06635061651468277,
-0.01950058899819851,
0.05977763235569,
0.06153933331370354,
-0.01786387898027897,
-0.003444465110078454,
-0.03295248746871948,
-0.03168636932969093,
-0.03964179754257202,
-0.012309964746236801,
0.015342896804213524,
-0.061500053852796555,
-0.03548247367143631,
-0.00815163366496563,
-0.05493893846869469,
-0.012915696948766708,
0.04017987102270126,
0.019612012431025505,
-0.022348256781697273,
0.0010441112099215388,
-0.038562312722206116,
-0.06206035241484642,
0.07646951079368591,
-0.027164196595549583,
0.03358067572116852,
0.026259610429406166,
-0.023574398830533028,
-0.011257501319050789,
-0.0283048152923584,
0.05679532513022423,
0.03627004474401474,
0.0011900104582309723,
-0.0037268120795488358,
-0.005350135266780853,
0.029024425894021988,
0.012134225107729435,
-0.04774332791566849,
-0.020419633015990257,
0.03349682316184044,
-0.009426429867744446,
0.03850320354104042,
-0.004226406570523977,
0.007920597679913044,
-0.024010363966226578,
0.007446840405464172,
-0.04991789162158966,
-0.038860198110342026,
-0.05037855729460716,
0.005498761311173439,
0.01106966007500887,
0.020985664799809456,
-0.002195401582866907,
0.014424009248614311,
0.0074918330647051334,
-0.013844947330653667,
0.012200853787362576,
0.0028061436023563147,
-0.002933410694822669,
0.016682777553796768,
-0.014893071725964546,
-0.005463721230626106,
0.05742129310965538,
0.04212037846446037,
-0.05563938617706299,
0.034285422414541245,
-0.044924549758434296,
-0.0016940170899033546,
0.038921378552913666,
-0.017631560564041138,
0.035979531705379486,
-0.014969687908887863,
0.027567068114876747,
0.0011772048892453313,
0.007947533391416073,
-0.029169995337724686,
0.008763291873037815,
-0.04988742992281914,
0.039472781121730804,
0.026049314066767693,
0.0021230431739240885,
-0.001597764203324914,
-0.012507456354796886,
0.008887444622814655,
0.04335357993841171,
-0.02314361371099949,
-0.019004151225090027,
-0.034840039908885956,
-0.01803990639746189,
0.01665562391281128,
0.060638878494501114,
0.0020745794754475355,
-0.0150038106366992,
0.08731351792812347,
-0.01726178266108036,
-0.003817474003881216,
0.00795351155102253,
-0.023530272766947746,
-0.004424096085131168,
0.005156782455742359,
-0.006972637493163347,
0.013854664750397205,
0.018940212205052376,
-0.005018140189349651,
-0.02520660310983658,
0.060602303594350815,
0.012862324714660645,
0.02474779263138771,
0.03173296898603439,
-0.006108926609158516,
0.06615731120109558,
0.022432565689086914,
0.01982930116355419,
0.04014617204666138,
-0.01382050197571516,
0.023754533380270004,
-0.00684800511226058,
0.009359301067888737,
0.021552877500653267,
0.0019107452826574445,
-0.004748096223920584,
0.027296913787722588,
0.039534155279397964,
-0.003745706519111991,
-0.005941248964518309,
0.01759670488536358,
-0.03340206295251846,
0.01025248784571886,
-0.0077824098989367485,
-0.03100723773241043,
-0.021964838728308678,
-0.008511088788509369,
0.034196656197309494,
0.015578588470816612,
0.030048109591007233,
-0.06187719106674194,
-0.003295905189588666,
0.019976060837507248,
-0.02775127999484539,
0.04073503986001015,
0.004629895556718111,
-0.002688651904463768,
-0.030058957636356354,
-0.017697365954518318,
-0.006608881521970034,
0.018936067819595337,
0.0012897615088149905,
-0.01711856946349144,
0.05065044015645981,
-0.03510255366563797,
-0.04176637902855873,
-0.056078165769577026,
-0.021455882117152214,
0.01754569076001644,
-0.0031346092000603676,
-0.009033803828060627,
0.06378709524869919,
0.0037773929070681334,
-0.023866934701800346,
-0.0031067340169101954,
-0.0726393386721611,
0.0007827281951904297,
-0.036669518798589706,
-0.0019778995774686337,
-0.04633154720067978,
-0.010711266659200191,
0.044618669897317886,
-0.03096664510667324,
-0.001036255736835301,
-0.020388726145029068,
-0.0673903301358223,
-0.034271035343408585,
0.007791174575686455,
-0.00792786106467247,
0.02945268154144287,
-0.0004064641834702343,
-0.020669223740696907,
0.05287431553006172,
0.016831519082188606,
-0.004430705681443214,
-0.05045386031270027,
-0.02747362293303013,
-0.011981384828686714,
-0.052420537918806076,
0.04176447167992592,
0.027945661917328835,
-0.0210796557366848,
0.046630945056676865,
0.015698252245783806,
0.0738934576511383,
0.03468809649348259,
0.0283281821757555,
-0.028885947540402412,
0.03896365687251091,
-0.039038706570863724,
-0.03201485425233841,
0.006621082313358784,
0.03474229946732521,
-0.009121257811784744,
0.020265020430088043,
-0.022802414372563362,
0.0055563198402523994,
0.0074022128246724606,
-0.047542229294776917,
-0.012313074432313442,
-0.005847014021128416,
-0.023816127330064774,
-0.05083691328763962,
0.0057432991452515125,
0.0470016710460186,
-0.0074994368478655815,
-0.0025680046528577805,
-0.012323767878115177,
-0.013401323929429054,
-0.022050127387046814,
-0.016489475965499878,
0.01718125492334366,
0.0419376976788044,
0.01476160530000925,
0.013687435537576675,
-0.014432176947593689,
-0.02455400675535202,
0.0002960065030492842,
-0.017759671434760094,
0.015966977924108505,
0.043024998158216476,
0.0855076014995575,
-0.008199313655495644,
-0.0136411739513278,
-0.06995733082294464,
-0.0035919456277042627,
-0.05417726933956146,
-0.009168742224574089,
-0.0034003693144768476,
0.054196860641241074,
-0.0022174962796270847,
-0.006916197016835213,
0.0018627418903633952,
0.004446524661034346,
0.033379971981048584,
0.0049818954430520535,
-0.08673615008592606,
0.04439355060458183,
0.04433459788560867,
0.012317804619669914,
0.019854078069329262,
-0.0009346218430437148,
0.011819576844573021,
-0.054542817175388336,
-0.0005297375028021634,
-0.024411015212535858,
0.01656939648091793,
-0.012075807899236679,
0.010670141316950321,
0.027783842757344246,
-0.021094435825943947,
-0.015515558421611786,
-0.011322696693241596,
0.007502526510506868,
0.013459645211696625,
0.012511655688285828,
0.028175579383969307,
0.009703248739242554,
-0.021541841328144073,
-0.018538596108555794,
0.01717079058289528,
0.045698657631874084,
0.048158299177885056,
0.007646898739039898,
0.017704995349049568,
-0.06326243281364441,
0.04785122722387314,
0.024045925587415695,
0.07719441503286362,
0.05547359958291054,
0.016354572027921677,
-0.00786912813782692,
-0.022360065951943398,
0.02280139923095703,
0.016349907964468002,
0.010976845398545265,
0.005685369949787855,
-0.0033622418995946646,
0.060827553272247314,
0.014295417815446854,
-0.028214354068040848,
-0.007126155309379101,
0.07679229229688644,
-0.005320200230926275,
-0.01183750294148922,
-0.02726839669048786,
-0.009289794601500034,
-0.001783721032552421,
0.03416513651609421,
0.01646742969751358,
-0.012373330071568489,
0.015548212453722954,
-0.028537632897496223,
0.0573410764336586,
-0.015553457662463188,
-0.01807263121008873,
0.002349090063944459,
0.03119805082678795,
0.031431179493665695,
0.006255039479583502,
-0.06435126811265945,
0.04661642387509346,
0.04669267311692238,
0.006230704020708799,
0.02877259999513626,
0.031537603586912155,
-0.0902482345700264,
-0.03828056529164314,
0.012460737489163876,
0.0017486453289166093,
-0.026275387033820152,
-0.010587044060230255,
-0.05301015079021454,
-0.028701644390821457,
0.012832854874432087,
-0.07692038267850876,
0.029052283614873886,
0.004181587137281895,
0.04233863577246666,
-0.01767018623650074,
-0.007095970679074526,
-0.044220879673957825,
0.014316955581307411,
0.02940516732633114,
0.03689943626523018,
-0.02562805265188217,
-0.018806688487529755,
-0.03377388417720795,
0.028939375653862953,
0.004540855996310711,
0.01991098001599312,
-0.01612202264368534,
0.004149915184825659,
0.0158998966217041,
0.04889114201068878,
-0.027406783774495125,
-0.07286456227302551,
0.025488466024398804,
-0.029406802728772163,
0.008606002666056156,
0.0391613245010376,
0.020245445892214775,
0.007156918756663799,
-0.005479623097926378,
0.022708149626851082,
0.0035544452257454395,
-0.02794676460325718,
-0.04067106544971466,
-0.00012245586549397558,
0.008240186609327793,
-0.0008109889458864927,
0.02135281451046467,
0.058067623525857925,
-0.0425432026386261,
0.0008292367565445602,
-0.027625905349850655,
-0.017290426418185234,
-0.0408664233982563,
0.005181540735065937,
-0.027287743985652924,
0.02002660371363163,
-0.009849986992776394,
0.010510437190532684,
0.022707270458340645,
0.030781671404838562,
-0.05430145934224129,
0.005266233347356319,
0.004790520295500755,
0.046876098960638046,
-0.0001266421313630417,
-0.005439178552478552,
0.00444788858294487,
0.025823885574936867,
-0.030790388584136963,
-0.06364354491233826,
0.019043391570448875,
-0.006298013962805271,
-0.017692603170871735,
-0.031392425298690796,
-0.044971685856580734,
0.006369929760694504,
0.005243037827312946,
-0.0302343238145113,
-0.0017585668247193098,
-0.040480971336364746,
0.04313458502292633,
0.021666349843144417,
0.0280649121850729,
-0.010513627901673317,
0.001156917423941195,
0.024949193000793457,
0.03809220716357231,
-0.008642267435789108,
0.0581369511783123,
-0.017907096073031425,
0.04751228168606758,
0.009279400110244751,
-0.012197299860417843,
-0.04360613226890564,
-0.01904679834842682,
0.03677933290600777,
-0.034513361752033234,
-0.04932789504528046,
-0.01931825652718544,
-0.03815590590238571,
0.008321879431605339,
-0.015729516744613647,
0.005716599989682436,
0.0575098991394043,
-0.021735094487667084,
0.0016189261805266142,
0.0029475076589733362,
0.0491461381316185,
0.05391926318407059,
-0.012444430030882359,
-0.014945471659302711,
0.03568227216601372,
-0.03962348774075508,
-0.07426407933235168,
-0.026056185364723206,
0.0048193843103945255,
-0.02886240929365158,
-0.04547226056456566,
-0.0484691746532917,
-0.0009651084546931088,
-0.012325054034590721,
-0.01612376794219017,
0.00008321163477376103,
-0.014309262856841087,
0.008732951246201992,
0.016924740746617317,
-0.012945855967700481,
0.002245004288852215,
0.009419966489076614,
0.024961190298199654,
-0.02804143913090229,
-0.034600142389535904,
-0.030513687059283257,
0.001600188435986638,
0.022169334813952446,
-0.007162173744291067,
-0.01596790924668312,
0.007993686944246292,
0.06732454150915146,
0.02220666967332363,
-0.010379526764154434,
0.02791958674788475,
-0.006667725741863251,
0.012777472846210003,
0.00909300334751606,
-0.01584278605878353,
-0.018997089937329292,
0.01394775602966547,
-0.014771041460335255,
-0.030339574441313744,
-0.0239665936678648,
-0.004394468851387501,
0.07034539431333542,
0.027474962174892426,
0.008374595083296299,
0.013199273496866226,
0.015680186450481415,
-0.01685747131705284,
-0.009539179503917694,
-0.011859451420605183,
-0.024405980482697487,
0.007445189636200666,
0.052732277661561966,
-0.027204837650060654,
0.005191627889871597,
0.04337546229362488,
-0.00036533112870529294,
0.011214171536266804,
0.03867250308394432,
-0.002878215629607439,
-0.016611594706773758,
0.006666615605354309,
-0.0037821969017386436,
-0.0836988016963005,
0.013662656769156456,
-0.001518953824415803,
0.04671294614672661,
-0.0168631412088871,
0.009713609702885151,
0.053045760840177536,
0.03588610887527466,
-0.018373824656009674,
-0.06004905328154564,
0.019657138735055923,
-0.0638795867562294,
-0.02951645478606224,
0.018930375576019287,
-0.05777990445494652,
0.05611129850149155,
0.023670842871069908,
0.024358877912163734,
-0.018126105889678,
0.017590908333659172,
-0.033461254090070724,
-0.06908582895994186,
-0.0108431251719594,
-0.011479220353066921,
-0.013352867215871811,
0.025682633742690086,
-0.015451875515282154,
-0.02014918066561222,
0.022385723888874054,
-0.0277169868350029,
-0.000026689813239499927,
0.0033867405727505684,
0.014261484146118164,
0.0027595730498433113,
0.0400981679558754,
0.008273272775113583,
-0.007224402390420437,
-0.03815898299217224,
0.011059346608817577,
0.12498871237039566,
0.07236532121896744,
0.002017081016674638,
-0.07423407584428787,
0.005065138451755047,
-0.019075710326433182,
-0.002694415394216776,
-0.004076740238815546,
-0.01559969037771225,
-0.01252198126167059,
-0.025661593303084373,
0.04552011936903,
0.047501467168331146,
-0.0211107786744833,
0.012717112898826599,
0.0301550030708313,
-0.03281934931874275,
-0.025813555344939232,
-0.009138571098446846,
-0.0027877502143383026,
0.002382720820605755,
0.04262617230415344,
-0.05810000002384186,
0.04035213962197304,
-0.000249567354330793,
-0.013263600878417492,
-0.029323168098926544,
-0.03521175682544708,
0.011748313903808594,
-0.006513853091746569,
-0.013661042787134647,
0.006944564171135426,
0.032934363931417465,
0.018019746989011765,
-0.018058964982628822,
0.0015170149272307754,
0.009796363301575184,
0.003961536101996899,
-0.0025337086990475655,
0.03799347206950188,
-0.012050923891365528,
0.00921834260225296,
0.025853591039776802,
0.007882555015385151,
-0.040516603738069534,
-0.017741894349455833,
-0.028165917843580246,
0.03684144467115402,
0.02724459581077099,
-0.01666192151606083,
-0.044159237295389175,
-0.002789280842989683,
-0.005912900902330875,
-0.0335882194340229,
-0.028369370847940445,
0.016957953572273254,
0.03306789696216583,
-0.053292132914066315,
-0.054823193699121475,
-0.008698402903974056,
-0.026828784495592117,
-0.03320513293147087,
0.018324119970202446,
-0.002204864751547575,
-0.02819494903087616,
0.011865869164466858,
-0.023187685757875443,
0.04540369659662247,
-0.03499376028776169,
0.003918339032679796,
0.03054838627576828,
-0.0043872264213860035,
-0.01948441006243229,
-0.0316220223903656,
-0.002296190708875656,
0.005045898724347353,
0.01429632119834423,
0.014079567976295948,
0.018180960789322853,
-0.048465240746736526,
-0.06204322353005409,
0.0021237386390566826,
-0.05353059992194176,
-0.00395691953599453,
-0.05383582040667534,
-0.00920091476291418,
0.009246407076716423,
0.03615421801805496,
0.02525167167186737,
-0.015273685567080975,
-0.0005499830585904419,
0.033862221986055374,
0.054811250418424606,
-0.042418621480464935,
-0.028586218133568764,
0.016410641372203827,
-0.0638640895485878,
-0.03691631555557251,
-0.05599936097860336,
0.08603052794933319,
0.0004610485921148211,
0.027018588036298752,
-0.005648962687700987,
0.012619467452168465,
-0.012194445356726646,
0.0009749389137141407,
0.021376587450504303,
-0.0411355122923851,
0.004870404954999685,
0.009340516291558743,
0.018288157880306244,
-0.007069126237183809,
0.0031207066494971514,
-0.006616378668695688,
-0.028248002752661705,
0.030274678021669388,
0.014980974607169628,
-0.040399618446826935,
0.054757144302129745,
-0.022527547553181648,
0.01982969418168068,
-0.012160100042819977,
0.026147037744522095,
-0.02883114479482174,
-0.004997525364160538,
-0.008053429424762726,
-0.019705867394804955,
-0.009175542742013931,
0.020543096587061882,
-0.023570789024233818,
0.03368967026472092,
0.05061526596546173,
-0.0014366678660735488,
0.03174501284956932,
-0.045983199030160904,
0.051166027784347534,
0.003519257763400674,
0.024828536435961723,
-0.005893085617572069,
-0.06453057378530502,
0.031135374680161476,
-0.0405229888856411,
-0.026044659316539764,
0.007440024521201849,
0.004566853865981102,
0.05716400966048241,
0.021380271762609482,
0.004823084454983473,
-0.04669515788555145,
0.039923910051584244,
-0.015884997323155403,
0.011938528157770634,
-0.01315020676702261,
-0.007800382561981678,
0.04241383820772171,
0.0032831858843564987,
-0.024319656193256378,
-0.0008019599481485784,
-0.032008096575737,
-0.013089542277157307,
0.03339975327253342,
-0.02386108972132206,
-0.02073103003203869,
0.010908875614404678,
0.022412091493606567,
0.009025135077536106,
-0.015628065913915634,
-0.0475129559636116,
0.012678492814302444,
0.03292792662978172,
0.00796737615019083,
0.016120171174407005,
-0.03104390576481819,
-0.0022105821408331394,
-0.016406884416937828,
0.003958430141210556,
-0.016767947003245354,
0.01829632744193077,
0.019961487501859665,
-0.04038681462407112,
0.005103289149701595,
0.01405640970915556,
0.015784556046128273,
-0.01611977070569992,
-0.0254790261387825,
0.013338442891836166,
-0.04160575941205025,
-0.021840516477823257,
-0.01710321009159088,
0.037091560661792755,
0.023396655917167664,
0.03730880096554756,
0.04029010981321335,
-0.004922218155115843,
0.00020674704865086824,
-0.017453346401453018,
-0.015866685658693314,
0.006462624296545982,
0.005020058248192072,
-0.04048458859324455,
0.0426248274743557,
-0.07179983705282211,
-0.00042903475696220994,
0.06853948533535004,
-0.021661214530467987,
0.05532049760222435,
0.043977249413728714,
0.02253519929945469,
-0.01235007680952549,
0.08936008810997009,
0.023574404418468475,
0.0020117575768381357,
-0.004756058566272259,
-0.024923497810959816,
0.002843589521944523,
-0.008901922032237053,
-0.027996715158224106,
0.04320983961224556,
0.0062223318964242935,
-0.0440816693007946,
0.018094917759299278,
-0.023564651608467102,
0.002446698723360896,
-0.024719534441828728,
0.004778677597641945,
-0.017918270081281662,
0.021312136203050613,
-0.024776456877589226,
0.04046865552663803,
0.0044608889147639275,
0.014346376061439514,
0.08365216106176376,
0.06057766079902649,
-0.034302547574043274,
0.021438701078295708,
-0.0031241741962730885,
-0.038025129586458206,
0.04691190645098686,
-0.0071680000983178616,
-0.0303080715239048,
-0.012086376547813416,
-0.019825587049126625,
-0.005752059631049633,
-0.0015945715131238103,
-0.058027591556310654,
0.04847395420074463,
-0.020115306600928307,
0.029690764844417572,
-0.03966430574655533,
-0.00956688728183508,
0.009882721118628979,
-0.03393954783678055,
0.061149295419454575,
-0.08762839436531067,
0.05713077634572983,
-0.0023612549994140863,
-0.010362277738749981,
-0.015807894989848137,
-0.051477979868650436,
-0.03901123255491257,
-0.00219515198841691,
0.06501063704490662,
0.005245072301477194,
-0.031414639204740524,
0.0010918003972619772,
0.0320519357919693,
0.02023165114223957,
0.0016260587144643068,
0.04110167920589447,
0.03519703075289726,
-0.013123304583132267,
0.02720644883811474,
-0.02726501040160656,
-0.01702977530658245,
0.029722774401307106,
0.01215603668242693,
-0.014327581971883774,
-0.0269912239164114,
0.018494974821805954,
-0.030751749873161316,
-0.001558214775286615,
0.011794410645961761,
-0.01674477569758892,
0.06196540594100952,
0.0019415828865021467,
0.013822905719280243,
0.03369849920272827,
-0.015423447825014591,
-0.04984258487820625,
0.014502260833978653,
-0.019651025533676147,
-0.024974027648568153,
0.02247915044426918,
0.007324441336095333,
0.008170496672391891,
-0.05303363874554634,
-0.04345831647515297,
0.034431342035532,
0.004334447905421257,
0.009543580934405327,
0.04181564599275589,
0.048800140619277954,
0.05352378264069557,
0.021823687478899956,
0.03321032598614693,
-0.005152092315256596,
0.00890621729195118,
0.012812045402824879,
0.055076565593481064,
0.03981141746044159,
-0.011058507487177849,
-0.013124095275998116,
-0.0069903419353067875,
-0.014904276467859745,
0.03968660905957222,
-0.03218483179807663,
0.052006542682647705,
-0.02944163978099823,
-0.025805439800024033,
-0.00913598109036684,
0.018628133460879326,
-0.011813837103545666,
0.037954576313495636,
0.0016903490759432316,
0.05173558369278908,
-0.019412903115153313,
-0.008378664031624794,
-0.03993461653590202,
0.01291667204350233,
-0.0220500361174345,
0.002723681041970849,
-0.013793138787150383,
-0.007231973577290773,
-0.0021978209260851145,
0.017907103523612022,
0.021825173869729042,
-0.01633014716207981,
0.020482389256358147,
-0.027867883443832397,
-0.027799665927886963,
-0.0016595936613157392,
-0.009271956980228424,
-0.00857629906386137,
-0.01983438991010189,
-0.009853234514594078,
0.012101277709007263,
0.039270784705877304,
0.01070389710366726,
0.006810879334807396,
-0.022562917321920395,
-0.06254088133573532,
-0.0017766173696145415,
0.05661496892571449,
-0.0508732832968235,
-0.015645714476704597,
-0.004383523017168045,
-0.04247285798192024,
-0.026915356516838074,
-0.04292774945497513
] |
<p>In the English Championship division, there are 24 teams, 8 of which have names starting with the letter B (e.g.Bolton) Tonight, (5th March 2013) all 24 teams in this division are playing each other. By a coincidence, the 8 teams starting with B are playing each other, i.e. 4 of the games involve these 8 teams (there are 2 teams per game!) What is the probability of this happening ?</p> | 74,034 | [
-0.03790530562400818,
-0.05232065171003342,
-0.03273584321141243,
-0.002414512913674116,
0.05320750176906586,
0.04002346470952034,
0.018130024895071983,
0.001043629483319819,
0.004934448748826981,
-0.0005134379607625306,
-0.004739782772958279,
0.033784061670303345,
0.006615135818719864,
0.01623319834470749,
0.016641179099678993,
0.0034293895587325096,
-0.011596099473536015,
0.03605874255299568,
-0.0008861634996719658,
0.0021504764445126057,
0.023605210706591606,
0.006428380962461233,
0.022204183042049408,
0.014655478298664093,
-0.02636546455323696,
0.040093228220939636,
-0.026819143444299698,
-0.0459308959543705,
-0.009755540639162064,
0.04508690908551216,
-0.0019749943166971207,
-0.03382521867752075,
0.05234101414680481,
0.052654676139354706,
0.011095632798969746,
-0.005579983815550804,
0.003471739124506712,
-0.04165003076195717,
-0.010501901619136333,
0.022562671452760696,
-0.02604985050857067,
-0.052182722836732864,
-0.03481703996658325,
0.06507135182619095,
-0.010678929276764393,
-0.007783183362334967,
-0.014716465957462788,
-0.04177628830075264,
0.015136740170419216,
-0.012412316165864468,
0.06945522129535675,
-0.009581197053194046,
0.04231301322579384,
-0.010434607043862343,
-0.009851772338151932,
-0.002715500071644783,
0.02587345615029335,
0.07968802750110626,
-0.011639303527772427,
-0.04224719852209091,
-0.030806826427578926,
-0.023582130670547485,
-0.015993263572454453,
-0.016932489350438118,
-0.04519755765795708,
-0.0035080877132713795,
-0.0016183495754376054,
-0.022737829014658928,
0.04342125356197357,
0.0029816541355103254,
-0.013999396935105324,
0.07647155225276947,
0.07333410531282425,
-0.03305751085281372,
0.01857774145901203,
-0.013755428604781628,
0.047872576862573624,
0.023195594549179077,
0.04041452705860138,
0.010663405992090702,
-0.01531432569026947,
-0.010096285492181778,
0.0067990669049322605,
0.04383710026741028,
0.08660009503364563,
0.013927345164120197,
0.00426400825381279,
-0.020677298307418823,
0.01735384203493595,
-0.01924576237797737,
-0.022253787145018578,
-0.01747165434062481,
0.03537699207663536,
0.02965301275253296,
-0.07445860654115677,
0.0582280233502388,
-0.01636587642133236,
0.0273335799574852,
0.0013062095968052745,
-0.02960643358528614,
0.0013106163823977113,
-0.04015078395605087,
0.02803495153784752,
0.05950915440917015,
-0.00779022928327322,
-0.014549501240253448,
-0.07095160335302353,
0.018759846687316895,
-0.020383113995194435,
0.018941588699817657,
-0.0260833278298378,
0.048984866589307785,
0.014153669588267803,
0.0013690433697775006,
-0.0004875348531641066,
-0.05265600234270096,
-0.05105823650956154,
0.009007367305457592,
0.006849413737654686,
0.0610230378806591,
0.04373408481478691,
-0.028681376948952675,
0.03877735137939453,
-0.02503577433526516,
-0.03831641748547554,
0.036078616976737976,
0.0026094492059201,
-0.0435837097465992,
0.006850127130746841,
0.04987284168601036,
-0.013986405916512012,
-0.05071407929062843,
0.019158581271767616,
-0.02012202888727188,
0.04473442584276199,
-0.02574758790433407,
-0.08338519185781479,
-0.015096780844032764,
0.0673971101641655,
-0.031086787581443787,
-0.05635726451873779,
-0.08654103428125381,
-0.009814918972551823,
0.00854011345654726,
0.07169079035520554,
-0.00987271312624216,
0.01677311398088932,
0.015862425789237022,
0.03040786273777485,
0.04288502410054207,
0.006122036371380091,
0.01542734820395708,
-0.004460000433027744,
-0.007730458397418261,
0.03672263026237488,
-0.06716141849756241,
-0.008061328902840614,
0.0037734564393758774,
-0.001874224399216473,
-0.03454887121915817,
0.036830175668001175,
0.0006409622728824615,
-0.026397705078125,
0.012859798036515713,
0.026298880577087402,
-0.02142455242574215,
0.04887382686138153,
0.06600277125835419,
0.012497215531766415,
-0.0040545170195400715,
0.00020890073210466653,
0.03096570074558258,
0.03751346096396446,
0.054525554180145264,
0.036351971328258514,
-0.0398455448448658,
0.02639712579548359,
0.004957243334501982,
0.039950091391801834,
-0.0272358525544405,
-0.02737223356962204,
-0.009766588918864727,
-0.012928090058267117,
-0.011819657869637012,
0.013232385739684105,
0.03489900380373001,
0.031038636341691017,
0.008559951558709145,
0.03181327506899834,
-0.024189524352550507,
-0.037351325154304504,
-0.10238273441791534,
-0.01723814196884632,
-0.01071610115468502,
-0.017874648794531822,
-0.027272405102849007,
0.00463501363992691,
0.013863885775208473,
-0.038715243339538574,
0.006251531653106213,
-0.025126509368419647,
0.007543324492871761,
-0.0016769191715866327,
-0.04405537620186806,
-0.010897536762058735,
0.06036309152841568,
0.02549430914223194,
-0.008808731101453304,
0.05152531713247299,
-0.04927777126431465,
-0.025617850944399834,
0.010559096932411194,
0.025657737627625465,
0.03629601001739502,
-0.04715730994939804,
-0.014513474889099598,
0.019309470430016518,
0.04628865048289299,
0.032690998166799545,
0.026157254353165627,
-0.06458059698343277,
0.016179854050278664,
0.0007231894414871931,
0.01484726369380951,
0.01682860217988491,
0.02899061143398285,
0.058262113481760025,
0.03866078704595566,
0.0283330287784338,
-0.03549680858850479,
-0.008684838190674782,
0.02419314533472061,
0.03928064554929733,
0.012507977895438671,
0.0055101728066802025,
0.009401396848261356,
0.051954422146081924,
-0.0017564947484061122,
-0.015919342637062073,
0.02457396313548088,
-0.021132471039891243,
-0.006054552737623453,
0.0009444660972803831,
0.0058930786326527596,
0.0036753893364220858,
-0.0016845319187268615,
-0.03172360733151436,
0.0015891342191025615,
0.03912578895688057,
-0.015605035237967968,
-0.038284409791231155,
-0.006560162175446749,
0.006490975618362427,
0.030866200104355812,
-0.02034156396985054,
-0.03934343531727791,
0.06439194083213806,
-0.014056691899895668,
-0.026817001402378082,
0.016224103048443794,
0.04625754803419113,
0.007476685103029013,
-0.0027576989959925413,
-0.03315134346485138,
0.039029061794281006,
0.01833895966410637,
-0.05281325429677963,
-0.02253577671945095,
0.019616268575191498,
-0.016505582258105278,
0.02798241563141346,
0.008127061650156975,
-0.001401224173605442,
0.03276210278272629,
-0.007263461127877235,
0.028833208605647087,
-0.010241014882922173,
0.06269022077322006,
-0.008574510924518108,
-0.020207654684782028,
-0.026139207184314728,
-0.017002468928694725,
0.007948626764118671,
-0.014118877239525318,
-0.07129556685686111,
0.038992930203676224,
-0.0032923887483775616,
-0.022178592160344124,
0.02286839485168457,
-0.02349860407412052,
0.005776543170213699,
0.02658134326338768,
-0.026362596079707146,
0.008103203028440475,
-0.011708841659128666,
0.0008664646302349865,
0.03135428950190544,
-0.04381470009684563,
0.013822582550346851,
0.011993330903351307,
0.02713492140173912,
-0.0318494476377964,
0.03153577074408531,
-0.024190140888094902,
-0.03361012041568756,
-0.002534252591431141,
-0.017502613365650177,
0.021733488887548447,
-0.02315921150147915,
0.015499059110879898,
-0.02571442723274231,
-0.02244400978088379,
-0.009429305791854858,
-0.057615071535110474,
-0.08132843673229218,
0.012711333110928535,
0.0033620779868215322,
0.06948384642601013,
-0.035810187458992004,
-0.02874326892197132,
0.02590077929198742,
0.039082206785678864,
0.030188286677002907,
0.011751496233046055,
0.0022409618832170963,
-0.02687728963792324,
-0.027993207797408104,
0.024757923558354378,
0.041621994227170944,
-0.03076898120343685,
0.024009831249713898,
0.015880124643445015,
0.034559257328510284,
0.06568008661270142,
-0.011028110980987549,
-0.031696807593107224,
0.008819526061415672,
-0.023048868402838707,
0.013702109456062317,
0.010844416916370392,
-0.0009200210915878415,
-0.017635757103562355,
-0.0021134940907359123,
-0.005594721529632807,
-0.03792504221200943,
0.033465318381786346,
-0.05283679813146591,
0.013874311000108719,
-0.010899200104176998,
-0.00005637050708173774,
-0.03231802210211754,
0.043917037546634674,
0.02740197628736496,
0.008046246133744717,
0.014592221938073635,
0.01595231518149376,
0.07046874612569809,
-0.022706836462020874,
0.013896215707063675,
0.0515047162771225,
-0.022479481995105743,
-0.027971163392066956,
-0.04568390175700188,
-0.002255405765026808,
0.01778670959174633,
0.005442454479634762,
-0.03407000005245209,
-0.008697963319718838,
0.01757635921239853,
0.012012417428195477,
0.004700393881648779,
0.008385088294744492,
-0.04853321239352226,
-0.03729863837361336,
-0.03803608566522598,
-0.03618016839027405,
-0.01461851131170988,
-0.023877160623669624,
-0.01064221654087305,
0.023718494921922684,
-0.030202949419617653,
-0.011061817407608032,
-0.015486730262637138,
0.018106956034898758,
-0.06228332221508026,
0.023027842864394188,
-0.011239430867135525,
0.02104564756155014,
-0.020051579922437668,
-0.029810447245836258,
0.004639666993170977,
0.006022640969604254,
-0.01799607276916504,
0.011454378254711628,
-0.015216792933642864,
-0.05672428011894226,
0.00842510350048542,
-0.03867252916097641,
-0.02334904484450817,
0.012526639737188816,
0.009301960468292236,
0.027967263013124466,
0.01863132417201996,
0.0472358837723732,
0.03380875661969185,
-0.006644236855208874,
-0.0355452336370945,
-0.00006440557626774535,
0.0009796853410080075,
0.03694528341293335,
0.0003719389205798507,
0.022554896771907806,
0.04217814281582832,
-0.044919420033693314,
-0.036430761218070984,
-0.01674843579530716,
0.05249066278338432,
0.027805447578430176,
0.0027933786623179913,
0.004009012132883072,
-0.05657994747161865,
-0.008431687951087952,
0.03340392932295799,
0.007394234649837017,
-0.021305734291672707,
0.06002696976065636,
0.06647726148366928,
0.029565606266260147,
-0.03631041571497917,
0.01785791665315628,
0.06700515002012253,
0.003979853354394436,
-0.015412584878504276,
-0.04286743700504303,
-0.002450808184221387,
0.026121970266103745,
0.022630764171481133,
0.004694459959864616,
0.004558832850307226,
0.01979953609406948,
-0.023000722751021385,
0.068364717066288,
0.04527170583605766,
-0.008297030813992023,
0.035640157759189606,
-0.029759090393781662,
-0.005189893767237663,
0.022519787773489952,
0.00965121854096651,
-0.014248990453779697,
0.031447239220142365,
0.0015962428878992796,
0.024673761799931526,
-0.03084407187998295,
-0.03126894682645798,
-0.004934868309646845,
0.031744323670864105,
0.058609701693058014,
-0.013274026103317738,
0.008927437476813793,
-0.0443609319627285,
-0.029950033873319626,
0.060425978153944016,
-0.05024547129869461,
0.032013069838285446,
-0.023661091923713684,
0.011686895973980427,
0.007364328019320965,
-0.04070783406496048,
-0.002963976003229618,
0.02646447904407978,
0.040381986647844315,
0.036519426852464676,
0.017095815390348434,
-0.03123781643807888,
-0.006027424708008766,
0.0013762225862592459,
0.06007984280586243,
0.03198796138167381,
-0.044067371636629105,
-0.024089783430099487,
-0.006837930530309677,
0.008397812023758888,
-0.0382283590734005,
-0.04831279069185257,
0.000821260386146605,
-0.022304601967334747,
-0.03722357004880905,
0.04043951630592346,
-0.05275893956422806,
-0.016793355345726013,
-0.0002414254704490304,
-0.0036923219449818134,
0.003195969620719552,
-0.004286249168217182,
-0.02584693767130375,
0.031656935811042786,
0.02766653709113598,
-0.030802149325609207,
0.0379122719168663,
-0.031249061226844788,
-0.006768008694052696,
-0.018510282039642334,
0.004101570695638657,
-0.0032704207114875317,
0.027479076758027077,
0.008015131577849388,
0.009398199617862701,
-0.019899951294064522,
-0.02615746669471264,
0.04111477732658386,
-0.010087094269692898,
-0.005512496922165155,
0.001461840933188796,
-0.018606562167406082,
-0.062052298337221146,
0.0018880642019212246,
-0.018617544323205948,
0.011450800113379955,
-0.01222980860620737,
0.009593321941792965,
0.0044517056085169315,
-0.008347484283149242,
0.0038201219867914915,
-0.06323207914829254,
0.029618775472044945,
-0.011415070854127407,
-0.028731629252433777,
0.026675384491682053,
-0.034677185118198395,
0.007533435244113207,
0.0005949854385107756,
-0.068502277135849,
0.01742956042289734,
0.0018229855922982097,
-0.004892914090305567,
-0.005849199835211039,
-0.04934565722942352,
-0.053722236305475235,
-0.0007646423182450235,
0.0007394419517368078,
0.047799285501241684,
-0.019038772210478783,
0.02181515097618103,
-0.0007413498824462295,
-0.02489824779331684,
-0.04659786447882652,
-0.04381772503256798,
0.05191142484545708,
0.01997990347445011,
-0.031079042702913284,
-0.043375954031944275,
-0.03531551733613014,
0.024365771561861038,
-0.04125829041004181,
0.005819936748594046,
0.04398516193032265,
-0.03618457913398743,
-0.016429176554083824,
0.007259295787662268,
0.00028069785912521183,
0.06319638341665268,
0.02181946486234665,
-0.011480736546218395,
0.04294257238507271,
-0.013227156363427639,
-0.03279440104961395,
-0.023432929068803787,
0.03985605388879776,
-0.02156863547861576,
-0.016128603368997574,
0.00612284429371357,
0.027165833860635757,
0.04703982174396515,
-0.01795007847249508,
0.0027197019662708044,
0.006488960701972246,
0.03453682363033295,
-0.0010040798224508762,
-0.03179244324564934,
0.02859734743833542,
0.013419630005955696,
-0.0038958785589784384,
-0.0026657069101929665,
-0.008184477686882019,
0.021206729114055634,
-0.016353650018572807,
-0.007057058159261942,
0.02137867361307144,
0.0033808224834501743,
0.004264249932020903,
0.06185978651046753,
-0.0058732773177325726,
-0.047353845089673996,
0.009308317676186562,
-0.005010658409446478,
0.052665840834379196,
0.03516380116343498,
-0.031857799738645554,
-0.016963843256235123,
0.005834709852933884,
-0.015848074108362198,
-0.014824486337602139,
-0.01427688729017973,
0.026977714151144028,
0.04775241017341614,
-0.011443151161074638,
0.042320676147937775,
0.03656645491719246,
0.05683886632323265,
0.03508596867322922,
0.028156133368611336,
0.03134952113032341,
0.025898005813360214,
0.019518384709954262,
0.0051080696284770966,
-0.03422462195158005,
0.0298121590167284,
0.04251139983534813,
0.011998970061540604,
0.03236569091677666,
0.03619126230478287,
0.06905734539031982,
-0.0032368781976401806,
0.036902546882629395,
0.010082649998366833,
-0.05449435114860535,
0.030084818601608276,
-0.049160782247781754,
0.016358695924282074,
-0.025559954345226288,
-0.022631388157606125,
0.05862516909837723,
-0.006330323871225119,
0.005939393304288387,
-0.009391442872583866,
-0.051413342356681824,
-0.01902114599943161,
0.008487838320434093,
0.02185237780213356,
0.0177836362272501,
0.04186597093939781,
0.0055771805346012115,
0.014940673485398293,
-0.022504227235913277,
0.008756512776017189,
-0.024930143728852272,
-0.05363033711910248,
0.02429795451462269,
-0.008753171190619469,
-0.05335164815187454,
0.03743724524974823,
0.04014823958277702,
0.00470759067684412,
-0.017831286415457726,
-0.014737145975232124,
0.026034310460090637,
0.013225425966084003,
0.041756223887205124,
-0.021018093451857567,
0.08526715636253357,
0.009281337261199951,
0.0011071385815739632,
-0.021821001544594765,
-0.024678166955709457,
0.08958607167005539,
0.04007284715771675,
0.04285415634512901,
-0.07435847818851471,
-0.02373482845723629,
0.03731805086135864,
-0.022719884291291237,
-0.05145185440778732,
0.03110993653535843,
0.026723910123109818,
-0.0034970445558428764,
0.025009548291563988,
0.05525624006986618,
0.019539861008524895,
-0.012895572930574417,
0.03181300684809685,
0.003266330109909177,
-0.057375065982341766,
-0.018029291182756424,
0.020821908488869667,
0.042512960731983185,
-0.0010024794610217214,
-0.06957744061946869,
-0.006360052619129419,
0.007474077399820089,
-0.03682964667677879,
-0.048807524144649506,
-0.0270139928907156,
-0.02009844407439232,
0.019907645881175995,
0.004511942621320486,
0.008047533221542835,
0.019607186317443848,
-0.033360209316015244,
-0.026281146332621574,
0.007611763663589954,
0.023766325786709785,
-0.04112451896071434,
0.029376422986388206,
-0.004401340615004301,
-0.0212863776832819,
0.007436863612383604,
-0.020018113777041435,
0.01650167815387249,
-0.006157933734357357,
-0.004476537462323904,
-0.03969979286193848,
0.01270693726837635,
-0.022914398461580276,
0.0022393441759049892,
-0.010853751562535763,
-0.021884527057409286,
0.006859630346298218,
-0.019766831770539284,
-0.00014416968042496592,
0.007535309996455908,
0.030431590974330902,
-0.053755022585392,
-0.0846305713057518,
-0.006382632069289684,
0.01589183509349823,
-0.021809082478284836,
-0.002248525619506836,
0.040697671473026276,
0.008222734555602074,
-0.004904451780021191,
-0.048777539283037186,
0.036052558571100235,
0.04891997203230858,
0.0008798548369668424,
-0.007440077140927315,
0.01623760722577572,
-0.03529568389058113,
-0.0298148263245821,
-0.027208935469388962,
0.03383003547787666,
0.022312939167022705,
0.0036071832291781902,
-0.025036217644810677,
0.004458089359104633,
-0.00621781637892127,
-0.011694609187543392,
-0.013460868038237095,
-0.0013229175237938762,
-0.015077107585966587,
0.0033869873732328415,
0.006425030995160341,
0.008308576419949532,
-0.04963606968522072,
0.011675719171762466,
-0.01062377542257309,
0.026735519990324974,
0.02676049806177616,
-0.038693543523550034,
-0.011896547861397266,
-0.028765028342604637,
-0.025447145104408264,
-0.018096452578902245,
0.012578527443110943,
0.04372609406709671,
-0.000017247752111870795,
-0.002640702063217759,
0.06050910800695419,
-0.007044370751827955,
-0.03802813962101936,
0.029942309483885765,
-0.03089740499854088,
-0.0375264510512352,
-0.026848455891013145,
0.023874670267105103,
-0.03987564519047737,
-0.03720968961715698,
-0.04955446720123291,
0.01863427646458149,
0.021109791472554207,
0.004578348249197006,
-0.03599102795124054,
-0.07624636590480804,
-0.041078560054302216,
-0.003599987830966711,
0.006806688848882914,
0.017763037234544754,
0.009416062384843826,
-0.007854186929762363,
0.017761707305908203,
0.01820860058069229,
0.01214626431465149,
-0.03610053285956383,
0.008526328019797802,
0.003121379530057311,
0.007364824879914522,
0.023180358111858368,
0.008187021128833294,
0.05078064650297165,
-0.01143624633550644,
0.01406036876142025,
-0.04271648824214935,
0.018830033019185066,
0.0013267649337649345,
-0.02351442724466324,
0.08142182976007462,
-0.03266575559973717,
-0.053834591060876846,
0.031047185882925987,
0.005661511328071356,
0.027860961854457855,
0.003586176782846451,
-0.009398049674928188,
-0.007949783466756344,
0.06205550953745842,
-0.029063312336802483,
0.009357635863125324,
0.01836293563246727,
0.03692666068673134,
0.022692954167723656,
0.02687668986618519,
-0.006746774539351463,
0.005855116993188858,
-0.01995171420276165,
-0.041973892599344254,
0.04956242814660072,
-0.020599959418177605,
-0.02047809027135372,
0.0029723220504820347,
0.026228323578834534,
0.0038113053888082504,
-0.015247076749801636,
-0.01188222412019968,
0.038385190069675446,
0.028555532917380333,
0.025921102613210678,
0.04862748831510544,
0.012897862121462822,
-0.037146005779504776,
-0.08446094393730164,
-0.05572056770324707,
0.025783134624361992,
-0.005693218670785427,
0.05750473588705063,
-0.02597299963235855,
0.008056131191551685,
0.03636103868484497,
-0.06477811932563782,
-0.0005593624664470553,
0.009925799444317818,
-0.037154149264097214,
-0.06417089700698853,
0.004440909251570702,
0.003985879011452198,
0.05408046022057533,
0.00994098000228405,
0.03935099393129349,
0.04617582634091377,
-0.024657761678099632,
-0.04734347388148308,
-0.037203092128038406,
0.010602334514260292,
0.04283204674720764,
0.005992315709590912,
-0.04862256348133087,
0.017527392134070396,
-0.03581424057483673,
-0.05147537589073181,
0.029295435175299644,
-0.028765037655830383,
-0.03889981284737587,
-0.019054220989346504,
-0.008575296960771084,
0.007928202860057354,
0.07201799750328064,
0.017265576869249344,
0.017100075259804726,
0.0315958671271801,
0.008896984159946442,
0.021028729155659676,
0.0642414316534996,
-0.020951367914676666,
-0.022174285724759102,
0.022055139765143394,
-0.013091844506561756,
-0.05186638608574867,
0.01472663413733244,
0.03218350559473038,
0.023793336004018784,
0.0030668769031763077,
-0.014118270948529243,
-0.008629187010228634,
-0.044708047062158585,
0.01998082920908928,
-0.01193615235388279,
0.030764462426304817,
0.05371895805001259,
0.03845721110701561,
-0.008593471720814705,
0.027997979894280434,
-0.0063638039864599705,
-0.014594679698348045,
-0.054043933749198914,
-0.016593150794506073,
-0.03744766116142273,
-0.010974403470754623,
0.05045214667916298,
0.0373997762799263,
-0.006264446768909693,
-0.003729849820956588,
-0.03460865840315819,
-0.0485953651368618,
-0.00828520767390728,
0.014462212100625038,
0.03517008200287819,
-0.02898644283413887,
-0.0019108325941488147,
-0.03550471365451813,
-0.06696948409080505,
0.0325099378824234,
-0.0065371147356927395,
-0.0030580172315239906,
-0.025127150118350983,
0.014908017590641975,
-0.027265220880508423,
-0.03417884558439255,
0.042604099959135056,
-0.007236303761601448,
0.01209360919892788,
-0.005453363060951233,
0.02378552407026291,
0.015054927207529545,
-0.024880601093173027,
-0.000030039278499316424,
-0.009290479123592377,
0.0015611849958077073,
-0.015915604308247566,
0.009178528562188148,
-0.018902704119682312,
-0.026920471340417862,
-0.020971355959773064,
-0.053038161247968674,
0.015463784337043762,
-0.006347094662487507,
-0.01840359903872013,
0.05514155700802803,
0.00577996950596571,
-0.015891091898083687,
0.019615426659584045,
0.04456915706396103,
-0.045665182173252106,
0.0031443240586668253,
-0.00895723421126604,
-0.03334364295005798,
0.0620851069688797,
-0.041059527546167374,
-0.011273288168013096,
-0.012171833775937557,
0.008380354382097721,
-0.0031011532992124557,
-0.07733533531427383,
0.013246254995465279,
0.00909221637994051,
-0.015165727585554123,
0.003789491020143032,
0.025068506598472595,
0.0015354949282482266,
0.029025321826338768,
-0.009287270717322826,
-0.01048579066991806,
-0.0408034473657608,
-0.00012890489597339183,
0.009634020738303661,
-0.025984950363636017,
0.008792254142463207,
0.006695881485939026,
0.014359588734805584,
0.02719455026090145,
-0.02784327231347561,
0.05937540903687477,
0.0171455480158329,
0.008927607908844948,
-0.02589927427470684,
0.02277246117591858,
0.03735659271478653,
-0.009313258342444897,
0.02534925565123558,
0.03144725412130356,
-0.021864386275410652,
0.10024717450141907,
0.008782128803431988,
0.04887714609503746,
-0.03180421516299248,
0.004518205299973488,
-0.02466212585568428,
-0.03392788767814636,
0.060659319162368774,
-0.025453360751271248,
-0.01944742165505886,
-0.02064095437526703,
-0.021700339391827583,
0.02120082825422287,
0.05270441994071007,
-0.05058794096112251,
0.035552531480789185,
-0.02020702138543129,
0.010692663490772247,
-0.030314141884446144,
0.003886389546096325,
-0.016537979245185852,
0.0054667177610099316,
-0.027263781055808067,
0.08211018890142441,
-0.012107591144740582,
0.013549888506531715,
-0.00908646360039711,
0.007005821913480759,
0.05851425230503082,
-0.013003536500036716,
-0.009386609308421612,
-0.0521012507379055,
0.054949723184108734,
-0.03998275846242905,
0.002484062220901251
] |
<p>I performed principal components analysis on continuous variables describing 16 languages. Using the first two axes, which explain 76% of variance, I need to calculate the distance between each pair of languages as appeared on the first two axes; to test in a Mantel test the correlation between distances in linguistic variables and geographic distances. Could anyone help me: how can I do that?</p>
<p>cheers</p> | 74,035 | [
-0.043932244181632996,
0.015068146400153637,
-0.030650828033685684,
0.014311539940536022,
0.05990005284547806,
0.014814258553087711,
0.0037337334360927343,
-0.010216854512691498,
0.020673751831054688,
-0.0016584864351898432,
0.00515283877030015,
0.03687000274658203,
0.06934414803981781,
0.03173708915710449,
0.017903853207826614,
0.000429401668952778,
-0.018825648352503777,
0.007661907467991114,
0.017255885526537895,
-0.017453216016292572,
0.03504427522420883,
0.03319469839334488,
0.02779553271830082,
-0.010739263147115707,
0.010673344135284424,
0.07193450629711151,
0.019333407282829285,
-0.042125679552555084,
0.02707618661224842,
0.05043141171336174,
-0.027750935405492783,
-0.029478972777724266,
0.026942633092403412,
0.03513990342617035,
0.016017822548747063,
0.03158406540751457,
-0.016367582604289055,
-0.010280948132276535,
-0.0354260578751564,
0.04558752477169037,
-0.05846527963876724,
-0.03449249640107155,
0.02009749598801136,
0.054797716438770294,
-0.004429308697581291,
0.012179025448858738,
0.004914322402328253,
-0.038796018809080124,
0.007899018935859203,
-0.03648984804749489,
0.11276265233755112,
-0.0152362622320652,
0.034008342772722244,
0.010355032049119473,
0.006394474301487207,
0.016025060787796974,
0.060532890260219574,
0.045449502766132355,
-0.016922198235988617,
-0.04901575669646263,
-0.02058490738272667,
-0.027686160057783127,
0.008859499357640743,
-0.0024714518804103136,
-0.017389846965670586,
0.026588769629597664,
-0.04193396493792534,
-0.012997793033719063,
0.05572690814733505,
-0.011614791117608547,
0.038780611008405685,
0.020761270076036453,
0.05388348177075386,
-0.043226953595876694,
0.005678105168044567,
-0.021003229543566704,
0.027272725477814674,
0.03802143409848213,
0.01933865062892437,
0.016364676877856255,
0.00409243069589138,
0.005461195949465036,
0.006394946947693825,
-0.015656307339668274,
0.03928276151418686,
-0.00691108126193285,
0.06579254567623138,
-0.036030009388923645,
-0.011210630647838116,
0.02707456611096859,
0.025845550000667572,
-0.01989041641354561,
0.025492027401924133,
0.06930408626794815,
-0.03908377140760422,
0.02468116581439972,
0.010610230267047882,
0.047995515167713165,
-0.027047550305724144,
-0.005928158760070801,
0.00034294347278773785,
-0.03168896585702896,
0.032907936722040176,
0.016483699902892113,
-0.013583351857960224,
0.01349588017910719,
-0.01939956471323967,
-0.0017659030854701996,
-0.019200481474399567,
0.02155565842986107,
-0.000039467468013754115,
0.024845320731401443,
0.00961721409112215,
-0.04493309557437897,
0.027921024709939957,
0.0029538830276578665,
-0.031774524599313736,
-0.013100708834826946,
0.031309209764003754,
0.07927904278039932,
0.025923952460289,
-0.03219697251915932,
0.05002179741859436,
-0.00876798015087843,
-0.05820634588599205,
0.03460400179028511,
0.0007267036708071828,
-0.016984639689326286,
-0.012308248318731785,
0.05619823560118675,
-0.016960499808192253,
-0.026693150401115417,
0.01357682328671217,
-0.01133333146572113,
0.019406316801905632,
0.008890122175216675,
-0.08967821300029755,
-0.05743690952658653,
0.030448395758867264,
-0.039476122707128525,
0.021086696535348892,
-0.061952732503414154,
0.004434687085449696,
-0.0024752411991357803,
0.06255289912223816,
-0.009063324891030788,
0.019358694553375244,
0.006334297358989716,
0.0060751005075871944,
0.009219862520694733,
-0.04358377307653427,
-0.03100123442709446,
-0.013448159210383892,
-0.03649100288748741,
-0.01306124683469534,
-0.08949605375528336,
-0.005039198789745569,
0.014248305931687355,
-0.006586529780179262,
-0.023999342694878578,
0.03637486323714256,
0.03472788631916046,
-0.030758609995245934,
-0.03590213507413864,
0.012909125536680222,
-0.0126190772280097,
0.07162364572286606,
0.01036723144352436,
-0.015651719644665718,
0.015275178477168083,
-0.010523037053644657,
-0.01778952218592167,
0.00762256421148777,
0.03411458805203438,
0.06499022990465164,
0.010962747037410736,
0.003037151414901018,
0.041667208075523376,
-0.023257574066519737,
0.013218866661190987,
-0.025508157908916473,
-0.04090272635221481,
-0.014292125590145588,
0.012511609122157097,
0.05431918427348137,
0.030319128185510635,
-0.005934238899499178,
-0.03454197570681572,
0.033487603068351746,
-0.037189170718193054,
-0.027553869411349297,
-0.05036887899041176,
0.015717532485723495,
0.010237225331366062,
-0.03820383921265602,
0.011648460291326046,
0.01643591932952404,
0.009733001701533794,
-0.03199229761958122,
-0.034905124455690384,
-0.058233898133039474,
-0.03006169945001602,
0.04074685648083687,
-0.021330248564481735,
-0.02792305126786232,
0.07044254243373871,
0.056576233357191086,
-0.005441918037831783,
0.05419112741947174,
0.0019108600681647658,
-0.03363560885190964,
0.00007310826185857877,
-0.041075848042964935,
0.008405947126448154,
-0.009682118892669678,
-0.0042371298186481,
-0.01552661694586277,
0.03026428259909153,
-0.012952311895787716,
0.013496032916009426,
-0.02028760500252247,
0.07567916810512543,
0.05161869153380394,
0.017093390226364136,
-0.0025535202585160732,
-0.014001352712512016,
-0.0012756449868902564,
0.008880081586539745,
-0.011909371241927147,
-0.03941386193037033,
-0.04789729043841362,
-0.04200367256999016,
0.03868343308568001,
0.023441342636942863,
-0.052893076092004776,
-0.0037330379709601402,
0.059540316462516785,
0.07842747867107391,
0.0011480855755507946,
0.0280010923743248,
0.011832966469228268,
-0.017321569845080376,
-0.015920504927635193,
-0.013989998027682304,
-0.020492002367973328,
0.008510126732289791,
0.027674786746501923,
0.006278317421674728,
0.05103631317615509,
0.006788705475628376,
-0.022787701338529587,
0.04989834874868393,
0.029852205887436867,
0.051083412021398544,
-0.030101550742983818,
-0.012007465586066246,
0.04298900440335274,
-0.009004369378089905,
0.021246287971735,
0.05124620348215103,
0.004111370071768761,
-0.004956425633281469,
0.02683449164032936,
-0.0018616379238665104,
0.005691445432603359,
0.041446566581726074,
-0.04912860319018364,
0.027519354596734047,
0.015039358288049698,
-0.0849207416176796,
0.017431600019335747,
-0.02629552036523819,
-0.042140357196331024,
-0.018932059407234192,
0.0412762425839901,
0.059346895664930344,
0.035364534705877304,
0.024569427594542503,
0.01078935619443655,
-0.0014669019728899002,
0.023386511951684952,
-0.009456912986934185,
-0.0006151431589387357,
-0.001661463174968958,
-0.05965447798371315,
0.021675273776054382,
0.0004924853565171361,
0.043663959950208664,
-0.011342777870595455,
-0.0059961420483887196,
-0.020115336403250694,
0.08334529399871826,
-0.01741945557296276,
-0.058766454458236694,
-0.01181062962859869,
-0.04092142730951309,
0.030336769297719002,
-0.012751667760312557,
0.02119247242808342,
-0.01096552424132824,
0.02116570994257927,
-0.010252854786813259,
-0.0038339048624038696,
-0.02433694340288639,
-0.01737978309392929,
-0.03836049884557724,
0.009378260932862759,
0.0002603558241389692,
-0.006578254979103804,
-0.010998551733791828,
-0.003766868729144335,
-0.045471809804439545,
-0.031375620514154434,
-0.03455387055873871,
-0.05717010796070099,
0.04417263716459274,
0.025129130110144615,
0.01210766565054655,
-0.019569752737879753,
-0.027430864050984383,
0.07946973294019699,
0.013265293091535568,
-0.08748220652341843,
-0.05832648649811745,
-0.025780437514185905,
-0.06172487884759903,
-0.008357075043022633,
0.02610095404088497,
-0.016086293384432793,
0.004456169903278351,
0.020889559760689735,
-0.0029436699114739895,
0.038297008723020554,
0.07664048671722412,
-0.02786756493151188,
-0.0003959489113185555,
0.028624599799513817,
-0.010774340480566025,
-0.024988962337374687,
0.029438579455018044,
0.03446492552757263,
-0.03326413035392761,
0.041547976434230804,
0.00778799457475543,
-0.0016899763140827417,
0.013296275399625301,
-0.04036317020654678,
-0.006958329118788242,
-0.01254202239215374,
-0.00661633163690567,
-0.06649743765592575,
0.002191519131883979,
-0.003316020593047142,
0.0026512222830206156,
0.02589970827102661,
0.021484168246388435,
0.044974178075790405,
-0.027716439217329025,
-0.016069980338215828,
0.0386955551803112,
0.04802299663424492,
0.015980903059244156,
-0.02120744064450264,
-0.007542417384684086,
0.0017486129654571414,
0.02369089610874653,
-0.018255271017551422,
-0.009869925677776337,
0.03085516206920147,
0.03662782907485962,
0.026802703738212585,
0.004082545172423124,
-0.03147004544734955,
0.04461070895195007,
-0.03971623256802559,
0.06033553183078766,
0.011391907930374146,
0.03213882818818092,
-0.008024119772017002,
0.06322784721851349,
0.01923546940088272,
-0.011186300776898861,
-0.00524130929261446,
-0.020215481519699097,
-0.07694996893405914,
0.009922077879309654,
-0.029478905722498894,
-0.020783839747309685,
0.013987990096211433,
-0.044831279665231705,
0.0374663844704628,
0.008873715996742249,
-0.016458293423056602,
-0.012735027819871902,
0.008799086324870586,
-0.03464536741375923,
-0.0017636894481256604,
-0.015387182123959064,
-0.02690473198890686,
-0.009751354344189167,
0.02166096493601799,
0.028883159160614014,
-0.028395315632224083,
0.03114735335111618,
0.017082076519727707,
-0.01732604391872883,
-0.03751809895038605,
-0.017070014029741287,
-0.010112656280398369,
0.04900456964969635,
0.038860682398080826,
-0.0002583939640317112,
0.027106622233986855,
-0.05259779095649719,
0.04105063155293465,
-0.029891887679696083,
0.0572844073176384,
0.036757100373506546,
0.020962756127119064,
-0.001114510465413332,
-0.02741684764623642,
-0.015351327136158943,
0.003202679567039013,
0.025435684248805046,
-0.030589956790208817,
-0.00022620447271037847,
0.03268750384449959,
0.03345296159386635,
-0.07674726098775864,
0.020485352724790573,
0.04884248971939087,
0.041328947991132736,
-0.013893341645598412,
0.021580785512924194,
-0.020891448482871056,
0.015551285818219185,
-0.01487497054040432,
0.02345322072505951,
0.008812803775072098,
-0.0023379239719361067,
-0.028706001117825508,
0.05316602811217308,
-0.0010845890501514077,
-0.03089248575270176,
-0.019366540014743805,
0.008972174488008022,
0.006795757450163364,
-0.01747223734855652,
-0.012265078723430634,
-0.013640613295137882,
0.047164712101221085,
0.03851214423775673,
0.010595808736979961,
0.012045405805110931,
-0.07503918558359146,
-0.00042043987195938826,
0.019233256578445435,
0.030228501185774803,
-0.03387826681137085,
-0.01905561424791813,
-0.034357741475105286,
-0.0018169215181842446,
0.04730580747127533,
-0.03340885788202286,
0.06080834940075874,
-0.002161962678655982,
0.018069835379719734,
-0.018626710399985313,
0.008018615655601025,
-0.030457163229584694,
0.010243875905871391,
0.006049548741430044,
0.03127433732151985,
-0.010259918868541718,
-0.0160335935652256,
-0.05864378809928894,
0.017692778259515762,
0.019145434722304344,
0.04499766603112221,
0.016454465687274933,
-0.017054596915841103,
0.022702395915985107,
0.0012072303798049688,
-0.016951879486441612,
-0.03184648975729942,
0.030982008203864098,
0.011238930746912956,
-0.019381990656256676,
0.04851590096950531,
-0.02829567715525627,
-0.023438220843672752,
0.005577890668064356,
0.004308183211833239,
0.004218723624944687,
-0.021009651944041252,
0.009610326960682869,
0.03604134917259216,
0.05459889397025108,
-0.007769386749714613,
0.04654781520366669,
0.0037867692299187183,
0.004132955335080624,
0.009339690208435059,
-0.046816952526569366,
0.010790159925818443,
-0.017118167132139206,
-0.041579779237508774,
-0.021176496520638466,
-0.015244660899043083,
0.01166830025613308,
0.00431490084156394,
-0.018279271200299263,
0.03647460415959358,
-0.031198453158140182,
0.006418818607926369,
-0.02806173451244831,
0.024496007710695267,
-0.01783100515604019,
0.011811692267656326,
0.02485903725028038,
0.029467454180121422,
-0.006895433645695448,
-0.018622620031237602,
0.06541415303945541,
-0.008171048015356064,
0.005871593952178955,
-0.025980981066823006,
-0.005177261773496866,
0.0004948924761265516,
-0.021807126700878143,
-0.020159529522061348,
-0.010499414056539536,
-0.028612405061721802,
0.031111840158700943,
-0.020774738863110542,
0.037246789783239365,
0.05157449468970299,
-0.04639475792646408,
-0.0335732027888298,
0.01946563459932804,
0.027074629440903664,
0.05291295424103737,
-0.04168196767568588,
0.01534303929656744,
-0.045258279889822006,
-0.010959330014884472,
-0.058019381016492844,
-0.06160827353596687,
0.017496950924396515,
0.030270850285887718,
-0.028403185307979584,
-0.08630050718784332,
-0.05577878654003143,
0.02341429516673088,
0.016575288027524948,
-0.007275284267961979,
0.0726594552397728,
-0.009670417755842209,
0.006369165610522032,
-0.011330398730933666,
0.011419435031712055,
0.04947143420577049,
0.006023035384714603,
0.005501204635947943,
0.016074564307928085,
-0.016188016161322594,
-0.001113183214329183,
-0.011090656742453575,
0.02734583616256714,
-0.029031522572040558,
0.006461575161665678,
-0.03552759438753128,
0.015776999294757843,
0.011764733120799065,
-0.021138794720172882,
-0.007044515572488308,
-0.032658711075782776,
-0.0018598289461806417,
0.005941726732999086,
-0.027190692722797394,
0.012770543806254864,
-0.019836340099573135,
0.003692630212754011,
-0.06746790558099747,
0.02511722408235073,
-0.04431985691189766,
0.007044035475701094,
-0.010890001431107521,
-0.0003803725412581116,
-0.0002917716628871858,
0.01102218497544527,
0.04013691842556,
-0.02856125682592392,
0.03356415778398514,
0.024113528430461884,
0.007629082538187504,
0.005801518447697163,
0.048650991171598434,
0.011863750405609608,
0.006261416710913181,
0.02474913001060486,
-0.011426040902733803,
-0.013160116039216518,
-0.015272760763764381,
-0.026683857664465904,
0.09855910390615463,
-0.010785032995045185,
0.058737367391586304,
0.07608360052108765,
0.009538826532661915,
0.026304615661501884,
-0.004342390689998865,
-0.036211706697940826,
0.004631970077753067,
0.026006652042269707,
0.05194248631596565,
-0.0064237238839268684,
-0.000651848444249481,
0.02696220576763153,
0.07036982476711273,
0.002192116342484951,
0.06184093654155731,
0.000853662088047713,
0.012156489305198193,
-0.005885933991521597,
-0.025471750646829605,
-0.04135163128376007,
-0.005106087774038315,
-0.035264067351818085,
-0.00733844842761755,
-0.013402098789811134,
0.0017916535725817084,
0.04572296887636185,
0.03851660341024399,
-0.030432138592004776,
-0.013152006082236767,
-0.02125530317425728,
-0.018644874915480614,
0.016964007169008255,
0.00598892942070961,
0.010304510593414307,
0.009423451498150826,
0.011233977973461151,
0.05471651256084442,
-0.014095649123191833,
0.04485325142741203,
-0.034045327454805374,
-0.05900775268673897,
-0.014747546054422855,
-0.0053097871132195,
-0.035757023841142654,
0.04348073899745941,
-0.025052422657608986,
-0.050399016588926315,
0.019455982372164726,
-0.002461034106090665,
-0.015555009245872498,
-0.014579434879124165,
0.008770371787250042,
-0.012369338423013687,
0.07901556044816971,
0.01612034998834133,
0.004630437586456537,
-0.0017886451678350568,
-0.008957043290138245,
0.10415564477443695,
0.059778496623039246,
0.029013270512223244,
-0.10572154074907303,
0.03897304832935333,
-0.013493463397026062,
-0.019185524433851242,
-0.048723917454481125,
0.01089747715741396,
-0.016589734703302383,
0.0049080876633524895,
0.032177336513996124,
0.037587184458971024,
0.004615016747266054,
-0.006264091469347477,
0.052701931446790695,
-0.019681882113218307,
-0.04303111508488655,
0.015470259822905064,
0.010291706770658493,
-0.02658461406826973,
-0.029906651005148888,
-0.02117067016661167,
0.027966994792222977,
-0.015904948115348816,
0.003882819786667824,
-0.032189127057790756,
-0.024733608588576317,
0.024829450994729996,
-0.008123752661049366,
-0.045020002871751785,
0.027711231261491776,
0.048210203647613525,
0.024275340139865875,
-0.027171218767762184,
-0.03013051301240921,
0.06073516979813576,
-0.028550855815410614,
0.0020941374823451042,
-0.005784901324659586,
-0.032644424587488174,
0.02045411430299282,
0.00896797701716423,
-0.0121634965762496,
-0.04262358322739601,
-0.043408893048763275,
-0.04413282871246338,
0.022881628945469856,
0.021411985158920288,
0.0038955053314566612,
-0.009527708403766155,
0.03880772367119789,
-0.014009959995746613,
-0.04454869031906128,
0.007949354127049446,
0.019387682899832726,
0.016202984377741814,
0.005933374632149935,
-0.019059687852859497,
0.00010042537178378552,
0.01913352683186531,
-0.01422432903200388,
0.0063318065367639065,
-0.006010476499795914,
-0.0021203968208283186,
-0.008649797178804874,
-0.05322140455245972,
0.05407309532165527,
-0.010048854164779186,
-0.034892428666353226,
-0.00693749962374568,
-0.026465199887752533,
-0.03302011266350746,
0.021294621750712395,
0.008601072244346142,
0.01812499761581421,
0.012602041475474834,
0.013904486782848835,
-0.05529474839568138,
-0.017158905044198036,
-0.024216419085860252,
0.008248258382081985,
-0.04103117063641548,
-0.027538442984223366,
-0.029061036184430122,
0.01005344744771719,
0.041628651320934296,
0.036823708564043045,
0.026055190712213516,
0.0009470380027778447,
-0.010001128539443016,
0.013666199520230293,
-0.0032811493147164583,
-0.04748710244894028,
-0.013592150993645191,
-0.023128336295485497,
-0.04982146620750427,
-0.024574998766183853,
-0.03108912892639637,
0.05371462181210518,
0.05450773984193802,
-0.01803317666053772,
0.007432982791215181,
0.03682730346918106,
-0.025967517867684364,
0.018048042431473732,
0.015439820475876331,
-0.06398241966962814,
0.018673306331038475,
0.013429923914372921,
-0.004546415992081165,
-0.05733849108219147,
-0.019325248897075653,
-0.015994397923350334,
-0.028480378910899162,
0.014953072182834148,
-0.01939276233315468,
-0.049560703337192535,
-0.008877657353878021,
0.013171255588531494,
0.007182592060416937,
-0.07076413929462433,
-0.01705242693424225,
-0.03639005497097969,
0.00047654678928665817,
-0.039629869163036346,
0.013483557850122452,
0.0015280894003808498,
-0.008312767371535301,
-0.02329838275909424,
0.012507247738540173,
0.06977944076061249,
0.03143635392189026,
0.02869940735399723,
-0.021814502775669098,
0.02939142845571041,
0.008912547491490841,
0.033578988164663315,
-0.02618393301963806,
-0.011712725274264812,
0.018855083733797073,
-0.05484350398182869,
-0.041515011340379715,
0.025709938257932663,
-0.014164261519908905,
0.04181961342692375,
0.005193461664021015,
0.013454255647957325,
-0.035893514752388,
0.0663098618388176,
0.005094849970191717,
-0.027164792641997337,
-0.04906807839870453,
0.0470006950199604,
0.003971620462834835,
0.020742066204547882,
0.023611819371581078,
0.013919652439653873,
-0.0219549760222435,
0.03283021226525307,
0.05687405914068222,
-0.016132937744259834,
0.022039305418729782,
0.0003079781017731875,
-0.027027742937207222,
-0.027602514252066612,
0.013090314343571663,
-0.06250320374965668,
0.04107948765158653,
0.02415025793015957,
-0.01040769275277853,
0.008933893404901028,
-0.0014912982005625963,
0.004004884976893663,
-0.05253946781158447,
-0.0008801348158158362,
-0.03072393126785755,
0.004969480913132429,
0.06272245198488235,
-0.08808215707540512,
0.020765936002135277,
0.05538665130734444,
-0.04322925955057144,
0.014511163346469402,
-0.003280115546658635,
-0.020784178748726845,
-0.024273095652461052,
0.014740422368049622,
0.03065340965986252,
0.06985592097043991,
-0.0005456274375319481,
0.030242454260587692,
0.03984125703573227,
0.04429462179541588,
-0.02174120768904686,
-0.04556591436266899,
-0.01966239884495735,
-0.025001758709549904,
0.020147958770394325,
-0.04518617317080498,
0.03666984662413597,
-0.021063731983304024,
-0.034641291946172714,
0.010931096039712429,
-0.044044166803359985,
0.017256228253245354,
0.033334508538246155,
0.013643172569572926,
0.015995752066373825,
0.02504441700875759,
-0.016164014115929604,
-0.014288432896137238,
0.02149156667292118,
-0.029687609523534775,
-0.006236337125301361,
0.03064035065472126,
-0.038044337183237076,
0.0004572327306959778,
0.015593739226460457,
0.000318184174830094,
-0.022117195650935173,
-0.011830083094537258,
-0.0184905044734478,
-0.007728195283561945,
0.010696401819586754,
0.025121867656707764,
0.0024321696255356073,
-0.03776584938168526,
-0.0013145692646503448,
-0.03986816853284836,
0.02066836692392826,
0.046955425292253494,
0.00945519469678402,
-0.04530634731054306,
0.013722289353609085,
0.007338172290474176,
-0.04055162891745567,
0.0099818529561162,
-0.0227473434060812,
0.02573607861995697,
-0.04603096470236778,
-0.03587901592254639,
0.02306666597723961,
-0.02190374955534935,
-0.004103062674403191,
-0.013653757981956005,
-0.00890217162668705,
0.031984228640794754,
-0.01561889797449112,
-0.015356977470219135,
0.02742771990597248,
-0.010979886166751385,
0.01516185887157917,
-0.03550214320421219,
0.03302525356411934,
-0.0028088586404919624,
-0.021316712722182274,
-0.03516974672675133,
-0.0042451368644833565,
-0.06017852574586868,
0.02821919322013855,
0.03917080909013748,
0.011458516120910645,
0.019487082958221436,
-0.04865515977144241,
0.023016920313239098,
0.002653507050126791,
-0.03830995038151741,
0.0653589516878128,
-0.00799572840332985,
-0.029695142060518265,
-0.0020846643019467592,
-0.03288736939430237,
-0.006470466032624245,
0.022523989900946617,
-0.0016139802755787969,
-0.024803996086120605,
0.010327686555683613,
0.016688905656337738,
-0.007360491901636124,
0.020627496764063835,
-0.03311280533671379,
-0.014621415175497532,
0.01566402241587639,
0.0031003840267658234,
-0.028603345155715942,
0.03304297849535942,
0.0102918092161417,
-0.04702343791723251,
0.023364193737506866,
-0.0298306904733181,
-0.02153954468667507,
0.015769295394420624,
0.0214361771941185,
0.03061431087553501,
-0.05428840592503548,
0.03269345313310623,
0.032538462430238724,
-0.022420722991228104,
0.006722490768879652,
0.025051826611161232,
0.037328146398067474,
0.005485306028276682,
-0.012769242748618126,
0.02984635718166828,
-0.00387965957634151,
-0.007236897945404053,
0.03053111955523491,
0.005213819444179535,
0.03514169529080391,
-0.003797991434112191,
-0.00043097298475913703,
-0.027655409649014473,
-0.025709856301546097,
0.026685798540711403,
-0.006350082810968161,
0.027164971455931664,
-0.027736658230423927,
0.007429346442222595,
0.0024759715888649225,
-0.006537767592817545,
0.012774181552231312,
-0.0006666589761152864,
-0.016739487648010254,
0.06031255051493645,
-0.026689670979976654,
0.008371559903025627,
-0.07165396958589554,
-0.002992841647937894,
-0.04212907329201698,
-0.022640179842710495,
-0.001760034472681582,
-0.013225692324340343,
-0.011123011820018291,
0.04192766174674034,
-0.01246720552444458,
-0.022669818252325058,
0.021511686965823174,
-0.018399512395262718,
0.021744415163993835,
0.0003560880431905389,
0.025032594799995422,
-0.01817469671368599,
-0.004795720335096121,
-0.05152077600359917,
-0.004911831114441156,
0.0433320514857769,
0.04432369023561478,
0.007425298448652029,
-0.03392646834254265,
-0.03389349207282066,
-0.013203655369579792,
0.02388015016913414,
-0.05748039484024048,
-0.04532487690448761,
-0.03496171534061432,
0.01832812838256359,
-0.01939561404287815,
0.030663546174764633
] |
<p>I have time series data for a set of cities that goes back for about 10 years. I also have the data at the state level for almost 30 years. There was an event that occurred about 20 years ago, that is captured in the longer, state level data, but not the city data, that I would like to investigate at the city level. </p>
<p>What I think might be useful is to create some kind of ARIMA model that regresses the state data as an exogenous variable. If I were to do this, how do I use the model to backfill the city data such that it ends at the same point as where the actual city data starts? Is there already a canonical method of doing something like this? Thanks for any help you can give (literature references, R libraries, etc.)</p> | 36,659 | [
-0.0055501386523246765,
-0.009879696182906628,
0.007968666963279247,
0.021652601659297943,
0.0134276133030653,
-0.016644306480884552,
-0.007263595703989267,
-0.0004397110315039754,
0.03326039016246796,
-0.04646329954266548,
0.006681857630610466,
0.042617544531822205,
0.022887442260980606,
0.013583947904407978,
0.04775677248835564,
-0.002231837483122945,
-0.01014766190201044,
-0.009705309756100178,
-0.016714297235012054,
-0.012176435440778732,
-0.0001131096578319557,
-0.011397411115467548,
-0.038474190980196,
-0.0005218998994678259,
-0.01135070901364088,
0.011103146709501743,
0.040324922651052475,
-0.0006696101627312601,
-0.008743174374103546,
0.06737648695707321,
0.012624346651136875,
-0.017918279394507408,
-0.015269391238689423,
0.041107792407274246,
0.022783489897847176,
0.00027508795028552413,
-0.022049302235245705,
-0.04158652946352959,
0.009204470552504063,
0.04424850270152092,
-0.044589631259441376,
-0.011707047000527382,
0.007510012481361628,
0.04587278887629509,
-0.009999801404774189,
0.022714762017130852,
0.010500202886760235,
0.009943044744431973,
0.03737667202949524,
-0.022624531760811806,
0.07858514040708542,
-0.039970967918634415,
0.024430355057120323,
0.038127634674310684,
-0.01988297700881958,
-0.0003045227495022118,
0.07449126243591309,
0.06222080811858177,
0.011449740268290043,
-0.033601392060518265,
-0.02967548370361328,
-0.004274066537618637,
-0.03358399495482445,
-0.028677374124526978,
-0.052904073148965836,
-0.005986772011965513,
-0.012290682643651962,
-0.009085563942790031,
0.016778340563178062,
-0.07362513244152069,
-0.007382656913250685,
-0.011741101741790771,
0.06233704835176468,
-0.018363172188401222,
0.005824042018502951,
-0.04047790542244911,
0.023228224366903305,
-0.03036828339099884,
0.030019864439964294,
0.02047414891421795,
0.018432745710015297,
0.0006608635885640979,
0.05424769967794418,
0.06246476247906685,
0.002728966996073723,
0.021180981770157814,
0.05465245991945267,
-0.056396644562482834,
0.0035845483653247356,
0.06596778333187103,
-0.040904104709625244,
-0.0012645344249904156,
0.043079398572444916,
0.005133780650794506,
-0.05690114200115204,
0.027041131630539894,
-0.023012228310108185,
0.05600890889763832,
-0.010515300557017326,
0.026476290076971054,
-0.011937407776713371,
-0.0350787527859211,
-0.00975157879292965,
0.020661331713199615,
-0.03932209312915802,
0.009489508345723152,
-0.004302019253373146,
-0.024432001635432243,
-0.03205444663763046,
-0.02871023863554001,
-0.06073080003261566,
0.012173065915703773,
-0.0069709960371255875,
-0.013130434788763523,
0.016126709058880806,
0.0017224717885255814,
-0.02374468930065632,
-0.027614472433924675,
0.047017306089401245,
0.06598333269357681,
0.03822224959731102,
-0.028995566070079803,
0.0018511016387492418,
-0.04070928692817688,
-0.04284766688942909,
0.01191750168800354,
-0.02246907539665699,
-0.02807137928903103,
-0.04178664833307266,
0.06467866152524948,
0.012844271957874298,
-0.040652912110090256,
0.02274485118687153,
-0.038613371551036835,
0.08824510127305984,
-0.009033489041030407,
-0.08023137599229813,
-0.010601039044559002,
0.032851193100214005,
0.0015271594747900963,
0.024114176630973816,
-0.058013446629047394,
0.02135644294321537,
-0.016215892508625984,
0.08484009653329849,
0.03966369107365608,
0.008647473528981209,
0.05434565246105194,
0.018377669155597687,
-0.024923037737607956,
0.00234692869707942,
-0.016354583203792572,
-0.004199211951345205,
0.009968118742108345,
-0.01849587820470333,
-0.09102657437324524,
0.008599002845585346,
0.0327170267701149,
-0.019021447747945786,
0.018159525468945503,
0.07010955363512039,
0.02494264580309391,
-0.019072305411100388,
0.028081417083740234,
-0.03399210050702095,
-0.021017204970121384,
0.09218724817037582,
0.020133085548877716,
-0.03282584622502327,
-0.008099023252725601,
-0.003688212251290679,
0.013777979649603367,
0.01204581931233406,
0.04087340086698532,
0.02488163858652115,
-0.021510247141122818,
-0.004004648886620998,
-0.006267214193940163,
-0.039120152592659,
0.02067776396870613,
0.00006692147871945053,
-0.0009504531626589596,
0.011026964522898197,
-0.043969571590423584,
0.013692831620573997,
-0.004119629506021738,
-0.03352532535791397,
-0.021319342777132988,
0.04594013839960098,
-0.05781999230384827,
0.007856194861233234,
-0.055017754435539246,
0.01826179027557373,
-0.027653316035866737,
0.017395690083503723,
0.02254517562687397,
-0.01581324264407158,
0.05854132026433945,
-0.007483190391212702,
-0.02908114343881607,
-0.010986030101776123,
-0.030472764745354652,
0.01675863191485405,
-0.04896596819162369,
0.0048299143090844154,
0.03560424968600273,
0.05400213971734047,
-0.015161796472966671,
0.03322005644440651,
-0.049123652279376984,
-0.020258909091353416,
-0.018010174855589867,
-0.029041865840554237,
-0.008035101927816868,
-0.03883490711450577,
0.0018281597876921296,
0.022331083193421364,
-0.006315594073385,
0.008702279068529606,
0.005524598527699709,
-0.0629042461514473,
0.039815545082092285,
0.06554415822029114,
0.02293999493122101,
-0.012615696527063847,
0.005495300050824881,
0.0336172990500927,
0.04370206966996193,
-0.02549082413315773,
-0.040588900446891785,
-0.04456140473484993,
-0.018506726250052452,
0.017517851665616035,
0.00012241180229466408,
-0.018175767734646797,
0.018502874299883842,
0.0730513408780098,
0.033346641808748245,
0.010142569430172443,
0.05453624948859215,
0.003662443021312356,
0.019997743889689445,
0.002602787921205163,
0.0004587900184560567,
-0.006582873873412609,
0.012163343839347363,
0.028274694457650185,
-0.007205251604318619,
0.008853781037032604,
0.018148837611079216,
-0.00848685298115015,
0.015225999057292938,
0.012880390509963036,
0.034097909927368164,
0.00274173473007977,
-0.053979892283678055,
0.05496862903237343,
-0.025082778185606003,
0.005716376472264528,
0.005407310090959072,
0.015570958144962788,
0.02203507348895073,
-0.010156863369047642,
0.0012646769173443317,
0.01275804452598095,
0.04273687303066254,
-0.025111204013228416,
0.022564267739653587,
0.009138735011219978,
-0.01743164099752903,
0.020726582035422325,
-0.021663935855031013,
-0.013248845003545284,
-0.07846623659133911,
-0.003786189015954733,
0.036872297525405884,
0.035023145377635956,
0.003737040562555194,
-0.008744718506932259,
-0.03304243087768555,
0.0055735427886247635,
-0.03432732820510864,
-0.007271203678101301,
0.023652460426092148,
-0.012027986347675323,
0.04920264706015587,
0.009922402910888195,
0.010479212738573551,
0.027337701991200447,
0.02963826060295105,
0.009644700214266777,
0.03001965768635273,
0.012959021143615246,
-0.019976487383246422,
-0.012765927240252495,
-0.03658555448055267,
-0.005298050586134195,
-0.010658001527190208,
0.006046542897820473,
0.04394649341702461,
0.04896234720945358,
-0.05130281671881676,
0.006035858299583197,
-0.07064100354909897,
0.007581617217510939,
-0.01662641018629074,
0.0013909898698329926,
0.022985033690929413,
-0.0004166395519860089,
0.02964659221470356,
0.020854029804468155,
-0.04622379690408707,
-0.007313903886824846,
-0.08064910024404526,
-0.06091104447841644,
0.0197527427226305,
-0.0014209006913006306,
0.008952483534812927,
0.010040114633738995,
0.005584549158811569,
0.02739677205681801,
0.02724441885948181,
-0.0047279889695346355,
-0.051381394267082214,
-0.018079550936818123,
0.012204107828438282,
-0.026151344180107117,
-0.0045241788029670715,
0.043655820190906525,
-0.01539574284106493,
0.014831616543233395,
0.002412732457742095,
0.05588237941265106,
0.039979707449674606,
0.001305298414081335,
0.01734805852174759,
0.002713422756642103,
0.0017015031771734357,
0.017680136486887932,
0.03467106446623802,
-0.01974024809896946,
-0.018421417102217674,
0.005338187795132399,
-0.02706928551197052,
0.02689278870820999,
0.004438762087374926,
-0.021360794082283974,
-0.006639543920755386,
-0.04189261049032211,
-0.038921695202589035,
-0.03301553055644035,
0.02885906957089901,
-0.005926600191742182,
-0.009403683245182037,
-0.011920043267309666,
0.03220352157950401,
0.04838477075099945,
-0.011854426935315132,
0.004069328308105469,
0.019764220342040062,
0.0463733971118927,
-0.042224232107400894,
-0.022154279053211212,
-0.010931964963674545,
-0.013316475786268711,
0.017825575545430183,
-0.0180735494941473,
-0.0008641040767543018,
0.03411659970879555,
0.01287288311868906,
0.01635582745075226,
-0.01945282518863678,
-0.0362311415374279,
0.0236427653580904,
-0.07655883580446243,
0.03300902619957924,
0.0005358096677809954,
0.04837818443775177,
0.021412506699562073,
0.02400284819304943,
0.016209347173571587,
0.006968323606997728,
0.0353655070066452,
-0.006697551812976599,
-0.05569353699684143,
0.03523389995098114,
0.012487410567700863,
-0.0014420630177482963,
0.008380545303225517,
-0.027039237320423126,
0.029319996014237404,
-0.017793452367186546,
0.015147894620895386,
0.007507901638746262,
-0.021533042192459106,
-0.04870389401912689,
0.007637580391019583,
-0.03262246400117874,
-0.00970005989074707,
-0.0010026698000729084,
-0.016790635883808136,
0.05641507729887962,
-0.020211955532431602,
0.024523695930838585,
0.03396628424525261,
0.024875538423657417,
-0.02191128395497799,
-0.05446724593639374,
0.005446362774819136,
0.04430297017097473,
0.04746929556131363,
0.05874152109026909,
0.022753646597266197,
-0.07988151162862778,
0.0451786071062088,
0.010251853615045547,
0.020447667688131332,
0.029256166890263557,
-0.00842671561986208,
-0.05322841554880142,
-0.017955556511878967,
-0.012496024370193481,
0.0073439572006464005,
0.020075704902410507,
0.02488626353442669,
0.02229824662208557,
0.042863570153713226,
0.04773009940981865,
-0.0602983720600605,
0.018397768959403038,
0.07504763454198837,
0.022987544536590576,
0.028999989852309227,
-0.04471532627940178,
-0.032063476741313934,
0.019440291449427605,
0.016891328617930412,
0.01681312918663025,
-0.04339802637696266,
-0.022981544956564903,
0.0025555191095918417,
0.05972684919834137,
0.008025907911360264,
-0.019973149523139,
0.010287384502589703,
0.03476404398679733,
0.06895575672388077,
0.024134032428264618,
-0.0499466173350811,
0.026086322963237762,
0.02831828035414219,
0.04550023376941681,
0.054552946239709854,
0.04627348110079765,
-0.11809120327234268,
-0.0028366660699248314,
0.03865443542599678,
0.0018190125701949,
-0.02270839735865593,
-0.034255173057317734,
-0.06351500004529953,
-0.03478081524372101,
0.03805665671825409,
-0.008559231646358967,
0.022735847160220146,
-0.0018689456628635526,
0.004864299204200506,
-0.015196274034678936,
-0.059026703238487244,
-0.019829334691166878,
0.026763038709759712,
-0.040733665227890015,
0.05680287256836891,
-0.028341908007860184,
-0.038029033690690994,
-0.05636490136384964,
-0.005199790000915527,
-0.006282031536102295,
0.01907333731651306,
-0.007389036472886801,
-0.027040692046284676,
0.016687147319316864,
0.02576504275202751,
-0.016018114984035492,
-0.03558656573295593,
0.004153395537286997,
-0.0028750342316925526,
-0.015522727742791176,
0.04680933430790901,
0.017731279134750366,
-0.001786529552191496,
0.006247849203646183,
-0.0019353341776877642,
-0.011917206458747387,
0.012310354970395565,
-0.009525776840746403,
0.06400511413812637,
-0.0021739634685218334,
0.004543175920844078,
0.07176565378904343,
0.03450006619095802,
0.03774743154644966,
-0.028649695217609406,
-0.0015014742966741323,
0.03181543946266174,
-0.023908479139208794,
-0.008936121128499508,
-0.020206740126013756,
-0.011662107892334461,
-0.021161597222089767,
0.00713109178468585,
0.02145462855696678,
0.012453606352210045,
-0.02534860372543335,
0.0012032819213345647,
0.02546931989490986,
0.06709547340869904,
-0.03656112030148506,
-0.03382182866334915,
-0.0037710678298026323,
0.028927139937877655,
-0.04572663456201553,
-0.01126912236213684,
-0.015981335192918777,
0.0021144638303667307,
-0.007524993736296892,
0.003679534187540412,
-0.04192241653800011,
0.030961979180574417,
-0.013461065478622913,
-0.06176610291004181,
0.028915246948599815,
-0.02471977099776268,
0.014001486822962761,
-0.017176248133182526,
0.014359699562191963,
0.010029824450612068,
-0.03350572660565376,
0.035498082637786865,
0.02288471907377243,
-0.011902322992682457,
0.0011424330295994878,
-0.05852704867720604,
0.03640991449356079,
0.023815492168068886,
0.040890712291002274,
-0.08280237764120102,
-0.04505959898233414,
0.04013323038816452,
-0.014102385379374027,
-0.04602949321269989,
-0.05428996682167053,
0.018734902143478394,
-0.034881591796875,
-0.026184014976024628,
-0.043719254434108734,
0.03989209234714508,
-0.030457064509391785,
0.002540125511586666,
0.02140803635120392,
0.023291371762752533,
0.05664186179637909,
-0.02449684590101242,
-0.01964247040450573,
0.014888286590576172,
-0.013666074723005295,
-0.017119185999035835,
-0.016881508752703667,
0.029329387471079826,
-0.015802429988980293,
0.03148123249411583,
-0.02833895944058895,
-0.00030985698685981333,
0.03955541178584099,
-0.030341988429427147,
-0.027919847518205643,
0.03310545161366463,
-0.011022407561540604,
0.029589461162686348,
-0.03832031413912773,
-0.0036301552318036556,
-0.024412091821432114,
-0.028005536645650864,
-0.010636769235134125,
-0.005810822360217571,
-0.00016995616897474974,
-0.004994736053049564,
0.03388465195894241,
0.0021874115336686373,
-0.00022226286819204688,
0.015618016943335533,
0.053247321397066116,
-0.003966251853853464,
-0.02275371365249157,
-0.014502491801977158,
0.00814732350409031,
0.03217126056551933,
-0.019038241356611252,
-0.015926677733659744,
0.014896190725266933,
-0.007659293245524168,
-0.06978496164083481,
-0.03551311418414116,
-0.014544742181897163,
0.004464073572307825,
0.06147675961256027,
-0.014503685757517815,
0.027886999770998955,
0.0274429302662611,
0.048161689192056656,
0.022292081266641617,
-0.04944971203804016,
-0.004286366049200296,
0.023614201694726944,
-0.014676031656563282,
0.06332627683877945,
-0.026897339150309563,
0.010651477612555027,
-0.01047312282025814,
0.034215863794088364,
-0.012906673364341259,
0.059086285531520844,
0.028456084430217743,
0.017010103911161423,
0.04160280153155327,
-0.013648326508700848,
-0.021471260115504265,
-0.014130471274256706,
-0.03321615979075432,
0.027542535215616226,
-0.02251947671175003,
-0.023042291402816772,
0.048216670751571655,
0.06595370918512344,
0.0179609302431345,
-0.03330594301223755,
-0.026566093787550926,
-0.06369772553443909,
-0.014634229242801666,
0.013859129510819912,
0.001553701120428741,
0.02763126790523529,
0.03654162958264351,
0.06489452719688416,
0.004771979991346598,
0.00010261243733111769,
-0.03302450850605965,
-0.07371166348457336,
-0.010202092118561268,
-0.051847197115421295,
-0.03642459213733673,
0.027269335463643074,
-0.005108820740133524,
-0.008491616696119308,
0.03106050193309784,
-0.016532529145479202,
-0.010691513307392597,
-0.03402107208967209,
0.00474550761282444,
0.029099291190505028,
0.08810906857252121,
0.007626852486282587,
0.0026316754519939423,
-0.020749010145664215,
0.008135196752846241,
0.10947573184967041,
0.09167270362377167,
0.014030209742486477,
-0.10194092243909836,
-0.006730040535330772,
0.027221346274018288,
0.009375748224556446,
-0.04338458180427551,
0.010179500095546246,
0.01408839225769043,
-0.02229006588459015,
0.04992685467004776,
0.04009918496012688,
-0.008475598879158497,
-0.02365919016301632,
0.07224064320325851,
-0.057030268013477325,
-0.00827278383076191,
-0.00041107163997367024,
0.009663078002631664,
-0.021243134513497353,
-0.009301378391683102,
-0.05669618770480156,
0.0006979077588766813,
-0.008953146636486053,
-0.03457765653729439,
-0.007928171195089817,
-0.007968343794345856,
-0.008358027786016464,
0.0010403721826151013,
-0.0050422861240804195,
0.032674964517354965,
-0.008257605135440826,
0.028218382969498634,
-0.022706706076860428,
-0.019341586157679558,
-0.020267633721232414,
-0.02005242556333542,
0.009995806962251663,
0.014996103011071682,
0.026266874745488167,
0.010295342653989792,
-0.020943358540534973,
-0.02475113980472088,
-0.04186851531267166,
0.0007841523038223386,
-0.046952489763498306,
0.038803718984127045,
-0.03463283181190491,
0.0034194241743534803,
-0.013070794753730297,
0.03285080939531326,
0.007518565747886896,
-0.00420761713758111,
-0.03159186989068985,
0.020379748195409775,
0.03662034869194031,
-0.033425889909267426,
-0.007715834770351648,
-0.01282078679651022,
0.009054313413798809,
0.0042030601762235165,
0.05028342455625534,
0.03641234710812569,
-0.019404664635658264,
0.017482737079262733,
-0.04576841741800308,
0.04467996582388878,
-0.03363034874200821,
-0.01707753911614418,
0.00452935416251421,
0.018605859950184822,
-0.02735491842031479,
-0.0031274009961634874,
0.042657628655433655,
-0.027202166616916656,
0.006201053969562054,
-0.010574180632829666,
0.00672743609175086,
-0.03519956022500992,
0.0394594669342041,
0.011628670617938042,
-0.02411787398159504,
-0.00029417453333735466,
-0.02633599564433098,
0.005174950696527958,
0.028816204518079758,
0.04388730973005295,
0.0031786661129444838,
0.0004654947842936963,
-0.020155105739831924,
0.05129680037498474,
0.02541486546397209,
-0.02840624563395977,
-0.012339468114078045,
-0.026479635387659073,
-0.04397359862923622,
0.028674118220806122,
-0.010366834700107574,
0.04691554605960846,
0.021969633176922798,
0.00863636750727892,
-0.03098743036389351,
0.03158382326364517,
-0.005846931133419275,
0.006478350143879652,
0.0264454185962677,
-0.06645795702934265,
0.010119149461388588,
-0.007429258897900581,
0.012327145785093307,
-0.04219547286629677,
-0.01989915408194065,
0.012559037655591965,
-0.023687046021223068,
0.017081184312701225,
-0.001683984650298953,
-0.04654242470860481,
0.06489430367946625,
-0.04209167882800102,
0.027146026492118835,
-0.03552662581205368,
0.0029903205577284098,
-0.06672810763120651,
-0.020717885345220566,
-0.038460515439510345,
-0.0601358525454998,
-0.015913894400000572,
0.01745479553937912,
-0.009160012938082218,
0.005006453953683376,
0.03626398369669914,
0.01477066706866026,
0.012042392045259476,
0.014166422188282013,
0.0206857081502676,
0.009059282951056957,
0.03878802806138992,
-0.03356507420539856,
-0.03122604265809059,
-0.004562849178910255,
-0.046581581234931946,
-0.036568671464920044,
0.01954793557524681,
-0.008267832919955254,
0.044956713914871216,
0.018522029742598534,
-0.012604206800460815,
0.023098889738321304,
0.028519563376903534,
0.01196063868701458,
-0.015492228791117668,
0.017750604078173637,
0.012374955229461193,
0.02922281250357628,
0.015710100531578064,
0.03951834514737129,
0.015449385158717632,
-0.004270763136446476,
-0.008129405789077282,
0.04286479577422142,
0.00000348927937920962,
-0.0033451642375439405,
0.018319586291909218,
-0.01382110733538866,
-0.029528971761465073,
-0.02592281624674797,
-0.028389979153871536,
0.045995213091373444,
0.048304926604032516,
-0.028251346200704575,
0.0028940315824002028,
0.004189164377748966,
-0.017244283109903336,
-0.03328898549079895,
0.005340083967894316,
0.02965162880718708,
-0.022261517122387886,
0.016627226024866104,
-0.028017757460474968,
0.037919167429208755,
0.0034505128860473633,
-0.036555420607328415,
0.004276657477021217,
0.010158497840166092,
0.032314930111169815,
-0.006552672479301691,
-0.0020769794937223196,
-0.012548706494271755,
0.03653625771403313,
0.03320585936307907,
0.029972223564982414,
0.011666623875498772,
0.025159871205687523,
0.00685080885887146,
-0.013872643932700157,
-0.01883218251168728,
0.0008539286209270358,
0.03418256714940071,
-0.03275436535477638,
0.05354539677500725,
-0.06530199944972992,
-0.012439068406820297,
0.011864524334669113,
-0.036676179617643356,
0.0337570458650589,
0.0005177156999707222,
0.004402273800224066,
-0.02546697109937668,
0.02127724513411522,
0.02303224988281727,
-0.011662155389785767,
0.0019958631601184607,
-0.003614051267504692,
0.014468284323811531,
0.05260009691119194,
-0.06094708293676376,
-0.020202452316880226,
0.011946175247430801,
-0.011856394819915295,
-0.028645796701312065,
-0.00919091235846281,
0.006582522299140692,
-0.0029655795078724623,
0.030478084459900856,
-0.014379577711224556,
-0.01660374365746975,
0.012400995008647442,
0.015983328223228455,
0.0012836595997214317,
-0.045936670154333115,
0.06165379285812378,
-0.011045017279684544,
-0.04934411123394966,
0.005640980787575245,
-0.011334529146552086,
-0.07966744154691696,
0.012579088099300861,
0.002287397626787424,
-0.03413514792919159,
-0.033265598118305206,
0.011376939713954926,
-0.010902093723416328,
-0.029257027432322502,
-0.08126255124807358,
0.01881565898656845,
-0.02187386341392994,
0.029584430158138275,
0.002496495842933655,
0.017723780125379562,
0.05646531283855438,
-0.028140245005488396,
0.0005624606274068356,
-0.07686223834753036,
0.05648775026202202,
0.023239528760313988,
-0.0049913558177649975,
0.012779789045453072,
-0.02301732823252678,
0.004497459623962641,
-0.012785651721060276,
0.072329580783844,
-0.008819558657705784,
0.014945468865334988,
-0.0023597138933837414,
0.053234875202178955,
0.01437230221927166,
-0.01283408422023058,
0.024927401915192604,
-0.0020238435827195644,
-0.0045051719062030315,
0.01734258607029915,
-0.031180890277028084,
-0.008288473822176456,
-0.0015154300490394235,
-0.011242988519370556,
0.01989574171602726,
-0.02857024222612381,
-0.011602655053138733,
0.011348402127623558,
-0.013176539912819862,
-0.0025692780036479235,
-0.007142859976738691,
0.03871040418744087,
0.0433097742497921,
-0.006944696884602308,
0.038170330226421356,
-0.0019547564443200827,
-0.054934073239564896,
0.04793667793273926,
-0.05120180547237396,
-0.031090762466192245,
-0.0057884701527655125,
-0.0016174947377294302,
0.0022315895184874535,
-0.04007471725344658,
-0.007912934757769108,
0.0070764790289103985,
-0.04406622424721718,
0.04901581630110741,
0.03826981782913208,
-0.013483766466379166,
0.018689943477511406,
0.00566913653165102,
0.012998481281101704,
0.008343166671693325,
0.002348023233935237,
0.007337342947721481,
0.01003990788012743,
0.014516972936689854,
-0.0021396055817604065,
-0.02217833697795868,
0.0425824411213398,
0.009093225933611393,
0.005155408754944801,
-0.04685895889997482,
0.04089653864502907,
-0.01077927928417921,
-0.041863251477479935,
0.020202701911330223,
0.027205146849155426,
0.04454689845442772,
0.0023150015622377396,
-0.03082939051091671,
0.034070856869220734,
-0.0016237859381362796,
0.014566337689757347,
-0.014270782470703125,
-0.033529285341501236,
-0.022712215781211853,
0.007031428627669811,
-0.020604588091373444,
0.0245619248598814,
-0.005095297936350107,
-0.00462752440944314,
0.02531612664461136,
-0.0027230342384427786,
0.02573326602578163,
-0.006019264925271273,
0.012875639833509922,
-0.006911002565175295,
-0.0006474022520706058,
-0.015478948131203651,
-0.019849929958581924,
-0.06370565295219421,
-0.04331158846616745,
0.01414860412478447,
0.046791501343250275,
0.025584720075130463,
0.01577107235789299,
-0.014574287459254265,
0.004535800311714411,
0.019314758479595184,
-0.09794740378856659,
-0.0391964390873909,
-0.025255579501390457,
0.004065889865159988,
-0.022745033726096153,
-0.01916481740772724
] |
<p>What is the best out-of-the-box 2-class classifier? Yes, I guess that's the million dollar question, and yes, I'm aware of the <a href="http://www.no-free-lunch.org/">no free lunch theorem</a>, and I've also read the previous questions:</p>
<ul>
<li><a href="http://stats.stackexchange.com/questions/258/poll-what-is-the-best-out-of-the-box-2-class-classifier-for-your-application">Poll: What is the best out-of-the-box 2-class classifier for your application?</a></li>
<li>and <a href="http://stats.stackexchange.com/questions/5987/worst-classifier">Worst classifier</a></li>
</ul>
<p>Still, I'm interested in reading more on the subject.</p>
<p>What is a good source of information that includes a general comparison of the characteristics, advantage, and features of different classifiers?</p> | 48,332 | [
-0.027249835431575775,
-0.0524880550801754,
0.0076597388833761215,
-0.0134718157351017,
0.012631735764443874,
-0.019047079607844353,
0.017483854666352272,
-0.03316110372543335,
0.0379495844244957,
-0.016936764121055603,
0.04565516859292984,
0.049412939697504044,
0.023953396826982498,
0.06121450662612915,
-0.021825771778821945,
-0.01326333824545145,
-0.008718647062778473,
0.006182789336889982,
0.0034377274569123983,
0.006343803368508816,
-0.02156117744743824,
-0.005433409940451384,
0.03555057570338249,
0.00008294350845972076,
-0.05314119532704353,
0.054827552288770676,
0.0036245803348720074,
-0.02758723683655262,
-0.001991917844861746,
0.06472568213939667,
-0.07048642635345459,
0.008541170507669449,
-0.004722178913652897,
0.04733775183558464,
0.04425447806715965,
0.022140877321362495,
-0.002832992235198617,
-0.04261964187026024,
-0.01702878624200821,
0.007290426176041365,
-0.004866475705057383,
-0.031206900253891945,
0.010466719046235085,
0.03276877850294113,
-0.009939607232809067,
0.015544550493359566,
-0.04007018730044365,
-0.025740567594766617,
-0.01181078888475895,
-0.06695041805505753,
0.05004417151212692,
-0.009348719380795956,
0.025180073454976082,
0.04683052375912666,
-0.022337371483445168,
-0.06114668771624565,
0.02129393443465233,
0.08553232997655869,
-0.026470569893717766,
-0.044266227632761,
0.005924994591623545,
0.007158117834478617,
-0.006796864327043295,
-0.019575132057070732,
-0.03912912681698799,
0.045200131833553314,
0.011004977859556675,
-0.026926599442958832,
0.01717325858771801,
-0.013587693683803082,
0.02651464007794857,
-0.043171320110559464,
0.0202912800014019,
0.015627261251211166,
0.020357778295874596,
-0.0324871763586998,
-0.00014201189333107322,
0.045212794095277786,
0.034143492579460144,
0.0482470877468586,
-0.0066695366986095905,
-0.014060386456549168,
0.038841888308525085,
0.02711343578994274,
0.039302460849285126,
-0.0188455693423748,
0.09536626935005188,
-0.0006288511212915182,
-0.007033568806946278,
0.024657465517520905,
0.010961047373712063,
-0.00675320066511631,
0.055174533277750015,
-0.013119954615831375,
-0.03218412399291992,
0.022397585213184357,
-0.02305017039179802,
0.02202591672539711,
0.03175796940922737,
-0.045828677713871,
0.008752374909818172,
-0.017920101061463356,
0.011965814046561718,
0.07564522325992584,
-0.02834775112569332,
-0.009545175358653069,
-0.028301771730184555,
-0.026865815743803978,
-0.044368546456098557,
0.004652719013392925,
-0.013932294212281704,
0.024389300495386124,
-0.01838020235300064,
0.017652073875069618,
0.03148600086569786,
-0.025665434077382088,
0.006808432750403881,
0.006659424863755703,
0.0021781029645353556,
0.06769300997257233,
0.04315381124615669,
-0.038975320756435394,
0.002067712601274252,
-0.043452195823192596,
-0.015390899032354355,
0.01598428748548031,
0.025845825672149658,
-0.001883571152575314,
-0.04515306279063225,
0.03643262758851051,
-0.016570735722780228,
-0.01205033715814352,
0.011057540774345398,
0.00682061817497015,
-0.02576608955860138,
0.012625733390450478,
-0.10402944684028625,
-0.059366583824157715,
0.03509782999753952,
-0.023433515802025795,
-0.005952989216893911,
-0.07169802486896515,
-0.020893365144729614,
0.03331197053194046,
0.03006349876523018,
0.028395971283316612,
0.036976754665374756,
0.027439754456281662,
0.034350309520959854,
-0.014697444625198841,
-0.04257746413350105,
0.013498181477189064,
-0.01668310910463333,
-0.00687542324885726,
-0.013266928493976593,
-0.04861150309443474,
0.015558835119009018,
-0.0009165803785435855,
-0.009860355406999588,
-0.008353237994015217,
0.020577093586325645,
0.02640681155025959,
-0.012993804179131985,
-0.027262551710009575,
0.0007787845097482204,
0.01577680930495262,
0.07666824758052826,
0.026411166414618492,
0.05504327639937401,
0.013981318101286888,
-0.032128751277923584,
0.035028308629989624,
0.041295140981674194,
0.021218255162239075,
0.023542100563645363,
-0.006769925355911255,
-0.03601350262761116,
-0.04705990478396416,
0.028245050460100174,
-0.019464125856757164,
-0.02383238635957241,
-0.033481940627098083,
-0.026122137904167175,
-0.007315272465348244,
-0.0076738325878977776,
0.06093824282288551,
0.02280893363058567,
-0.011292374692857265,
0.051996465772390366,
-0.04119665548205376,
-0.05015164986252785,
-0.07009435445070267,
0.005946626421064138,
-0.003988899290561676,
-0.018628573045134544,
0.03951585665345192,
0.02402782253921032,
-0.017369523644447327,
-0.019150283187627792,
-0.01097871083766222,
-0.05541529506444931,
0.04394295811653137,
0.03733331710100174,
-0.03375759720802307,
0.0100804902613163,
0.052515916526317596,
0.01687190681695938,
-0.035390838980674744,
0.0002515246451366693,
-0.046460092067718506,
-0.09454613924026489,
0.009253231808543205,
-0.023053178563714027,
0.0198817141354084,
-0.025106336921453476,
-0.010268595069646835,
0.018586521968245506,
0.014722517691552639,
-0.042154476046562195,
0.006131804548203945,
-0.05188373848795891,
0.044045574963092804,
0.03571188077330589,
0.018896734341979027,
0.022242100909352303,
-0.0026964296121150255,
-0.01817544363439083,
0.025392061099410057,
-0.010516108945012093,
0.0409543551504612,
-0.054338209331035614,
-0.01411337498575449,
0.07189355045557022,
0.025081709027290344,
-0.03456229344010353,
0.04405088722705841,
0.0029690179508179426,
0.019101742655038834,
-0.024522967636585236,
0.015018877573311329,
-0.027724752202630043,
-0.012480553239583969,
0.01650368422269821,
0.029941145330667496,
0.007514352444559336,
-0.00596297811716795,
0.028095543384552002,
0.0017744284123182297,
0.017152495682239532,
0.03653660789132118,
-0.006082888226956129,
0.07665083557367325,
0.01754525676369667,
-0.04162878915667534,
-0.016177687793970108,
-0.022232789546251297,
0.01546915341168642,
-0.015472471714019775,
0.0008395054610446095,
0.0544368214905262,
0.02689443714916706,
-0.0004078547062817961,
-0.002916438039392233,
-0.03240962699055672,
0.017909223213791847,
0.04257271811366081,
-0.009942094795405865,
0.015626361593604088,
0.03839913383126259,
-0.04936491325497627,
0.019859563559293747,
-0.004582361783832312,
-0.0126111451536417,
-0.06397661566734314,
0.019401442259550095,
0.010610108263790607,
-0.0060891942121088505,
0.007173581980168819,
0.007936397567391396,
-0.011301822029054165,
0.016819294542074203,
-0.025120653212070465,
0.017680803313851357,
-0.001822225982323289,
-0.05203831568360329,
-0.0006757483351975679,
-0.015623816289007664,
-0.016195937991142273,
0.06475595384836197,
0.03266335278749466,
-0.0019673339556902647,
0.015264722518622875,
0.0019335452234372497,
-0.0704108253121376,
-0.04506497457623482,
-0.040609825402498245,
0.033697083592414856,
-0.025191064924001694,
-0.05817098543047905,
0.006054283585399389,
-0.020946141332387924,
-0.0547339990735054,
0.01611950621008873,
-0.02448137477040291,
-0.03791589289903641,
-0.0139140784740448,
0.004375657066702843,
0.046853773295879364,
-0.004461521748453379,
-0.044890228658914566,
0.037432711571455,
0.01095533650368452,
0.03132286295294762,
-0.07330941408872604,
-0.07658663392066956,
0.013108821585774422,
-0.015863599255681038,
0.018404869362711906,
0.004807972349226475,
-0.013325029984116554,
0.045212272554636,
0.034791622310876846,
-0.03313342109322548,
-0.027523895725607872,
-0.021962320432066917,
-0.006230946630239487,
-0.04953347519040108,
0.01064821146428585,
0.00567593751475215,
0.005181730259209871,
0.003365131327882409,
-0.018648002296686172,
0.027405474334955215,
0.05177771672606468,
-0.010177385061979294,
0.0026824516244232655,
0.012930733151733875,
0.002000712091103196,
-0.027665043249726295,
0.054393451660871506,
0.05385212600231171,
-0.047538407146930695,
0.03921470418572426,
-0.020397989079356194,
0.004234847612679005,
0.015553134493529797,
-0.04146822914481163,
0.004003817215561867,
0.001610901323147118,
0.011737393215298653,
-0.03501756116747856,
0.028234515339136124,
0.0014422731474041939,
-0.03937724605202675,
-0.03200430050492287,
-0.0010071652941405773,
0.03408612310886383,
-0.019263461232185364,
-0.0033092861995100975,
0.056589074432849884,
0.06938610225915909,
0.008250628598034382,
0.012994017452001572,
-0.01895716041326523,
0.0050811320543289185,
0.017722798511385918,
0.0004477509355638176,
0.01919388771057129,
0.031326014548540115,
0.0327644869685173,
0.026708267629146576,
0.04117194190621376,
-0.03734677657485008,
0.005649952217936516,
-0.07695824652910233,
-0.010280854068696499,
-0.07666764408349991,
0.07242340594530106,
-0.008760852739214897,
-0.0058659715577960014,
-0.01862700656056404,
-0.0027493301313370466,
0.01179203949868679,
0.009692370891571045,
-0.05908215790987015,
0.01740354485809803,
-0.03160848841071129,
0.016404323279857635,
-0.012868011370301247,
-0.002736999886110425,
0.015181629918515682,
-0.026880940422415733,
0.022082805633544922,
-0.03209611028432846,
0.03079989179968834,
-0.032150231301784515,
0.018254581838846207,
-0.02477903477847576,
0.01822091080248356,
0.0017765846569091082,
0.0015441736904904246,
-0.02235237881541252,
-0.006029399577528238,
0.036278218030929565,
0.0212235264480114,
-0.01161995716392994,
-0.008739477954804897,
0.040519580245018005,
-0.00011790150892920792,
-0.030474774539470673,
0.015128839761018753,
-0.006662418600171804,
0.012160753831267357,
-0.03147274628281593,
0.03302045539021492,
0.00011071520566474646,
0.0389668308198452,
-0.0004037657054141164,
0.004865897353738546,
-0.023237071931362152,
-0.03412206470966339,
-0.03771641105413437,
-0.004751772619783878,
0.03436138480901718,
0.010436435230076313,
0.0008879808592610061,
0.055292196571826935,
0.035833947360515594,
-0.03643738105893135,
0.01789853163063526,
0.07601433247327805,
-0.0230354443192482,
0.0091164605692029,
0.004500513896346092,
-0.005073574837297201,
0.0037747786846011877,
-0.010198818519711494,
0.01790374144911766,
0.012669983319938183,
-0.011902255937457085,
-0.014401544816792011,
0.012412519194185734,
-0.032051246613264084,
-0.03192320838570595,
0.011084675788879395,
-0.0212982390075922,
0.028132768347859383,
0.00142294866964221,
0.0011571783106774092,
-0.028022807091474533,
0.048889659345149994,
0.06327211856842041,
0.02079693414270878,
-0.0078482860699296,
-0.07459750026464462,
-0.016618160530924797,
0.06483142077922821,
0.05168928578495979,
-0.03601284697651863,
-0.020264461636543274,
-0.03611691668629646,
-0.027637116611003876,
0.013886073604226112,
-0.03152528405189514,
0.04227183759212494,
-0.012994358316063881,
-0.014008904807269573,
-0.03335892781615257,
0.009924021549522877,
-0.03560579568147659,
0.0013450992992147803,
-0.00834894459694624,
0.0393105186522007,
-0.009858152829110622,
-0.010376833379268646,
-0.05109770968556404,
0.02931719459593296,
0.02133827842772007,
0.08353207260370255,
-0.052836738526821136,
-0.006399696692824364,
0.004859863314777613,
0.007368418388068676,
-0.03358236327767372,
-0.043638020753860474,
-0.014983066357672215,
0.014591694809496403,
-0.048467837274074554,
0.016194039955735207,
-0.022238612174987793,
-0.050198353826999664,
0.01783999428153038,
0.0033554602414369583,
-0.025833433493971825,
-0.007244776003062725,
-0.01633458212018013,
-0.011087627150118351,
0.056743744760751724,
0.050688885152339935,
0.032969601452350616,
0.04275660961866379,
0.011480034328997135,
0.022542139515280724,
-0.03292930871248245,
0.023164598271250725,
-0.022801894694566727,
-0.03244885057210922,
-0.027119411155581474,
-0.024803481996059418,
-0.06816563010215759,
0.0025769418571144342,
0.02619950845837593,
0.060053881257772446,
-0.0341031439602375,
-0.048487596213817596,
-0.01006824616342783,
0.0200604647397995,
0.004839457105845213,
-0.007966756820678711,
-0.012894406914710999,
0.02352571114897728,
-0.0016523018712177873,
0.0018839475233107805,
0.03045954369008541,
-0.026950828731060028,
0.02513018436729908,
0.055405136197805405,
-0.04876105859875679,
0.026793938130140305,
-0.0540350116789341,
0.01243263017386198,
0.0016026918310672045,
-0.007834771648049355,
0.08233185112476349,
0.026957010850310326,
0.03485793247818947,
0.020740367472171783,
-0.03708692267537117,
-0.036133065819740295,
0.022689208388328552,
0.02546071819961071,
0.03775928169488907,
-0.020734110847115517,
0.054020948708057404,
0.0008525939774699509,
-0.026814540848135948,
-0.051682211458683014,
-0.019171420484781265,
0.0030019099358469248,
0.005257521290332079,
-0.02655717171728611,
-0.024556729942560196,
0.04750576242804527,
-0.012877104803919792,
-0.018923159688711166,
-0.025160718709230423,
0.057139333337545395,
-0.0029665203765034676,
-0.035397641360759735,
0.022493703290820122,
0.018579626455903053,
0.06971803307533264,
0.04028169438242912,
-0.017627350986003876,
0.007216185797005892,
0.004370978567749262,
-0.020715784281492233,
0.018974872305989265,
0.06059662997722626,
-0.030621711164712906,
-0.020592018961906433,
-0.008907263167202473,
0.0033647974487394094,
0.023365337401628494,
-0.004142262041568756,
0.005754597019404173,
0.027434656396508217,
-0.01899935118854046,
-0.01635688915848732,
-0.009029348380863667,
-0.0036927792243659496,
-0.018030857667326927,
0.004293348174542189,
-0.004308204632252455,
0.014079352840781212,
-0.020536553114652634,
-0.02775641344487667,
-0.020048130303621292,
0.00607423298060894,
-0.009841224178671837,
0.004654822871088982,
0.016628354787826538,
-0.043413762003183365,
0.028298020362854004,
0.031459614634513855,
-0.06827706098556519,
0.03965480998158455,
0.030369523912668228,
0.02574331685900688,
0.0030392117332667112,
0.04278186708688736,
-0.0258047915995121,
-0.01917465217411518,
-0.02518431283533573,
-0.019356925040483475,
0.05124073475599289,
-0.012885631062090397,
0.04011130332946777,
0.036911483854055405,
0.02720755897462368,
-0.009993162006139755,
-0.025409094989299774,
0.0021946781780570745,
-0.011367014609277248,
0.021343329921364784,
0.03646479919552803,
0.0045306263491511345,
0.022237282246351242,
0.040847115218639374,
-0.00048599191359244287,
0.04082532599568367,
-0.010109582915902138,
0.026427537202835083,
0.036901816725730896,
0.04137623682618141,
-0.0582573227584362,
-0.05369117856025696,
0.021276749670505524,
-0.04509318619966507,
-0.008861388079822063,
0.021039368584752083,
-0.04393940418958664,
0.03683885186910629,
0.0023328668903559446,
-0.0028700826223939657,
-0.032490115612745285,
0.02730150893330574,
-0.05813775956630707,
0.029775923117995262,
0.015959611162543297,
-0.03243991360068321,
0.017006998881697655,
-0.005487627815455198,
0.03161666914820671,
-0.007483868394047022,
0.0230092890560627,
-0.021453749388456345,
-0.10629506409168243,
-0.013843185268342495,
-0.007974635809659958,
-0.06757906079292297,
-0.0007628480670973659,
0.027855515480041504,
-0.034572891891002655,
0.029214855283498764,
-0.016643129289150238,
-0.003275900613516569,
0.026202542707324028,
0.048003990203142166,
-0.024363381788134575,
0.05126268044114113,
-0.03822711855173111,
0.0052312142215669155,
-0.003844568971544504,
-0.04033590853214264,
0.13971197605133057,
0.02896525338292122,
0.04492988809943199,
-0.06142621114850044,
0.030530409887433052,
0.016139769926667213,
0.01331678219139576,
-0.03984496742486954,
0.004604491870850325,
0.030174046754837036,
0.006561000365763903,
0.030528556555509567,
-0.00853133387863636,
0.023552557453513145,
-0.021751802414655685,
0.027420401573181152,
-0.02483535185456276,
-0.014270889572799206,
0.03691480681300163,
0.03496082127094269,
0.004877390805631876,
-0.012427859008312225,
-0.027140537276864052,
0.014096537604928017,
0.0023682352621108294,
0.02731577306985855,
-0.0034931290429085493,
-0.044849198311567307,
0.021651409566402435,
-0.007868346758186817,
-0.02967097796499729,
-0.03590049594640732,
0.0035694201942533255,
-0.012382952496409416,
0.009411325678229332,
0.00040638414793647826,
0.004482314921915531,
-0.039045948535203934,
0.018670162186026573,
0.03452286869287491,
0.056813061237335205,
-0.030751226469874382,
0.023029323667287827,
0.00789656862616539,
-0.08033663034439087,
0.01818796433508396,
-0.05284016206860542,
0.026543857529759407,
-0.010767334140837193,
-0.003467338625341654,
-0.026227688416838646,
-0.01497656386345625,
-0.00442303204908967,
-0.03721889480948448,
-0.027752317488193512,
0.01890517584979534,
0.040336329489946365,
-0.013969183899462223,
-0.039714962244033813,
-0.04129574075341225,
0.06559929996728897,
-0.026357723399996758,
0.014633151702582836,
-0.012363968417048454,
-0.01452779583632946,
-0.013510864228010178,
0.018029391765594482,
0.018405981361865997,
0.03513899818062782,
0.043400928378105164,
0.004682966973632574,
-0.04615379124879837,
-0.07376431673765182,
-0.011170406825840473,
-0.0022401995956897736,
0.013967660255730152,
0.04038693383336067,
0.00006996618321863934,
-0.01090152096003294,
-0.023693831637501717,
-0.036907464265823364,
-0.01216314546763897,
-0.03574925288558006,
0.053378406912088394,
-0.04219283536076546,
-0.01534564420580864,
-0.001799173653125763,
-0.013250741176307201,
0.058069683611392975,
0.05702747404575348,
0.02452077530324459,
0.02487381361424923,
-0.008160974830389023,
-0.056104037910699844,
0.0017188795609399676,
0.002848060568794608,
-0.01987900398671627,
0.0021674102172255516,
-0.0012685961555689573,
0.05699948966503143,
0.007226945366710424,
0.050065841525793076,
0.0014680459862574935,
-0.007447387557476759,
-0.004402691498398781,
0.009883144870400429,
0.03629137948155403,
-0.028537558391690254,
-0.03375362977385521,
0.006029728800058365,
0.010060898959636688,
-0.02423466555774212,
-0.03607132285833359,
-0.03149212896823883,
-0.03554258123040199,
0.032753270119428635,
0.027955928817391396,
-0.044259581714868546,
-0.002617819467559457,
-0.0336962454020977,
0.03199043124914169,
-0.023704998195171356,
-0.006013969890773296,
-0.039424747228622437,
-0.03467704728245735,
-0.03199988231062889,
-0.025722686201334,
0.009574871510267258,
0.03785553574562073,
-0.012325526215136051,
-0.008763144724071026,
0.04944584146142006,
0.01175770629197359,
-0.0110328895971179,
0.04054061323404312,
-0.004498273134231567,
-0.029228143393993378,
0.048884157091379166,
-0.04444757103919983,
0.018451927229762077,
0.05707070603966713,
-0.03468415141105652,
0.004107556771486998,
0.016233311966061592,
-0.033458411693573,
0.0011741669150069356,
0.015654059126973152,
-0.022147079929709435,
0.021625010296702385,
0.025100531056523323,
-0.048566803336143494,
-0.02147221565246582,
-0.02166658453643322,
0.014758052304387093,
0.017550772055983543,
0.010162487626075745,
0.0022994279861450195,
-0.015395566821098328,
-0.040657319128513336,
0.0387917160987854,
0.02407301589846611,
0.02021276019513607,
-0.02214481122791767,
0.004626301117241383,
0.0057931821793317795,
0.01641574688255787,
-0.015233046375215054,
0.018330276012420654,
0.024242224171757698,
0.025865914300084114,
-0.02683229371905327,
0.041302118450403214,
-0.02429799735546112,
0.004282946232706308,
-0.08186947554349899,
-0.0004559429653454572,
0.007758178748190403,
0.02772822044789791,
0.0387585423886776,
-0.04690536856651306,
0.01588798128068447,
0.03876367211341858,
-0.03215768188238144,
0.023051884025335312,
0.011425319127738476,
-0.005556232761591673,
-0.019060641527175903,
-0.006208194885402918,
-0.031935982406139374,
0.003679896704852581,
0.013940943405032158,
-0.0034804565366357565,
0.019713228568434715,
0.04080624133348465,
-0.035459764301776886,
-0.02668852172791958,
0.0002662699844222516,
0.016041187569499016,
-0.031146664172410965,
-0.03895892947912216,
0.006666144356131554,
-0.008118205703794956,
-0.0038959078956395388,
0.04290377348661423,
0.011601769365370274,
0.03353596106171608,
0.04925532639026642,
-0.004064582288265228,
-0.002408751519396901,
0.01758667826652527,
0.05000296235084534,
-0.027515478432178497,
-0.038254112005233765,
0.02436845377087593,
0.0043714698404073715,
0.041946373879909515,
0.007310662418603897,
0.03218851238489151,
0.0028204566333442926,
0.024807564914226532,
-0.03803538158535957,
0.027347223833203316,
-0.05167023092508316,
0.0025735509116202593,
0.005918517708778381,
-0.025707898661494255,
0.005813427735120058,
0.01935420371592045,
-0.012106616050004959,
-0.003137174528092146,
0.00625596335157752,
0.03756975382566452,
0.005561287049204111,
-0.02269323356449604,
0.026146529242396355,
-0.030874600633978844,
-0.029518049210309982,
-0.0019033373100683093,
-0.004752877168357372,
0.007143490016460419,
-0.035309188067913055,
-0.0040153865702450275,
0.02226107381284237,
0.004594543948769569,
-0.015753602609038353,
-0.02619675174355507,
0.005680943839251995,
0.034294549375772476,
-0.010717115364968777,
0.014364057220518589,
0.04081494361162186,
0.011501884087920189,
-0.00265995180234313,
-0.07224253565073013,
0.056019656360149384,
0.020335175096988678,
0.001818923861719668,
-0.0067102909088134766,
-0.005656046327203512,
-0.0394633486866951,
0.0015162797644734383,
0.05765741318464279,
-0.008847406134009361,
0.029506003484129906,
-0.050141591578722,
0.0237602386623621,
0.010593228042125702,
-0.03411264345049858,
0.03408055007457733,
-0.0012837144313380122,
-0.044495146721601486,
-0.012635352090001106,
-0.009725837036967278,
-0.005075014196336269,
0.010470308363437653,
0.05502146854996681,
0.00010564125113887712,
0.017665714025497437,
0.020786885172128677,
0.0017174443928524852,
0.037338439375162125,
-0.026123184710741043,
0.022690050303936005,
0.05805006995797157,
-0.025243572890758514,
0.028650779277086258,
0.01463653240352869,
-0.012267730198800564,
-0.0018652558792382479,
0.028908979147672653,
-0.020677782595157623,
-0.030814001336693764,
-0.048478446900844574,
0.011701829731464386,
0.0016122511588037014,
-0.07446245849132538,
0.010254639200866222,
0.029133833944797516,
0.018741179257631302,
-0.0014253502013161778,
0.03133542835712433,
0.021147293969988823,
0.031122220680117607,
0.015547766350209713,
0.05397972837090492,
-0.011459283530712128,
-0.014666017144918442,
0.00021318304061423987,
-0.0047227079048752785,
0.025288479402661324,
0.0043031396344304085,
0.022609278559684753,
0.050028350204229355,
-0.001068343291990459,
0.036451417952775955,
-0.020874634385108948,
0.024015599861741066,
-0.042549025267362595,
-0.03325406461954117,
0.021842271089553833,
0.00028621600358746946,
0.013725466094911098,
0.011711630038917065,
-0.020442286506295204,
0.06036180630326271,
-0.01718878746032715,
-0.014564725570380688,
-0.030900273472070694,
-0.0023936862125992775,
-0.023149199783802032,
-0.03673939034342766,
-0.004797914065420628,
0.029769334942102432,
0.02656758390367031,
0.02721388079226017,
0.011701877228915691,
0.014398948289453983,
0.03503849729895592,
-0.02457490749657154,
0.05316702648997307,
-0.012691044248640537,
0.008981783874332905,
-0.03845028206706047,
-0.002147085266187787,
-0.015946701169013977,
-0.029060568660497665,
-0.017743194475769997,
0.07575737684965134,
0.019370103254914284,
-0.030376214534044266,
-0.006182914599776268,
-0.004341817926615477,
0.023378340527415276,
-0.051047854125499725,
0.019023317843675613,
-0.08881611377000809,
0.0076127429492771626,
0.013739070855081081,
-0.033181868493556976
] |
<p>When estimating the confidence interval of mean, I think both the bootstrap t method and the nonparametric bootstrap method can apply, but the former requires a little more computation. </p>
<p>I wonder what the advantages and disadvantages of bootstrap t over the normal nonparametric bootstrap are? Why? </p>
<p>Are there some references for explaining this?</p> | 74,036 | [
-0.006165835075080395,
-0.01712324284017086,
0.0038175664376467466,
-0.014589161612093449,
0.0215117409825325,
0.02337389625608921,
-0.00013478289474733174,
-0.018539542332291603,
0.02470419928431511,
-0.004607781767845154,
0.03371176868677139,
0.042827945202589035,
0.010542255826294422,
0.02884361706674099,
-0.01255270466208458,
-0.014463845640420914,
-0.0084354467689991,
-0.02342092990875244,
-0.013222306966781616,
-0.007536976598203182,
-0.01577676460146904,
0.05971963331103325,
-0.022842491045594215,
-0.03677309304475784,
0.013730861246585846,
0.026363827288150787,
0.010041986592113972,
0.005404084920883179,
0.01232018880546093,
0.09061399102210999,
-0.06250618398189545,
-0.025253988802433014,
-0.003947050776332617,
0.0702306255698204,
-0.021720480173826218,
-0.02928192913532257,
-0.043431252241134644,
-0.05302425101399422,
0.006474139168858528,
0.024498527869582176,
-0.05781402438879013,
-0.009688641875982285,
-0.006511859130114317,
0.02154134400188923,
0.01595429889857769,
0.05209602788090706,
-0.01844264566898346,
-0.05432739853858948,
0.012668348848819733,
-0.03525521978735924,
0.03203602507710457,
-0.005693887360394001,
0.023107856512069702,
0.022481471300125122,
-0.015902848914265633,
0.00979763362556696,
0.004615004640072584,
0.04712705314159393,
-0.018191326409578323,
-0.0649925246834755,
0.012678603641688824,
-0.04468782991170883,
0.02813558094203472,
-0.013153833337128162,
-0.016966452822089195,
0.023800397291779518,
0.0026163370348513126,
-0.006804640404880047,
0.013485250994563103,
-0.001483779400587082,
0.022374475374817848,
0.006493739318102598,
0.0455368235707283,
-0.008682792074978352,
-0.00822437833994627,
-0.03751986101269722,
0.011935265734791756,
0.0013857966987416148,
0.08195431530475616,
0.06202666461467743,
0.03845351189374924,
0.00989171676337719,
0.04853295534849167,
0.03427280858159065,
0.010325641371309757,
-0.0032793330028653145,
0.05832448601722717,
-0.017693154513835907,
0.013734180480241776,
0.06011802703142166,
-0.03586892783641815,
-0.006969434209167957,
0.04793918505311012,
-0.02160143479704857,
-0.033110231161117554,
0.048180315643548965,
-0.007926428690552711,
0.02678864076733589,
0.016991881653666496,
-0.009237794205546379,
0.0089229391887784,
-0.012266364879906178,
0.05278359726071358,
0.06813289225101471,
0.015828967094421387,
-0.013667765073478222,
-0.05242881923913956,
-0.0002887228038161993,
0.0024355717469006777,
-0.015272448770701885,
-0.02846192754805088,
0.010342555120587349,
0.005694752559065819,
0.021958688274025917,
0.04916675388813019,
0.015382389537990093,
0.011812577955424786,
-0.03641495853662491,
0.04173716902732849,
0.043504491448402405,
0.02572965808212757,
-0.011225205846130848,
0.0040068794041872025,
-0.026440473273396492,
-0.04451336711645126,
0.02435045689344406,
0.025335561484098434,
-0.008501908741891384,
-0.006261435337364674,
0.044250961393117905,
-0.009897087700664997,
-0.01954982802271843,
0.04707731306552887,
0.01585402712225914,
0.03149084001779556,
-0.023687507957220078,
-0.06859534978866577,
-0.07179073989391327,
0.028184175491333008,
0.012874354608356953,
0.00967963133007288,
-0.0381561741232872,
0.002382155740633607,
0.028806382790207863,
0.015632404014468193,
0.01859724521636963,
0.028314528986811638,
0.0007089014397934079,
0.03912131488323212,
0.0054215192794799805,
-0.05421874299645424,
-0.018396848812699318,
0.018212752416729927,
0.003441946115344763,
0.004071083851158619,
-0.0957733541727066,
0.03934434801340103,
0.001075630309060216,
-0.005233784671872854,
-0.030191075056791306,
0.024673977866768837,
-0.007544907741248608,
-0.0193648561835289,
-0.004809512756764889,
0.01769666001200676,
0.0024705331306904554,
0.06259413808584213,
-0.03172449767589569,
0.041676152497529984,
-0.015780134126544,
-0.003941070754081011,
0.026951290667057037,
0.022230299189686775,
0.022498834878206253,
0.05733202397823334,
-0.04805970937013626,
-0.03920372575521469,
-0.02229790762066841,
0.015375622548162937,
-0.01320593897253275,
-0.014572003856301308,
0.014383695088326931,
-0.010065515525639057,
0.017854180186986923,
0.01588428020477295,
0.02280937135219574,
0.022346628829836845,
-0.01387083437293768,
0.049000486731529236,
-0.03433884680271149,
-0.02392485924065113,
-0.0794588252902031,
0.0036246166564524174,
-0.01005337480455637,
-0.005957190413028002,
0.020113520324230194,
0.0052757239900529385,
0.0020299034658819437,
-0.012002982199192047,
-0.013699602335691452,
0.0005887873703613877,
-0.00649498775601387,
0.02698688767850399,
-0.07510369271039963,
0.029734022915363312,
0.05506069213151932,
0.0482713021337986,
-0.02809789963066578,
0.035913001745939255,
-0.04391036182641983,
-0.060391589999198914,
-0.005819749087095261,
-0.04545266926288605,
-0.0041908277198672295,
-0.022490432485938072,
-0.03640219569206238,
0.01527111791074276,
-0.004130934365093708,
-0.044643502682447433,
0.033977948129177094,
-0.047669339925050735,
0.04651274159550667,
0.04204913228750229,
0.030211161822080612,
-0.027908291667699814,
-0.003318128641694784,
0.02534474804997444,
0.0018754244083538651,
-0.009481752291321754,
0.007271377369761467,
-0.058761075139045715,
-0.015872875228524208,
0.02865409106016159,
0.02924252301454544,
-0.039187293499708176,
0.02496482990682125,
0.06829483062028885,
-0.004118018783628941,
0.005484156776219606,
0.018004950135946274,
0.0023294135462492704,
-0.039064086973667145,
0.0065063959918916225,
0.048619672656059265,
0.046172793954610825,
-0.014652320183813572,
0.006531659979373217,
0.00601881043985486,
0.03387519344687462,
0.0292073842138052,
-0.023399248719215393,
0.02860628440976143,
0.014427698217332363,
-0.011578695848584175,
0.0007713650702498853,
-0.057646241039037704,
0.046304021030664444,
-0.06373166292905807,
-0.002601193031296134,
0.02152281627058983,
-0.020876802504062653,
0.02423379383981228,
0.0077655017375946045,
-0.011589039117097855,
0.040573857724666595,
0.047650326043367386,
-0.02026481367647648,
0.01078417431563139,
0.021357929334044456,
-0.011384776793420315,
-0.01019616425037384,
-0.0397329218685627,
-0.033731404691934586,
-0.04660060256719589,
-0.014865926466882229,
0.0036549351643770933,
-0.04354545846581459,
0.05001425743103027,
-0.011548341251909733,
-0.007218390237540007,
-0.004830519203096628,
-0.021839739754796028,
-0.004993426147848368,
-0.0025993678718805313,
-0.05517572537064552,
-0.010048776865005493,
-0.002903120592236519,
-0.03851519897580147,
0.012037333101034164,
-0.013342835940420628,
-0.0006291560712270439,
-0.005660303868353367,
0.0031401629094034433,
-0.03747127950191498,
-0.01190363708883524,
-0.005829615984112024,
0.006478616036474705,
-0.013463173061609268,
-0.02439763769507408,
0.03452783077955246,
0.01640581153333187,
-0.049837417900562286,
0.06408389657735825,
-0.03604207932949066,
-0.04956309124827385,
-0.06063714623451233,
0.05097297206521034,
0.0011583659797906876,
-0.005609452724456787,
0.0008717459859326482,
-0.0014523382997140288,
-0.03592707961797714,
0.022728994488716125,
-0.06692171096801758,
-0.016430910676717758,
0.028558671474456787,
-0.011554265394806862,
0.03967738896608353,
-0.03138817101716995,
-0.007694292347878218,
0.07982920110225677,
0.04901992902159691,
-0.011027928441762924,
-0.0322139672935009,
-0.010383935645222664,
-0.026997020468115807,
0.04736156016588211,
-0.006958618760108948,
0.01440755557268858,
0.02271883934736252,
0.02635348029434681,
-0.015723103657364845,
0.010612265206873417,
0.06283386796712875,
0.02684895135462284,
0.008337422274053097,
-0.002029460621997714,
0.005451584234833717,
-0.025926781818270683,
0.055343855172395706,
0.012626651674509048,
-0.020142145454883575,
-0.005670065060257912,
-0.002303502755239606,
0.029515711590647697,
0.014952398836612701,
-0.04820378124713898,
0.020112166181206703,
-0.043725110590457916,
-0.023396102711558342,
-0.06627051532268524,
0.015757082030177116,
0.009185555391013622,
0.02385183796286583,
0.008709059096872807,
0.014802801422774792,
-0.002505847718566656,
-0.027184246107935905,
0.013063652440905571,
0.01782994158565998,
0.05441468954086304,
0.0004874209116678685,
-0.0038177829701453447,
-0.02609688974916935,
-0.02687987871468067,
0.022420216351747513,
-0.023502273485064507,
-0.017941251397132874,
0.005182297900319099,
0.1008252203464508,
0.003789673326537013,
0.001715459511615336,
-0.03144821524620056,
-0.011602077633142471,
-0.042838141322135925,
0.03248361870646477,
-0.01974952407181263,
0.035885829478502274,
-0.0016204476123675704,
0.05930512771010399,
0.05304283648729324,
-0.00372272334061563,
0.0011924812570214272,
-0.003989303484559059,
-0.08331061154603958,
0.016610244289040565,
-0.04913127422332764,
-0.029570169746875763,
0.02028951421380043,
-0.019051117822527885,
0.021345380693674088,
0.0011957347160205245,
0.022813234478235245,
-0.02805204689502716,
0.034757424145936966,
-0.020248357206583023,
0.044268179684877396,
-0.015526005998253822,
-0.002567153424024582,
-0.02511570416390896,
-0.0017459288937970996,
0.012266675941646099,
-0.005986232776194811,
0.01867806725203991,
0.038025036454200745,
0.010756482370197773,
-0.019071588292717934,
0.01840963028371334,
0.019329270347952843,
0.022974049672484398,
0.016216354444622993,
0.043795254081487656,
0.02796274423599243,
-0.04042275995016098,
0.031376130878925323,
-0.01312534511089325,
0.08279161900281906,
0.030600404366850853,
-0.03641379997134209,
-0.0019825417548418045,
-0.03499108552932739,
0.0040035671554505825,
-0.0034488188102841377,
0.005068701226264238,
-0.028001828119158745,
-0.010815706104040146,
0.06271971017122269,
0.0009703469695523381,
-0.06545747071504593,
-0.010994348675012589,
0.028263358399271965,
0.033501122146844864,
-0.01874222420156002,
-0.062129028141498566,
0.013664556667208672,
-0.022780723869800568,
-0.01377974171191454,
0.020697759464383125,
0.012074457481503487,
0.00018026077304966748,
0.02931596152484417,
0.07741532474756241,
-0.019957920536398888,
-0.02326590195298195,
0.00821240060031414,
0.04394877329468727,
0.03705238178372383,
0.028616176918148994,
-0.02754836156964302,
0.03645174205303192,
0.005985690280795097,
0.008357157930731773,
-0.00207963096909225,
0.006183042656630278,
-0.0830295979976654,
0.012170880101621151,
0.06900455057621002,
0.029755838215351105,
-0.03400658816099167,
-0.02708800882101059,
-0.03326685354113579,
0.02107998915016651,
0.05629894137382507,
-0.03557620942592621,
0.013022862374782562,
-0.02496013045310974,
-0.038998235017061234,
-0.03551284223794937,
-0.005789023358374834,
-0.036532506346702576,
0.014151139184832573,
-0.008900424465537071,
-0.0060326638631522655,
-0.032698966562747955,
-0.012621438130736351,
-0.031091228127479553,
-0.020709536969661713,
0.034604497253894806,
0.06985856592655182,
-0.030771344900131226,
-0.017068084329366684,
0.01155153103172779,
0.03491579741239548,
-0.036296188831329346,
-0.04663868620991707,
-0.00773720582947135,
0.02227672189474106,
-0.00046107012894935906,
0.024760760366916656,
-0.013726918958127499,
-0.06622101366519928,
0.029795542359352112,
0.0058053163811564445,
-0.048491690307855606,
-0.0017528228927403688,
0.0007334446418099105,
0.016514567658305168,
0.024235926568508148,
0.003997008316218853,
0.08698264509439468,
-0.004951486364006996,
0.0010468485997989774,
0.0009210723801515996,
-0.03022543340921402,
0.01021965965628624,
-0.05226064845919609,
0.014358754269778728,
-0.03707179054617882,
-0.016612524166703224,
-0.04941853508353233,
0.032653406262397766,
-0.0024881039280444384,
0.021320143714547157,
-0.010568041354417801,
0.01529348362237215,
0.012645036913454533,
0.013896926306188107,
0.0228465273976326,
0.018782272934913635,
-0.002844755770638585,
0.019396888092160225,
0.014415462501347065,
-0.020772861316800117,
0.006889003328979015,
0.006156387273222208,
0.009528675116598606,
-0.006832696031779051,
-0.035230524837970734,
0.016359100118279457,
-0.04350997135043144,
-0.05652650073170662,
0.040525734424591064,
-0.027865109965205193,
0.02358674257993698,
-0.004811808001250029,
0.011049279943108559,
-0.004528288263827562,
-0.04533353075385094,
-0.0031015968415886164,
0.029323307797312737,
-0.016793716698884964,
0.04887007921934128,
-0.057962071150541306,
0.05529328063130379,
0.015736199915409088,
-0.008693358860909939,
-0.068800188601017,
-0.05285987630486488,
0.05334612727165222,
0.007207154296338558,
-0.015249820426106453,
0.0001082679009414278,
0.03122006542980671,
-0.019176917150616646,
-0.053721122443675995,
-0.014828859828412533,
0.056822072714567184,
0.010652401484549046,
-0.014697887934744358,
-0.004883859306573868,
0.021657003089785576,
0.05903566628694534,
0.009603654034435749,
-0.0020063547417521477,
-0.001307161059230566,
-0.01326912920922041,
-0.02846035733819008,
0.03143273666501045,
0.028268340975046158,
-0.03507450968027115,
-0.016049569472670555,
-0.02299663797020912,
-0.0012907228665426373,
0.020820600911974907,
0.007887117564678192,
-0.030754556879401207,
0.03622667118906975,
0.0015729768201708794,
-0.026564640924334526,
-0.017900921404361725,
-0.02877453900873661,
-0.014758724719285965,
0.03541513532400131,
-0.011138441041111946,
0.0009274348267354071,
0.010092463344335556,
0.011225152760744095,
0.0280262753367424,
-0.012403056025505066,
0.0017947815358638763,
-0.01764533855021,
0.04551900550723076,
-0.02244408056139946,
0.008190195076167583,
-0.01651126705110073,
-0.029734013602137566,
0.01742432452738285,
0.004247878212481737,
0.008388176560401917,
0.040583040565252304,
-0.01732151210308075,
-0.049377210438251495,
-0.01992064341902733,
-0.011677895672619343,
-0.014597446657717228,
0.03543649986386299,
0.024271909147500992,
0.06466958671808243,
0.029930097982287407,
0.0009622567449696362,
-0.009252889081835747,
0.004977421369403601,
-0.009766134433448315,
-0.016611527651548386,
0.01268624048680067,
0.04526888579130173,
0.014212238602340221,
-0.01408291980624199,
0.05310649797320366,
-0.016331356018781662,
0.02715952694416046,
0.06893131881952286,
0.016211943700909615,
-0.0038561008404940367,
0.008979400619864464,
-0.005693892482668161,
-0.035394132137298584,
0.04226910322904587,
-0.05247264727950096,
0.007181546185165644,
-0.01313596311956644,
0.011525426991283894,
0.014318378642201424,
0.003097649198025465,
0.007022831588983536,
-0.013279932551085949,
0.003902757540345192,
-0.0263840239495039,
0.007679026108235121,
-0.0019453427521511912,
-0.019246302545070648,
0.0317479744553566,
0.008082392625510693,
0.0023256749846041203,
-0.03689222410321236,
0.01870463788509369,
-0.05186512693762779,
-0.07199806720018387,
-0.0034192129969596863,
-0.02102000266313553,
-0.09040015935897827,
0.03308207541704178,
-0.01845424436032772,
-0.03500178083777428,
0.01380324549973011,
-0.03602096065878868,
0.0033489002380520105,
-0.009992321021854877,
0.030563395470380783,
-0.02200634405016899,
0.08604849129915237,
0.019026106223464012,
0.027477528899908066,
0.003854889189824462,
-0.011969760060310364,
0.12126393616199493,
0.08114294707775116,
0.020094143226742744,
-0.06399358808994293,
0.02555706351995468,
-0.013694213703274727,
0.03106427565217018,
-0.04348521679639816,
0.011399862356483936,
0.03471990302205086,
-0.0069860778748989105,
0.03290408477187157,
0.02806723490357399,
0.002387408399954438,
-0.03058033064007759,
0.05079888179898262,
-0.0414544939994812,
-0.026747144758701324,
0.005689024925231934,
-0.0033113467507064342,
-0.02562648430466652,
-0.0035625931341201067,
-0.03885501250624657,
0.02617720514535904,
-0.03277052566409111,
0.010038087144494057,
-0.015869813039898872,
-0.046159252524375916,
-0.024432582780718803,
0.008959327824413776,
-0.03466082364320755,
-0.018228808417916298,
0.01945742405951023,
-0.03106420859694481,
-0.03914312645792961,
-0.006068558432161808,
-0.02369629591703415,
-0.025204531848430634,
0.02083433046936989,
0.05580511689186096,
0.024806877598166466,
-0.030972272157669067,
-0.0016315345419570804,
0.01455778069794178,
-0.03730057552456856,
-0.01121537946164608,
-0.021615425124764442,
0.033192891627550125,
-0.004402956925332546,
0.031893059611320496,
-0.023546019569039345,
0.0010822182521224022,
-0.013301827013492584,
-0.01825902983546257,
-0.010954208672046661,
-0.0016894806176424026,
0.014509113505482674,
-0.03468906879425049,
-0.02023487538099289,
-0.04707274213433266,
0.014651193283498287,
-0.012210557237267494,
0.026034237816929817,
0.018852660432457924,
0.0007819563616067171,
-0.031178053468465805,
-0.003634663065895438,
0.010814285837113857,
-0.02460647001862526,
-0.02864600345492363,
-0.012819848954677582,
0.01576315611600876,
-0.06673984974622726,
-0.007118242792785168,
0.03620406985282898,
-0.02563430741429329,
0.07415333390235901,
-0.011128093115985394,
0.012202993966639042,
-0.008207513019442558,
-0.04113570973277092,
0.0185945276170969,
-0.0173666812479496,
-0.0014502722769975662,
-0.04459788277745247,
0.009531392715871334,
0.026826152577996254,
0.015121031552553177,
-0.01294597890228033,
0.019526053220033646,
-0.011676564812660217,
0.018728721886873245,
0.044656042009592056,
-0.05218623951077461,
-0.030389511957764626,
-0.036964401602745056,
-0.029392283409833908,
-0.01972774975001812,
-0.025731097906827927,
0.011524260975420475,
0.036380767822265625,
0.02678830921649933,
-0.017834605649113655,
-0.0033431684132665396,
0.028232391923666,
0.02949235774576664,
0.0014778049662709236,
-0.05057033896446228,
-0.02579745650291443,
0.020945807918906212,
0.012045844458043575,
-0.005078623536974192,
-0.0009121443144977093,
-0.022262413054704666,
-0.02819737419486046,
0.024210086092352867,
-0.013197362422943115,
-0.03174009174108505,
0.004632859490811825,
0.001706197508610785,
0.020889824256300926,
-0.010862494818866253,
-0.024920929223299026,
-0.037021491676568985,
0.00622656149789691,
-0.02270750142633915,
0.017484458163380623,
0.0015854116063565016,
0.029772045090794563,
-0.015641167759895325,
0.033568985760211945,
0.0437670573592186,
0.013830520212650299,
0.009609375149011612,
0.009197942912578583,
0.0025691234041005373,
-0.0035182710271328688,
0.05005954951047897,
-0.023816317319869995,
0.02463383786380291,
0.05583503469824791,
-0.036569561809301376,
-0.03215385973453522,
-0.0044173430651426315,
0.0085254842415452,
0.01046784594655037,
0.00006524157652165741,
-0.016136983409523964,
-0.03222014755010605,
0.0070225391536951065,
-0.064312644302845,
-0.02622787281870842,
-0.019075704738497734,
-0.03387763351202011,
0.01351289451122284,
0.022587742656469345,
-0.0020751995034515858,
0.00963645614683628,
-0.031771522015333176,
0.024095285683870316,
0.03560519963502884,
-0.004463333636522293,
0.013296849094331264,
0.033518433570861816,
0.006253204308450222,
0.03187327831983566,
-0.007185766473412514,
0.004329652525484562,
0.05553492531180382,
0.0749581828713417,
-0.04682557284832001,
0.04810114949941635,
-0.0256970077753067,
0.0012921328889206052,
-0.05327926203608513,
0.0005702119669876993,
0.0012517188442870975,
-0.00044335235725156963,
0.03560149297118187,
-0.012530111707746983,
0.0008188306819647551,
0.03816225379705429,
-0.04000105708837509,
0.02095254510641098,
-0.0276200994849205,
-0.027815569192171097,
-0.030937563627958298,
-0.02078436128795147,
-0.011972122825682163,
0.042734626680612564,
0.038928598165512085,
-0.004322979599237442,
0.00605993065983057,
0.03845572844147682,
-0.016151312738656998,
0.006754165980964899,
-0.02847951091825962,
0.02405463345348835,
0.01741308718919754,
-0.08957932144403458,
0.031228724867105484,
-0.015280176885426044,
-0.030508453026413918,
0.048908062279224396,
0.02252272702753544,
0.034167367964982986,
-0.0025590029545128345,
0.037847843021154404,
0.007573030423372984,
0.05492717772722244,
0.024968871846795082,
0.021045170724391937,
-0.01455593854188919,
0.010106055065989494,
0.026292167603969574,
0.017728853970766068,
-0.004911683965474367,
-0.0004342544998507947,
-0.002298523671925068,
-0.023933934047818184,
-0.03729407861828804,
0.02284502051770687,
-0.013189221732318401,
-0.05015077814459801,
-0.01627323590219021,
-0.020230405032634735,
-0.014457272365689278,
-0.006656345911324024,
0.025166766718029976,
-0.021625125780701637,
0.0013256591046229005,
0.039439067244529724,
0.04538198560476303,
-0.017521731555461884,
0.008868596516549587,
0.0002558821579441428,
-0.0466686449944973,
0.02213503234088421,
0.005486898124217987,
-0.017631862312555313,
-0.029918035492300987,
0.020874084904789925,
0.005122821312397718,
0.03435060754418373,
0.006642100866883993,
-0.008902044035494328,
-0.012835265137255192,
0.04202045872807503,
-0.050662554800510406,
0.006954141892492771,
0.0010536719346418977,
-0.004040542058646679,
-0.004103099461644888,
-0.10488682240247726,
0.09707827121019363,
-0.016911430284380913,
-0.025090381503105164,
-0.029769349843263626,
-0.002787436591461301,
-0.02276228554546833,
-0.02121899463236332,
0.06947851181030273,
0.047022175043821335,
-0.006248020101338625,
0.010754736140370369,
0.04529442638158798,
0.001373543869704008,
-0.061468079686164856,
-0.00229322025552392,
0.0051665459759533405,
-0.002305951900780201,
-0.02664654701948166,
-0.02099449932575226,
0.025312602519989014,
0.02094537392258644,
0.020017588511109352,
-0.016664331778883934,
0.04148733615875244,
0.0371251218020916,
0.031155431643128395,
0.030808553099632263,
0.02474476769566536,
-0.033322446048259735,
0.07921495288610458,
-0.012554747052490711,
0.002624962478876114,
0.028589164838194847,
-0.010103070177137852,
-0.03692261874675751,
0.02350570820271969,
-0.0015407322207465768,
-0.05432012304663658,
-0.039051543921232224,
-0.0022542511578649282,
-0.025454463437199593,
-0.06011039763689041,
-0.02343820594251156,
0.0449439212679863,
-0.04603090137243271,
0.048854656517505646,
0.04957270622253418,
0.03522878512740135,
0.04460364207625389,
0.0024465967435389757,
0.013230746611952782,
0.007972227409482002,
-0.012825519777834415,
0.013119781389832497,
0.0026925220154225826,
0.031762342900037766,
-0.005034163128584623,
0.03188852220773697,
0.024632485583424568,
-0.04581820219755173,
0.040210481733083725,
-0.01285947859287262,
0.06050104647874832,
-0.005729333031922579,
-0.08036140352487564,
0.03865767642855644,
-0.012451700866222382,
0.043288297951221466,
0.04069208353757858,
-0.031070847064256668,
0.04946976527571678,
-0.029202261939644814,
0.017161564901471138,
-0.010585966520011425,
-0.010958398692309856,
-0.0552964024245739,
-0.009249533526599407,
0.02342168614268303,
-0.005682703573256731,
0.02734946645796299,
0.019079318270087242,
0.02872803434729576,
0.011120056733489037,
0.013654842041432858,
-0.03580065071582794,
0.014194237068295479,
-0.01712542399764061,
0.009740177541971207,
-0.03555672615766525,
-0.02968762069940567,
-0.04858597368001938,
-0.043498847633600235,
0.021842677146196365,
0.038873739540576935,
0.04286768287420273,
0.01387348584830761,
-0.06324246525764465,
0.021984700113534927,
0.05822141841053963,
-0.07160458713769913,
-0.02330411970615387,
-0.03379696235060692,
-0.009184908121824265,
-0.0016945097595453262,
-0.0352192185819149
] |
<p>I have a total population of 31, of these I have a treatment finishing population of 20.</p>
<p>I want to run a test on SPSS to identify if there are any significant differences between the 20 individuals that completed the treatment and the group as a whole.</p>
<p>The variables I am trying to compare are age, weight, height and BMI.</p>
<p>I have run descriptives for both the entire population and the sub group seperatley, I can see there is little difference between the groups but would like to know the statistical significance</p> | 74,037 | [
-0.08381617814302444,
-0.01772230491042137,
-0.030879061669111252,
0.015965541824698448,
0.03428215906023979,
0.0009819070110097528,
-0.015293601900339127,
-0.06856594979763031,
0.01304881926625967,
-0.011554291471838951,
0.025407128036022186,
0.024625880643725395,
0.03493911400437355,
0.015642981976270676,
0.024053946137428284,
0.02062278613448143,
-0.029258042573928833,
-0.006785667967051268,
0.001922017545439303,
0.04132407158613205,
-0.002217172645032406,
0.0050051892176270485,
0.003230051835998893,
-0.04009104520082474,
-0.03084157593548298,
0.03805521875619888,
0.0398981086909771,
-0.04790906235575676,
-0.007932533510029316,
0.044802263379096985,
-0.06246093660593033,
-0.042042192071676254,
-0.003599293064326048,
0.02835971675813198,
0.022752853110432625,
-0.002457559574395418,
-0.039171602576971054,
-0.01891343481838703,
0.011465984396636486,
0.024071762338280678,
-0.03337157890200615,
-0.011242520995438099,
0.01359788328409195,
0.02316572330892086,
-0.025698572397232056,
0.019552109763026237,
-0.013991757296025753,
-0.0049228360876441,
0.015273724682629108,
-0.009120591916143894,
0.06481875479221344,
0.01788979396224022,
0.03206761181354523,
0.0015683092642575502,
-0.010138293728232384,
0.016204115003347397,
0.014521090313792229,
0.05249542370438576,
0.01535156648606062,
-0.053139522671699524,
-0.007054466288536787,
-0.04195143282413483,
0.011943956837058067,
-0.03013063222169876,
-0.041808322072029114,
0.019298695027828217,
-0.017397716641426086,
-0.005108750890940428,
0.0534144788980484,
0.012316505424678326,
0.03738628700375557,
0.01486306544393301,
0.03421332687139511,
0.015883279964327812,
0.00980087835341692,
-0.016154853627085686,
0.03462817147374153,
-0.005414815153926611,
0.033127039670944214,
0.037893783301115036,
0.02968471497297287,
0.013138677924871445,
0.0010997429490089417,
0.051623959094285965,
0.009609472937881947,
-0.01407194696366787,
0.03729075938463211,
-0.00016110343858599663,
0.014869350008666515,
0.027635639533400536,
-0.010563607327640057,
0.001839940552599728,
0.03484061732888222,
0.06474953889846802,
-0.030324766412377357,
0.0001404937356710434,
-0.030150143429636955,
0.058599069714546204,
-0.006519791670143604,
0.004534997511655092,
0.040901441127061844,
-0.024341266602277756,
0.04527829587459564,
0.023502741008996964,
-0.03726819530129433,
0.011912577785551548,
-0.0375579372048378,
-0.04105790704488754,
-0.011093003675341606,
-0.01681305281817913,
0.0007418773020617664,
0.00220872787758708,
-0.018059363588690758,
-0.007155214436352253,
0.0095016248524189,
-0.0041850898414850235,
-0.03119724988937378,
-0.008371977135539055,
0.06799048185348511,
0.036296334117650986,
0.03291995823383331,
-0.005179743282496929,
0.011514757759869099,
-0.014921783469617367,
-0.030396420508623123,
0.01635584980249405,
0.015393480658531189,
-0.04198603332042694,
-0.05217649042606354,
0.061920445412397385,
-0.00016911717830225825,
0.02420085482299328,
0.04734387248754501,
-0.017443964257836342,
0.012252860702574253,
-0.0030274835880845785,
-0.05008184537291527,
-0.05880139395594597,
0.02672317437827587,
-0.0020016024354845285,
0.010454120114445686,
-0.029876500368118286,
-0.008357544429600239,
-0.013817393220961094,
0.014143597334623337,
0.02097894437611103,
0.03551485016942024,
0.02007189579308033,
0.023392457515001297,
0.02451850287616253,
0.019404945895075798,
0.011959724128246307,
-0.018419235944747925,
-0.019142968580126762,
-0.00045959866838529706,
-0.1027594804763794,
-0.0036800776142627,
0.027263641357421875,
-0.011805753223598003,
0.0004384282510727644,
0.009105958975851536,
-0.003792770206928253,
0.00030574656557291746,
0.006131894886493683,
0.02723701484501362,
0.01144655141979456,
0.05547572672367096,
0.000102656202216167,
-0.005152479279786348,
0.018967103213071823,
-0.003980780486017466,
0.028773462399840355,
0.018582187592983246,
0.04071607068181038,
0.012180522084236145,
-0.011927471496164799,
0.013848730362951756,
-0.011865385808050632,
-0.008914114907383919,
0.0030031907372176647,
-0.06850194931030273,
-0.023566028103232384,
-0.02843596413731575,
0.00020401683286763728,
0.01832491159439087,
0.04717211425304413,
0.016092125326395035,
0.013729028403759003,
0.048388779163360596,
-0.04192819446325302,
-0.0480317585170269,
-0.08248437941074371,
0.025205006822943687,
0.02389559894800186,
-0.05257519707083702,
-0.03676237165927887,
0.013098135590553284,
0.03254269063472748,
0.009029113687574863,
-0.010296836495399475,
-0.023191291838884354,
-0.02378854900598526,
0.016669759526848793,
-0.02428952418267727,
0.019276944920420647,
0.03331330046057701,
0.06351257860660553,
-0.04980107396841049,
0.028263457119464874,
-0.031758539378643036,
-0.022234657779335976,
0.009600224904716015,
-0.03153471648693085,
-0.015389850363135338,
0.01675032265484333,
-0.007131059654057026,
0.016985999420285225,
0.03352726250886917,
-0.031031960621476173,
0.06845638900995255,
-0.046477120369672775,
0.10300924628973007,
0.07963159680366516,
0.002866004826501012,
0.0006688029388897121,
-0.03221987560391426,
0.055267199873924255,
0.03172643110156059,
-0.008161863312125206,
-0.006039115134626627,
-0.03412945196032524,
-0.012725712731480598,
0.020192410796880722,
-0.007989875972270966,
-0.04488746449351311,
-0.020944250747561455,
0.08491837233304977,
-0.025652717798948288,
0.004990893416106701,
0.0184796042740345,
0.027847837656736374,
-0.02844921313226223,
0.024363325908780098,
0.02768532559275627,
0.010508662089705467,
0.025060122832655907,
0.0076460386626422405,
0.022349931299686432,
0.029358023777604103,
0.020735954865813255,
0.012498260475695133,
0.049100156873464584,
-0.0030115062836557627,
0.024356381967663765,
-0.04582759737968445,
-0.0400858074426651,
0.03250807151198387,
-0.036353785544633865,
-0.019422778859734535,
0.0502130351960659,
0.020737895742058754,
-0.01974930427968502,
-0.0070741488598287106,
-0.032794881612062454,
0.04415036737918854,
0.06524060666561127,
-0.025082364678382874,
-0.012777370400726795,
0.008047614246606827,
-0.05258890613913536,
0.0184490829706192,
-0.014490173198282719,
-0.03901834785938263,
-0.04891884699463844,
0.03668791428208351,
0.07303019613027573,
0.0019980580545961857,
0.03200045973062515,
-0.022162824869155884,
-0.009843869134783745,
-0.010263888165354729,
-0.02259713225066662,
0.036781150847673416,
-0.025118302553892136,
-0.08295333385467529,
-0.005146084353327751,
-0.018967747688293457,
-0.03511441498994827,
0.03833382576704025,
-0.017589107155799866,
-0.012430124916136265,
0.028583403676748276,
0.006308766547590494,
-0.01838686875998974,
-0.013580775819718838,
-0.02903049625456333,
0.015209677629172802,
-0.012242080643773079,
-0.013213594444096088,
0.043395694345235825,
0.024727974086999893,
-0.04194936156272888,
0.02727685309946537,
-0.04000803455710411,
0.0013781802263110876,
-0.013512814417481422,
0.0028525369707494974,
0.005096734035760164,
0.009956996887922287,
0.0003186241665389389,
0.02153981663286686,
-0.01890227571129799,
-0.028908245265483856,
-0.07407578080892563,
-0.07121124863624573,
0.031906384974718094,
0.04911202937364578,
0.057985372841358185,
-0.05711186304688454,
0.00017083114653360099,
0.06100490689277649,
-0.00435444014146924,
-0.05334186181426048,
-0.04253571480512619,
-0.0060252295807003975,
-0.042919181287288666,
0.0027164274360984564,
0.055318545550107956,
0.024291440844535828,
-0.010001965798437595,
0.01951788365840912,
0.010647699236869812,
0.04247429966926575,
0.042068686336278915,
0.017203668132424355,
-0.02280528098344803,
0.011671301908791065,
0.02431424893438816,
-0.015527913346886635,
0.01820438541471958,
0.012504280544817448,
-0.0762944296002388,
-0.009755524806678295,
-0.001100905705243349,
0.023953570052981377,
0.0010238417889922857,
-0.04596062749624252,
0.019501306116580963,
0.0016449644463136792,
0.01735769212245941,
-0.0056315260007977486,
0.031210942193865776,
0.012539595365524292,
-0.022415341809391975,
-0.03082425519824028,
0.019107632339000702,
0.021195754408836365,
-0.02968567982316017,
-0.00938032753765583,
0.06994999200105667,
0.026543106883764267,
-0.022388886660337448,
-0.016101742163300514,
-0.002453563269227743,
-0.045571133494377136,
-0.025209469720721245,
0.0070198820903897285,
-0.060294799506664276,
0.009450324811041355,
0.05625586956739426,
0.046992380172014236,
0.004882155917584896,
-0.04823881387710571,
0.006661099847406149,
-0.09811918437480927,
0.010855356231331825,
-0.0360516682267189,
0.06561243534088135,
-0.0007902168435975909,
0.044745590537786484,
0.0195075161755085,
-0.00928746722638607,
-0.01972886361181736,
-0.0029861684888601303,
-0.025069313123822212,
0.0623469352722168,
-0.007193050812929869,
0.008729766122996807,
0.06466083228588104,
-0.016123097389936447,
0.03237582743167877,
-0.0048548318445682526,
0.027699382975697517,
0.007084606681019068,
0.052756328135728836,
-0.02974221296608448,
-0.015580019913613796,
-0.005108439829200506,
0.014280530624091625,
0.0090019591152668,
0.01044788770377636,
-0.013793197460472584,
-0.01722821220755577,
-0.004938703961670399,
0.029398979619145393,
0.003980716690421104,
-0.023223180323839188,
-0.035242412239313126,
0.001784572028554976,
0.012100331485271454,
0.07415875792503357,
0.020576460286974907,
0.03665885329246521,
-0.06155264005064964,
0.03438149020075798,
-0.020450295880436897,
0.04010029509663582,
0.013976389542222023,
0.004499811679124832,
-0.020619317889213562,
-0.00965625699609518,
-0.0016692469362169504,
0.011354283429682255,
0.023240428417921066,
0.004838801454752684,
-0.039677053689956665,
0.023989640176296234,
0.020230676978826523,
-0.03460239991545677,
0.033113691955804825,
0.07549752295017242,
0.017624318599700928,
-0.024791035801172256,
-0.0506601445376873,
-0.007506831549108028,
-0.011401084251701832,
-0.0231592059135437,
0.02226445823907852,
0.0068460195325315,
0.017165500670671463,
-0.0008100983686745167,
0.0763145387172699,
-0.004683765582740307,
-0.06492646783590317,
0.013529197312891483,
-0.035674139857292175,
0.066966712474823,
0.01616639643907547,
-0.032958973199129105,
0.021868405863642693,
0.03535683825612068,
0.004300953820347786,
0.017489900812506676,
-0.012114512734115124,
-0.050764020532369614,
-0.0009958349401131272,
0.048575639724731445,
0.04905889555811882,
-0.06512915343046188,
-0.008309141732752323,
0.002376783173531294,
0.014669839292764664,
0.08133675158023834,
-0.022585859522223473,
0.015326895751059055,
-0.004577585496008396,
0.01649785414338112,
-0.019717056304216385,
-0.0109293507412076,
-0.04451023414731026,
0.0030800371896475554,
-0.021119335666298866,
0.004005701746791601,
-0.00991923175752163,
-0.003094832180067897,
-0.043387074023485184,
-0.00919665489345789,
0.014448205940425396,
0.055085647851228714,
-0.026908785104751587,
-0.030627911910414696,
0.02367720566689968,
0.03177078068256378,
0.01117039006203413,
-0.041851695626974106,
0.008978351019322872,
0.00020480211242102087,
-0.0015967113431543112,
0.05935484543442726,
-0.03381834551692009,
-0.03246244415640831,
0.0012575172586366534,
0.0012428183108568192,
-0.03371213749051094,
-0.02896735817193985,
-0.0533602312207222,
0.039478328078985214,
-0.0015480458969250321,
-0.02162826620042324,
0.0612160749733448,
-0.016181590035557747,
-0.011747604236006737,
-0.0052030752412974834,
-0.013048208318650723,
-0.007514829747378826,
-0.007134093903005123,
-0.005466228350996971,
-0.05718809738755226,
-0.005522582214325666,
0.0005464019486680627,
0.04108961299061775,
-0.010011550970375538,
0.025624314323067665,
-0.03546145558357239,
0.00791915599256754,
0.026334306225180626,
0.036533791571855545,
0.014095112681388855,
0.009742127731442451,
0.010978862643241882,
-0.006564703304320574,
-0.011711172759532928,
-0.04760822281241417,
0.04222346097230911,
-0.02230588160455227,
0.012944231741130352,
0.007928450591862202,
-0.0416107214987278,
-0.00037050366518087685,
-0.024466561153531075,
-0.05970320105552673,
0.013371809385716915,
-0.05517767742276192,
-0.007049812935292721,
-0.033897191286087036,
0.049071475863456726,
-0.009561325423419476,
-0.03477100282907486,
-0.004039605148136616,
0.022391973063349724,
-0.003756976220756769,
0.027547482401132584,
-0.014847670681774616,
0.058439139276742935,
-0.02277284860610962,
-0.004600358661264181,
-0.08031654357910156,
-0.0586831159889698,
0.020950065925717354,
0.045386552810668945,
-0.014038598164916039,
-0.025082740932703018,
0.01767640933394432,
-0.024269411340355873,
-0.018399730324745178,
0.00512769864872098,
0.04650714993476868,
-0.0014150916831567883,
0.0004713131347671151,
-0.022192982956767082,
0.003659298410639167,
0.08459211885929108,
0.009809802286326885,
-0.010794713161885738,
0.004626869224011898,
0.02793988026678562,
-0.04370430111885071,
-0.020056720823049545,
-0.004644359461963177,
-0.01746249943971634,
-0.037205856293439865,
-0.05490536615252495,
0.02245570905506611,
0.03316827863454819,
-0.022818487137556076,
-0.0051933578215539455,
-0.003010180778801441,
-0.034858640283346176,
0.016892628744244576,
-0.03991937264800072,
0.00745785515755415,
-0.022245200350880623,
0.002595557365566492,
-0.04095166176557541,
0.006462450604885817,
-0.016596857458353043,
-0.014357635751366615,
0.0067952158860862255,
0.010520749725401402,
-0.04778709262609482,
0.019542770460247993,
0.07564682513475418,
0.006980259902775288,
0.01643870770931244,
-0.016730617731809616,
-0.019200239330530167,
-0.002913437085226178,
0.005537922028452158,
-0.0031401400920003653,
-0.018380790948867798,
0.05689263716340065,
-0.005840817932039499,
0.025589656084775925,
-0.025441568344831467,
-0.006939810700714588,
0.06763339787721634,
0.024633923545479774,
0.04245534911751747,
0.06621487438678741,
-0.026168260723352432,
0.0017230334924533963,
-0.032357729971408844,
0.01842966116964817,
0.0008664419292472303,
0.018927691504359245,
0.05173857510089874,
0.0179101824760437,
-0.036222849041223526,
0.0641900971531868,
0.018022723495960236,
0.02512606792151928,
0.06137355417013168,
0.03394388407468796,
-0.009006425738334656,
0.025197384878993034,
-0.04927816614508629,
-0.05184800550341606,
-0.005583259742707014,
-0.03369927033782005,
0.016382083296775818,
-0.0579712800681591,
0.0013284437591210008,
0.036225803196430206,
0.05049596354365349,
0.014127261936664581,
-0.020615827292203903,
-0.0021293258760124445,
-0.03274596482515335,
0.011064784601330757,
0.016224317252635956,
-0.004033923614770174,
0.006180915981531143,
0.0167961698025465,
0.029019998386502266,
-0.011019045487046242,
0.02960391342639923,
-0.043861377984285355,
-0.06701865792274475,
-0.0196602251380682,
-0.023740142583847046,
-0.061551857739686966,
0.03938634693622589,
-0.027069341391324997,
0.005719792563468218,
-0.022543132305145264,
-0.021954083815217018,
0.005482485983520746,
0.02056688629090786,
0.01842120662331581,
0.012461013160645962,
0.04463229328393936,
0.014686443842947483,
0.007595579605549574,
0.06552929431200027,
0.005506716202944517,
0.1169012114405632,
0.054523009806871414,
0.026691734790802002,
-0.04160366579890251,
0.030765287578105927,
0.009012448601424694,
-0.005793181248009205,
0.011524488218128681,
0.000245373958023265,
0.01693767122924328,
-0.018406281247735023,
0.06066471338272095,
0.05685625225305557,
0.013340141624212265,
-0.017582900822162628,
0.05964077264070511,
-0.02556304819881916,
-0.052567094564437866,
0.038923416286706924,
-0.01866144873201847,
-0.013617959804832935,
-0.010944126173853874,
-0.03094196505844593,
0.008630254305899143,
0.010200374759733677,
-0.014117498882114887,
-0.043574944138526917,
0.014607680961489677,
-0.000020087132725166157,
0.011646900326013565,
-0.0057470849715173244,
-0.03634481877088547,
-0.003469378687441349,
-0.004562159068882465,
-0.09370231628417969,
-0.03716558963060379,
0.001544986036606133,
-0.06877955794334412,
0.0002786589611787349,
0.05484919622540474,
-0.016818085685372353,
-0.00787558127194643,
-0.024083927273750305,
0.022893091663718224,
-0.044733092188835144,
-0.017280638217926025,
-0.027811219915747643,
0.051798611879348755,
-0.017101682722568512,
-0.04628648981451988,
-0.00830102525651455,
0.015887461602687836,
-0.016369104385375977,
-0.06608887016773224,
-0.011425578035414219,
-0.002814308274537325,
0.00455270754173398,
-0.030361095443367958,
-0.02243162877857685,
-0.04470176249742508,
-0.013929220847785473,
-0.009302274323999882,
0.016818616539239883,
0.024933792650699615,
-0.026856934651732445,
-0.046512141823768616,
-0.024715352803468704,
0.0057433173060417175,
-0.0011332465801388025,
0.003125557443127036,
0.0175753403455019,
-0.010824068449437618,
-0.0001898114278446883,
0.04431675001978874,
0.02327079139649868,
0.03210682049393654,
0.041819099336862564,
0.004869634751230478,
-0.03579311445355415,
-0.03229214623570442,
-0.02924208901822567,
0.03282224014401436,
-0.02665141597390175,
0.01931905932724476,
-0.014748256653547287,
0.020758166909217834,
0.03396152704954147,
0.04898899421095848,
0.023923328146338463,
0.035462863743305206,
0.0050255837850272655,
0.05915270373225212,
0.010879225097596645,
-0.06790102273225784,
-0.043581970036029816,
0.01282252836972475,
-0.03579016402363777,
0.00651036761701107,
-0.07449303567409515,
0.043749187141656876,
0.02530038170516491,
0.011636976152658463,
-0.0268381517380476,
0.031154753640294075,
-0.004526060540229082,
0.026424139738082886,
-0.011546586640179157,
-0.05212206766009331,
0.008872506208717823,
0.009073184803128242,
-0.00749778188765049,
-0.004875575192272663,
-0.027333348989486694,
-0.023727376013994217,
-0.027492623776197433,
0.008336689323186874,
-0.03248655050992966,
-0.0029744531493633986,
0.00019265942682977766,
-0.01868799328804016,
-0.012083517387509346,
-0.020908815786242485,
0.005823531653732061,
-0.06369485706090927,
-0.01619494892656803,
0.026774249970912933,
0.004515289794653654,
-0.00004886426904704422,
-0.004927368834614754,
-0.024127421900629997,
-0.018192889168858528,
0.03771514818072319,
-0.01429054792970419,
0.018530936911702156,
0.018579881638288498,
-0.0005253629060462117,
0.009400525130331516,
0.049510303884744644,
0.02050529420375824,
-0.01314468402415514,
0.048449233174324036,
-0.04166693985462189,
-0.01985584758222103,
0.013847414404153824,
-0.016006143763661385,
0.03564944490790367,
0.01423379871994257,
-0.011779103428125381,
-0.0016223067650571465,
0.06976508349180222,
-0.021781571209430695,
-0.030285386368632317,
-0.030901974067091942,
-0.005691966041922569,
-0.0030010452028363943,
0.014463383704423904,
-0.004446817561984062,
0.016285734251141548,
-0.052962470799684525,
0.05635662376880646,
0.030428802594542503,
-0.016185594722628593,
-0.03217850252985954,
-0.013482716865837574,
-0.013053111732006073,
0.002690742490813136,
0.0018254119204357266,
-0.005191026255488396,
0.04042618349194527,
0.03475054353475571,
-0.01347134169191122,
-0.0007047472172416747,
-0.039424970746040344,
-0.0063952491618692875,
-0.09010440111160278,
-0.037622302770614624,
-0.024205798283219337,
0.018737049773335457,
0.007495599333196878,
-0.03942231088876724,
0.02809211052954197,
0.01048923097550869,
-0.0172733087092638,
0.015976300463080406,
-0.004058152437210083,
-0.011249568313360214,
-0.018832284957170486,
0.024391278624534607,
-0.0014214980183169246,
0.014917596243321896,
0.023901911452412605,
0.059545744210481644,
0.05438327044248581,
0.03853800147771835,
0.012669363059103489,
-0.021607547998428345,
-0.0063447956927120686,
0.02432648278772831,
0.016953080892562866,
-0.05267387256026268,
-0.0010075055761262774,
-0.023504558950662613,
-0.026935873553156853,
0.03866105526685715,
-0.013517381623387337,
0.026589153334498405,
0.020652562379837036,
0.029056740924715996,
0.003621176118031144,
0.05307534337043762,
0.049977533519268036,
0.017770342528820038,
-0.016894740983843803,
0.03843291476368904,
-0.019209038466215134,
0.04039176180958748,
-0.053991883993148804,
0.016715219244360924,
0.04535505548119545,
-0.01880531571805477,
0.003249481553211808,
0.02610594592988491,
-0.004620254971086979,
-0.031421732157468796,
-0.01271576713770628,
-0.027377817779779434,
0.03423726186156273,
-0.01870528608560562,
0.012751903384923935,
-0.038723282516002655,
-0.01756024733185768,
0.013029242865741253,
-0.01239147037267685,
-0.04998283460736275,
0.020802754908800125,
0.0023746993392705917,
-0.02853108011186123,
-0.016794010996818542,
-0.018380872905254364,
-0.007550778333097696,
-0.057066429406404495,
-0.005210597068071365,
-0.018674150109291077,
-0.0035201970022171736,
-0.040491968393325806,
-0.0003573951544240117,
-0.011390093713998795,
0.0411624014377594,
-0.028412451967597008,
-0.021598270162940025,
0.021080251783132553,
0.021868480369448662,
0.016390463337302208,
-0.05960099771618843,
0.03687546029686928,
0.004684287589043379,
-0.03024759329855442,
-0.04353291168808937,
-0.012430778704583645,
-0.03325289487838745,
0.0021447064355015755,
0.055494509637355804,
-0.0019954906310886145,
0.016120802611112595,
-0.004753476940095425,
0.025436032563447952,
-0.023470010608434677,
-0.03213416785001755,
0.06454142928123474,
0.011289367452263832,
-0.05032389611005783,
-0.05463730916380882,
0.030693231150507927,
0.026238849386572838,
0.0034511913545429707,
0.03476221486926079,
-0.041971489787101746,
-0.0018614125438034534,
0.014800893142819405,
0.006537465378642082,
0.03534829244017601,
-0.001338726026006043,
-0.023887217044830322,
0.01814538985490799,
-0.001165562542155385,
-0.015066539868712425,
0.05035367235541344,
0.009447677992284298,
-0.03217824921011925,
0.03230778127908707,
-0.013503356836736202,
0.003916833084076643,
0.0044558183290064335,
0.01826656609773636,
-0.06188230961561203,
-0.04140192270278931,
0.018791669979691505,
0.006115274969488382,
-0.034165725111961365,
0.01374194398522377,
-0.0015550187090411782,
0.056665003299713135,
0.006513642147183418,
-0.024553075432777405,
-0.00974282156676054,
0.0003727746370714158,
-0.004778524860739708,
0.02744203619658947,
0.03355271369218826,
0.010454429313540459,
0.013205552473664284,
0.0037931425031274557,
0.016501925885677338,
-0.010329323820769787,
0.04553554952144623,
0.023366300389170647,
0.004557837266474962,
-0.01770090125501156,
-0.0033947674091905355,
-0.007611231878399849,
-0.010335850529372692,
0.04657831788063049,
-0.00030524484463967383,
-0.01594327948987484,
0.027765607461333275,
0.006134656723588705,
0.0032786012161523104,
-0.01809839718043804,
0.004387685563415289,
-0.039813823997974396,
-0.014469877816736698,
0.05531763657927513,
0.007230021059513092,
-0.013759186491370201,
-0.011728529818356037,
0.01232302375137806,
-0.011391597799956799,
0.043393924832344055,
-0.012684297747910023,
0.0263496283441782,
-0.026034196838736534,
0.008297541178762913,
-0.029539594426751137,
-0.020305989310145378,
-0.05033903941512108,
0.00956826750189066,
0.05554109066724777,
0.03970850259065628,
0.03436289727687836,
-0.018595770001411438,
-0.023644814267754555,
0.026810849085450172,
0.048830099403858185,
-0.039135951548814774,
-0.044724904000759125,
-0.04379433020949364,
0.0038614373188465834,
0.008895388804376125,
0.004959927871823311
] |
<p>(Possibly related to <a href="http://stats.stackexchange.com/questions/17342/is-there-a-nonparametric-equivalent-of-tukey-hsd">Is there a nonparametric equivalent of Tukey HSD?</a>)</p>
<p>Given a set of several exponentially distributed variables (representing data which is modeled this way), I'd like to check whether one of them has a significantly higher mean than the others. If the variables were normally distributed, I would have used Tukey's test; however, this is not the case, and I'm looking for as simple alternative as possible. </p>
<p><strong>Some background on the data</strong> </p>
<p>Alternative methods and markets from which we buy goods are compared every day. Data is aggregated on a daily basis (i.e. I only have prices and number of transactions per day, which translate to a mean). The distribution of funds for the next day is based on previous' day analysis: best method gets most of the funds, and the other methods share the rest. Typically, 5-10 alternative methods are compared, with 10,000 and more transactions per method per day.</p>
<p><strong>Current Alternatives</strong></p>
<p>Based on my limited knowledge, I came up with two possible ways of comparing methods:</p>
<ol>
<li><p>Based on the referenced question above, a nonparametric versions of Tukey's test can be used.</p></li>
<li><p>Since only the highest-mean variable is compared to the rest of the variables, I think it can be compared to the second highest with <em>bonferroni correction</em>. i.e. use effective alpha = 0.05 / number of variables. This might be very conservative, but since the numbers are high, the results are usable (i.e. most days have significent results).</p></li>
</ol>
<p><strong>My questions</strong></p>
<ol>
<li><p>Do the methods above make sense as solutions to the presented case? specifically, method (2) is simple and yields usable results, but I'm not sure it's statistically sound.</p></li>
<li><p>I'm interested in any other suggestions for performing this analysis. As noted, I'm more interested in simplicity and generalization, and less on getting the best significance values.</p></li>
</ol> | 74,038 | [
-0.01495097391307354,
0.014384434558451176,
0.01265499833971262,
-0.015134715475142002,
0.034269437193870544,
-0.014788052998483181,
0.02170223370194435,
-0.025100640952587128,
0.020967237651348114,
-0.01652049832046032,
0.032760217785835266,
0.026591017842292786,
0.047607872635126114,
0.039771415293216705,
-0.0040970658883452415,
-0.014656780287623405,
-0.013950293883681297,
0.013976672664284706,
0.012786977924406528,
-0.02038281038403511,
-0.022281091660261154,
-0.012220834381878376,
0.020263303071260452,
-0.03244589641690254,
-0.05480834096670151,
0.03093012608587742,
-0.014521731063723564,
-0.022509176284074783,
-0.028452230617403984,
0.04997759312391281,
-0.05095295235514641,
-0.03138960152864456,
-0.011627067811787128,
0.021510226652026176,
-0.01138203963637352,
0.025687038898468018,
-0.0016401439206674695,
-0.018727729097008705,
-0.024520110338926315,
0.033797815442085266,
-0.018623584881424904,
-0.022200316190719604,
0.006599718239158392,
-0.001985440496355295,
0.023125415667891502,
0.02146405726671219,
0.002250006189569831,
-0.0357777364552021,
0.026420366019010544,
-0.05026938393712044,
0.05536903440952301,
0.004285579081624746,
0.004280198831111193,
-0.0021384945139288902,
-0.0383128747344017,
-0.05973575636744499,
0.024920515716075897,
0.050401777029037476,
0.00656611192971468,
-0.06205857917666435,
0.017924858257174492,
0.010058819316327572,
-0.0032304469496011734,
-0.020467525348067284,
-0.03762456774711609,
0.05355050414800644,
0.002616969868540764,
0.006587636191397905,
0.030191656202077866,
-0.012184699065983295,
0.016886848956346512,
-0.00046138028847053647,
0.025465693324804306,
0.027950365096330643,
-0.025015167891979218,
0.015736088156700134,
-0.005228968802839518,
0.030695641413331032,
0.059968966990709305,
0.038905344903469086,
-0.013283963315188885,
0.001307763042859733,
0.00765467993915081,
0.05428845062851906,
0.0442793034017086,
-0.029911037534475327,
0.07951968908309937,
-0.02411113679409027,
-0.016933415085077286,
0.03423454985022545,
0.017363067716360092,
-0.032588884234428406,
0.06590777635574341,
0.0075641474686563015,
-0.028194651007652283,
0.01660284586250782,
-0.019306493923068047,
-0.013719468377530575,
-0.03280293941497803,
0.02972675859928131,
-0.008259909227490425,
-0.07163318991661072,
0.02169732190668583,
0.019554991275072098,
0.015536335296928883,
0.0006945183267816901,
-0.012888667173683643,
-0.01868046075105667,
-0.02777295745909214,
0.004223554860800505,
-0.03262733295559883,
0.019827838987112045,
-0.010729320347309113,
0.015364957973361015,
0.003154042409732938,
-0.026341380551457405,
-0.03307763859629631,
-0.039355311542749405,
0.029305078089237213,
0.05091182142496109,
0.039020270109176636,
-0.011056811548769474,
0.01728285290300846,
-0.041209928691387177,
-0.042550135403871536,
-0.0000601144929532893,
-0.031227853149175644,
0.009897506795823574,
-0.045896150171756744,
0.06619936972856522,
0.015222091227769852,
-0.012516279704868793,
0.04597672075033188,
-0.018346907570958138,
0.013517072424292564,
0.01913445070385933,
-0.06411280483007431,
-0.07644261419773102,
0.05775155499577522,
0.008334312587976456,
0.018912816420197487,
-0.04897924140095711,
-0.013562588021159172,
0.045831479132175446,
0.008155856281518936,
0.020418116822838783,
0.055201124399900436,
0.036838676780462265,
0.03494361788034439,
0.027927201241254807,
-0.03367963060736656,
-0.008999631740152836,
-0.009460894390940666,
-0.019362447783350945,
0.001738492283038795,
-0.05471713840961456,
-0.003245673608034849,
-0.0019281492568552494,
-0.012613020837306976,
0.03153463825583458,
0.036164380609989166,
0.020549915730953217,
-0.04364343360066414,
-0.00021778829977847636,
0.02676270343363285,
0.0054093655198812485,
0.05282020941376686,
0.03212684765458107,
0.026647882536053658,
-0.028597930446267128,
-0.05059068650007248,
0.03408943861722946,
-0.015108474530279636,
0.010836551897227764,
0.03337676450610161,
-0.012409904040396214,
0.0067659723572432995,
-0.06999325752258301,
0.026543354615569115,
0.036861445754766464,
-0.03847460076212883,
0.030734354630112648,
-0.04389778897166252,
-0.028746016323566437,
0.0074480618350207806,
0.039222121238708496,
-0.0042785340920090675,
-0.010722075589001179,
0.003729180432856083,
-0.08394656330347061,
-0.06769899278879166,
-0.030580759048461914,
-0.015763098374009132,
-0.0014598702546209097,
-0.03131081908941269,
0.0583784393966198,
-0.011417638510465622,
0.0213051438331604,
0.01762322336435318,
0.015450287610292435,
0.025006579235196114,
-0.016374792903661728,
0.06955569237470627,
-0.06154242902994156,
-0.005838057026267052,
0.02567613124847412,
0.04646569490432739,
-0.0429547093808651,
0.01068593468517065,
-0.03670118376612663,
-0.04835296422243118,
0.018568962812423706,
-0.06365732848644257,
0.0210530087351799,
0.0050721801817417145,
-0.010529538616538048,
0.06061527505517006,
-0.01227960828691721,
-0.029877085238695145,
0.04170713946223259,
-0.06750470399856567,
0.031909044831991196,
0.04139912128448486,
0.017846057191491127,
0.0018943535396829247,
0.02018154226243496,
-0.026084469631314278,
0.03511815890669823,
-0.02207583747804165,
0.006801690440624952,
-0.03577834367752075,
-0.0040199668146669865,
0.02722652442753315,
0.00145336810965091,
-0.04953010380268097,
0.04321727529168129,
0.10234879702329636,
0.03380424901843071,
-0.028057968243956566,
0.046942707151174545,
-0.005550947971642017,
-0.021083787083625793,
0.00408798037096858,
0.04318259656429291,
0.06444401293992996,
0.03908929601311684,
0.02960320934653282,
-0.004641932435333729,
0.018524285405874252,
0.048873014748096466,
0.026355205103754997,
-0.005268574226647615,
0.006948455702513456,
0.001296831527724862,
-0.015125991776585579,
-0.027764873579144478,
0.028632301837205887,
-0.006717571057379246,
-0.01908585987985134,
0.03828885406255722,
-0.02671167068183422,
-0.0018230180721729994,
-0.00954891461879015,
-0.019118117168545723,
0.04556914418935776,
0.02112209051847458,
-0.012960631400346756,
0.02216036058962345,
0.042829953134059906,
-0.04160681739449501,
-0.006380726583302021,
-0.05652279034256935,
-0.01648019254207611,
-0.011202148161828518,
-0.020154908299446106,
0.005869599059224129,
0.00044667781912721694,
0.004214580170810223,
-0.033249013125896454,
0.0038273315876722336,
-0.03162387013435364,
-0.005791040603071451,
0.01742522232234478,
-0.03719065710902214,
-0.09001175314188004,
-0.016487933695316315,
-0.047176141291856766,
-0.008852098137140274,
0.030779412016272545,
0.007139191962778568,
-0.016299566254019737,
0.06402122229337692,
0.05161092057824135,
-0.04074496030807495,
0.009464709088206291,
0.0032551472540944815,
0.003136474173516035,
-0.05025206133723259,
-0.0019424168858677149,
0.036669351160526276,
0.02506292797625065,
-0.0446743443608284,
0.016768628731369972,
-0.028169739991426468,
-0.031516291201114655,
-0.030117228627204895,
-0.020262859761714935,
-0.038750048726797104,
-0.011266144923865795,
-0.0027242398355156183,
0.02282741107046604,
0.006937805563211441,
-0.016765030100941658,
-0.07066836953163147,
-0.05038020387291908,
-0.005261322949081659,
-0.006308059673756361,
0.025702660903334618,
0.003773338394239545,
-0.037113871425390244,
0.06783614307641983,
0.017529943957924843,
-0.05137840285897255,
-0.040169857442379,
0.02957908809185028,
-0.01360135618597269,
0.005403927993029356,
0.017355330288410187,
0.03828946128487587,
0.007987862452864647,
-0.011927658692002296,
-0.01675037480890751,
0.011325113475322723,
0.05099433287978172,
0.0362960621714592,
-0.0010085089597851038,
0.035978663712739944,
0.015621783211827278,
-0.005935012362897396,
0.0313112847507,
0.014812713488936424,
-0.045677460730075836,
0.007297576870769262,
0.02889600582420826,
0.019850872457027435,
0.004042668733745813,
-0.04522907733917236,
0.02895110473036766,
0.02069137617945671,
-0.018042903393507004,
-0.009636868722736835,
-0.0311465784907341,
0.005605537910014391,
-0.045209743082523346,
-0.03085441142320633,
-0.005011476576328278,
0.030254581943154335,
0.012393415905535221,
0.04428035020828247,
0.051729876548051834,
0.08871439844369888,
-0.025276677682995796,
-0.0068068308755755424,
-0.05100448057055473,
-0.007529188878834248,
-0.009395662695169449,
-0.020145317539572716,
-0.02292747236788273,
-0.006924574729055166,
0.05243634060025215,
0.005803362932056189,
-0.002060868078842759,
-0.04699430614709854,
-0.000584363762754947,
-0.0809355154633522,
0.01060682162642479,
-0.04196514934301376,
0.0602337084710598,
0.026736589148640633,
0.024457955732941628,
0.008459270000457764,
-0.0067306999117136,
-0.011143774725496769,
-0.004820721223950386,
-0.07227965444326401,
0.02178964577615261,
0.0015179443871602416,
-0.0006484109908342361,
0.004491790197789669,
-0.03494412824511528,
0.010378382168710232,
0.00810643658041954,
0.042992692440748215,
-0.010244670324027538,
0.01786389946937561,
-0.03860466554760933,
-0.0011442507384344935,
-0.009137311019003391,
-0.01860354281961918,
-0.05955720692873001,
0.011107390746474266,
0.035961564630270004,
0.0076077482663095,
0.02994758076965809,
-0.004628175403922796,
0.0007737634005025029,
0.005526556633412838,
0.011892113834619522,
0.06296710669994354,
0.009331479668617249,
0.02947533130645752,
-0.017082614824175835,
0.04171297699213028,
-0.03264090046286583,
0.03137940913438797,
0.01675533689558506,
0.03322893753647804,
0.032727744430303574,
-0.04320156201720238,
-0.031590454280376434,
0.016451654955744743,
0.012990660965442657,
0.02720803953707218,
-0.006341803818941116,
0.021536724641919136,
0.0037073625717312098,
0.06303703784942627,
0.06254395097494125,
0.013869543559849262,
-0.001948501798324287,
0.04255078360438347,
0.0020328129176050425,
0.005190364085137844,
-0.01141307782381773,
-0.041317183524370193,
-0.017274556681513786,
0.02418721653521061,
0.01730428636074066,
0.031177522614598274,
0.04088291525840759,
0.001758403843268752,
0.012122208252549171,
0.015088880434632301,
-0.020108278840780258,
-0.006724497769027948,
0.012675086967647076,
0.006501825526356697,
-0.0000902226529433392,
-0.04656985029578209,
0.027622099965810776,
0.057499323040246964,
0.02952367067337036,
0.04752412810921669,
0.03508744388818741,
-0.08516921103000641,
0.02148623578250408,
0.025765199214220047,
0.026441054418683052,
-0.028682930395007133,
-0.01988539658486843,
-0.03041367419064045,
-0.002522003138437867,
0.028354914858937263,
-0.030655205249786377,
0.02793092466890812,
-0.0185015257447958,
0.021002700552344322,
-0.03430097922682762,
-0.04199826344847679,
-0.05205889418721199,
-0.020722532644867897,
-0.009571453556418419,
0.0034752460196614265,
0.00991464126855135,
-0.010682810097932816,
-0.0437927208840847,
0.01258356124162674,
0.024277163669466972,
0.03752647712826729,
-0.01833956316113472,
-0.01608950085937977,
0.01969817839562893,
0.026397084817290306,
-0.046722590923309326,
-0.049226775765419006,
0.04414837062358856,
-0.02138492837548256,
-0.030605942010879517,
0.03362384811043739,
-0.014586848206818104,
-0.027695000171661377,
0.013397229835391045,
-0.027372445911169052,
-0.03646526485681534,
0.04130839183926582,
-0.022542450577020645,
0.022336989641189575,
0.044344156980514526,
0.045414842665195465,
0.07897302508354187,
0.04315271973609924,
-0.017472928389906883,
-0.0026001862715929747,
-0.03561469539999962,
-0.03495537117123604,
-0.012867752462625504,
0.00463804230093956,
-0.03105938248336315,
-0.03217463940382004,
-0.03004118613898754,
0.021152107045054436,
-0.004967068322002888,
0.04197423532605171,
-0.01872118003666401,
0.023570669814944267,
0.03510153666138649,
0.022091617807745934,
-0.019542699679732323,
-0.028463082388043404,
-0.02171783521771431,
0.016212381422519684,
-0.008413026109337807,
0.0010531630832701921,
0.03134501725435257,
-0.02517455257475376,
0.006274475250393152,
0.006617658771574497,
-0.040092118084430695,
-0.014473875984549522,
-0.027810920029878616,
0.00885250885039568,
-0.015771903097629547,
0.01915576122701168,
0.031087899580597878,
0.003654283471405506,
0.016863783821463585,
0.00400168402120471,
-0.009549420326948166,
0.005844218656420708,
0.07787501811981201,
-0.014412594959139824,
0.03986644372344017,
0.0011000304948538542,
0.0461953841149807,
0.01007660198956728,
-0.03465154021978378,
-0.056430526077747345,
-0.04470963403582573,
0.06118429824709892,
0.05246749892830849,
-0.012158706784248352,
-0.023751504719257355,
-0.0003644869721028954,
-0.020351611077785492,
-0.006267085671424866,
-0.02394811064004898,
0.01897105574607849,
0.0003549022367224097,
-0.03427334502339363,
-0.012493878602981567,
0.0020155985839664936,
0.058869823813438416,
-0.02476910501718521,
-0.005914995446801186,
0.02437562309205532,
0.01942380703985691,
0.0025830729864537716,
-0.011096692644059658,
-0.0023686462081968784,
-0.05951916426420212,
-0.006699258927255869,
-0.01800685003399849,
-0.02795548178255558,
0.0297388918697834,
0.021215708926320076,
-0.04222863167524338,
0.04710003733634949,
-0.025377104058861732,
-0.03068164549767971,
-0.008266523480415344,
0.007597725838422775,
0.0127240139991045,
0.012576443143188953,
-0.01582689955830574,
-0.0104698920622468,
-0.02161930315196514,
-0.017946036532521248,
-0.012358252890408039,
-0.012790354900062084,
-0.041263777762651443,
0.03145430609583855,
0.03946525603532791,
-0.007429031655192375,
0.02399863675236702,
-0.012666181661188602,
-0.014338037930428982,
0.03744417056441307,
-0.0052366252057254314,
0.03768228366971016,
-0.005800069309771061,
0.024717768654227257,
-0.0011051404289901257,
-0.05142371729016304,
-0.01750432327389717,
-0.0015982643235474825,
0.048917852342128754,
0.014575270004570484,
0.024438753724098206,
0.02232898212969303,
0.037933602929115295,
0.022482581436634064,
-0.012803459540009499,
-0.00384759483858943,
-0.005699499510228634,
0.019714154303073883,
0.049705564975738525,
-0.02094096690416336,
-0.0035216344986110926,
0.0981377437710762,
0.017395183444023132,
0.038956351578235626,
0.04204309731721878,
0.0004049025592394173,
0.0017728552920743823,
0.034803252667188644,
-0.08045852929353714,
-0.032084133476018906,
0.0052251690067350864,
-0.05732100456953049,
0.053591083735227585,
-0.04702488332986832,
-0.036071907728910446,
0.007482654880732298,
-0.0009716078639030457,
-0.025360064581036568,
-0.037273552268743515,
-0.03764118254184723,
-0.07800675183534622,
-0.00011176778934895992,
0.007719854358583689,
-0.00018226998508907855,
0.04665680229663849,
-0.0028844091575592756,
0.03692055121064186,
-0.007980499416589737,
0.024224240332841873,
-0.009622091427445412,
-0.05816320329904556,
0.008053990080952644,
0.018951211124658585,
-0.046271342784166336,
0.035429295152425766,
-0.020561188459396362,
-0.02972693182528019,
0.019416186958551407,
-0.047822751104831696,
-0.0007376583525910974,
-0.0018200093181803823,
0.00930442288517952,
0.03697160258889198,
0.0723150297999382,
-0.023035775870084763,
0.023665912449359894,
-0.041541874408721924,
-0.030665714293718338,
0.11682726442813873,
0.080239437520504,
0.05404966324567795,
-0.010161957703530788,
0.0013798066647723317,
0.003895942121744156,
0.0037986363749951124,
-0.025621997192502022,
0.00824022851884365,
0.03429904952645302,
-0.017119958996772766,
0.04745708405971527,
0.08416138589382172,
-0.04570799320936203,
-0.026779327541589737,
0.04712783917784691,
-0.04489698261022568,
0.006214558612555265,
0.0560750737786293,
0.03713545575737953,
0.04222612455487251,
-0.039531558752059937,
-0.05026538670063019,
0.058621518313884735,
-0.009224656037986279,
-0.0022056882735341787,
-0.0073268599808216095,
-0.017644107341766357,
0.003655623644590378,
-0.010153978131711483,
-0.00623038737103343,
0.003967895172536373,
0.010975233279168606,
-0.028785856440663338,
0.008878620341420174,
-0.009145492687821388,
0.042232297360897064,
-0.0691632628440857,
0.03287101164460182,
0.06479128450155258,
-0.014082829467952251,
-0.0207988228648901,
0.006892423611134291,
0.018606018275022507,
-0.0497760996222496,
0.0271189883351326,
-0.05021295323967934,
0.01645093411207199,
-0.01876405067741871,
-0.02356104366481304,
-0.048226431012153625,
-0.0017725753132253885,
-0.0033639194443821907,
-0.009194016456604004,
-0.03954077512025833,
0.022023487836122513,
0.04677824303507805,
-0.023693693801760674,
-0.02003910019993782,
-0.02475367672741413,
0.010377855040133,
0.03497397154569626,
0.010519130155444145,
-0.0017090445617213845,
-0.03119107522070408,
-0.03511172905564308,
-0.021496782079339027,
0.03845647722482681,
0.020740650594234467,
-0.022693060338497162,
-0.026173371821641922,
-0.0005537315155379474,
-0.018154768273234367,
0.009239415638148785,
-0.01869300939142704,
0.001449858769774437,
0.039184652268886566,
-0.0014751867856830359,
0.005170386750251055,
-0.02854565531015396,
-0.03149431198835373,
0.02210623025894165,
-0.023014487698674202,
-0.004998601973056793,
-0.03238175809383392,
-0.008763049729168415,
0.007031868677586317,
-0.00012759561650454998,
0.05907082557678223,
0.01960662193596363,
-0.013974358327686787,
0.07583925873041153,
0.005159328691661358,
-0.048122528940439224,
-0.03704299032688141,
-0.04414413124322891,
-0.0037702638655900955,
-0.01748667098581791,
-0.02220599539577961,
0.0335603766143322,
0.04781677946448326,
-0.02597806043922901,
0.021777819842100143,
-0.0101874815300107,
-0.008603633381426334,
0.010551556013524532,
0.042608946561813354,
-0.06523790955543518,
-0.017023500055074692,
0.03373969346284866,
0.02050234004855156,
-0.0005291066481731832,
-0.0035686104092746973,
-0.045668136328458786,
-0.005259500816464424,
0.01502256840467453,
-0.011990000493824482,
-0.01611565425992012,
0.03429539129137993,
0.017475595697760582,
0.06885625422000885,
0.03006729483604431,
0.01709040068089962,
-0.050179194658994675,
0.011509716510772705,
-0.031686797738075256,
-0.009923434816300869,
-0.003748175222426653,
0.04795801639556885,
0.0025454259011894464,
0.01623607613146305,
0.07390734553337097,
0.034736085683107376,
0.011847488582134247,
-0.04251953586935997,
-0.01571182906627655,
0.01127525046467781,
0.016753746196627617,
-0.005431182216852903,
-0.015252936631441116,
0.02967950701713562,
-0.016245171427726746,
-0.0014760479098185897,
0.02872360125184059,
0.027103422209620476,
-0.010701158083975315,
0.003118195105344057,
-0.021541031077504158,
-0.02733469195663929,
0.006512755993753672,
-0.058803725987672806,
-0.028300171718001366,
-0.0004771339881699532,
-0.01645876094698906,
0.017729531973600388,
0.010844851844012737,
-0.012085555121302605,
0.03526834771037102,
-0.0414571613073349,
0.03841947764158249,
0.03500538691878319,
0.05091238021850586,
0.023896748200058937,
0.01844458095729351,
-0.022194726392626762,
0.0011257020523771644,
0.009753698483109474,
-0.027434706687927246,
0.03294047340750694,
0.07619927078485489,
-0.04475538805127144,
-0.0033391728065907955,
-0.0416717566549778,
0.0047727408818900585,
-0.03840089216828346,
-0.007881004363298416,
0.010171477682888508,
-0.020194748416543007,
0.0603649765253067,
0.006533362437039614,
0.018977291882038116,
0.030783358961343765,
-0.052454736083745956,
0.04931560903787613,
-0.01723945140838623,
-0.00471653463318944,
-0.05511811748147011,
-0.005830923095345497,
-0.003193079959601164,
0.016435977071523666,
-0.005331371910870075,
0.029660053551197052,
0.017960483208298683,
0.047777511179447174,
-0.008043386973440647,
-0.020198605954647064,
-0.033921029418706894,
-0.004693578463047743,
0.004882020875811577,
-0.0640815868973732,
0.022918932139873505,
-0.019754683598876,
-0.01678590290248394,
0.022752728313207626,
-0.018565243110060692,
0.015623965300619602,
-0.03447646275162697,
-0.01018260233104229,
-0.014169743284583092,
0.03367757052183151,
0.03569692000746727,
0.016959939152002335,
-0.03707251697778702,
-0.013736254535615444,
0.0174818467348814,
0.025719743221998215,
0.019582562148571014,
0.0023665246553719044,
0.024759961292147636,
-0.00990019179880619,
-0.0014167620101943612,
0.00230785203166306,
0.017062826082110405,
-0.007150496821850538,
-0.012372753582894802,
-0.02143709361553192,
0.05170362442731857,
-0.0011730478145182133,
-0.028491007164120674,
-0.00886288657784462,
0.02906166948378086,
0.02310941554605961,
0.011512717232108116,
-0.05642589181661606,
-0.008851439692080021,
-0.008100299164652824,
-0.0342194102704525,
-0.006237128283828497,
0.015135753899812698,
0.034430526196956635,
-0.02394910342991352,
-0.026381833478808403,
-0.03102046623826027,
-0.01378586608916521,
-0.015476499684154987,
-0.019979864358901978,
-0.01842474564909935,
0.0006416990072466433,
-0.04660306125879288,
0.03139733150601387,
-0.006394707132130861,
0.007129632402211428,
0.023986930027604103,
-0.07485882192850113,
0.04179578647017479,
-0.006738780532032251,
0.006938914302736521,
-0.016181914135813713,
-0.010523930191993713,
-0.049177367240190506,
-0.004183686804026365,
0.08669866621494293,
-0.009187854826450348,
-0.012881624512374401,
0.01763654500246048,
-0.0010929559357464314,
0.0005513663636520505,
-0.07106422632932663,
0.02541806362569332,
0.008782153017818928,
-0.010954882018268108,
-0.018087444826960564,
-0.010278909467160702,
0.012922875583171844,
-0.006880136672407389,
0.02578359842300415,
-0.021607816219329834,
0.0009037155541591346,
-0.01006521936506033,
0.02787785604596138,
0.026675457134842873,
0.008097739890217781,
-0.03494705259799957,
0.027801861986517906,
0.012990443035960197,
-0.0025299217086285353,
0.017485104501247406,
-0.04038754105567932,
-0.058902498334646225,
0.028967777267098427,
-0.044030431658029556,
-0.003521737176924944,
-0.014101964421570301,
0.006752596236765385,
-0.010949288494884968,
-0.030645333230495453,
0.0027413014322519302,
0.031937647610902786,
-0.0064614517614245415,
-0.0046892617829144,
0.013071009889245033,
0.013758714310824871,
0.028079180046916008,
0.02793102338910103,
0.04923216253519058,
-0.0019934421870857477,
-0.007768690586090088,
-0.019634319469332695,
-0.0087105268612504,
0.03449435159564018,
-0.0006597288302145898,
-0.008992559276521206,
0.02922254428267479,
-0.029767613857984543,
0.03934178128838539,
-0.018139343708753586,
0.01249754149466753,
0.011793035082519054,
-0.04186072200536728,
-0.002853507874533534,
0.020312169566750526,
0.001838608062826097,
0.011636821553111076,
-0.01626880094408989,
0.06662893295288086,
-0.0451691634953022,
0.023767678067088127,
-0.022247089073061943,
0.013791602104902267,
0.02595011331140995,
-0.00986948236823082,
-0.0026605708990246058,
-0.0016106339171528816,
-0.02960365265607834,
0.024771399796009064,
-0.007139646913856268,
0.05579247325658798,
-0.017401788383722305,
-0.01812581531703472,
0.02443666197359562,
-0.016908299177885056,
0.023827752098441124,
-0.002321619773283601,
-0.07428662478923798,
-0.03795095905661583,
-0.06525105983018875,
0.006370983086526394,
0.028469564393162727,
0.024220405146479607,
-0.010596091859042645,
-0.03605147823691368,
0.012577537447214127,
0.06570721417665482,
-0.05441012978553772,
-0.00826569925993681,
-0.04448096081614494,
0.015085929073393345,
0.013061797246336937,
-0.012603827752172947
] |
<p>In the following problem, check that it is appropriate to use the normal approximation to the binomial. Then use the normal distribution to estimate the requested probabilities.</p>
<p>It is known that 85% of all new products introduced in grocery stores fail (are taken off the market) within 2 years. If a grocery store chain introduces 68 new products, find the following probabilities. (Round your answers to four decimal places.)</p>
<p>(a) within 2 years 47 or more fail</p>
<p>(b) within 2 years 58 or fewer fail
. </p>
<p>(c) within 2 years 15 or more succeed
. </p>
<p>(d) within 2 years fewer than 10 succeed</p> | 36,663 | [
-0.04385129734873772,
-0.0662960559129715,
-0.0012890375219285488,
0.019791362807154655,
0.011367782019078732,
-0.042960602790117264,
-0.007799056358635426,
0.004091781098395586,
0.0333799310028553,
-0.004903001245111227,
0.014805597253143787,
0.048779550939798355,
-0.0036081934813410044,
0.04264998435974121,
0.020837070420384407,
0.02859337441623211,
-0.05721866339445114,
-0.01768556796014309,
-0.0018863299628719687,
0.005854320712387562,
0.03892148658633232,
-0.01353022176772356,
0.01927511766552925,
-0.004372456576675177,
-0.0355006568133831,
0.026914890855550766,
0.009050729684531689,
-0.015620806254446507,
0.023716719821095467,
0.06419099122285843,
-0.030899276956915855,
-0.023523323237895966,
-0.0005968191544525325,
0.03195181116461754,
0.04716041684150696,
0.012897057458758354,
-0.03636582940816879,
-0.02738798037171364,
-0.04827570542693138,
-0.030595222488045692,
-0.05101945996284485,
0.03150198981165886,
0.0011867514112964272,
0.01551976427435875,
-0.02265607938170433,
-0.0013007459929212928,
-0.024714408442378044,
-0.06001179292798042,
0.038452859967947006,
-0.038093846291303635,
0.08400023728609085,
-0.006249483674764633,
0.027928462252020836,
0.01916145160794258,
-0.023772574961185455,
-0.0459030345082283,
0.03657294809818268,
0.05236482247710228,
-0.05137544125318527,
-0.06609461456537247,
0.0015686698025092483,
-0.04106007143855095,
-0.027965068817138672,
0.005414753220975399,
-0.052455395460128784,
-0.00785316713154316,
-0.02157030813395977,
-0.05341688543558121,
0.06337334960699081,
-0.0193882305175066,
0.03944186866283417,
0.036338843405246735,
0.043971993029117584,
-0.007250692695379257,
0.05867588520050049,
-0.02770010381937027,
0.02554030530154705,
0.018963631242513657,
0.017036689445376396,
0.04746922478079796,
-0.005582205019891262,
-0.008935458026826382,
0.0451284758746624,
0.04338771104812622,
0.03061079978942871,
-0.04318908601999283,
0.07890457659959793,
-0.015860391780734062,
0.014551844447851181,
0.03982432186603546,
0.0037774196825921535,
0.007870365865528584,
0.07663756608963013,
-0.0010749527718871832,
-0.034565843641757965,
0.058768704533576965,
-0.018534529954195023,
0.0816115066409111,
-0.00801281351596117,
-0.019575245678424835,
-0.002112406073138118,
-0.042277611792087555,
0.01572367548942566,
0.07576117664575577,
-0.021157467737793922,
-0.015209444798529148,
-0.05386894568800926,
0.006748809013515711,
-0.006009165197610855,
0.00342988851480186,
0.015625817701220512,
0.0195840485394001,
0.021947136148810387,
-0.0046372190117836,
0.018897702917456627,
-0.008731038309633732,
-0.05437050014734268,
-0.007721638772636652,
0.03305094316601753,
0.040294013917446136,
0.040084268897771835,
-0.000904661719687283,
0.05202336609363556,
0.0014606444165110588,
-0.04506324976682663,
0.027529781684279442,
0.006211114581674337,
-0.016453919932246208,
-0.048218175768852234,
0.02854583039879799,
-0.008158651180565357,
-0.004308521747589111,
0.016688086092472076,
-0.017181923612952232,
0.045437995344400406,
-0.0030950428918004036,
-0.08441770821809769,
-0.0684368684887886,
0.015292913652956486,
-0.04802289232611656,
0.013288738206028938,
-0.04612978175282478,
0.014973555691540241,
0.018598107621073723,
0.029256200417876244,
-0.013023650273680687,
0.019020406529307365,
-0.01955200545489788,
0.03092365153133869,
0.019993359223008156,
-0.022226842120289803,
-0.008962665684521198,
0.014488196931779385,
-0.03152511641383171,
0.0004946037661284208,
-0.11258848756551743,
0.04887363314628601,
0.016474485397338867,
0.011139324866235256,
-0.05327994376420975,
0.022068778052926064,
-0.020571863278746605,
-0.013310353271663189,
-0.03232838585972786,
0.005301249213516712,
-0.01900205761194229,
0.06522884964942932,
0.009892485104501247,
0.0185882356017828,
0.06697120517492294,
-0.019328821450471878,
0.029111070558428764,
-0.0036394030321389437,
-0.0002410599117865786,
0.05108766257762909,
-0.04681699350476265,
-0.0024630983825773,
0.011294540017843246,
0.023710213601589203,
0.028698742389678955,
-0.019022440537810326,
0.014519513584673405,
0.0020354799926280975,
0.004748925566673279,
0.017288818955421448,
0.017181089147925377,
0.00436736736446619,
-0.014034907333552837,
0.029390498995780945,
-0.01878087967634201,
-0.033841267228126526,
-0.08407124876976013,
-0.0009526374633423984,
0.009463842026889324,
-0.009827548637986183,
0.014780942350625992,
-0.006997594144195318,
0.019467821344733238,
-0.01585366576910019,
0.023661235347390175,
-0.015416440553963184,
-0.010468566790223122,
0.013901060447096825,
-0.07564904540777206,
-0.018135543912649155,
0.07038455456495285,
0.06880449503660202,
-0.016593538224697113,
0.05111560598015785,
-0.062406741082668304,
-0.018114035949110985,
-0.006520611699670553,
0.0023457538336515427,
0.010052612982690334,
0.002178564900532365,
-0.017495250329375267,
0.009142385795712471,
0.0074843852780759335,
-0.01845351979136467,
0.06201039254665375,
-0.07058720290660858,
0.038014765828847885,
0.09231151640415192,
0.019073238596320152,
-0.00480294693261385,
-0.021187802776694298,
0.02539408951997757,
0.013466160744428635,
0.01988852769136429,
-0.03817824646830559,
-0.04256092756986618,
-0.006406491622328758,
-0.000619030324742198,
-0.0042538768611848354,
-0.03520725294947624,
0.028628652915358543,
0.06936072558164597,
-0.030045634135603905,
0.008276975713670254,
0.03193728253245354,
-0.0027649221010506153,
0.012766921892762184,
-0.013806960545480251,
0.04077935963869095,
-0.030182158574461937,
-0.005607910454273224,
0.008566254749894142,
0.022901419550180435,
0.026015453040599823,
0.0010908193653449416,
-0.0016752314986661077,
0.02945779822766781,
0.00924886018037796,
0.03580503165721893,
-0.00856604240834713,
-0.009154457598924637,
0.06184770539402962,
-0.008687027730047703,
-0.047905437648296356,
0.029670000076293945,
0.007179324049502611,
0.019666381180286407,
-0.019593847915530205,
-0.041907984763383865,
-0.018870042636990547,
0.04381784051656723,
-0.06644655019044876,
-0.030265338718891144,
0.023937715217471123,
-0.021194318309426308,
-0.0026477640494704247,
0.0021980770397931337,
-0.015168136917054653,
-0.01976013369858265,
0.004122570157051086,
0.039368145167827606,
0.001575057627633214,
0.06165972724556923,
-0.007305821403861046,
-0.025422751903533936,
-0.01459495723247528,
0.00021822474082000554,
-0.016027966514229774,
-0.027293195948004723,
-0.05839414522051811,
0.0020556552335619926,
0.012894636951386929,
-0.0156556349247694,
0.006291110534220934,
0.000672905589453876,
-0.0023604303132742643,
0.036437902599573135,
0.024273160845041275,
0.009841830469667912,
-0.003091786988079548,
-0.013601009733974934,
0.04213465005159378,
-0.03747343271970749,
-0.0313958078622818,
0.05604448541998863,
0.05712352693080902,
0.00014716006990056485,
0.024169154465198517,
-0.06315742433071136,
-0.03594000265002251,
-0.0323752723634243,
-0.009163113310933113,
0.004482726566493511,
-0.006485100835561752,
-0.008076325058937073,
-0.021846024319529533,
-0.010802216827869415,
0.04820171743631363,
-0.09368450939655304,
-0.09038681536912918,
-0.04062032327055931,
-0.02287743054330349,
0.01767612062394619,
-0.014173810370266438,
0.01443847268819809,
0.059818897396326065,
0.04116811975836754,
-0.02851470187306404,
0.0008195361006073654,
-0.007884704507887363,
-0.015913700684905052,
-0.028874916955828667,
0.037817396223545074,
0.01688511110842228,
-0.03939053416252136,
-0.011399024166166782,
0.03144429996609688,
0.03651264309883118,
0.04649730026721954,
-0.03213588148355484,
-0.012308966368436813,
0.025251513347029686,
0.042653314769268036,
-0.019186845049262047,
0.013736150227487087,
-0.008858802728354931,
-0.04411963000893593,
0.013570995070040226,
-0.026386255398392677,
0.03130430728197098,
0.007954076863825321,
-0.038620322942733765,
0.005880019627511501,
-0.05160722881555557,
0.009117592126131058,
-0.005901876371353865,
0.018873216584324837,
0.008684602566063404,
-0.029961688444018364,
0.020975587889552116,
-0.029547197744250298,
0.052028145641088486,
-0.04667181149125099,
-0.007097071968019009,
0.03193847835063934,
0.06300891935825348,
-0.0002718029136303812,
-0.02284766174852848,
0.023588795214891434,
-0.002937730634585023,
0.023927772417664528,
0.0038460525684058666,
-0.00005726767631131224,
0.03249119222164154,
0.0700492113828659,
0.03682808578014374,
0.0017830173019319773,
0.0002988410124089569,
0.0014204132603481412,
-0.08371561765670776,
0.0038988757878541946,
-0.006443484220653772,
0.017701392993330956,
-0.024379882961511612,
0.02619055099785328,
0.03277482092380524,
-0.03591929003596306,
0.0324561633169651,
0.024095451459288597,
-0.07325230538845062,
0.06090676411986351,
-0.0033528103958815336,
-0.015026751905679703,
0.01069330982863903,
-0.015035382471978664,
0.011955375783145428,
0.013655133545398712,
0.020435446873307228,
0.014557743445038795,
0.030517255887389183,
-0.04307989403605461,
-0.03808002546429634,
0.004248158540576696,
-0.00495240930467844,
0.03618708625435829,
-0.04290926083922386,
-0.019300170242786407,
0.014074725098907948,
0.0028047997038811445,
0.06904494017362595,
-0.01013861782848835,
-0.005966944620013237,
-0.02481437288224697,
-0.024524807929992676,
0.004282467532902956,
0.06484588980674744,
0.03515166416764259,
0.04301416501402855,
-0.03159071505069733,
0.0123373381793499,
0.04032399505376816,
0.03913424536585808,
0.032505933195352554,
0.021409833803772926,
-0.03760151192545891,
-0.06064328923821449,
-0.021768618375062943,
-0.006243753246963024,
-0.010369081981480122,
-0.0032153225038200617,
0.004585261456668377,
0.06944899260997772,
-0.005691241472959518,
-0.016726963222026825,
0.011797547340393066,
0.07682014256715775,
-0.014064569026231766,
-0.0011391916777938604,
-0.015667935833334923,
-0.020389122888445854,
-0.017125990241765976,
-0.022459710016846657,
0.01860891655087471,
0.01781964860856533,
0.006930709350854158,
0.030269604176282883,
0.05899719521403313,
0.022309940308332443,
-0.06328153610229492,
0.04626396670937538,
0.022359328344464302,
0.0033586095087230206,
0.01012562308460474,
-0.02975264936685562,
0.03822268545627594,
0.01287370640784502,
0.04684043303132057,
0.012550449930131435,
0.011297166347503662,
-0.05118319019675255,
0.028915833681821823,
0.04565700888633728,
0.04552226513624191,
-0.028805840760469437,
-0.018781788647174835,
-0.04903325065970421,
0.0025470275431871414,
0.026068462058901787,
-0.055587153881788254,
0.0031411577947437763,
-0.0018311585299670696,
0.04336158558726311,
-0.012061629444360733,
-0.007928607985377312,
-0.0184397641569376,
-0.017795821651816368,
-0.01677575521171093,
-0.02002357877790928,
0.0032856392208486795,
-0.001617889036424458,
-0.05370154231786728,
0.003132631303742528,
0.0438554510474205,
0.09484542161226273,
-0.011210914701223373,
-0.014062859117984772,
-0.0018121699104085565,
-0.018604570999741554,
-0.009134075604379177,
-0.025662099942564964,
0.032801393419504166,
-0.004449081141501665,
-0.0345240943133831,
0.029343249276280403,
-0.019444501027464867,
-0.01359215285629034,
0.03409932553768158,
-0.000514838146045804,
-0.04492078721523285,
-0.023957666009664536,
-0.04377762973308563,
0.002078623976558447,
0.0374002680182457,
0.010298501700162888,
0.00458933413028717,
0.0331626757979393,
0.001783515908755362,
0.02781812660396099,
-0.03754802793264389,
-0.02074538730084896,
0.014552074484527111,
0.002338009886443615,
-0.024019399657845497,
0.0053411610424518585,
0.017965935170650482,
0.032371606677770615,
-0.0038858226034790277,
0.009593576192855835,
-0.07369843125343323,
-0.014891366474330425,
0.003758248407393694,
0.043323855847120285,
-0.0004315411497373134,
0.025083018466830254,
0.00667200330644846,
0.007951711304485798,
-0.003170099575072527,
0.0064208172261714935,
0.012375274673104286,
-0.02357274293899536,
0.02727673202753067,
-0.014798371121287346,
-0.02497519738972187,
0.0176036786288023,
-0.027466123923659325,
-0.07771589607000351,
0.013879840262234211,
-0.04536501318216324,
0.01880226470530033,
0.003567366860806942,
0.02984328754246235,
0.008443458937108517,
-0.04822857677936554,
-0.04912646859884262,
0.03185448795557022,
0.020967017859220505,
0.06547989696264267,
-0.024818098172545433,
0.027217978611588478,
-0.004672652576118708,
0.011500942520797253,
-0.06674211472272873,
-0.021527431905269623,
0.014261285774409771,
0.0330621562898159,
-0.017100749537348747,
-0.0042102341540157795,
0.008836704306304455,
-0.01147371344268322,
-0.027925437316298485,
-0.048960767686367035,
0.037710487842559814,
0.0075200460851192474,
-0.020721688866615295,
-0.017576780170202255,
0.004318797495216131,
0.07090694457292557,
0.03179758042097092,
0.007356748450547457,
-0.01797690987586975,
-0.023114828392863274,
-0.025562193244695663,
-0.002592564793303609,
-0.01470907125622034,
-0.036713771522045135,
-0.017194150015711784,
-0.014295952394604683,
-0.00817063543945551,
0.033694129437208176,
-0.04525524005293846,
-0.023787686601281166,
0.011653047055006027,
0.047343701124191284,
-0.009216970764100552,
-0.047212716192007065,
0.004338124766945839,
-0.008945493958890438,
0.0072825998067855835,
-0.0027443033177405596,
0.0246538445353508,
0.014454496093094349,
0.011118026450276375,
0.002658881014212966,
-0.021322252228856087,
-0.03149358555674553,
0.027069594711065292,
0.036715131253004074,
-0.01761729270219803,
0.021175745874643326,
-0.007950366474688053,
-0.01232160348445177,
0.02801596000790596,
0.03968481346964836,
-0.030565666034817696,
0.03212657943367958,
0.008061767555773258,
-0.00652896286919713,
-0.016536934301257133,
-0.03070397488772869,
0.024034667760133743,
0.02855277806520462,
-0.016125258058309555,
0.017031587660312653,
0.001948834047652781,
0.02061057649552822,
-0.01859515905380249,
-0.009818661026656628,
-0.013161315582692623,
0.01889021322131157,
0.029156526550650597,
0.03749467432498932,
-0.014302810654044151,
0.0062851677648723125,
0.05165766179561615,
-0.017340967431664467,
0.03318851813673973,
0.03422027826309204,
-0.0006977940211072564,
0.00841328501701355,
0.015185194090008736,
-0.02798209711909294,
-0.022821124643087387,
0.017370572313666344,
-0.024238362908363342,
0.030459381639957428,
-0.03922070190310478,
-0.01344924047589302,
0.02513723075389862,
-0.0033975974656641483,
-0.019342010840773582,
-0.008409879170358181,
-0.03311079740524292,
-0.016363520175218582,
-0.010451520793139935,
0.013808722607791424,
-0.000044629396143136546,
0.019838789477944374,
-0.0045129987411201,
-0.012761837802827358,
0.01640484854578972,
0.06469788402318954,
0.019007917493581772,
-0.04391944780945778,
-0.04798990488052368,
-0.012889545410871506,
-0.041671473532915115,
0.019876832142472267,
0.001015259767882526,
0.0100279925391078,
-0.007844364270567894,
-0.01921703666448593,
0.014476021751761436,
0.02771308645606041,
0.003955570049583912,
0.018448010087013245,
0.05994027853012085,
0.01944613829255104,
0.037598636001348495,
0.018423693254590034,
-0.012670510448515415,
0.10277669876813889,
0.04949558526277542,
-0.009193295612931252,
-0.061990078538656235,
0.023543160408735275,
-0.011077633127570152,
0.016779322177171707,
-0.010491187684237957,
0.007772751152515411,
0.024644022807478905,
-0.0036126193590462208,
0.0550113171339035,
0.026583820581436157,
-0.017244519665837288,
0.04415874183177948,
0.011703414842486382,
-0.04714393615722656,
-0.041846297681331635,
-0.012568479403853416,
0.017957918345928192,
-0.0024310555309057236,
-0.009783804416656494,
-0.012704646214842796,
0.03209931030869484,
-0.008008393459022045,
-0.012247934006154537,
-0.037373028695583344,
0.011224435642361641,
0.02665417641401291,
0.013739421032369137,
-0.000028607999411178753,
0.014843533746898174,
0.04639795795083046,
-0.0037978310137987137,
-0.01856769435107708,
-0.010684131644666195,
0.009478254243731499,
-0.03262295946478844,
0.026789290830492973,
0.018480516970157623,
-0.0042495401576161385,
-0.015840156003832817,
0.014248023740947247,
0.02355879917740822,
-0.05038177967071533,
-0.004813142120838165,
-0.03727050870656967,
0.022771775722503662,
-0.025960475206375122,
-0.00590774230659008,
-0.005284032318741083,
-0.0004889211268164217,
-0.010278183966875076,
-0.03957159072160721,
-0.017568081617355347,
0.03300337493419647,
0.00508110411465168,
-0.031215239316225052,
-0.03865284100174904,
-0.010963060893118382,
0.011385408230125904,
-0.01553092896938324,
0.045508772134780884,
0.015563479624688625,
0.0029135113582015038,
-0.03374958783388138,
-0.05084119364619255,
0.025501132011413574,
-0.057656023651361465,
-0.00497912522405386,
0.005167727824300528,
0.01122942753136158,
-0.05648760870099068,
0.017632724717259407,
-0.007364765740931034,
-0.011661114171147346,
0.03753392770886421,
0.01329482439905405,
0.022647986188530922,
-0.004547421354800463,
-0.011018105782568455,
0.011450272984802723,
0.0008639258448965847,
0.02468271367251873,
-0.05544695630669594,
0.00030441462877206504,
0.0062867868691682816,
0.0389845110476017,
-0.00999488402158022,
0.03333870694041252,
0.028568530455231667,
0.05516650900244713,
-0.009229859337210655,
-0.024737877771258354,
0.003435408929362893,
-0.03250756114721298,
-0.08415152877569199,
-0.03575621172785759,
-0.02877834439277649,
0.0754740834236145,
-0.0011851248564198613,
0.027233177796006203,
0.03555039316415787,
-0.003111066296696663,
-0.019122611731290817,
0.016327600926160812,
0.006225804332643747,
-0.0721621960401535,
-0.013498435728251934,
0.03747062012553215,
-0.002796334680169821,
-0.031914375722408295,
-0.019025132060050964,
0.018453508615493774,
-0.01136127207428217,
0.01359707023948431,
0.00212170765735209,
-0.030438853427767754,
-0.007685914169996977,
-0.009444770403206348,
0.012257103808224201,
-0.021780721843242645,
-0.010279125533998013,
-0.01140577532351017,
-0.03945794329047203,
0.00046761910198256373,
0.02497134730219841,
-0.015557016246020794,
0.04107083007693291,
-0.01346690021455288,
0.027375198900699615,
0.040719594806432724,
0.060815371572971344,
0.021103108301758766,
-0.0372212789952755,
-0.003351944964379072,
0.023086246103048325,
0.0072270710952579975,
-0.023277174681425095,
-0.012292243540287018,
0.041978299617767334,
-0.05692888796329498,
-0.023142674937844276,
0.005756664089858532,
0.00042731015128083527,
0.04337403550744057,
0.021981902420520782,
0.005111947190016508,
-0.02269160747528076,
0.07012084871530533,
-0.053667448461055756,
-0.023084476590156555,
-0.006999922450631857,
0.01819290593266487,
0.040246184915304184,
0.008812714368104935,
-0.03176366537809372,
0.03657596930861473,
-0.013490437529981136,
-0.014274257235229015,
0.05839835852384567,
0.013499738648533821,
0.009653069078922272,
-0.0053376019932329655,
0.02083168551325798,
-0.003591194748878479,
0.003230082569643855,
-0.026920219883322716,
0.011287459172308445,
0.029603617265820503,
0.004225417505949736,
0.015674704685807228,
-0.023776812478899956,
-0.030108194798231125,
-0.0758274719119072,
-0.020450441166758537,
0.034053679555654526,
-0.017460273578763008,
0.04001028835773468,
-0.036987751722335815,
-0.0029683648608624935,
0.0490635447204113,
-0.026021910831332207,
0.00898425467312336,
-0.00177662109490484,
-0.009185869246721268,
-0.03350205719470978,
0.06084439530968666,
0.000683237100020051,
0.054766424000263214,
0.015094214119017124,
0.025566253811120987,
0.041427887976169586,
-0.02949066273868084,
0.004580583423376083,
-0.03835079073905945,
0.018205152824521065,
0.017054656520485878,
-0.008755754679441452,
-0.04529022425413132,
0.017937470227479935,
-0.0349726639688015,
-0.017950888723134995,
0.010229065082967281,
0.001950261415913701,
0.034590959548950195,
0.00981798768043518,
-0.029495012015104294,
0.015856822952628136,
0.027137910947203636,
0.030515162274241447,
0.009407475590705872,
-0.002214904874563217,
-0.0009205011301673949,
0.018952349200844765,
-0.0026558879762887955,
-0.017359640449285507,
0.004097340628504753,
0.04731721431016922,
0.010679746977984905,
-0.0802142471075058,
-0.011643623001873493,
0.013250778429210186,
0.0003094240964855999,
0.0068627167493104935,
0.026278505101799965,
-0.02985273487865925,
-0.02296377345919609,
-0.017474835738539696,
-0.045828063040971756,
-0.002709660679101944,
0.04292469471693039,
-0.009942393749952316,
-0.03659522905945778,
0.016024868935346603,
-0.005393892526626587,
-0.022056689485907555,
-0.004669192247092724,
-0.02639627270400524,
-0.020127449184656143,
-0.022189946845173836,
0.018106991425156593,
-0.013330081477761269,
0.01805877685546875,
-0.02388112246990204,
-0.0240144282579422,
-0.05503177270293236,
0.024468189105391502,
-0.03427781164646149,
0.013990703970193863,
0.008607795462012291,
0.00967251043766737,
0.013593314215540886,
-0.08412335067987442,
0.06975970417261124,
-0.013392379507422447,
-0.01872536912560463,
-0.03914022445678711,
0.0025564339011907578,
-0.041805289685726166,
0.0226255115121603,
0.05537095665931702,
0.003268952015787363,
0.000873458746355027,
-0.009013422764837742,
0.030463064089417458,
0.02412857860326767,
-0.0729377493262291,
0.04797092825174332,
-0.037188127636909485,
-0.05920877680182457,
-0.01954296976327896,
0.012963672168552876,
0.03725540637969971,
-0.01179435197263956,
-0.021172255277633667,
0.03824719414114952,
0.004308753181248903,
0.02860492654144764,
-0.005997521337121725,
0.01819625124335289,
-0.011456689797341824,
0.005648179445415735,
0.04020434245467186,
-0.04135071858763695,
0.03466738387942314,
0.014939320273697376,
-0.014728406444191933,
-0.055850621312856674,
0.057967666536569595,
-0.02843623049557209,
-0.03479566052556038,
-0.024440599605441093,
-0.00829703826457262,
-0.01683720387518406,
-0.03590565547347069,
-0.0006325470167212188,
0.049829840660095215,
0.0003619871858973056,
0.0037605350371450186,
0.011389893479645252,
0.021494079381227493,
0.05549280717968941,
-0.009570624679327011,
-0.0001350120728602633,
0.008307264186441898,
0.001802308252081275,
-0.02455166168510914,
-0.016623038798570633,
0.03233962878584862,
-0.025256188586354256,
0.035679351538419724,
-0.014805651269853115,
-0.028288301080465317,
0.005471287295222282,
0.005143832415342331,
0.021753953769803047,
-0.03335210680961609,
-0.0031288927420973778,
0.03500819206237793,
-0.0021737515926361084,
-0.0017845325637608767,
0.035998035222291946,
-0.0012351832119747996,
0.04551250860095024,
0.0035713145043700933,
0.04696433246135712,
-0.034717705100774765,
0.008228305727243423,
-0.062319230288267136,
-0.037017568945884705,
-0.006624487694352865,
0.011036107316613197,
0.00727308914065361,
0.02494257129728794,
0.02465279959142208,
0.029719775542616844,
0.05699918791651726,
0.014980100095272064,
0.007287159096449614,
-0.042554821819067,
-0.04818076267838478,
-0.07617837935686111,
0.01632549613714218,
-0.02549014426767826,
-0.01719999499619007,
0.01065152045339346,
0.04121950641274452,
-0.0008651692769490182,
0.024292178452014923,
-0.013829795643687248,
0.06081956624984741,
0.05375950410962105,
-0.0183927733451128,
-0.0037291492335498333,
-0.060622453689575195,
-0.0389094240963459,
-0.05028366670012474,
-0.024529816582798958
] |
<p>I am trying to grasp what exactly is "estimated" in the E-step of the algorithm. </p>
<p>According to all definitions, in E-step the "conditional expectation values , or posterior probabilities of the hidden variables" are computed, using the Bayes formula ( posterior probability=prior( or marginal prob.) x likelihood/probability of evidence). Now, my question is, are these posterior probabilities, that I "estimate" or "compute", actually numbers or are they functions with respect to the current iteration's parameters ( and they are the ones I need to plug into M-step)? Where the probability of evidence would be likelihood, calculated with the previous argmax , calculated in previous M-step. </p> | 36,664 | [
0.00036952775553800166,
-0.03263920173048973,
0.00888073444366455,
-0.042219508439302444,
0.03849552571773529,
0.013338156044483185,
0.00960689689964056,
-0.02647566795349121,
-0.005426038056612015,
-0.0068514239974319935,
0.030182190239429474,
0.03221724554896355,
0.04664738476276398,
0.012028563767671585,
0.01598348654806614,
0.02552780508995056,
-0.0011004583211615682,
-0.000029474347684299573,
0.006084362044930458,
-0.02322443202137947,
0.008794627152383327,
0.03284062445163727,
-0.001643129624426365,
-0.026164954528212547,
-0.03495865315198898,
0.0384056493639946,
0.04067157581448555,
-0.011027809232473373,
0.029462695121765137,
0.06410879641771317,
-0.028699593618512154,
-0.039925865828990936,
0.03361271694302559,
0.033365633338689804,
-0.0009890656219795346,
-0.003434389131143689,
-0.050493910908699036,
-0.01700226403772831,
-0.04698590934276581,
0.03450819104909897,
-0.00902029499411583,
-0.01624218560755253,
-0.04958241432905197,
0.04504423961043358,
-0.012479602359235287,
0.004265885334461927,
-0.020016953349113464,
0.009262144565582275,
0.026041695848107338,
-0.03404657170176506,
0.08845190703868866,
0.007652022410184145,
0.01725415326654911,
0.004259523935616016,
-0.03381369262933731,
-0.034852202981710434,
0.0630800724029541,
0.05001378804445267,
0.0041976310312747955,
-0.0433407798409462,
-0.049488432705402374,
-0.03875129669904709,
0.02732013911008835,
-0.03475256636738777,
-0.02617233246564865,
0.01941329799592495,
0.016618359833955765,
-0.015414832159876823,
0.0403522253036499,
0.005495263729244471,
0.02063278667628765,
0.0019564535468816757,
0.03681754693388939,
-0.017586059868335724,
0.02757261134684086,
-0.015621399506926537,
0.022128859534859657,
0.020422697067260742,
0.006793015170842409,
0.020704416558146477,
0.013775898143649101,
-0.025436190888285637,
0.007848565466701984,
0.04806361719965935,
-0.01759149692952633,
-0.004371206276118755,
0.05145854875445366,
-0.009537825360894203,
0.02294725552201271,
-0.013617020100355148,
-0.03872833773493767,
0.03525324538350105,
0.02138044312596321,
-0.008996306918561459,
-0.027774758636951447,
0.045861467719078064,
-0.003474478842690587,
0.043534111231565475,
-0.007922985590994358,
0.009712040424346924,
0.01852051541209221,
-0.015476902015507221,
0.015008612535893917,
0.012614748440682888,
-0.057392995804548264,
-0.002165472600609064,
-0.03251183405518532,
0.03170574828982353,
-0.015385118313133717,
-0.027373064309358597,
-0.02118672803044319,
0.04711693525314331,
-0.012708279304206371,
0.025356372818350792,
0.018480680882930756,
-0.033265553414821625,
-0.013219318352639675,
-0.011970493011176586,
0.0566413588821888,
0.05130678415298462,
0.038322869688272476,
-0.043883852660655975,
0.040180306881666183,
-0.024085206910967827,
-0.07965601235628128,
0.0010946117108687758,
0.01281020324677229,
-0.017269518226385117,
-0.023420413956046104,
0.052761346101760864,
0.0013998504728078842,
-0.05526246502995491,
0.07163790613412857,
0.03750525414943695,
-0.002221847651526332,
0.0012656968319788575,
-0.0735217034816742,
-0.061043888330459595,
0.02843952737748623,
-0.04836418479681015,
0.02011263370513916,
-0.06060909852385521,
-0.007327475119382143,
0.059334106743335724,
0.041887037456035614,
-0.002304003806784749,
0.046536702662706375,
0.0077155460603535175,
0.024600772187113762,
0.00953162182122469,
-0.05655704811215401,
-0.014826121740043163,
-0.07465912401676178,
0.007354146800935268,
-0.05625449866056442,
-0.05754243582487106,
0.05831558629870415,
0.045965708792209625,
-0.005892581772059202,
-0.023380832746624947,
0.03441273421049118,
0.011787843890488148,
-0.03299166262149811,
0.0011196165578439832,
0.00592500064522028,
-0.041571926325559616,
0.07184203714132309,
0.031019696965813637,
0.014328064396977425,
0.050097886472940445,
-0.025210415944457054,
-0.0014857669593766332,
-0.010023180395364761,
0.017969710752367973,
0.068785659968853,
-0.02704673446714878,
-0.05470188707113266,
-0.035560496151447296,
0.010661750100553036,
0.007975460961461067,
0.031101683154702187,
-0.039395201951265335,
-0.011695959605276585,
-0.027663741260766983,
0.021325813606381416,
0.0066894907504320145,
0.007313586305826902,
-0.004866553470492363,
0.022118084132671356,
-0.051301270723342896,
-0.04285692051053047,
-0.060314301401376724,
0.005963793955743313,
-0.024407772347331047,
0.007383815478533506,
0.01764349825680256,
-0.01887284778058529,
0.03568127751350403,
-0.00649438239634037,
-0.03699028864502907,
-0.04179127886891365,
0.0002802315866574645,
0.018489517271518707,
-0.014045999385416508,
-0.010170551016926765,
0.06677374988794327,
0.018998615443706512,
0.007953817956149578,
0.05696785822510719,
-0.03785504400730133,
-0.04995250329375267,
-0.007578193210065365,
-0.043310340493917465,
-0.0032842718064785004,
0.012415948323905468,
-0.027817970141768456,
-0.021659469231963158,
-0.024727365002036095,
0.0161037165671587,
-0.019759168848395348,
-0.06895723938941956,
0.0595071017742157,
0.07162650674581528,
0.022034229710698128,
-0.0027257660403847694,
0.03804405406117439,
0.018811872228980064,
0.01758795604109764,
0.013172666542232037,
0.0183696486055851,
-0.02678621932864189,
-0.05467258766293526,
0.02584175579249859,
0.012905826792120934,
-0.030637849122285843,
0.0003063465701416135,
0.03084961324930191,
0.011990108527243137,
0.006822103168815374,
0.058232635259628296,
0.0007268192712217569,
0.003539596451446414,
0.035608015954494476,
0.011411436833441257,
-0.011267414316534996,
-0.01664930209517479,
0.014834225177764893,
0.02833874151110649,
0.03221463784575462,
-0.0014430333394557238,
-0.022163640707731247,
0.013963866978883743,
-0.030170556157827377,
0.017691589891910553,
-0.07927025854587555,
-0.008531229570508003,
0.037578172981739044,
-0.032283056527376175,
0.020842688158154488,
0.011035162955522537,
-0.029985321685671806,
-0.024570727720856667,
0.00799145083874464,
-0.04331502318382263,
0.022917956113815308,
0.029834292829036713,
-0.03172219544649124,
-0.004929960705339909,
0.017116369679570198,
-0.025486838072538376,
0.027603046968579292,
-0.010175323113799095,
-0.0170533899217844,
-0.03563306853175163,
0.07167258113622665,
0.005497484467923641,
-0.023647496476769447,
0.012459861114621162,
-0.06003040075302124,
-0.052806127816438675,
0.005160062108188868,
-0.007650534622371197,
0.042658496648073196,
0.03304661065340042,
-0.07013880461454391,
0.01737165078520775,
-0.023800134658813477,
-0.033946581184864044,
0.04274611920118332,
-0.007543702609837055,
-0.05346515029668808,
0.03342611715197563,
-0.0074106240645051,
-0.01953841932117939,
-0.0020462237298488617,
-0.0426148846745491,
-0.01637396588921547,
-0.01166309043765068,
-0.01964908093214035,
0.006173549685627222,
0.006899712141603231,
0.0251317135989666,
0.023624634370207787,
-0.058178432285785675,
-0.0001298196439165622,
-0.04019634798169136,
-0.020067140460014343,
-0.015489081852138042,
-0.018110666424036026,
0.04070403426885605,
0.02273324318230152,
-0.004885287955403328,
0.035667601972818375,
-0.04266747832298279,
-0.06010837107896805,
0.02608628198504448,
0.03445925563573837,
-0.009620310738682747,
-0.0064377509988844395,
-0.001271554734557867,
0.08954930305480957,
0.020470185205340385,
-0.08357945084571838,
0.005988178309053183,
0.009296290576457977,
-0.01307020615786314,
0.013613843359053135,
0.0014164017047733068,
0.017751473933458328,
-0.0017691035754978657,
0.03590790182352066,
-0.03550853207707405,
0.014814137481153011,
0.05093984678387642,
-0.0065564243122935295,
0.03359102085232735,
0.05902334675192833,
-0.007124891970306635,
-0.005873341113328934,
0.07035234570503235,
0.014161484315991402,
-0.019052110612392426,
0.01254407037049532,
-0.01630415767431259,
0.007113215979188681,
0.015431585721671581,
-0.018973009660840034,
0.0493629015982151,
-0.013898082077503204,
0.0016231960617005825,
-0.05259900167584419,
0.06192388758063316,
0.01041484996676445,
-0.016665520146489143,
0.005196761339902878,
-0.003104602452367544,
0.025141479447484016,
-0.031603552401065826,
0.010361296124756336,
0.02247016504406929,
0.03257909044623375,
-0.011783099733293056,
-0.004023998975753784,
-0.022434785962104797,
-0.017870169132947922,
0.023013345897197723,
-0.00894332118332386,
-0.046324875205755234,
0.06505420058965683,
0.042469821870326996,
0.026767661795020103,
0.014035062864422798,
-0.035473622381687164,
-0.007841695100069046,
-0.044394101947546005,
-0.0229866374284029,
-0.008771181106567383,
0.025141116231679916,
0.010599938221275806,
0.046695150434970856,
-0.00883119460195303,
0.01856795884668827,
0.01517278328537941,
0.01142911147326231,
-0.07707124203443527,
-0.013133392669260502,
-0.01616372913122177,
-0.022380689159035683,
-0.025532806292176247,
-0.02728171832859516,
0.027351737022399902,
-0.04635895416140556,
-0.017418017610907555,
0.017234357073903084,
0.0081161605194211,
-0.03452929109334946,
0.01851094700396061,
-0.044567517936229706,
0.01824023760855198,
-0.013849652372300625,
-0.008010772056877613,
0.047275371849536896,
0.002357840072363615,
0.022174354642629623,
0.029618065804243088,
-0.02612147107720375,
0.002872610464692116,
0.013014543801546097,
0.0071523371152579784,
0.01416700053960085,
0.03144167363643646,
0.056121375411748886,
0.05413233861327171,
-0.05035211518406868,
0.03690304234623909,
0.04021041840314865,
0.06836305558681488,
0.03668787330389023,
-0.025443192571401596,
0.0005775551544502378,
-0.019873162731528282,
-0.04759034886956215,
0.014592827297747135,
0.04162408784031868,
-0.009809155948460102,
0.03083525225520134,
0.051042068749666214,
0.01721421629190445,
-0.03955887258052826,
0.009003246203064919,
0.06856808066368103,
0.003415281418710947,
0.005731229204684496,
-0.055084824562072754,
0.027891546487808228,
-0.024329423904418945,
0.003922613337635994,
0.024267150089144707,
-0.006358566228300333,
0.003073770320042968,
0.021899614483118057,
0.017315028235316277,
-0.017857516184449196,
-0.0005229247035458684,
0.003750878619030118,
0.016810152679681778,
0.012721974402666092,
0.008359504863619804,
0.011517846956849098,
0.04443390294909477,
0.03616851568222046,
0.010518970899283886,
-0.0017187190242111683,
-0.006535982713103294,
-0.09150288999080658,
-0.007867740467190742,
0.05313348025083542,
0.04765349626541138,
-0.06050105765461922,
0.00020697280706372112,
-0.06607553362846375,
-0.03443315252661705,
0.04128570854663849,
0.010334189049899578,
-0.01637536659836769,
0.0045575667172670364,
0.019005224108695984,
-0.02441517822444439,
-0.022738775238394737,
-0.022149598225951195,
-0.001764683285728097,
-0.025120992213487625,
0.01501071359962225,
-0.04450443387031555,
-0.013960498385131359,
-0.04737193137407303,
-0.004924738314002752,
0.04496293142437935,
0.06533452123403549,
-0.023560218513011932,
0.004884528461843729,
-0.014181860722601414,
-0.0003308420709799975,
-0.0033091155346482992,
-0.04336410388350487,
0.006348541006445885,
-0.022617129608988762,
-0.021263225004076958,
0.03616520017385483,
-0.037375643849372864,
-0.012064085341989994,
0.039220377802848816,
0.020867737010121346,
-0.009335831739008427,
-0.023671844974160194,
-0.014095108024775982,
0.046379733830690384,
0.028938494622707367,
-0.011260894127190113,
0.05510628968477249,
0.004998276941478252,
0.008735322393476963,
0.010792553424835205,
-0.018801849335432053,
0.015625230967998505,
-0.03059682995080948,
0.0340089425444603,
-0.02674388885498047,
0.006462718825787306,
-0.010928359813988209,
0.046771515160799026,
0.03696460276842117,
0.013019884005188942,
-0.0410747267305851,
-0.010182765312492847,
-0.0259364303201437,
0.04239833727478981,
-0.0036015482619404793,
-0.0028736961539834738,
0.023801011964678764,
0.015060384757816792,
-0.004997020587325096,
-0.010912899859249592,
0.013223079964518547,
-0.04116276651620865,
0.008321784436702728,
-0.01913820579648018,
-0.019671376794576645,
0.017493484541773796,
-0.007678918074816465,
0.001492189010605216,
0.06793609261512756,
-0.021937765181064606,
0.017554298043251038,
-0.03262196108698845,
0.013038715347647667,
-0.009670981205999851,
-0.04015752300620079,
-0.030853429809212685,
-0.025555456057190895,
-0.004500093404203653,
0.03780541941523552,
-0.035203151404857635,
0.03523346036672592,
-0.02635873481631279,
0.014357607811689377,
-0.023301105946302414,
-0.022939564660191536,
-0.002001051092520356,
0.02641959674656391,
-0.06289134174585342,
-0.035899773240089417,
-0.016758227720856667,
-0.019290396943688393,
-0.009279410354793072,
-0.012826027348637581,
0.043001554906368256,
-0.019007433205842972,
0.008488865569233894,
-0.0013927014078944921,
0.022523578256368637,
0.014755601063370705,
0.02150522544980049,
0.014604819007217884,
0.017174504697322845,
-0.0014469155576080084,
0.008732705377042294,
0.03300361707806587,
0.0046936809085309505,
-0.006102711893618107,
-0.01393655315041542,
-0.011012506671249866,
0.053078025579452515,
0.046964287757873535,
-0.035196103155612946,
-0.0025894769933074713,
0.0327705554664135,
0.01814396120607853,
0.02025592140853405,
0.007306926418095827,
-0.031940557062625885,
-0.025600487366318703,
0.02886619232594967,
-0.0015597953461110592,
-0.017472760751843452,
0.00437257019802928,
0.013175124302506447,
0.055714067071676254,
-0.019537121057510376,
0.008181451819837093,
-0.004515473730862141,
0.05642471835017204,
-0.010665129870176315,
0.0033464618027210236,
0.006146843079477549,
-0.01044006459414959,
0.02246035821735859,
0.009563983418047428,
0.03478304296731949,
0.010032466612756252,
0.00687206769362092,
-0.054659634828567505,
-0.01013796217739582,
-0.06180502474308014,
0.003779937280341983,
0.04028318449854851,
-0.01248912326991558,
0.040318116545677185,
0.011228428222239017,
0.015478143468499184,
0.01814463548362255,
-0.03156045824289322,
-0.03520695120096207,
0.008623752743005753,
0.03526961803436279,
0.01513857115060091,
-0.02889736369252205,
-0.02228929102420807,
0.024634949862957,
-0.007069074083119631,
0.02352316863834858,
0.016394132748246193,
0.02501779794692993,
0.02895691618323326,
0.027491480112075806,
-0.01632448099553585,
-0.03700043261051178,
0.03700710088014603,
-0.04501282051205635,
0.014484495855867863,
-0.01317881140857935,
0.003968964796513319,
0.06763879209756851,
0.0353829562664032,
0.012605487369000912,
-0.041834697127342224,
-0.013552839867770672,
-0.05016142874956131,
0.0024657035246491432,
-0.010271956212818623,
-0.010832349769771099,
0.02078578807413578,
-0.018922394141554832,
0.0036398633383214474,
-0.012625585310161114,
0.02691776491701603,
-0.011936540715396404,
-0.08398973196744919,
-0.06027596816420555,
-0.030867166817188263,
-0.04435249790549278,
0.03125382587313652,
0.00497006718069315,
-0.006624915637075901,
-0.020024562254548073,
-0.012850834056735039,
0.04672788083553314,
-0.0007762694149278104,
0.0595240518450737,
-0.05827134847640991,
0.07525281608104706,
0.010633517056703568,
0.04965144395828247,
-0.03708116337656975,
-0.025383304804563522,
0.1345812976360321,
0.06412764638662338,
0.0279433224350214,
-0.05887933820486069,
-0.007711844984441996,
-0.02343444898724556,
0.005802723579108715,
-0.0036603277549147606,
0.001643092604354024,
0.03131699562072754,
-0.0018709207652136683,
-0.005872682668268681,
0.02292674034833908,
0.02484825812280178,
0.004413303453475237,
0.03633991628885269,
-0.05186842754483223,
-0.05078394338488579,
0.03369150310754776,
0.039707764983177185,
-0.0268899817019701,
-0.01848570443689823,
-0.018064534291625023,
-0.02404865249991417,
-0.004046259447932243,
-0.0233396515250206,
-0.0006339782266877592,
-0.039281342178583145,
-0.009549844078719616,
0.013643770478665829,
-0.03023805283010006,
0.022269338369369507,
-0.0008889281307347119,
-0.002241321839392185,
0.013190069235861301,
0.03153879567980766,
0.03503567725419998,
0.00043040490709245205,
0.013383333571255207,
0.04377226158976555,
0.03905588015913963,
0.0040125008672475815,
-0.020623773336410522,
0.0069390758872032166,
-0.03696207329630852,
-0.0355384461581707,
-0.02971712499856949,
0.07370695471763611,
-0.009385796263813972,
-0.0033429530449211597,
0.0008494815556332469,
-0.031248874962329865,
-0.005614949390292168,
-0.08168581128120422,
0.020987670868635178,
-0.001436480670236051,
-0.00808099377900362,
0.00962741393595934,
-0.03836868330836296,
-0.03296560049057007,
0.013747522607445717,
-0.010568330995738506,
0.01272558607161045,
0.03258255496621132,
-0.009922378696501255,
-0.012552074156701565,
-0.03903951495885849,
0.045533061027526855,
-0.012059452943503857,
-0.020601334050297737,
-0.019425397738814354,
-0.0314507782459259,
-0.03923916816711426,
-0.01202404499053955,
-0.003071465063840151,
-0.011512809433043003,
0.004151566885411739,
-0.023815298452973366,
-0.0028769292403012514,
-0.005560100544244051,
-0.04496801272034645,
-0.012653086334466934,
-0.03582639619708061,
-0.013799106702208519,
-0.04958731681108475,
0.009374259039759636,
0.03723079711198807,
0.05700928717851639,
0.021620215848088264,
0.017526855692267418,
0.010689778253436089,
0.013034139759838581,
-0.015119549818336964,
-0.05072035267949104,
-0.024916166439652443,
-0.0034440536983311176,
-0.025792555883526802,
-0.010978622362017632,
-0.0011551406932994723,
0.05754808709025383,
0.017158498987555504,
0.025166749954223633,
-0.043104927986860275,
0.021831855177879333,
0.010434876196086407,
-0.006191292777657509,
-0.04744682461023331,
-0.03470684960484505,
-0.008093715645372868,
-0.030128005892038345,
-0.010883251205086708,
-0.05970320105552673,
0.0035652327351272106,
-0.04189956188201904,
0.002729270374402404,
0.04642561078071594,
-0.01742727868258953,
-0.03813224285840988,
0.03250803425908089,
0.014289883896708488,
-0.0029874914325773716,
-0.014756601303815842,
0.00805436447262764,
0.04962775111198425,
0.009802189655601978,
-0.019000815227627754,
-0.003317467402666807,
-0.009266347624361515,
-0.0044883666560053825,
0.0013837115839123726,
-0.040748126804828644,
0.0013172777835279703,
0.00976098794490099,
0.007337065413594246,
-0.028804127126932144,
0.03219006955623627,
-0.006446911487728357,
0.054890815168619156,
-0.0047648269683122635,
-0.02430536039173603,
0.023522190749645233,
-0.04927055165171623,
-0.03406643122434616,
0.04975361377000809,
0.03695143759250641,
0.03108634613454342,
0.061956390738487244,
0.004566586576402187,
0.002228503581136465,
0.01292566116899252,
-0.03602605313062668,
-0.022344784811139107,
0.0076047214679419994,
-0.004332865588366985,
-0.023789070546627045,
-0.01530989445745945,
0.007028170395642519,
0.025636078789830208,
0.012320680543780327,
0.027681240811944008,
0.020142676308751106,
-0.002635649172589183,
-0.0024507876951247454,
0.022364722564816475,
-0.009966140612959862,
0.011524555273354053,
0.05028776079416275,
-0.01166964415460825,
0.015660861507058144,
0.060147639364004135,
0.012374804355204105,
0.053501203656196594,
0.034219060093164444,
-0.017346002161502838,
-0.07615617662668228,
0.007932476699352264,
0.012036539614200592,
-0.011389377526938915,
0.05226096510887146,
-0.06579465419054031,
0.004529743921011686,
0.047023944556713104,
-0.039788972586393356,
0.015622878447175026,
-0.014266487210988998,
0.020133662968873978,
-0.031156571581959724,
0.03750620782375336,
-0.012798530049622059,
0.03160162270069122,
0.04456454515457153,
0.02695670910179615,
0.04947115480899811,
-0.03439318388700485,
0.0045670573599636555,
-0.03959084302186966,
-0.019420767202973366,
0.05209510400891304,
0.024277962744235992,
-0.0405670665204525,
0.04427678510546684,
-0.0546104721724987,
-0.06102881208062172,
0.04679648578166962,
0.02918398194015026,
0.025735603645443916,
0.0028912536799907684,
0.045789796859025955,
0.02914005145430565,
0.023075291886925697,
0.03848946467041969,
0.009088133461773396,
0.024005712941288948,
0.019830800592899323,
-0.007293547037988901,
0.012090742588043213,
-0.020221348851919174,
0.02917836606502533,
0.005737014580518007,
-0.030525708571076393,
-0.028758779168128967,
0.04321373254060745,
-0.0025531614664942026,
0.008061472326517105,
-0.01565115712583065,
-0.020125029608607292,
-0.028791438788175583,
-0.0416710190474987,
0.04064088687300682,
-0.028127972036600113,
0.039026178419589996,
0.03362412005662918,
0.03397614508867264,
-0.033498432487249374,
-0.010182177647948265,
0.0030605716165155172,
-0.056890737265348434,
0.032012056559324265,
-0.005354517605155706,
-0.016801565885543823,
-0.06119044870138168,
0.03449992835521698,
0.019183628261089325,
-0.006960633676499128,
0.0006167783867567778,
-0.00981880072504282,
-0.05479840934276581,
-0.001533057540655136,
0.0040945252403616905,
-0.024215368553996086,
0.019825376570224762,
-0.01739751175045967,
-0.02904757484793663,
-0.08508941531181335,
0.0723656490445137,
0.009002285078167915,
-0.04279651865363121,
-0.05015410855412483,
0.007525559980422258,
-0.006952651776373386,
0.014111879281699657,
0.01740046590566635,
-0.016171470284461975,
-0.005375456530600786,
-0.004199693910777569,
0.014779005199670792,
0.045914940536022186,
-0.03687233850359917,
0.011305492371320724,
-0.02899409644305706,
-0.019768351688981056,
-0.03874113783240318,
-0.002771104918792844,
0.016185598447918892,
0.03166728839278221,
0.0036745909601449966,
-0.008031468838453293,
0.006480069365352392,
-0.0376117080450058,
-0.012943597510457039,
0.032989103347063065,
-0.021804513409733772,
0.0014171954244375229,
0.010209151543676853,
-0.007156349718570709,
-0.00632986007258296,
0.0354587659239769,
-0.012926231138408184,
-0.05737407132983208,
0.030309388414025307,
0.014640482142567635,
-0.029565544798970222,
0.06689926236867905,
-0.005671642255038023,
0.04749814420938492,
-0.048908885568380356,
-0.030513886362314224,
0.04538554698228836,
-0.04333564266562462,
0.006767559796571732,
0.0447375550866127,
-0.0033736592158675194,
0.030607808381319046,
0.0018062440212816,
0.009986165910959244,
0.041194986552000046,
-0.0024582436308264732,
0.012305429205298424,
0.036060430109500885,
0.034349072724580765,
-0.04938292130827904,
0.036025602370500565,
0.00011166967306053266,
-0.04846979305148125,
0.03133334964513779,
-0.013787226751446724,
0.0322694405913353,
-0.04442357271909714,
-0.012545561417937279,
0.015728836879134178,
-0.005627183243632317,
-0.009620511904358864,
0.004187405109405518,
-0.033771924674510956,
0.08002737164497375,
-0.04285036399960518,
0.017528435215353966,
-0.024237962439656258,
0.0431772917509079,
-0.028699565678834915,
-0.023503702133893967,
-0.0016298656119033694,
0.0130226481705904,
0.023347632959485054,
-0.005061178933829069,
0.009510229341685772,
0.015050100162625313,
0.038015201687812805,
-0.06188669055700302,
0.0009068545186892152,
-0.006996487732976675,
-0.022411268204450607,
-0.015275555662810802,
-0.011639942415058613,
-0.03931223228573799,
0.015044604428112507,
0.010829134844243526,
0.027159927412867546,
0.030097439885139465,
-0.022617986425757408,
-0.036949243396520615,
-0.011091627180576324,
0.03302956745028496,
-0.03328792005777359,
0.012513815425336361,
-0.03517613932490349,
0.02590908482670784,
0.01347692497074604,
-0.02115734852850437
] |
<p>I like to set up a 2 way repeated measures anova. I compare 4 models with 4 ages and see if the results differ, this should result in around 16 groups, since 4*4=16 (so far so good)</p>
<p>However from some groups I don't have the data so I still have 2 factors to test for but not longer 16 groups but 15-14.</p>
<p>This is not due to mistakes but due to the fact that the groups under this condition are just bad and don't meet standard recommondations. </p>
<p>If however I'll try to do 2 way repeated measurments including my missing groups, I can't execute it.</p>
<p>Is there a way to handle this missing groups?</p>
<p>Greetings </p> | 36,665 | [
-0.017405804246664047,
-0.0024731624871492386,
-0.011919667944312096,
0.030889714136719704,
0.05207425355911255,
-0.004501029849052429,
0.0006439853459596634,
-0.04112638905644417,
0.027913209050893784,
0.005421190056949854,
0.024191109463572502,
-0.010047009214758873,
0.051437847316265106,
0.012434007599949837,
0.004267432726919651,
-0.0072777667082846165,
-0.03145595267415047,
-0.03784111142158508,
0.02004273608326912,
0.0013299132697284222,
-0.026489198207855225,
0.01981787197291851,
-0.018933888524770737,
-0.011165708303451538,
-0.014716774225234985,
0.013588984496891499,
0.051672689616680145,
-0.041922323405742645,
0.028265221044421196,
0.026097392663359642,
-0.04678051918745041,
-0.061545271426439285,
-0.008387318812310696,
0.04142509400844574,
0.005647655110806227,
0.0017315410077571869,
-0.0124845951795578,
0.0076686665415763855,
-0.004803059622645378,
0.01059692818671465,
-0.05418553948402405,
0.017268309369683266,
-0.015296020545065403,
0.0441235676407814,
0.016546817496418953,
0.027407387271523476,
-0.004869256634265184,
-0.0026655776891857386,
0.033370986580848694,
-0.0573136992752552,
0.08673892915248871,
-0.0006506865029223263,
0.0347285196185112,
0.020305538550019264,
-0.015059410594403744,
-0.024258878082036972,
0.05847369506955147,
0.07014801353216171,
0.00011945564619963989,
-0.056969378143548965,
-0.0016713341465219855,
-0.012745517306029797,
0.011649969033896923,
0.0051557584665715694,
-0.034867431968450546,
0.00321030942723155,
-0.018354209139943123,
-0.031551264226436615,
0.03920089080929756,
-0.014471878297626972,
0.040937572717666626,
-0.0029596081003546715,
0.05715590715408325,
-0.01568695902824402,
0.02669522352516651,
-0.007704277988523245,
0.043613336980342865,
-0.017096903175115585,
0.04092211648821831,
0.048422448337078094,
-0.010057490319013596,
0.03077569045126438,
0.02006424404680729,
0.015266687609255314,
0.005889028776437044,
-0.0342203713953495,
0.029255224391818047,
-0.046892695128917694,
-0.014390994794666767,
0.018030161038041115,
-0.01358039304614067,
-0.030992189422249794,
0.0707247406244278,
0.03495515510439873,
-0.0223239678889513,
-0.00013651732297148556,
-0.008784597739577293,
0.023497164249420166,
-0.020597774535417557,
0.02793678641319275,
-0.00669869314879179,
0.0012537480797618628,
0.03510069102048874,
0.0633455216884613,
-0.03140392526984215,
0.007499523460865021,
-0.013747832737863064,
0.006912111770361662,
-0.01114095002412796,
0.013535108417272568,
0.011171539314091206,
0.018254956230521202,
-0.010756819508969784,
-0.03234241157770157,
0.03025062382221222,
0.003527460154145956,
-0.05523844063282013,
-0.014520418830215931,
0.03984827548265457,
0.05515946447849274,
0.05405211076140404,
-0.036157671362161636,
0.03311425819993019,
-0.008059983141720295,
-0.03595561161637306,
-0.013236574828624725,
0.006541954353451729,
-0.023961568251252174,
-0.02172037586569786,
0.08589600026607513,
0.0034318696707487106,
-0.00609631696715951,
0.0335141196846962,
-0.015299324877560139,
0.060541316866874695,
-0.02876441180706024,
-0.0755285918712616,
-0.05784356966614723,
0.011720046401023865,
-0.07142914831638336,
-0.01313936896622181,
-0.07128915935754776,
0.021866953000426292,
0.01590527966618538,
0.06540653109550476,
0.025628121569752693,
0.02053532935678959,
-0.008341780863702297,
0.024613773450255394,
0.031503669917583466,
0.04036476090550423,
0.008273039944469929,
-0.040733955800533295,
-0.022950511425733566,
-0.005489418748766184,
-0.07898621261119843,
0.05129399523139,
0.015771841630339622,
0.009637849405407906,
0.007181231863796711,
0.019222911447286606,
0.0021735590416938066,
-0.03314134478569031,
0.02032056450843811,
0.035944513976573944,
-0.008093548007309437,
0.03992132470011711,
-0.00704537658020854,
0.004944941028952599,
0.020946210250258446,
-0.021808037534356117,
-0.005928677041083574,
-0.026402119547128677,
0.041766200214624405,
0.03960620239377022,
0.02604500576853752,
-0.03154018521308899,
0.0014704461209475994,
0.026225293055176735,
0.06515348702669144,
-0.019972924143075943,
-0.02211032621562481,
-0.050017911940813065,
0.01622096076607704,
0.03678989037871361,
-0.002651265123859048,
0.024144958704710007,
0.007884291000664234,
0.05787771940231323,
-0.04875236749649048,
-0.03638081252574921,
-0.08226223289966583,
0.021457472816109657,
0.019261501729488373,
-0.020848538726568222,
0.035882093012332916,
0.012319964356720448,
-0.010347384959459305,
-0.010679715313017368,
-0.056510698050260544,
-0.025141969323158264,
-0.027531523257493973,
0.009333870373666286,
-0.04755040630698204,
-0.009782515466213226,
0.015912365168333054,
0.06094098463654518,
-0.03188974782824516,
0.09247292578220367,
-0.03198980167508125,
-0.050892263650894165,
-0.018588285893201828,
-0.02973313443362713,
0.009693647734820843,
-0.014051171950995922,
-0.0069518182426691055,
-0.008433328941464424,
0.0128176249563694,
-0.014565630815923214,
0.0705532431602478,
-0.07308832556009293,
0.06436840444803238,
0.0763932317495346,
0.006955503951758146,
-0.017350461333990097,
0.01261156052350998,
0.04237059876322746,
0.035168103873729706,
-0.06268994510173798,
-0.029764436185359955,
-0.04429487884044647,
0.0013091053115203977,
0.015775389969348907,
-0.017218569293618202,
-0.04738890752196312,
0.03279692679643631,
0.06528936326503754,
0.01978059858083725,
-0.010546906851232052,
0.040644846856594086,
0.046552106738090515,
-0.0024127799551934004,
0.03873088210821152,
0.041143037378787994,
0.04318881779909134,
0.033179447054862976,
0.0018774975324049592,
-0.004590605851262808,
0.014770162291824818,
0.02683420479297638,
0.0032169034238904715,
0.05330779403448105,
0.010473791509866714,
-0.012553215958178043,
-0.025724785402417183,
-0.027786338701844215,
0.040638405829668045,
0.0031077919993549585,
0.03952064737677574,
0.055160049349069595,
0.0411839634180069,
-0.019204530864953995,
0.02442169561982155,
-0.01782173290848732,
0.019390052184462547,
0.03179604932665825,
-0.029998810961842537,
-0.04302855208516121,
0.008289236575365067,
-0.009927230887115002,
-0.019164497032761574,
-0.0013069140259176493,
-0.02059416100382805,
-0.03528008982539177,
0.017388101667165756,
0.021104352548718452,
-0.011667213402688503,
0.03450993075966835,
-0.0018719660583883524,
0.0013244420988485217,
-0.00927362684160471,
-0.006422053091228008,
0.010909372009336948,
0.013674908317625523,
-0.020131977275013924,
0.002887414302676916,
-0.0013089082203805447,
0.024955982342362404,
0.030216841027140617,
-0.017904072999954224,
0.030070597305893898,
0.025356508791446686,
0.0011744563234969974,
-0.013459822162985802,
-0.04293787106871605,
-0.0428624153137207,
0.005075958091765642,
-0.017789479345083237,
-0.005355961620807648,
0.04553207382559776,
0.06234978884458542,
-0.04118277132511139,
-0.024685153737664223,
-0.046151190996170044,
0.01950538530945778,
-0.014468444511294365,
-0.008159891702234745,
0.006927468813955784,
-0.01351553201675415,
0.003072367049753666,
0.02841007523238659,
-0.005930386949330568,
0.011240394786000252,
-0.06203704699873924,
-0.08222169429063797,
-0.00222559436224401,
0.028338724747300148,
-0.0004552528844214976,
0.0034748802427202463,
0.012872738763689995,
0.07580854743719101,
0.026757119223475456,
-0.016001615673303604,
-0.07021794468164444,
-0.037004098296165466,
-0.01947670616209507,
-0.04975348711013794,
0.023081056773662567,
-0.020168228074908257,
-0.004977760370820761,
0.023292934522032738,
-0.013126706704497337,
-0.004857114981859922,
0.07743220776319504,
0.012098048813641071,
-0.00346737215295434,
0.016772469505667686,
0.0530419759452343,
-0.02978583052754402,
0.036000806838274,
-0.002965186256915331,
-0.02958332560956478,
-0.03202563524246216,
-0.002101482357829809,
0.0602494515478611,
0.01931479014456272,
-0.04782823100686073,
-0.002779970411211252,
-0.04753347486257553,
0.015984589233994484,
-0.02037421241402626,
0.016039080917835236,
0.03656645119190216,
-0.009000913240015507,
0.013866464607417583,
0.024732865393161774,
0.04942566528916359,
-0.026819953694939613,
-0.006835921201854944,
0.05409839004278183,
0.020655713975429535,
-0.0011827375274151564,
-0.007007263600826263,
-0.005236444063484669,
-0.002130043227225542,
0.040166981518268585,
0.012826172634959221,
0.004782542120665312,
0.022649196907877922,
0.0346883125603199,
0.000129271560581401,
0.018737906590104103,
-0.054963141679763794,
0.001276196911931038,
-0.09583159536123276,
0.02255275659263134,
-0.06642138212919235,
0.04493416100740433,
0.009752926416695118,
0.010253241285681725,
0.007128175813704729,
0.004513489548116922,
-0.03358350694179535,
-0.02745233289897442,
-0.057145848870277405,
0.022068025544285774,
0.0050583453848958015,
-0.0033016998786479235,
0.031503621488809586,
-0.011601874604821205,
0.007280668709427118,
-0.011493108235299587,
0.00606070552021265,
-0.0028438984882086515,
0.02937978319823742,
-0.017247691750526428,
-0.02943890169262886,
-0.013135520741343498,
0.0018932572565972805,
-0.003000046592205763,
-0.00557758379727602,
0.019423210993409157,
-0.031662922352552414,
0.024658802896738052,
0.040624793618917465,
-0.007679410744458437,
-0.04295959696173668,
-0.02726377360522747,
0.0060792225413024426,
-0.00007933579763630405,
0.045320380479097366,
0.006125924177467823,
0.0476100780069828,
-0.0746549665927887,
-0.010744122788310051,
-0.005731739569455385,
0.01486250851303339,
0.02432899922132492,
0.06797157227993011,
-0.024443522095680237,
-0.015420806594192982,
-0.05876044183969498,
-0.013588489964604378,
0.03227370232343674,
0.005386810749769211,
-0.0008427570573985577,
-0.021337183192372322,
0.019164511933922768,
-0.0666821300983429,
-0.00011977161193499342,
0.04658332094550133,
0.018022846430540085,
-0.02368786372244358,
-0.027918515726923943,
-0.014847452752292156,
-0.01703934371471405,
-0.014131699688732624,
-0.0054995594546198845,
0.0031606145203113556,
-0.011586970649659634,
-0.010825278237462044,
0.03474373742938042,
-0.007290554698556662,
-0.02366425096988678,
0.04529654607176781,
0.0060860211960971355,
0.013693826273083687,
0.003974195569753647,
-0.007866712287068367,
0.01116285752505064,
0.038501057773828506,
0.01931295171380043,
0.040987949818372726,
-0.016792913898825645,
-0.07139094173908234,
-0.011126995086669922,
0.061719655990600586,
0.04449858516454697,
-0.0004698979901149869,
-0.016193736344575882,
-0.0001350271631963551,
-0.025425642728805542,
0.013277183286845684,
-0.032899994403123856,
0.048846468329429626,
-0.030575808137655258,
0.019699469208717346,
-0.030924372375011444,
-0.06955917179584503,
-0.0036484040319919586,
0.024885809049010277,
-0.0018875476671382785,
0.010644806548953056,
0.02518203668296337,
-0.02778511494398117,
-0.03678358346223831,
-0.005309986416250467,
0.017000265419483185,
0.05953783914446831,
-0.00875650905072689,
0.002508029341697693,
0.04435017704963684,
0.022780751809477806,
-0.0405159629881382,
-0.03485977649688721,
0.02142619527876377,
-0.031899817287921906,
-0.017816755920648575,
0.0475822351872921,
-0.02256946824491024,
-0.025844231247901917,
0.015002149157226086,
-0.024895522743463516,
0.019968826323747635,
-0.01638551987707615,
-0.035094015300273895,
0.02271970547735691,
0.019137922674417496,
0.012955095618963242,
0.055659983307123184,
0.05567310005426407,
0.02206513099372387,
0.032374776899814606,
-0.03855201601982117,
-0.012223572470247746,
-0.04507552459836006,
-0.04126875102519989,
-0.05760081112384796,
-0.05926249548792839,
-0.010706664063036442,
0.03276768699288368,
-0.0061258310452103615,
0.04390645772218704,
-0.02973971888422966,
-0.04133688285946846,
0.03689922019839287,
0.021913617849349976,
0.04340527951717377,
0.002547407988458872,
-0.0009470300283282995,
0.012748084962368011,
-0.022118346765637398,
-0.02261742390692234,
0.045355673879384995,
0.0028077063616365194,
0.004616689868271351,
0.018990756943821907,
-0.025417665019631386,
0.0023782348725944757,
-0.01655975542962551,
-0.03650812432169914,
0.007537635043263435,
-0.032181523740291595,
0.011168158613145351,
-0.027532853186130524,
0.0467483326792717,
-0.043342944234609604,
-0.014825482852756977,
0.022225715219974518,
0.03297336399555206,
-0.04350888729095459,
0.009978560730814934,
-0.013567131944000721,
0.06491386145353317,
-0.000678125477861613,
-0.013058078475296497,
-0.09402842819690704,
-0.046369459480047226,
0.01765182614326477,
0.01697484776377678,
-0.012685702182352543,
-0.019619807600975037,
-0.02933085896074772,
-0.0071119158528745174,
0.012562155723571777,
-0.042046837508678436,
0.08080822974443436,
0.007146133109927177,
0.005293366499245167,
0.02121563069522381,
0.04847971722483635,
0.06282827258110046,
0.01675531454384327,
-0.008549205958843231,
0.02018175646662712,
-0.05109906941652298,
-0.05587721988558769,
-0.014969934709370136,
-0.014191921800374985,
-0.04120085760951042,
-0.015955612063407898,
-0.019722342491149902,
0.02972363866865635,
0.018772052600979805,
-0.03483903780579567,
-0.011302889324724674,
0.013034200295805931,
-0.024847349151968956,
0.013500857166945934,
-0.08668357133865356,
0.005645384546369314,
-0.026631949469447136,
-0.011252590455114841,
-0.026034224778413773,
-0.011082283221185207,
-0.012544726952910423,
0.0024003717117011547,
0.008032585494220257,
0.0003504294145386666,
0.008069529198110104,
0.003169781994074583,
0.05963222309947014,
-0.02096555382013321,
-0.00943690910935402,
0.018195608630776405,
0.005667075980454683,
0.02776945009827614,
0.007705974858254194,
-0.001049716491252184,
-0.015265719033777714,
0.013658487237989902,
-0.062062449753284454,
-0.01830286905169487,
-0.010809153318405151,
-0.014260279946029186,
0.04669731855392456,
0.004378298297524452,
0.04258719086647034,
0.03776652365922928,
0.00791025348007679,
-0.014570346102118492,
-0.003179548541083932,
-0.0005374656757339835,
0.01425028033554554,
0.003124239156022668,
0.07040296494960785,
-0.00132154137827456,
0.04318030923604965,
-0.009030507877469063,
0.021724233403801918,
0.04284562170505524,
0.03908746317028999,
0.0029169395565986633,
0.024057537317276,
0.010968032293021679,
0.017504142597317696,
-0.03244669735431671,
0.002815300365909934,
-0.035821281373500824,
0.0014893327606841922,
-0.05262292921543121,
-0.007024215068668127,
0.03152704983949661,
0.04370463266968727,
0.007999899797141552,
-0.024328717961907387,
-0.04923344776034355,
-0.04841861501336098,
0.00009423487790627405,
0.034439437091350555,
-0.027539245784282684,
0.02259337343275547,
0.02181495912373066,
0.06168467178940773,
-0.011838212609291077,
0.029992593452334404,
-0.03464615345001221,
-0.0690491646528244,
-0.04223688691854477,
-0.0054918015375733376,
-0.0033854986540973186,
0.05830156430602074,
0.006619058549404144,
0.017698446288704872,
-0.010243003256618977,
0.007655701600015163,
0.01036086305975914,
-0.012297773733735085,
0.04278081655502319,
-0.0301086213439703,
0.011580921709537506,
0.03732896223664284,
0.007860601879656315,
-0.010734176263213158,
0.04464884102344513,
0.11645115166902542,
0.05422024428844452,
0.02527228370308876,
-0.07004949450492859,
0.03461166098713875,
-0.005098743364214897,
-0.005669464357197285,
-0.005590767599642277,
0.01950371079146862,
-0.025661444291472435,
-0.014209489338099957,
0.04749736934900284,
0.07008510082960129,
-0.0176644716411829,
0.027075130492448807,
0.046921130269765854,
-0.008196679875254631,
0.0013437727466225624,
-0.01341477781534195,
0.03957194834947586,
0.015442844480276108,
-0.01301356591284275,
-0.03817778453230858,
0.028032567352056503,
0.00847362820059061,
0.01629243977367878,
-0.02455107681453228,
-0.02247641794383526,
-0.012181796133518219,
-0.001963710179552436,
-0.01526334322988987,
0.05983325466513634,
0.022954251617193222,
0.018261026591062546,
-0.02007308416068554,
-0.0054291305132210255,
0.00981278344988823,
-0.034410830587148666,
0.03003220446407795,
0.025870805606245995,
-0.0027399826794862747,
-0.031308308243751526,
-0.007844885811209679,
0.017410412430763245,
-0.00962008535861969,
-0.03887702524662018,
0.008582075126469135,
0.04992999508976936,
-0.035423677414655685,
-0.021324295550584793,
-0.023017391562461853,
-0.0012274229666218162,
-0.008501979522407055,
-0.05361296609044075,
-0.03491302579641342,
0.017708487808704376,
0.03480610251426697,
-0.031884387135505676,
-0.03978760913014412,
0.005275555420666933,
-0.0034670026507228613,
0.015749230980873108,
0.03155146911740303,
0.027628518640995026,
-0.0031174554023891687,
-0.007384614087641239,
-0.09114236384630203,
0.04140609875321388,
0.017480505630373955,
-0.02012680470943451,
0.004882113076746464,
-0.013676800765097141,
-0.008135618641972542,
-0.0006814736407250166,
0.015479367226362228,
0.050309497863054276,
0.029698139056563377,
-0.01373188104480505,
-0.0458272323012352,
-0.03812071681022644,
-0.034516409039497375,
-0.010364317335188389,
-0.03325415775179863,
-0.03875749558210373,
0.011722669936716557,
-0.013267694041132927,
0.009527405723929405,
0.04687970504164696,
0.01718333549797535,
-0.022046033293008804,
0.005730878561735153,
0.05568128079175949,
0.024208147078752518,
-0.06840116530656815,
-0.030728943645954132,
-0.020411917939782143,
-0.04616645351052284,
-0.014049861580133438,
-0.007916959002614021,
0.051378410309553146,
-0.0026748671662062407,
-0.012700231745839119,
-0.0011597891571000218,
0.02594652958214283,
-0.024300148710608482,
0.0012793692294508219,
0.0395875982940197,
-0.09694857150316238,
0.008076103404164314,
-0.005734534002840519,
0.023330839350819588,
-0.020650720223784447,
-0.0238507017493248,
-0.029568107798695564,
-0.04364398494362831,
0.04094841703772545,
-0.04575793817639351,
-0.03585726395249367,
-0.011363603174686432,
-0.03200748190283775,
0.013014044612646103,
-0.02446831203997135,
0.016316283494234085,
-0.06163094565272331,
-0.015421351417899132,
-0.013637101277709007,
-0.01818968541920185,
-0.021422749385237694,
0.023853715509176254,
-0.025427082553505898,
0.026467029005289078,
0.03800969198346138,
0.0252417903393507,
0.02222425676882267,
0.007745738141238689,
-0.0186329148709774,
-0.007452609483152628,
0.026840656995773315,
0.013467023149132729,
-0.026101047173142433,
0.022504759952425957,
-0.06336379796266556,
-0.025477591902017593,
0.03547632321715355,
0.011631759814918041,
0.059444326907396317,
0.03439217805862427,
0.000756927125621587,
-0.03979242220520973,
0.07388987392187119,
-0.025176094844937325,
-0.03459765017032623,
-0.006688679102808237,
0.026478402316570282,
0.009206111542880535,
0.016993524506688118,
-0.007376819849014282,
0.025515053421258926,
-0.03322833403944969,
0.020058345049619675,
0.054700251668691635,
0.034214895218610764,
-0.05883171409368515,
0.001295853522606194,
0.031581345945596695,
0.04316987842321396,
0.004045404959470034,
0.012129010632634163,
0.02436969056725502,
0.017183318734169006,
-0.009882842190563679,
0.0021928006317466497,
-0.0232175812125206,
0.014117971993982792,
-0.05573546513915062,
-0.034391138702631,
0.005103534087538719,
0.024026602506637573,
0.02561172842979431,
-0.036002837121486664,
0.01355831790715456,
0.022932980209589005,
-0.054890137165784836,
0.015225361101329327,
-0.0006877757259644568,
-0.011145235039293766,
-0.016021519899368286,
0.01430465467274189,
-0.015370659530162811,
0.02349063754081726,
0.007463269867002964,
0.022261423990130424,
-0.004302981775254011,
-0.0018120115855708718,
-0.009092879481613636,
-0.08032211661338806,
0.002292684046551585,
-0.007308104541152716,
0.04537997767329216,
-0.0727606788277626,
0.02593844011425972,
-0.0022938488982617855,
-0.03405369445681572,
0.020897455513477325,
-0.039102956652641296,
0.030368678271770477,
0.024116048589348793,
0.022951588034629822,
-0.005137302912771702,
0.05465768650174141,
0.010989654809236526,
0.0022176848724484444,
0.029976963996887207,
-0.012277480214834213,
-0.039165038615465164,
-0.012827858328819275,
-0.0049616144970059395,
0.01724962145090103,
0.04312562197446823,
-0.015097377821803093,
-0.0059564076364040375,
0.019897202029824257,
0.007649269886314869,
-0.013228163123130798,
0.03334234282374382,
-0.010603845119476318,
0.030207352712750435,
-0.01695113256573677,
-0.03776820749044418,
-0.0008123414008878171,
0.008934982120990753,
0.02727765403687954,
0.0040537710301578045,
-0.026487428694963455,
0.02285933680832386,
-0.02671932615339756,
-0.032350827008485794,
0.01335045788437128,
-0.0038192388601601124,
-0.020890291780233383,
-0.04300418868660927,
0.0032969992607831955,
0.017674744129180908,
-0.030130581930279732,
-0.007197000086307526,
-0.003953674808144569,
-0.019483204931020737,
0.05513574182987213,
-0.02610507234930992,
0.01858155056834221,
-0.030470915138721466,
-0.004293315578252077,
-0.008476047776639462,
-0.062419258058071136,
0.04101135581731796,
0.010410974733531475,
-0.011341995559632778,
-0.04018426686525345,
0.009149623103439808,
-0.015376490540802479,
0.00841442309319973,
0.05322880297899246,
-0.005375043489038944,
0.029206855222582817,
0.003657631343230605,
0.00502760149538517,
0.0006919585866853595,
-0.06466222554445267,
0.05447527393698692,
0.005541432648897171,
0.009828243404626846,
-0.0004656164674088359,
0.028315717354416847,
-0.025876332074403763,
-0.016019804403185844,
0.013737776316702366,
-0.0350186787545681,
0.003879257943481207,
0.011571829207241535,
0.01263212226331234,
0.01177225261926651,
0.004861950874328613,
-0.008231723681092262,
0.015064921230077744,
-0.004319904837757349,
-0.011631819419562817,
0.021131161600351334,
0.026448553428053856,
-0.058076661080121994,
0.05231009051203728,
-0.04849771037697792,
-0.012364933267235756,
-0.012496392242610455,
-0.007895124144852161,
0.003425316186621785,
-0.03613637760281563,
-0.017944950610399246,
0.05444297567009926,
-0.023502599447965622,
-0.005851758178323507,
0.0310653168708086,
0.04770201817154884,
0.008306163363158703,
-0.01191534660756588,
0.024234386160969734,
0.006391419097781181,
-0.010562525130808353,
0.01905592530965805,
0.009396255947649479,
-0.013998618349432945,
0.004389910958707333,
-0.020115386694669724,
0.016988884657621384,
-0.004599915351718664,
0.007575598079711199,
-0.007753713056445122,
0.0382937528192997,
0.003348161932080984,
0.010989096015691757,
0.001404859940521419,
-0.015597102232277393,
0.046646613627672195,
0.011383605189621449,
-0.00735130812972784,
0.04857907071709633,
-0.05094080790877342,
0.034251291304826736,
-0.03861742094159126,
-0.0012602137867361307,
-0.027273841202259064,
0.010289622470736504,
0.0026956619694828987,
0.03056083619594574,
-0.0036031093914061785,
0.00831606611609459,
-0.014118456281721592,
-0.03197404742240906,
0.02703084796667099,
-0.027729405090212822,
0.04130307212471962,
-0.017208749428391457,
-0.014520121738314629,
-0.01559870969504118,
-0.01285223476588726,
-0.05864919349551201,
-0.04262673109769821,
0.01757250726222992,
0.04265015199780464,
0.014099904336035252,
-0.031154658645391464,
-0.03647160530090332,
0.016928382217884064,
0.011961860582232475,
-0.06413249671459198,
-0.028974438086152077,
-0.028260137885808945,
0.007777940481901169,
-0.019503381103277206,
0.00043673114851117134
] |
<p>I have a textual classification problem that consists of two categories- zero an one.
Up until now I tried solving it by creating a Document Term Matrix, and to run it through SVM (using RTextTools package).
Here's a code snippet: (R)</p>
<pre><code>models <- train_models(container, algorithms=c("SVM"))
results <- classify_models(container, models)
analytics <- create_analytics(container, results)
View(summary(analytics))
>>ALGORITHM PERFORMANCE
>>SVM_PRECISION SVM_RECALL SVM_FSCORE
>> 0.64 0.63 0.63
</code></pre>
<p>My questions are as follows:</p>
<ol>
<li><p>Why are all the predicted values in the result matrix between 0.5-1? isn't it supposed to be 0-1? </p></li>
<li><p>How can I see (in R) under which <strong><em>threshold</em></strong> are these precision and recall values being calculated? How can I change this threshold to get different values?</p></li>
<li>How exactly are the recall/precision scores being calculated? I mean, supposed we have <em>theta</em> to separate that all scores above it are of class 1, and the rest are 0. Are these output scores just a simple mean of the two classes precision/recall? Is it a weighted average?</li>
<li>How can I create in R two different thresholds values for each class (with what's left in between labeled as "unidentified")? </li>
</ol> | 74,039 | [
-0.026233648881316185,
-0.009460238739848137,
0.0026603899896144867,
-0.008579029701650143,
0.01669875904917717,
0.008820531889796257,
-0.026617828756570816,
-0.011179700493812561,
0.03693113103508949,
0.0014405243564397097,
0.039497021585702896,
0.03411352261900902,
0.0704721063375473,
0.030966686084866524,
0.034467652440071106,
0.008639647625386715,
0.0021049792412668467,
-0.003712395904585719,
0.018705038353800774,
0.02557472139596939,
-0.005728476215153933,
0.021738562732934952,
0.014391192235052586,
-0.0037083541974425316,
-0.0035775129217654467,
0.05443079024553299,
0.022963788360357285,
-0.013129724189639091,
-0.011677645146846771,
0.03529881685972214,
-0.028488976880908012,
-0.018192442134022713,
0.009456843137741089,
-0.015751829370856285,
0.00430486211553216,
0.005650979932397604,
-0.026987586170434952,
0.007026138715445995,
-0.012174924835562706,
0.019067931920289993,
-0.0051038870587944984,
-0.02409503422677517,
-0.02319728210568428,
0.0600886344909668,
-0.019173793494701385,
-0.017069820314645767,
-0.015577387996017933,
0.006358555983752012,
0.04564333334565163,
-0.032737161964178085,
0.03366051986813545,
-0.014991804957389832,
0.041085630655288696,
0.06067374721169472,
0.0015138568123802543,
0.012178655713796616,
0.05846434086561203,
0.06990110129117966,
0.03470081835985184,
-0.06543970108032227,
-0.015319650061428547,
-0.02557162195444107,
-0.002864755457267165,
-0.010686177760362625,
-0.03677402064204216,
0.04788294807076454,
0.005010517779737711,
-0.04054105281829834,
0.06262996792793274,
-0.00965022947639227,
-0.005387511570006609,
0.020894421264529228,
-0.025357352569699287,
-0.0018119808519259095,
0.04590914398431778,
-0.0197074506431818,
0.007245400454849005,
0.020629137754440308,
0.06725800037384033,
0.037706371396780014,
0.013212827034294605,
0.04488019645214081,
0.03664642944931984,
0.02902119606733322,
-0.01375175453722477,
0.014591524377465248,
0.05857480689883232,
-0.019450940191745758,
0.013456102460622787,
0.03739674389362335,
0.027099240571260452,
0.022073455154895782,
0.0330265611410141,
-0.0006726261344738305,
-0.009445229545235634,
0.07297564297914505,
0.003695898689329624,
0.02205364778637886,
0.023653464391827583,
-0.022133730351924896,
-0.0022843615151941776,
-0.04812171682715416,
0.012292244471609592,
0.054652608931064606,
-0.05413692817091942,
0.005395879969000816,
-0.048293568193912506,
-0.04544062539935112,
-0.008992146700620651,
-0.023125816136598587,
0.0038051768206059933,
0.01847129315137863,
-0.019001493230462074,
-0.03524653613567352,
-0.024294834583997726,
-0.013411135412752628,
-0.02288517914712429,
-0.01883266679942608,
0.04384135454893112,
0.02519352175295353,
0.04900530353188515,
0.0132647305727005,
0.014790746383368969,
-0.025521107017993927,
-0.055535513907670975,
-0.0061420719139277935,
0.028069565072655678,
-0.029487257823348045,
-0.0508585050702095,
0.040531087666749954,
-0.021365297958254814,
-0.0010272235376760364,
0.03108697012066841,
-0.0020120928529649973,
0.018445540219545364,
-0.00003208843554602936,
-0.036871571093797684,
-0.053912095725536346,
0.014132422395050526,
-0.008773108944296837,
-0.017355425283312798,
-0.04637214168906212,
-0.018965672701597214,
0.018654940649867058,
0.046152498573064804,
0.04854823648929596,
0.049505919218063354,
0.04509595036506653,
-0.012483148835599422,
0.0237717442214489,
-0.0340542308986187,
0.025086209177970886,
-0.05918054282665253,
0.006668879184871912,
-0.03340057656168938,
-0.03803080692887306,
0.0023967118468135595,
-0.00009987360681407154,
-0.027300190180540085,
0.005410433281213045,
0.005172520875930786,
-0.02316828817129135,
0.01719779148697853,
0.02672192081809044,
0.0113593814894557,
-0.009883975610136986,
0.05150493606925011,
0.03754652291536331,
0.05348292738199234,
0.0235732514411211,
-0.0170182753354311,
0.010767178609967232,
0.03910818323493004,
0.041195664554834366,
0.019275950267910957,
0.0183698907494545,
0.004304870031774044,
-0.0317784920334816,
0.035192396491765976,
0.01371808908879757,
-0.07501333951950073,
-0.047423627227544785,
-0.017503749579191208,
0.007012540474534035,
0.010848402045667171,
0.0330856554210186,
-0.030125483870506287,
-0.01689676195383072,
0.024994105100631714,
-0.018788577988743782,
-0.025936760008335114,
-0.07147266715765,
-0.007627241779118776,
-0.04538799822330475,
-0.026545856148004532,
0.019500181078910828,
-0.015098812058568,
0.024628378450870514,
0.012795059941709042,
0.01040552370250225,
-0.04480429366230965,
0.03541213646531105,
0.0383591391146183,
-0.03466954454779625,
0.016719209030270576,
0.05710926279425621,
0.015832260251045227,
-0.039846207946538925,
0.005128834396600723,
-0.014201471582055092,
-0.06709536910057068,
-0.02121448703110218,
-0.03832067921757698,
0.051048316061496735,
-0.025706801563501358,
-0.036995287984609604,
0.0061738211661577225,
0.0004875553131569177,
-0.02683650702238083,
0.020982639864087105,
-0.06087661162018776,
0.0630251094698906,
0.07293747365474701,
0.03462144732475281,
-0.019968675449490547,
-0.0063402787782251835,
-0.02994915470480919,
0.023585164919495583,
-0.022684890776872635,
0.0035152274649590254,
-0.038851547986269,
-0.011516768485307693,
0.07112197577953339,
0.03139635920524597,
-0.01210798230022192,
-0.005881274119019508,
0.05243368074297905,
0.020209232345223427,
-0.008337294682860374,
0.010199014097452164,
0.0009711437742225826,
0.01364273764193058,
0.02595295011997223,
0.024720218032598495,
0.005585185252130032,
0.007698743604123592,
0.017113355919718742,
-0.013009010814130306,
0.05117969214916229,
0.005074500571936369,
-0.0009507468203082681,
0.06394048035144806,
-0.015022452920675278,
-0.016939854249358177,
-0.028934264555573463,
0.02124343067407608,
0.0602569505572319,
-0.0011713422136381269,
-0.006195852532982826,
0.06587588042020798,
0.017823712900280952,
0.008516917005181313,
0.018014652654528618,
0.01694243773818016,
0.028574032709002495,
0.037251126021146774,
-0.020093154162168503,
-0.012112071737647057,
0.007852358743548393,
-0.025471027940511703,
0.03755684569478035,
-0.010906267911195755,
-0.022120021283626556,
-0.032257355749607086,
0.03087756037712097,
0.05991882085800171,
-0.02384353242814541,
0.00808173418045044,
-0.02863992191851139,
-0.004515062086284161,
-0.009323230013251305,
-0.023123105987906456,
0.023438410833477974,
-0.005613450426608324,
-0.07861749827861786,
0.010702989064157009,
-0.05324700102210045,
-0.023029645904898643,
0.02726275846362114,
0.014568825252354145,
-0.048418283462524414,
0.0070733968168497086,
-0.020981380715966225,
-0.07304947823286057,
-0.06404613703489304,
-0.03811958432197571,
0.009169481694698334,
-0.03322887420654297,
-0.011235063895583153,
0.0044111101888120174,
-0.012261969968676567,
-0.03903227299451828,
0.020741280168294907,
-0.02512245438992977,
-0.03312288224697113,
-0.02443513832986355,
0.0048923310823738575,
-0.001422262517735362,
-0.02099710702896118,
0.018903395161032677,
0.03494871035218239,
-0.038191281259059906,
-0.03259488567709923,
-0.07761958986520767,
0.000729323539417237,
0.017012353986501694,
-0.042058076709508896,
-0.015711858868598938,
0.009913381189107895,
-0.0046068173833191395,
0.09402762353420258,
0.02698131464421749,
-0.03572255000472069,
-0.054868895560503006,
0.010103642009198666,
-0.041838452219963074,
-0.04054011404514313,
-0.019178416579961777,
0.02178432233631611,
0.02465042844414711,
-0.022295517846941948,
-0.0033059651032090187,
0.010564273223280907,
0.04830832779407501,
-0.008375503122806549,
-0.030385322868824005,
0.025780612602829933,
-0.02832399681210518,
-0.02926928736269474,
0.015695935115218163,
0.03978772833943367,
0.01044247392565012,
0.02122941054403782,
0.0005607646889984608,
0.05021887645125389,
0.0006294945487752557,
-0.016211973503232002,
-0.0018019990529865026,
-0.012185241095721722,
0.008579248562455177,
-0.012666791677474976,
0.024070730432868004,
0.005210566334426403,
-0.027099722996354103,
-0.023035584017634392,
0.01100890338420868,
0.025650229305028915,
-0.06846775114536285,
-0.03608398884534836,
0.02616669237613678,
0.04694443941116333,
-0.045647334307432175,
-0.009580807760357857,
-0.03615020215511322,
0.01300108153373003,
-0.006900106091052294,
-0.0305708646774292,
0.004052537959069014,
0.05881461873650551,
0.03588363528251648,
0.009763101115822792,
0.020903272554278374,
-0.017308630049228668,
0.004161925055086613,
-0.08941905200481415,
0.009219374507665634,
-0.026271728798747063,
0.044048063457012177,
0.019170712679624557,
0.025646502152085304,
0.003472911659628153,
-0.015578413382172585,
0.04195217415690422,
-0.016454031690955162,
-0.05352325364947319,
0.014210497960448265,
-0.01410662941634655,
-0.037832338362932205,
0.031671080738306046,
-0.007149828132241964,
0.02201240323483944,
-0.028483206406235695,
-0.00018147849186789244,
-0.018418485298752785,
0.00940579455345869,
-0.0366368405520916,
0.014607860706746578,
0.05456361919641495,
0.019127188250422478,
-0.045156825333833694,
0.01071564294397831,
0.03257433697581291,
-0.017859842628240585,
0.050214819610118866,
0.04051775857806206,
-0.005391473416239023,
0.004976082593202591,
-0.04507991299033165,
0.011519880965352058,
0.03087160736322403,
0.033121414482593536,
0.0761399120092392,
0.038507137447595596,
-0.05075465887784958,
0.04701818898320198,
0.006099935155361891,
0.07885906100273132,
0.05358119308948517,
-0.0010544774122536182,
-0.045466773211956024,
-0.05596780404448509,
-0.03964126110076904,
0.03380410373210907,
0.018276188522577286,
-0.01006791740655899,
0.007428501266986132,
0.03408436104655266,
0.01945418119430542,
-0.0675620511174202,
0.015419138595461845,
0.06200752034783363,
-0.014275743626058102,
-0.004258269909769297,
-0.029528383165597916,
-0.015527934767305851,
-0.022542694583535194,
0.013868497684597969,
0.04926075041294098,
-0.006376785691827536,
0.02109561674296856,
-0.019947975873947144,
0.009886249899864197,
-0.06195494160056114,
-0.06353205442428589,
-0.008169976063072681,
0.032603584229946136,
-0.000046605709940195084,
-0.02620699070394039,
-0.03426916524767876,
-0.0046143559738993645,
0.03551285341382027,
0.05738133564591408,
-0.010044903494417667,
0.01351961400359869,
-0.09332134574651718,
-0.0002839565568137914,
0.030575770884752274,
0.07653329521417618,
-0.025920048356056213,
-0.027862144634127617,
-0.03245743364095688,
-0.018422283232212067,
0.015142222866415977,
-0.021246928721666336,
0.05031163990497589,
0.003215162781998515,
0.001375186606310308,
-0.005051744170486927,
0.006759162992238998,
-0.029225200414657593,
0.02719845436513424,
-0.024215681478381157,
0.06618934869766235,
0.0023857203777879477,
-0.012384281493723392,
-0.025061579421162605,
0.01315796934068203,
-0.015288294292986393,
0.00991432648152113,
-0.0390956848859787,
-0.0289472546428442,
0.015266257338225842,
-0.0015415744855999947,
-0.0025420193560421467,
-0.050439365208148956,
-0.018421830609440804,
-0.015849411487579346,
-0.014949358068406582,
0.04071350395679474,
-0.0204776581376791,
-0.021007269620895386,
0.05796847864985466,
0.039097338914871216,
-0.007987823337316513,
-0.024190189316868782,
-0.021870849654078484,
0.03966192901134491,
0.061168085783720016,
-0.02284814417362213,
0.06113126128911972,
0.02662002481520176,
0.03132861852645874,
0.02594906836748123,
-0.05686338245868683,
0.00445984210819006,
0.013932472094893456,
-0.02510174922645092,
-0.06379535794258118,
0.01372265163809061,
-0.00010201666009379551,
0.027570180594921112,
0.038408175110816956,
0.03977656364440918,
-0.029593875631690025,
0.005725509487092495,
-0.017251307144761086,
0.05216286703944206,
-0.016103392466902733,
-0.022436682134866714,
0.05012039840221405,
0.02507762238383293,
-0.03592482581734657,
0.007889557629823685,
0.015307191759347916,
-0.03755916655063629,
0.023728715255856514,
0.010671081952750683,
-0.03382735326886177,
0.00959570799022913,
0.010543841868638992,
-0.010988893918693066,
0.016344258561730385,
-0.02024093084037304,
0.0670803114771843,
-0.03651615232229233,
0.04827030003070831,
0.004017861094325781,
-0.024342898279428482,
-0.032554179430007935,
0.01366029866039753,
0.015818601474165916,
0.012717043049633503,
-0.025427961722016335,
0.05110911652445793,
0.004107414744794369,
-0.02908848412334919,
-0.023298729211091995,
-0.01922854222357273,
0.006079218816012144,
-0.013418896123766899,
-0.05397314205765724,
-0.02020002342760563,
0.007782903965562582,
-0.016035841777920723,
-0.02921907790005207,
-0.013157046400010586,
0.07399505376815796,
-0.030355865135788918,
-0.04478505253791809,
-0.0001455743913538754,
0.016813527792692184,
0.08147698640823364,
-0.013287208043038845,
0.009539254941046238,
0.036787088960409164,
0.012027457356452942,
-0.018034247681498528,
0.013089118525385857,
0.02534167282283306,
-0.05796447768807411,
-0.03650436922907829,
-0.0525471568107605,
0.036138150840997696,
0.03975595906376839,
0.012714109383523464,
0.025653313845396042,
-0.0035684676840901375,
-0.007496414706110954,
0.04079853743314743,
-0.036471638828516006,
0.011644002050161362,
0.014861861243844032,
0.0008408697904087603,
-0.030830595642328262,
-0.009959263727068901,
-0.04006670042872429,
-0.000034542568755568936,
0.014909244142472744,
-0.029941905289888382,
0.01146561000496149,
-0.013747221790254116,
0.0918167233467102,
0.002627541543915868,
0.045530207455158234,
-0.010044283233582973,
-0.002592594362795353,
0.034099090844392776,
0.012058687396347523,
0.002594597637653351,
0.014440187253057957,
0.005668882746249437,
-0.045070428401231766,
-0.0004137180221732706,
-0.04344363510608673,
-0.011501667089760303,
0.05909891054034233,
-0.0070790862664580345,
0.024683335795998573,
0.007250303868204355,
-0.017606431618332863,
-0.0066131544299423695,
-0.05945567414164543,
-0.029048195108771324,
-0.023393113166093826,
-0.00002741930256888736,
0.03288345783948898,
-0.037254784256219864,
-0.018892187625169754,
0.03191475197672844,
0.00819433480501175,
0.0008727897657081485,
0.0028383878525346518,
0.021103547886013985,
-0.014222519472241402,
0.029821405187249184,
-0.023837292566895485,
-0.004989082925021648,
0.02359498105943203,
0.0069944607093930244,
-0.009541692212224007,
0.01577521488070488,
0.00017836864572018385,
0.04576066508889198,
0.014674223028123379,
0.008690656162798405,
-0.050231173634529114,
-0.007386237848550081,
-0.05759162828326225,
0.01913231797516346,
0.03800763189792633,
-0.04856649413704872,
0.009929425083100796,
0.013799129985272884,
0.011328128166496754,
0.010249112732708454,
0.03814410790801048,
-0.011159144341945648,
-0.0761808305978775,
-0.04109299182891846,
-0.021325308829545975,
-0.03785434737801552,
0.022446615621447563,
0.012180894613265991,
-0.02565740793943405,
0.04406684264540672,
-0.07164731621742249,
0.045245781540870667,
0.02803998440504074,
0.040407001972198486,
-0.0167797040194273,
0.016131404787302017,
-0.012633170001208782,
0.03480929136276245,
0.01619473285973072,
-0.024732742458581924,
0.13711291551589966,
0.09488511830568314,
0.0427396260201931,
-0.06555129587650299,
-0.0011661496246233582,
0.018866438418626785,
0.021063733845949173,
-0.04286899045109749,
0.011143786832690239,
-0.0058675906620919704,
-0.007275337353348732,
0.02927280403673649,
0.02336372621357441,
0.03659631311893463,
-0.0013677640818059444,
0.022133463993668556,
-0.031213194131851196,
-0.023701567202806473,
-0.02280730940401554,
0.016223285347223282,
0.009759730659425259,
-0.017936864867806435,
-0.06505453586578369,
-0.0034699265379458666,
0.02396267279982567,
-0.025732150301337242,
-0.024111945182085037,
-0.016705328598618507,
0.010435394011437893,
-0.011893432587385178,
-0.006333433091640472,
0.01623455621302128,
-0.015065964311361313,
0.0571819506585598,
0.01888829655945301,
0.023766586557030678,
0.0131013048812747,
0.002832846948876977,
-0.0008273414568975568,
0.03603687137365341,
-0.013227093033492565,
0.0045539909042418,
0.014354564249515533,
0.04540417715907097,
-0.04558844864368439,
-0.027857936918735504,
-0.04087409749627113,
0.06969442963600159,
-0.0019740459974855185,
-0.02550414577126503,
0.0027738476637750864,
0.007580431178212166,
-0.011472741141915321,
-0.023640666157007217,
-0.017931830137968063,
0.033499572426080704,
0.013502562418580055,
-0.013292286545038223,
0.0040663364343345165,
-0.03357976675033569,
0.05132525414228439,
-0.01203231792896986,
0.030098866671323776,
-0.0032097462099045515,
-0.03620193526148796,
-0.003822135739028454,
-0.050438109785318375,
0.05057787895202637,
0.019955040886998177,
0.019628651440143585,
0.01609024591743946,
-0.009300295263528824,
-0.012647025287151337,
-0.021731460466980934,
-0.019112542271614075,
0.0054494235664606094,
0.007504516746848822,
-0.0019538472406566143,
0.004737076349556446,
-0.030244749039411545,
-0.04554731026291847,
0.004737649112939835,
-0.019997546449303627,
0.008375720120966434,
-0.05915350839495659,
-0.004148692823946476,
0.016314974054694176,
0.004091240465641022,
0.03211037814617157,
0.030688613653182983,
0.027761854231357574,
0.01769864186644554,
0.03158583119511604,
-0.028851207345724106,
-0.0193034615367651,
0.009730271063745022,
-0.008689725771546364,
-0.005186666268855333,
0.025816939771175385,
0.07335022836923599,
0.015256449580192566,
-0.003662011818960309,
-0.026652364060282707,
0.0010242749704048038,
0.0060108378529548645,
-0.016803106293082237,
-0.0014535000082105398,
-0.033134106546640396,
0.026117980480194092,
0.01665964536368847,
-0.009524136781692505,
-0.030225878581404686,
-0.03930606693029404,
-0.05399522930383682,
-0.034849390387535095,
0.0023652189411222935,
0.0024762677494436502,
-0.05642938241362572,
0.013762847520411015,
-0.013285779394209385,
0.03468787670135498,
-0.008751899935305119,
-0.02205486409366131,
0.010139187797904015,
0.009870283305644989,
-0.04858054220676422,
-0.04920728877186775,
0.018690407276153564,
0.017649929970502853,
-0.03563101589679718,
0.00919691938906908,
0.009941968135535717,
0.00037866245838813484,
-0.0023740814067423344,
-0.02919941395521164,
0.0009850624483078718,
-0.03514692932367325,
0.024526748806238174,
-0.004768332000821829,
-0.04036160185933113,
0.04629303887486458,
-0.037736792117357254,
-0.03886422514915466,
-0.0008764973026700318,
-0.029652932658791542,
0.04226509854197502,
0.01392405480146408,
-0.03358139470219612,
-0.00035572441993281245,
0.08091741800308228,
-0.049349259585142136,
-0.016006872057914734,
0.0042928848415613174,
0.01773799955844879,
0.0014341690111905336,
0.04200691729784012,
0.034306347370147705,
0.002958868630230427,
-0.001933423220179975,
-0.004204460419714451,
0.02911348268389702,
-0.006391605362296104,
-0.024079948663711548,
0.012877282686531544,
-0.04117511212825775,
0.03419013321399689,
0.018106408417224884,
-0.003332801628857851,
0.01119367778301239,
0.016023889183998108,
-0.004307672381401062,
0.01928309164941311,
-0.01989530771970749,
0.028181517496705055,
-0.08548072725534439,
0.007095256820321083,
-0.007643294520676136,
-0.006451066583395004,
0.032631415873765945,
-0.061458658427000046,
0.014279547147452831,
0.03073190338909626,
-0.04336313158273697,
0.009752552956342697,
0.026833519339561462,
-0.01194577943533659,
-0.02430086024105549,
0.03242539241909981,
-0.03823534771800041,
-0.00008572694059694186,
0.04751364886760712,
0.010168544948101044,
0.02761108987033367,
0.007841796614229679,
-0.02902153693139553,
-0.0460006520152092,
-0.04043349251151085,
0.03070708177983761,
-0.011618560180068016,
-0.016394829377532005,
0.030348140746355057,
-0.04832952097058296,
-0.03470778837800026,
-0.001417140825651586,
-0.024657461792230606,
0.0011198732536286116,
0.08316663652658463,
0.006555138621479273,
0.006003414746373892,
0.04920066520571709,
0.01847054250538349,
0.016881823539733887,
-0.007646733429282904,
0.009470715187489986,
0.00741285877302289,
0.017173530533909798,
-0.021431464701890945,
0.0015269016148522496,
0.04449840635061264,
-0.004871532320976257,
-0.030172711238265038,
0.044260263442993164,
-0.03595280647277832,
-0.04117856174707413,
-0.028234483674168587,
0.03502792865037918,
-0.010943854227662086,
-0.06252056360244751,
0.006450607907027006,
-0.04259961098432541,
-0.01833048276603222,
0.0023769887629896402,
0.00484964344650507,
-0.007040527183562517,
0.009860679507255554,
-0.024108463898301125,
-0.03053516522049904,
0.022161973640322685,
-0.024488648399710655,
-0.03943434730172157,
-0.027525315061211586,
-0.016499489545822144,
0.013908468186855316,
-0.01692066714167595,
-0.016095487400889397,
0.007353878580033779,
-0.024410750716924667,
0.0650693029165268,
-0.013726446777582169,
0.02257404290139675,
0.030415108427405357,
0.00980588048696518,
0.0068305968306958675,
-0.09512130171060562,
0.06440234929323196,
-0.0179465189576149,
0.0030661195050925016,
-0.038189757615327835,
0.0029647003393620253,
-0.049308013170957565,
0.043569207191467285,
0.04407168924808502,
0.0073617431335151196,
0.0005126453470438719,
-0.02226070873439312,
0.00796107854694128,
-0.012275952845811844,
-0.040958989411592484,
0.03632853552699089,
0.003995970357209444,
-0.029481586068868637,
-0.025587141513824463,
-0.024784579873085022,
0.019594918936491013,
0.021913887932896614,
0.01488400436937809,
-0.04840496927499771,
0.00015552293916698545,
-0.011293357238173485,
0.003212140640243888,
0.029824864119291306,
0.014909797348082066,
0.03103022836148739,
0.058176904916763306,
0.02299734577536583,
-0.0066795009188354015,
0.04743324592709541,
0.007598100695759058,
-0.013474524952471256,
0.046294204890728,
-0.03222312778234482,
-0.02365471050143242,
-0.014782525599002838,
0.01466583926230669,
0.01169915683567524,
-0.06150663271546364,
-0.021613702178001404,
0.02985290437936783,
0.003859149059280753,
0.016039574518799782,
0.047934941947460175,
0.008126598782837391,
0.05509026348590851,
0.018591688945889473,
0.017771542072296143,
-0.014315355569124222,
-0.01172089483588934,
0.03391759470105171,
0.020692041143774986,
0.031350474804639816,
0.0111905038356781,
0.03275573253631592,
0.005391986109316349,
-0.02507481537759304,
0.019044766202569008,
-0.012476090341806412,
0.05762219801545143,
-0.029495401307940483,
-0.0038324007764458656,
0.0008060534601099789,
-0.012508993037045002,
-0.0040222955867648125,
0.014010346494615078,
0.002734573557972908,
0.045677751302719116,
-0.04007017984986305,
-0.008174451068043709,
-0.05313520506024361,
-0.026009904220700264,
-0.022753484547138214,
0.00972207635641098,
0.005184612236917019,
0.04737624526023865,
0.004481015261262655,
-0.0014313803985714912,
-0.005531640257686377,
-0.016439378261566162,
0.016617994755506516,
-0.026302073150873184,
0.018584128469228745,
0.0042972867377102375,
-0.01563018001616001,
-0.016271281987428665,
-0.005863876547664404,
-0.01958044059574604,
-0.015428412705659866,
0.014286335557699203,
0.019537916406989098,
0.002691522240638733,
-0.038222234696149826,
-0.024944446980953217,
-0.0014139799168333411,
0.014602068811655045,
-0.051020700484514236,
0.005366180092096329,
-0.032274115830659866,
0.011611204594373703,
-0.017492812126874924,
-0.0508749820291996
] |
<p>If I would like to fit random intercept and slope and if I write it as (color|writer) compared to (1+color|writer), are they the same?</p> | 74,040 | [
-0.03991149365901947,
-0.029872572049498558,
-0.01010398380458355,
0.006443274673074484,
0.019680503755807877,
0.027138328179717064,
0.022235926240682602,
-0.005246730986982584,
0.013922447338700294,
-0.017451871186494827,
0.027384033426642418,
0.023618293926119804,
0.04202507436275482,
0.022526586428284645,
0.043225016444921494,
0.052909817546606064,
-0.004492470063269138,
0.044718172401189804,
0.0007678422261960804,
0.022043626755475998,
-0.0008692336268723011,
0.011773113161325455,
0.046350155025720596,
-0.009522894397377968,
-0.0033020717091858387,
0.03480660170316696,
0.03924314305186272,
-0.04656172916293144,
0.010591096244752407,
0.034524060785770416,
-0.016512220725417137,
-0.01894542947411537,
0.021008692681789398,
0.05231161788105965,
0.03510013967752457,
-0.010016641579568386,
0.010690529830753803,
-0.03732281178236008,
-0.026560619473457336,
0.0018312250031158328,
0.0028303773142397404,
-0.017295125871896744,
0.013084993697702885,
0.008100580424070358,
-0.026386819779872894,
0.01923668570816517,
-0.010249012149870396,
-0.044805724173784256,
0.03783680871129036,
-0.043778371065855026,
0.07141280919313431,
-0.020652012899518013,
0.04456542432308197,
0.04954339563846588,
-0.03931345418095589,
0.007061243988573551,
0.0841870829463005,
0.05008634552359581,
0.006231141742318869,
-0.023381944745779037,
0.02986088953912258,
-0.011791885830461979,
0.00976313091814518,
0.01691722683608532,
-0.017781078815460205,
0.01153869740664959,
0.02482188493013382,
-0.0070185535587370396,
0.04772399738430977,
0.0018461813451722264,
-0.020658493041992188,
0.019949305802583694,
0.07280337810516357,
-0.022057615220546722,
0.02312951721251011,
-0.056548964232206345,
0.046096667647361755,
0.0471709780395031,
0.037886060774326324,
0.0006268626893870533,
-0.01963622495532036,
0.023359637707471848,
0.06600169837474823,
0.020602241158485413,
0.007403793279081583,
0.01735564135015011,
0.04113752394914627,
-0.024482211098074913,
0.027127929031848907,
0.027754444628953934,
0.019690264016389847,
0.04348442330956459,
0.05176069587469101,
0.01725578121840954,
-0.036490101367235184,
0.021653790026903152,
-0.010084954090416431,
0.00772120663896203,
0.03119778446853161,
0.01838076487183571,
-0.024849461391568184,
-0.03687603026628494,
-0.007472734898328781,
0.05027744546532631,
-0.008669628761708736,
-0.003654679050669074,
0.012584647163748741,
0.058211006224155426,
-0.021743010729551315,
-0.015742452815175056,
-0.0015679181087762117,
-0.003067958867177367,
0.006233474239706993,
0.007767020724713802,
0.0384967140853405,
-0.03020378388464451,
0.008408384397625923,
-0.003411892568692565,
0.08229793608188629,
0.05261089652776718,
0.01007886417210102,
-0.05533294752240181,
0.023492837324738503,
-0.030903393402695656,
0.005919042509049177,
0.012958979234099388,
-0.008622465655207634,
-0.014948839321732521,
-0.04241405799984932,
0.034772615879774094,
-0.029057219624519348,
-0.036177460104227066,
0.014835218898952007,
0.0297380480915308,
0.0021488890051841736,
0.001511964714154601,
-0.05448728799819946,
-0.03634924814105034,
-0.012857893481850624,
-0.035422053188085556,
0.010090784169733524,
-0.039294492453336716,
-0.012205001898109913,
0.015079306438565254,
0.027810905128717422,
0.021654725074768066,
0.0608123354613781,
0.0019621497485786676,
0.008378209546208382,
0.0015206326497718692,
-0.030015109106898308,
-0.039256539195775986,
0.009635097347199917,
-0.05797342583537102,
0.03058936446905136,
-0.05969693139195442,
0.04015093296766281,
0.027375323697924614,
-0.008289842866361141,
-0.02404019609093666,
0.041244350373744965,
-0.026092639192938805,
0.002304090652614832,
0.01744925044476986,
0.025135602802038193,
-0.03864366188645363,
0.08239928632974625,
-0.011125553399324417,
0.013823194429278374,
0.009885581210255623,
0.012717360630631447,
0.004258911591023207,
0.028184043243527412,
0.03517606481909752,
0.07237714529037476,
0.006079116370528936,
-0.016438070684671402,
-0.012066194787621498,
0.03465087339282036,
0.013058273121714592,
-0.05074562132358551,
-0.05144818499684334,
-0.022788647562265396,
-0.016958631575107574,
0.012562903575599194,
0.04981684312224388,
0.029347317293286324,
0.011048074811697006,
0.04056189954280853,
-0.0033391742035746574,
0.012339944951236248,
-0.03686259314417839,
0.01990257017314434,
0.033169955015182495,
0.011456703767180443,
0.04121243581175804,
0.018083740025758743,
-0.0034125710371881723,
-0.011149217374622822,
-0.024654140695929527,
-0.01342935860157013,
0.007016799878329039,
0.004497842397540808,
-0.03379904106259346,
-0.0211565513163805,
0.07256443798542023,
0.025315329432487488,
-0.010988387279212475,
0.04711830988526344,
-0.050799015909433365,
-0.05240932106971741,
0.0027791280299425125,
-0.04329398274421692,
0.01853742077946663,
0.0050376406870782375,
0.008689123205840588,
0.027294810861349106,
0.035423751920461655,
-0.007518860045820475,
0.048701684921979904,
-0.02579156681895256,
0.05552835389971733,
0.026996420696377754,
0.03244201838970184,
-0.030342761427164078,
0.04849669337272644,
0.019858909770846367,
-0.004037169273942709,
-0.002787507139146328,
-0.012407486326992512,
-0.005406317301094532,
0.009273169562220573,
0.01097724586725235,
0.005731799639761448,
-0.046709563583135605,
0.006982880178838968,
0.07355247437953949,
0.02383105456829071,
0.03892829641699791,
0.03575292229652405,
0.01025475189089775,
-0.0057524037547409534,
-0.013355639763176441,
0.03392805904150009,
0.0152171915397048,
-0.004490764811635017,
0.005664769094437361,
-0.01588565669953823,
0.03580137714743614,
0.00785879883915186,
-0.022983327507972717,
0.001183565123938024,
0.023615974932909012,
0.0017030835151672363,
-0.021778058260679245,
-0.010266284458339214,
0.039396099746227264,
-0.04886264726519585,
0.018564848229289055,
0.032839350402355194,
-0.010130736976861954,
-0.044356413185596466,
-0.007058302406221628,
-0.008303334005177021,
-0.004479550756514072,
0.028269024565815926,
-0.018858538940548897,
-0.05806076154112816,
0.04434175044298172,
-0.010977827943861485,
0.04727376252412796,
-0.05471211299300194,
-0.028406500816345215,
-0.07098419964313507,
0.010233021341264248,
0.009589217603206635,
-0.01029968075454235,
0.01550410408526659,
-0.05703279748558998,
-0.01054401881992817,
-0.0004971043672412634,
-0.005629513878375292,
0.015239400789141655,
-0.027345936745405197,
-0.04711233824491501,
0.013503572903573513,
-0.07146725058555603,
-0.023883486166596413,
-0.007605044636875391,
-0.023112427443265915,
-0.008766938000917435,
0.009545066393911839,
-0.05925443395972252,
-0.04877009987831116,
-0.02790844440460205,
-0.02682710997760296,
0.0055093481205403805,
-0.028973758220672607,
-0.04573140665888786,
0.04042304307222366,
-0.017290811985731125,
-0.049502819776535034,
-0.004423616454005241,
-0.030212994664907455,
-0.014100429601967335,
-0.057587698101997375,
-0.006185626611113548,
0.007636226713657379,
0.004780097398906946,
0.02654366008937359,
0.06473322212696075,
-0.02573961578309536,
-0.00346605503000319,
-0.10362054407596588,
-0.052119605243206024,
0.018996963277459145,
-0.0029652470257133245,
0.03538902848958969,
-0.009801726788282394,
0.014874649234116077,
0.022849885746836662,
0.03748047724366188,
-0.027972178533673286,
-0.04679735377430916,
0.02297421172261238,
-0.018957030028104782,
-0.04445062577724457,
0.023075232282280922,
0.030917102470993996,
0.018025800585746765,
0.02523193694651127,
-0.013005265966057777,
0.028487250208854675,
0.06402727216482162,
0.02049211412668228,
0.03789814934134483,
0.009812043979763985,
-0.0023429561406373978,
-0.028939491137862206,
0.05939869210124016,
0.019359121099114418,
-0.03136078640818596,
0.03433343023061752,
-0.0012790834298357368,
0.055825844407081604,
0.019546575844287872,
-0.00045790564035996795,
0.024818072095513344,
-0.008379805833101273,
0.044382426887750626,
-0.03190009668469429,
0.053087834268808365,
0.0008083002176135778,
-0.016852224245667458,
0.0030202376656234264,
0.008227587677538395,
0.06487869471311569,
-0.026818983256816864,
0.024891158565878868,
0.05452711135149002,
0.04835495725274086,
-0.02415735274553299,
0.004717606119811535,
0.0019026673398911953,
0.01229518000036478,
0.002168387407436967,
-0.03172621876001358,
-0.0022963506635278463,
0.05169149488210678,
0.03676838427782059,
-0.006304456386715174,
0.029433652758598328,
-0.02543480321764946,
-0.001109092845581472,
-0.08744212239980698,
-0.012447452172636986,
0.008649904280900955,
0.04619136452674866,
-0.00915941596031189,
0.08687351644039154,
-0.01489123236387968,
-0.004263197537511587,
0.018898680806159973,
0.0022950798738747835,
-0.06986596435308456,
-0.0029143712017685175,
-0.02869894728064537,
-0.04640127718448639,
-0.019472366198897362,
-0.02791174128651619,
0.005978462286293507,
-0.05433949828147888,
-0.018932905048131943,
0.05933376029133797,
-0.009309791028499603,
-0.005153793375939131,
0.05360430106520653,
-0.03001761995255947,
-0.05833231285214424,
0.02095119282603264,
0.004617753904312849,
0.006546730175614357,
-0.05973955988883972,
0.02560039982199669,
0.04294409602880478,
0.02248901128768921,
-0.03398584946990013,
-0.02140692248940468,
0.04043738543987274,
0.03354163095355034,
0.024298498407006264,
0.06244605407118797,
0.02541184052824974,
-0.012697054073214531,
0.014703278429806232,
0.04135002940893173,
0.03977137804031372,
0.00699631916359067,
-0.030003927648067474,
-0.035406604409217834,
-0.07311075925827026,
0.000918238190934062,
-0.017503496259450912,
0.0001446664537070319,
-0.03800637647509575,
0.01804209128022194,
0.04381852224469185,
0.018439076840877533,
-0.012776673771440983,
0.01729745976626873,
0.07418663799762726,
-0.023701954632997513,
-0.019040990620851517,
-0.04281101003289223,
0.011048286221921444,
0.003867663675919175,
-0.00023172952933236957,
-0.00497276708483696,
0.0174334067851305,
-0.00910205952823162,
-0.0002932223433163017,
0.03675366938114166,
-0.01944008842110634,
-0.03357753902673721,
-0.015227559953927994,
-0.021633921191096306,
0.007441494148224592,
-0.019297517836093903,
-0.019791921600699425,
-0.0094993207603693,
0.07781203836202621,
-0.016394222155213356,
0.011448734439909458,
-0.03657890111207962,
-0.05792033672332764,
0.017643561586737633,
0.03780443221330643,
0.04077775031328201,
-0.07234577089548111,
0.008362933062016964,
-0.05685361847281456,
-0.003051405306905508,
0.023530956357717514,
0.015446363016963005,
0.0178927443921566,
-0.012613007798790932,
0.004285738337785006,
-0.018908793106675148,
-0.014804410748183727,
-0.06860936433076859,
0.04488394781947136,
0.014051076024770737,
0.019374750554561615,
-0.01627085544168949,
-0.020359011366963387,
-0.031245645135641098,
0.03890804946422577,
0.020695460960268974,
0.03488098457455635,
-0.07027395814657211,
0.005706511903554201,
-0.005154106300324202,
0.014446791261434555,
-0.0010075327008962631,
-0.06592943519353867,
0.005055516492575407,
-0.004139246419072151,
-0.00007848967652535066,
0.03275294974446297,
0.019035447388887405,
0.004467471037060022,
0.013452505692839622,
-0.0046346066519618034,
-0.01757388934493065,
0.00442053796723485,
-0.03671559318900108,
0.0738072320818901,
0.02720848098397255,
-0.015106952749192715,
0.027441028505563736,
0.02931138500571251,
0.003883187659084797,
-0.018478814512491226,
-0.044366318732500076,
0.01931753195822239,
-0.026780180633068085,
-0.04190472885966301,
-0.03445834293961525,
-0.025009825825691223,
-0.039052169770002365,
-0.006955004297196865,
0.011781135573983192,
0.03606443852186203,
-0.042728353291749954,
-0.0344189815223217,
-0.025268863886594772,
0.028428051620721817,
0.0069029624573886395,
0.026150373741984367,
0.031658705323934555,
0.004040074069052935,
-0.013139716349542141,
-0.04805465042591095,
0.010793712921440601,
-0.03243289515376091,
0.014143324457108974,
0.028864914551377296,
0.0004871289129368961,
0.02491973154246807,
-0.01803462766110897,
0.019293950870633125,
0.00440843915566802,
-0.03470775857567787,
0.03728508576750755,
-0.007403261959552765,
0.04294939339160919,
-0.028664996847510338,
-0.03762434050440788,
-0.01977926306426525,
0.016991889104247093,
-0.041677989065647125,
0.007096488494426012,
-0.05155559629201889,
0.07775517553091049,
-0.029338229447603226,
-0.03527383878827095,
-0.06297101080417633,
-0.06567146629095078,
-0.041688866913318634,
-0.00128304457757622,
-0.0015516186831519008,
-0.0008451894391328096,
-0.003611248219385743,
-0.007105213589966297,
0.01517373975366354,
-0.007831849157810211,
0.02574959583580494,
-0.017580479383468628,
-0.02381092496216297,
-0.03508279100060463,
0.0005673094419762492,
0.05994117632508278,
0.019720112904906273,
-0.02027233876287937,
0.030086394399404526,
-0.04604791849851608,
0.0032448635902255774,
0.005848556291311979,
0.010110810399055481,
-0.039983998984098434,
0.012674067169427872,
-0.017622698098421097,
0.008691624738276005,
0.03947969898581505,
-0.0011251561809331179,
0.011442686431109905,
0.019308868795633316,
0.013173074461519718,
0.010998157784342766,
-0.01360009703785181,
-0.021474072709679604,
0.01926138624548912,
-0.015213346108794212,
-0.0031686818692833185,
-0.002976339776068926,
0.007465803530067205,
0.030902128666639328,
0.02417183294892311,
0.011931205168366432,
-0.027198176831007004,
0.02400732971727848,
0.10203616321086884,
0.01802201010286808,
-0.02858196198940277,
0.0011249707313254476,
-0.00040430703666061163,
0.04000850394368172,
-0.02839205414056778,
-0.014228416606783867,
0.024015437811613083,
0.008890712633728981,
-0.0416368804872036,
-0.027046985924243927,
-0.016391774639487267,
-0.005922070238739252,
0.05324691906571388,
0.0012312432518228889,
0.03495778515934944,
0.031807493418455124,
-0.0035134160425513983,
-0.0008918889798223972,
-0.04148618131875992,
0.0026360866613686085,
-0.02981736697256565,
-0.04186094552278519,
0.07437387853860855,
-0.008820880204439163,
0.0005695248255506158,
0.003820151323452592,
0.02175166644155979,
-0.002347160829231143,
0.002025978872552514,
-0.007290366571396589,
-0.004912193864583969,
0.046525437384843826,
0.008616920560598373,
-0.029670746996998787,
0.024587882682681084,
-0.0344584584236145,
-0.008998800069093704,
-0.028213243931531906,
-0.06506644189357758,
0.05865408852696419,
0.041373781859874725,
-0.02382746711373329,
-0.05998242273926735,
-0.008354807272553444,
-0.03648418188095093,
-0.0025056309532374144,
-0.016269484534859657,
0.027166927233338356,
-0.0040187411941587925,
-0.01295178197324276,
0.028460422530770302,
-0.002311798743903637,
0.019177470356225967,
-0.05654344707727432,
-0.10571634024381638,
-0.008808813989162445,
-0.028207629919052124,
-0.04562670737504959,
0.014211942441761494,
0.015098433010280132,
-0.014214178547263145,
0.0318230502307415,
-0.040822651237249374,
0.012730497866868973,
-0.006530605256557465,
0.009520720690488815,
-0.01060840580612421,
0.02729925699532032,
0.012728375382721424,
0.02130255289375782,
-0.025972871109843254,
-0.004391186870634556,
0.1067962720990181,
0.09504454582929611,
0.026671040803194046,
-0.06840655207633972,
0.0052715749479830265,
-0.037491247057914734,
0.0051211160607635975,
-0.019736945629119873,
0.013454238884150982,
0.014929019846022129,
-0.019544918090105057,
0.05529988184571266,
0.015919556841254234,
-0.00479384558275342,
-0.01585298590362072,
0.02946452423930168,
-0.03918102756142616,
-0.03186537325382233,
-0.00026835608878172934,
0.008937569335103035,
0.014640828594565392,
0.03028382919728756,
-0.04833405464887619,
-0.004560018423944712,
-0.009813414886593819,
-0.021040691062808037,
-0.01982683129608631,
-0.025910677388310432,
0.026312533766031265,
0.039853036403656006,
-0.029043639078736305,
0.021306203678250313,
0.029836369678378105,
0.02199280820786953,
-0.00742381252348423,
0.02062375098466873,
0.03634043037891388,
-0.030949009582400322,
0.004376010037958622,
0.0377933494746685,
0.00833802204579115,
-0.0009648303966969252,
0.004511058796197176,
-0.052460890263319016,
-0.034937866032123566,
-0.0002623776672407985,
-0.05581711605191231,
0.004017116967588663,
0.0011147453915327787,
0.005204792134463787,
0.030465474352240562,
-0.009334036149084568,
0.015419485978782177,
-0.049974534660577774,
-0.0071157049387693405,
0.029737578704953194,
0.032558340579271317,
0.02104916237294674,
0.002361443592235446,
-0.02369115874171257,
0.02025667391717434,
-0.017548786476254463,
0.0028549605049192905,
0.07458638399839401,
-0.013674888759851456,
0.025105681270360947,
-0.023638200014829636,
0.07114224880933762,
0.04156549647450447,
-0.05172431096434593,
0.025881187990307808,
-0.03826357424259186,
-0.027645250782370567,
-0.051747847348451614,
-0.00698666088283062,
0.02522255666553974,
0.007708546705543995,
-0.005066151265054941,
0.022710103541612625,
-0.01311686635017395,
-0.022654777392745018,
0.029854556545615196,
-0.001794583280570805,
-0.0060611567460000515,
-0.03650930896401405,
-0.0077934423461556435,
0.0496562235057354,
0.021054478362202644,
0.007996813394129276,
0.003026692196726799,
-0.011584191583096981,
0.06662021577358246,
0.0028908257372677326,
-0.04300530627369881,
-0.0209113210439682,
-0.006672126241028309,
-0.04187830910086632,
-0.00737816421315074,
-0.023761291056871414,
0.04154646769165993,
0.014817984774708748,
0.04218136519193649,
-0.024794310331344604,
0.006950893439352512,
-0.0013290573842823505,
-0.006819574628025293,
0.007716585416346788,
-0.07740972191095352,
0.03901819884777069,
0.01676933281123638,
-0.030822159722447395,
-0.02322201430797577,
-0.022296050563454628,
-0.04511144757270813,
0.010561276227235794,
-0.022530248388648033,
-0.029630960896611214,
-0.055631596595048904,
-0.0030296265613287687,
-0.027925174683332443,
0.022207893431186676,
-0.0067648752592504025,
-0.01983741857111454,
-0.03158765658736229,
-0.02467517741024494,
0.02450273558497429,
-0.04145277664065361,
0.02177031897008419,
0.0321015827357769,
0.006572025362402201,
0.020492209121584892,
0.029134826734662056,
0.03457007557153702,
0.003649528604000807,
-0.02175242267549038,
0.02236700989305973,
-0.013428635895252228,
0.08385423570871353,
-0.05865982547402382,
-0.059508971869945526,
0.03579441457986832,
-0.03632444515824318,
-0.004844505339860916,
0.03139311447739601,
-0.016261480748653412,
0.045305270701646805,
0.005267363041639328,
-0.015589727088809013,
-0.010388108901679516,
0.06233793869614601,
-0.01357569545507431,
-0.01208522729575634,
-0.004785912577062845,
-0.03861404210329056,
0.0033172215335071087,
-0.007424476556479931,
-0.01677533984184265,
0.0183495432138443,
0.028976013883948326,
0.0213483814150095,
0.034875720739364624,
0.0030754581093788147,
0.012711137533187866,
0.03847276419401169,
0.023047855123877525,
0.016510048881173134,
0.027623992413282394,
-0.04072941094636917,
-0.027113014832139015,
0.006622119341045618,
-0.020582493394613266,
0.04649646580219269,
0.025418907403945923,
0.015044795349240303,
-0.09772647172212601,
-0.006289476528763771,
0.03829158842563629,
-0.010604136623442173,
0.0030225550290197134,
-0.05026448518037796,
-0.03567579761147499,
0.0038560256361961365,
-0.054947156459093094,
-0.040852777659893036,
-0.008659709244966507,
-0.005669044330716133,
-0.03311467543244362,
0.036777205765247345,
0.02763591706752777,
-0.008239812217652798,
0.05426163598895073,
0.04185480996966362,
0.018279582262039185,
0.007892773486673832,
-0.02685544081032276,
-0.018384750932455063,
-0.02154560573399067,
-0.011455656029284,
0.01963604800403118,
-0.04081214219331741,
0.030589910224080086,
-0.03801833838224411,
-0.0057372404262423515,
0.009051351808011532,
-0.0013825817732140422,
0.02162044309079647,
-0.008912861347198486,
0.03454471752047539,
0.01420311164110899,
0.027179904282093048,
0.013005878776311874,
0.007201885338872671,
-0.035214975476264954,
-0.043867360800504684,
0.017103174701333046,
0.05165325105190277,
-0.0072984532453119755,
0.026229005306959152,
-0.029038414359092712,
-0.026078956201672554,
-0.028473936021327972,
0.023097388446331024,
-0.015127111226320267,
-0.045629363507032394,
0.010211695916950703,
0.02388346754014492,
0.01634601503610611,
-0.014182530343532562,
0.032872941344976425,
-0.05979974940419197,
0.005427572876214981,
-0.004693621303886175,
0.007690769620239735,
-0.006946498993784189,
-0.012950608506798744,
0.03649438917636871,
-0.0020026364363729954,
-0.03209871053695679,
0.01181752048432827,
-0.014506565406918526,
-0.035060521215200424,
-0.0057785166427493095,
0.008265986107289791,
0.013032815419137478,
0.0005000346573069692,
-0.025377890095114708,
-0.0032944181002676487,
0.00929520558565855,
-0.009050136432051659,
-0.012118412181735039,
0.03008037805557251,
-0.02202022075653076,
-0.007016475312411785,
-0.04519100859761238,
0.07300499081611633,
0.014359161257743835,
-0.01966124214231968,
-0.08246855437755585,
0.0025313154328614473,
-0.026331525295972824,
0.014522631652653217,
0.0336310938000679,
-0.013178431428968906,
-0.012703501619398594,
-0.005231217946857214,
0.02414548397064209,
0.037940915673971176,
-0.02483370527625084,
0.028980743139982224,
0.006728035397827625,
0.004677380435168743,
0.0009577127639204264,
-0.0037558339536190033,
0.013086234219372272,
0.012401213869452477,
0.007269067224115133,
-0.031883057206869125,
-0.028583966195583344,
-0.000016377469364670105,
-0.041539739817380905,
0.007079587783664465,
0.04766949266195297,
-0.019428618252277374,
0.0743715837597847,
0.003549140179529786,
0.013458367437124252,
0.006139661185443401,
-0.0008929141913540661,
-0.05608198791742325,
0.052542779594659805,
-0.011181451380252838,
-0.01604379527270794,
0.018186550587415695,
-0.006081792991608381,
-0.01779838837683201,
-0.06136375665664673,
-0.008082536980509758,
0.046603523194789886,
-0.0300478283315897,
-0.026728924363851547,
0.030007651075720787,
0.02034924179315567,
0.02111200802028179,
-0.02314559370279312,
0.0068437401205301285,
0.004263324197381735,
-0.030671510845422745,
0.015329379588365555,
-0.01970498263835907,
-0.0043464661575853825,
-0.013648621737957,
0.015089004300534725,
0.03578221797943115,
0.002370215719565749,
0.03345771133899689,
0.01857469417154789,
0.04052918031811714,
0.014065590687096119,
0.013696838170289993,
0.00379605102352798,
0.003613817971199751,
0.021818285807967186,
0.015478750690817833,
-0.014339126646518707,
0.03250559791922569,
-0.03635530173778534,
0.0007774941041134298,
-0.05140696465969086,
0.008312307298183441,
-0.016033165156841278,
-0.04665447771549225,
-0.0013719386188313365,
-0.04396667703986168,
0.014242575503885746,
-0.03859325498342514,
-0.01888231188058853,
-0.003220170736312866,
0.04237302765250206,
-0.06799597293138504,
-0.0022560313809663057,
-0.018864305689930916,
-0.0015531568787992,
-0.04491148144006729,
-0.001775417709723115,
-0.019760720431804657,
-0.01837282069027424,
0.024232979863882065,
0.013770506717264652,
-0.003742318833246827,
-0.0017266025533899665,
-0.008414915762841702,
-0.019623279571533203,
0.04561550170183182,
-0.06371378898620605,
-0.03276300057768822,
-0.02093253657221794,
0.054830197244882584,
0.022569311782717705,
-0.018534863367676735
] |
<p>For example, the lists can be something like:
$$\{1.123213, 5.154543, 2.134121, 7.34534, 12.223432, 8.16571, 100.45645, 222.423\}$$
I want to remove $\{100.45645, 222.423\}$.</p>
<p>$$\{232.123213, 323.154543, 232.134121, 123.34534, 222.223432, 8545.16571,\\ 4335.45645, 1222.423\}$$
I want to remove $\{8545.16571, 4335.45645, 1222.423\}$.</p>
<p>The size is not fixed, and the range may vary.
Are there any ways to remove these "abnormally large" values from my lists?</p> | 36,666 | [
0.004820670932531357,
-0.011041109450161457,
0.02097111940383911,
0.01569414511322975,
-0.009081294760107994,
0.0006864801980555058,
-0.013617788441479206,
-0.03112407773733139,
-0.02390061691403389,
-0.009962935000658035,
0.06223984807729721,
0.049360524863004684,
0.04794878140091896,
0.026844533160328865,
0.01147522684186697,
0.018166836351156235,
-0.019408516585826874,
-0.006560976151376963,
0.005792435724288225,
-0.04804527759552002,
0.002241759793832898,
0.012782529927790165,
0.03720693662762642,
-0.028692929074168205,
-0.014056365936994553,
0.020047388970851898,
0.038460925221443176,
0.011567387729883194,
0.0029646686743944883,
0.04180676490068436,
-0.0387796051800251,
-0.0231084655970335,
0.05088646709918976,
0.001215844415128231,
-0.0016244349535554647,
0.007615534123033285,
-0.03853805363178253,
-0.023342130705714226,
-0.01815001852810383,
0.010173014365136623,
-0.045224301517009735,
-0.017198655754327774,
0.0005440143286250532,
0.018656820058822632,
0.010729562491178513,
0.036322902888059616,
-0.026357052847743034,
-0.016663530841469765,
0.007215532939881086,
-0.031074821949005127,
0.06001818925142288,
0.025382723659276962,
0.020299838855862617,
0.01603328436613083,
-0.015645138919353485,
-0.0267934650182724,
0.01005721278488636,
0.07022435963153839,
-0.04171060770750046,
-0.06642570346593857,
-0.01628558151423931,
-0.017683373764157295,
0.013360712677240372,
-0.020715098828077316,
-0.027760758996009827,
0.02279762364923954,
-0.009815934114158154,
-0.0025097387842833996,
-0.04034876450896263,
0.0018332907930016518,
-0.021712496876716614,
-0.007938657887279987,
0.019076114520430565,
-0.01851481944322586,
0.028901780024170876,
-0.02053774707019329,
0.011481402441859245,
0.022072121500968933,
0.05674953758716583,
0.05465257540345192,
-0.004488528240472078,
0.029369914904236794,
-0.003368193516507745,
-0.020123500376939774,
0.01659693755209446,
-0.016576532274484634,
0.05079079419374466,
-0.011814450845122337,
0.03795613721013069,
0.019677715376019478,
0.017927633598446846,
-0.016015533357858658,
0.04705948010087013,
0.0029838979244232178,
-0.01653851754963398,
0.026040051132440567,
-0.011948647908866405,
0.034764613956213,
-0.013311240822076797,
0.004415823146700859,
-0.019771380349993706,
-0.05371192842721939,
0.017173342406749725,
0.03931256756186485,
-0.03282298892736435,
0.021060844883322716,
-0.022203125059604645,
0.00969274714589119,
-0.020315637812018394,
0.017766699194908142,
-0.02546326257288456,
-0.004581165499985218,
0.008424730971455574,
-0.004768410697579384,
0.026872146874666214,
-0.003693684469908476,
-0.00511937914416194,
-0.023023955523967743,
0.009586408734321594,
0.07686913758516312,
0.03282202035188675,
-0.02455376833677292,
0.06069816276431084,
-0.048887621611356735,
-0.07603850215673447,
0.013486480340361595,
0.03904959186911583,
-0.002440509619191289,
-0.05249033868312836,
0.04185109958052635,
-0.022537140175700188,
-0.029658794403076172,
0.043845321983098984,
-0.03618750348687172,
0.07007107138633728,
-0.011615270748734474,
-0.04497591406106949,
-0.027538741007447243,
0.03884677588939667,
0.012409146875143051,
-0.010450642555952072,
-0.04352516680955887,
-0.009691284969449043,
0.018270399421453476,
0.019301926717162132,
0.04169362783432007,
-0.001661863410845399,
0.04278596118092537,
0.019433729350566864,
-0.002375720301643014,
-0.024725105613470078,
0.0067749228328466415,
-0.008170883171260357,
-0.0416797436773777,
-0.0064749387092888355,
-0.027964778244495392,
0.04345238581299782,
0.046597037464380264,
0.006410451605916023,
-0.003640479175373912,
-0.0008773499866947532,
-0.01207657065242529,
0.022221924737095833,
-0.03439522534608841,
0.016129668802022934,
0.006712865550071001,
0.07633110135793686,
0.03805505856871605,
0.004882136359810829,
0.04089838266372681,
0.005335362162441015,
0.04517888277769089,
0.022539829835295677,
0.0025320276618003845,
0.04742737114429474,
-0.005502026993781328,
-0.028771674260497093,
-0.047441449016332626,
0.008637486957013607,
0.0313950814306736,
-0.009657006710767746,
-0.01651482842862606,
0.006217911373823881,
0.024983391165733337,
0.04111337289214134,
0.05386560782790184,
0.021923251450061798,
-0.0393066368997097,
0.02959437668323517,
-0.06217442452907562,
0.002872604178264737,
-0.07452981173992157,
0.03401637077331543,
0.020704174414277077,
-0.01487707532942295,
0.04569193720817566,
-0.005721517372876406,
-0.03623408079147339,
-0.009527248330414295,
0.0060979509726166725,
-0.015082200989127159,
0.011869028210639954,
0.040092021226882935,
-0.057850681245326996,
-0.023206597194075584,
0.07823417335748672,
0.02845418080687523,
-0.028712892904877663,
0.04084598645567894,
-0.0426214262843132,
-0.01518633496016264,
-0.0059992410242557526,
-0.04766656085848808,
-0.021960048004984856,
-0.01818828471004963,
-0.03259315341711044,
0.004303550347685814,
0.00044820530456490815,
-0.005532688461244106,
-0.016690364107489586,
-0.019574621692299843,
0.06011347472667694,
0.08559003472328186,
0.020102670416235924,
0.002666901098564267,
-0.0030213985592126846,
-0.001546202227473259,
0.024563018232584,
0.00016780463920440525,
-0.03737760707736015,
-0.07833300530910492,
-0.008790722116827965,
0.01667186990380287,
0.04280790686607361,
-0.03176445513963699,
0.028141075745224953,
0.040718529373407364,
0.03105592168867588,
0.030203942209482193,
0.011349768377840519,
-0.03610043600201607,
0.02848423644900322,
0.03276292607188225,
0.0006967279477976263,
0.04497150704264641,
-0.016431326046586037,
0.0007514632306993008,
0.016185680404305458,
0.020237166434526443,
0.026877662166953087,
0.004417513031512499,
-0.020686475560069084,
0.02963409014046192,
-0.004164357669651508,
-0.0029774506110697985,
-0.02365555614233017,
0.02832646854221821,
-0.008951721712946892,
-0.008524244651198387,
0.018491875380277634,
0.0015690881991758943,
0.0016329024219885468,
-0.032043345272541046,
-0.02942741848528385,
0.0017604557797312737,
0.03251517564058304,
-0.05120597407221794,
-0.017854614183306694,
0.020454084500670433,
-0.049827151000499725,
-0.004149810876697302,
-0.00007344930781982839,
-0.016290899366140366,
-0.049390777945518494,
0.04203882813453674,
0.045329779386520386,
0.00762801943346858,
0.005289225373417139,
-0.030596381053328514,
-0.003006870159879327,
-0.012788391672074795,
-0.03728596493601799,
-0.008614719845354557,
-0.002908622846007347,
-0.01604783721268177,
0.02497733011841774,
0.0062083653174340725,
-0.04551888257265091,
0.04467056691646576,
-0.00094102683942765,
0.02595820091664791,
0.013600504957139492,
-0.009275847114622593,
-0.01732446812093258,
-0.013248918578028679,
-0.05305853113532066,
0.03451669216156006,
-0.015247474424540997,
0.00037783506559208035,
0.06432772427797318,
0.01198434829711914,
-0.07384587824344635,
0.020663876086473465,
-0.04059219732880592,
0.008316528983414173,
-0.045438073575496674,
-0.030786359682679176,
0.0003038936119992286,
0.005333323497325182,
-0.026438383385539055,
0.007969575934112072,
-0.00744285061955452,
0.027185309678316116,
-0.0797189325094223,
-0.02848806604743004,
-0.0266941636800766,
0.008772856555879116,
0.04159015044569969,
0.011405754834413528,
-0.03927185386419296,
0.06635469943284988,
0.02031468041241169,
-0.039252519607543945,
-0.016047794371843338,
-0.03875564783811569,
0.016365032643079758,
-0.012125103734433651,
-0.024275466799736023,
0.02957584336400032,
0.006874986924231052,
0.0031011137180030346,
0.05211523175239563,
0.03206431865692139,
0.02396254986524582,
0.031035950407385826,
-0.03916264325380325,
0.01201202068477869,
-0.015180250629782677,
-0.03578995540738106,
0.02477388083934784,
-0.0026995877269655466,
0.007496723905205727,
0.001637454959563911,
-0.00645989878103137,
-0.0006700975936837494,
0.018965087831020355,
-0.03187582269310951,
0.0038180022966116667,
0.022530345246195793,
0.02522767335176468,
0.006482633762061596,
0.033908549696207047,
0.020711494609713554,
-0.039012350142002106,
-0.020701901987195015,
0.03321665897965431,
0.05430635064840317,
-0.03456314280629158,
0.04310760274529457,
0.03227408975362778,
0.07330203056335449,
-0.0626942366361618,
-0.002360867103561759,
0.0034672836773097515,
-0.0057655218988657,
0.024829452857375145,
-0.01175749208778143,
-0.04199664294719696,
0.02010193094611168,
0.020138831809163094,
-0.014208905398845673,
-0.007814214564859867,
-0.021316133439540863,
0.008772511966526508,
-0.07773774862289429,
-0.0010158997029066086,
-0.036201853305101395,
0.07914431393146515,
0.007649464998394251,
0.011097190901637077,
0.028118334710597992,
0.0044034370221197605,
0.008557582274079323,
0.05185997486114502,
-0.047553520649671555,
0.024518880993127823,
-0.0034101305063813925,
-0.005364342126995325,
-0.02488061599433422,
-0.02823716029524803,
0.045808110386133194,
0.006580312270671129,
0.042689431458711624,
-0.02541748620569706,
0.0034409593790769577,
-0.059000413864851,
-0.005952839739620686,
-0.05272609740495682,
-0.012246369384229183,
-0.017496397718787193,
0.03311563655734062,
0.021160872653126717,
-0.06476118415594101,
0.03682619705796242,
0.010857494547963142,
-0.04851740971207619,
-0.03008735552430153,
-0.015424796380102634,
0.03236692398786545,
-0.026984507218003273,
0.018599441275000572,
0.015963371843099594,
0.039457663893699646,
-0.008526550605893135,
0.008511056192219257,
-0.04437928646802902,
0.0633445605635643,
0.013890998438000679,
0.022562973201274872,
-0.00872429832816124,
-0.04120074585080147,
0.007886487059295177,
-0.0008217415888793766,
0.05615631863474846,
-0.029066521674394608,
0.008013016544282436,
0.03522954508662224,
0.0003238277859054506,
-0.0385160930454731,
0.06968969106674194,
0.06135968491435051,
0.03908473625779152,
-0.00275688455440104,
-0.005297142546623945,
0.015812451019883156,
0.017242101952433586,
-0.020280923694372177,
0.010277947410941124,
0.011108767241239548,
0.008030422031879425,
0.011757233180105686,
0.00797239039093256,
0.009334361180663109,
-0.03845861926674843,
-0.0026358875911682844,
0.011332939378917217,
0.04143093526363373,
-0.046177614480257034,
0.05049552768468857,
0.06287016719579697,
-0.012287436984479427,
0.03875012323260307,
-0.002234553685411811,
0.019826838746666908,
-0.09792916476726532,
0.008293360471725464,
0.05987134948372841,
0.03770462051033974,
-0.030176455155014992,
0.01712939515709877,
-0.038799948990345,
-0.002034176839515567,
0.08759915828704834,
-0.03694845363497734,
0.027415698394179344,
-0.006619240622967482,
0.018563929945230484,
-0.0413818396627903,
-0.02958386205136776,
-0.01975204609334469,
0.0014228319050744176,
-0.045002397149801254,
0.03159429877996445,
-0.02004348672926426,
-0.020830467343330383,
-0.044680532068014145,
-0.013460743241012096,
0.00010995352204190567,
0.0672960951924324,
0.01147859264165163,
-0.026857921853661537,
0.03487195074558258,
-0.012809696607291698,
-0.016377931460738182,
-0.02615833468735218,
0.004425723571330309,
0.03676772490143776,
0.0157771073281765,
0.06108807027339935,
-0.030441192910075188,
-0.02348056621849537,
0.02499043010175228,
0.02518734335899353,
0.018626710399985313,
0.00891084037721157,
-0.010678035207092762,
0.017089951783418655,
0.04887069761753082,
-0.0030982682947069407,
0.026842355728149414,
0.029202379286289215,
0.014331324957311153,
0.0034824407193809748,
-0.029639514163136482,
0.015087222680449486,
-0.04231401905417442,
-0.006372513249516487,
-0.07530240714550018,
0.0009484661859460175,
-0.0599052794277668,
0.0540088415145874,
-0.005875198170542717,
-0.005193253513425589,
-0.021662037819623947,
-0.008387007750570774,
-0.010369719937443733,
0.05158689618110657,
0.02978477068245411,
0.002045727800577879,
-0.017616378143429756,
0.049232929944992065,
-0.051298584789037704,
-0.027619559317827225,
0.029490813612937927,
-0.003138978034257889,
0.01501459814608097,
0.0038991940673440695,
-0.014075406827032566,
0.03625139221549034,
-0.048749566078186035,
0.021254681050777435,
-0.006067190784960985,
-0.013678479008376598,
0.03582108020782471,
0.010533133521676064,
0.02741001732647419,
0.020855437964200974,
-0.030252207070589066,
-0.002980761229991913,
0.024382419884204865,
-0.014077611267566681,
-0.013994638808071613,
-0.05300286412239075,
0.06591538339853287,
-0.004208576865494251,
0.005818984471261501,
-0.06869269907474518,
-0.05526868253946304,
0.020830443128943443,
0.027754701673984528,
-0.021227112039923668,
-0.04091032221913338,
-0.03408481553196907,
-0.022006552666425705,
0.0062413024716079235,
-0.03051767311990261,
0.021634088829159737,
-0.009321394376456738,
-0.014745624735951424,
0.014192117378115654,
0.014393431134521961,
0.0975775197148323,
0.0011957392562180758,
0.02273046411573887,
-0.021290238946676254,
-0.016551198437809944,
-0.020668720826506615,
-0.006407393142580986,
0.009829371236264706,
-0.02389490231871605,
-0.028767209500074387,
0.010994368232786655,
-0.03392016887664795,
-0.004842678550630808,
-0.02628471702337265,
-0.011780652217566967,
0.004785011988133192,
0.011154387146234512,
0.009922770783305168,
-0.00617099367082119,
-0.0158099252730608,
-0.035864491015672684,
0.01023772731423378,
-0.023823268711566925,
0.010874314233660698,
0.014863063581287861,
-0.03851830214262009,
0.018530799075961113,
0.031566113233566284,
-0.018835967406630516,
-0.012799471616744995,
0.04363337159156799,
-0.045316603034734726,
0.03694343566894531,
0.00002166375270462595,
-0.03355887159705162,
0.05743908882141113,
0.012494071386754513,
-0.033908456563949585,
0.03297106549143791,
-0.004085280001163483,
-0.0423879474401474,
-0.056587401777505875,
-0.05585186555981636,
-0.017782220616936684,
0.010238132439553738,
-0.013917979784309864,
0.04082408919930458,
0.04056756570935249,
0.015624981373548508,
0.03061937354505062,
-0.023310016840696335,
-0.01055952813476324,
-0.011641373857855797,
0.012421739287674427,
0.01754518784582615,
-0.003545081242918968,
0.022081872448325157,
0.04194861650466919,
-0.007108743768185377,
0.02473626472055912,
-0.003997212275862694,
-0.007392349187284708,
0.041945796459913254,
0.02095368131995201,
-0.04906696826219559,
-0.014698739163577557,
-0.011612605303525925,
-0.0693952664732933,
-0.0049780202098190784,
0.015828367322683334,
-0.024015942588448524,
0.02805645763874054,
0.05552348122000694,
0.0004588992160279304,
-0.007776268292218447,
-0.028148280456662178,
-0.04709571972489357,
-0.013696222566068172,
0.015565291047096252,
-0.02233790047466755,
0.008802195079624653,
-0.013566255569458008,
0.01570582017302513,
0.008393569849431515,
0.007881264202296734,
-0.022986022755503654,
-0.05305417254567146,
-0.043815404176712036,
-0.03976012393832207,
-0.06245050206780434,
0.0259668231010437,
-0.01637899875640869,
-0.014519765041768551,
0.03606324642896652,
-0.03443509712815285,
0.017850592732429504,
0.018141809850931168,
0.02050420083105564,
-0.016258563846349716,
0.04038313776254654,
-0.0030252933502197266,
-0.0036275710444897413,
-0.002042420208454132,
0.011675473302602768,
0.11716138571500778,
0.09182158857584,
0.026852574199438095,
-0.07806338369846344,
-0.004449453204870224,
0.0075909350998699665,
-0.030566399917006493,
-0.030852913856506348,
-0.015153281390666962,
-0.008682564832270145,
0.028550509363412857,
0.03114437311887741,
0.04946877062320709,
-0.009398219175636768,
0.0386548712849617,
0.058516208082437515,
-0.048377811908721924,
0.007053959183394909,
0.0472031906247139,
0.02056569792330265,
-0.02896212413907051,
0.028231607750058174,
-0.09134943783283234,
0.01985035091638565,
-0.005781651008874178,
0.00012602699280250818,
-0.06742165237665176,
-0.033284228295087814,
0.00685185007750988,
0.03625553846359253,
0.008799604140222073,
-0.0011321858037263155,
0.017288153991103172,
-0.022242069244384766,
-0.017048489302396774,
0.02926003187894821,
0.005293556489050388,
-0.015208927914500237,
-0.013332512229681015,
0.06434906274080276,
0.014609421603381634,
0.0035514039918780327,
0.008784018456935883,
0.029263053089380264,
-0.034879330545663834,
-0.04312113672494888,
-0.019368788227438927,
0.028928242623806,
-0.045003779232501984,
0.00691670086234808,
-0.0078809829428792,
0.008565414696931839,
-0.0032995110377669334,
-0.06781929731369019,
0.008652209304273129,
0.008933527395129204,
0.01738760806620121,
0.00045806472189724445,
0.024065840989351273,
-0.01593802310526371,
0.014560889452695847,
-0.02367684803903103,
0.005114695522934198,
-0.0015322454273700714,
-0.06853699684143066,
-0.011549904011189938,
0.011012447066605091,
0.013295438140630722,
0.011501246131956577,
0.027575217187404633,
-0.02960299141705036,
-0.010581188835203648,
-0.00712871178984642,
-0.006431885063648224,
0.003016130765900016,
0.025260059162974358,
0.03705473244190216,
-0.0041498662903904915,
0.0020541271660476923,
-0.029192708432674408,
-0.06145932525396347,
0.03864999860525131,
-0.05063996836543083,
-0.022461969405412674,
-0.032393526285886765,
-0.050672389566898346,
-0.022883770987391472,
0.02253110706806183,
0.06016680225729942,
-0.01688576303422451,
-0.038332123309373856,
0.06576864421367645,
0.008020971901714802,
-0.029490988701581955,
-0.020109564065933228,
0.0014236874412745237,
-0.03864666447043419,
0.06381714344024658,
0.026630086824297905,
0.06987585872411728,
0.04021156206727028,
-0.020445721223950386,
0.008878235705196857,
0.05111923813819885,
0.003063580486923456,
-0.002128664869815111,
0.0025647690054029226,
-0.03542632609605789,
0.004895045887678862,
0.028220320120453835,
-0.03594579920172691,
-0.042187776416540146,
-0.002044487511739135,
-0.030887292698025703,
-0.02554742805659771,
0.04693373292684555,
0.037284523248672485,
-0.017949344590306282,
0.022613264620304108,
-0.03502653166651726,
-0.035344198346138,
-0.03317858278751373,
-0.03859827667474747,
-0.055969078093767166,
-0.030593223869800568,
0.002442494034767151,
0.026596322655677795,
-0.03514894098043442,
-0.009248582646250725,
-0.03367552161216736,
-0.026779333129525185,
0.04029485210776329,
0.011695203371345997,
-0.007095230743288994,
0.028686726465821266,
0.0006120369653217494,
0.01426913682371378,
0.047481514513492584,
-0.035520654171705246,
-0.025045625865459442,
0.04945242777466774,
-0.026336323469877243,
-0.013830384239554405,
-0.019783547148108482,
-0.002265641000121832,
0.04483142867684364,
0.043542757630348206,
-0.0012940013548359275,
-0.035677578300237656,
0.06704334914684296,
-0.007497090846300125,
-0.002236629370599985,
-0.010571101680397987,
0.016270775347948074,
-0.002117716707289219,
0.005984671413898468,
-0.016947835683822632,
-0.04820530116558075,
0.0010123869869858027,
-0.006022574845701456,
0.04588551074266434,
0.011896161362528801,
0.0015840192791074514,
0.026598792523145676,
0.021826276555657387,
0.011431093327701092,
-0.01777982898056507,
0.013299313373863697,
0.026901675388216972,
0.03391891345381737,
-0.04131689667701721,
0.023896804079413414,
-0.0005920948460698128,
0.004488782491534948,
-0.09760120511054993,
0.006449523847550154,
0.007453973405063152,
-0.03482221066951752,
0.014455024152994156,
-0.0376129150390625,
0.014414369128644466,
0.027050012722611427,
-0.02472669444978237,
0.02066309191286564,
-0.08752983808517456,
0.03050318732857704,
-0.019972415640950203,
-0.003049096092581749,
-0.04709511250257492,
0.02822994999587536,
0.04068714752793312,
0.05704103037714958,
0.03765102103352547,
-0.00439070351421833,
-0.0008857083739712834,
-0.029641754925251007,
0.029616007581353188,
0.008772565983235836,
-0.02055138722062111,
-0.04068352282047272,
0.009876069612801075,
-0.03148050606250763,
0.0087581817060709,
0.035924170166254044,
-0.023560838773846626,
-0.03945476561784744,
-0.024546759203076363,
0.021138738840818405,
0.002515486441552639,
0.0696653425693512,
0.027665184810757637,
0.04077977314591408,
-0.05150797963142395,
-0.022839322686195374,
-0.0455375500023365,
-0.0004953329917043447,
-0.009304150007665157,
0.02675158716738224,
0.026358893141150475,
-0.03274015709757805,
0.0016135595506057143,
0.04801720008254051,
-0.02377159707248211,
0.016780024394392967,
0.01479957066476345,
0.023307114839553833,
0.006606664974242449,
-0.0451461486518383,
0.007630529813468456,
0.023352397605776787,
0.003313829656690359,
0.02541559562087059,
-0.01958991214632988,
-0.004570269491523504,
0.03432418778538704,
0.004001876339316368,
-0.052244871854782104,
-0.01061034481972456,
0.03182394802570343,
0.006354297045618296,
-0.08755265176296234,
-0.007904639467597008,
-0.011059156619012356,
-0.015278982929885387,
-0.021718844771385193,
-0.008882966823875904,
-0.07827194035053253,
0.03970085456967354,
-0.021467329934239388,
0.017612343654036522,
-0.03176282346248627,
0.009269909001886845,
-0.0012179601471871138,
-0.05693496763706207,
0.00961789395660162,
0.0034316680394113064,
0.01979188621044159,
-0.026766518130898476,
-0.013822286389768124,
0.01689673215150833,
0.06396935135126114,
0.026130197569727898,
-0.002665316453203559,
-0.020808201283216476,
-0.020802052691578865,
0.018092364072799683,
0.030339963734149933,
-0.04986569657921791,
0.02849154733121395,
0.018549401313066483,
-0.00808415561914444,
0.017670990899205208,
-0.011452843435108662,
0.031026367098093033,
0.014870645478367805,
0.013335511088371277,
0.025023529306054115,
-0.030754998326301575,
0.017535747960209846,
-0.04813092574477196,
0.03945918008685112,
0.016665419563651085,
0.02802133560180664,
0.05389747396111488,
0.005228538066148758,
0.03150685131549835,
0.036873746663331985,
-0.005445441231131554,
-0.046873580664396286,
0.03650693595409393,
-0.07998128980398178,
-0.02016981691122055,
-0.01297749113291502,
0.022207384929060936,
0.0013710306957364082,
-0.01666257344186306,
0.04013403132557869,
0.01175269577652216,
-0.03231195732951164,
-0.014920847490429878,
0.02872590720653534,
0.0015410053310915828,
0.04860987141728401,
0.006454496644437313,
0.03666869178414345,
0.015787377953529358,
-0.03908221796154976,
0.025180025026202202,
0.0369189977645874,
-0.018887650221586227,
-0.008781787008047104,
0.02027234062552452,
0.013577794656157494,
0.02696012146770954,
0.026904871687293053,
0.04561285302042961,
0.05232058838009834,
-0.016513410955667496,
-0.03897315636277199,
-0.0010428928071632981,
-0.015395253896713257,
0.0026322791818529367,
-0.013103888370096684,
-0.013096253387629986,
0.05287530645728111,
-0.006946643814444542,
-0.003921932075172663,
-0.0570550337433815,
-0.02313828282058239,
-0.009138306602835655,
0.011384060606360435,
-0.01806899718940258,
-0.005030915141105652,
-0.016089817509055138,
-0.006136130541563034,
0.015069073997437954,
0.04469094052910805,
-0.015164811164140701,
-0.00002239570858364459,
0.013203415088355541,
0.0042879595421254635,
0.008024431765079498,
0.0019462225027382374,
-0.03027242049574852,
-0.011828827671706676,
-0.003844523336738348,
0.022872917354106903,
0.04591778293251991,
0.02092059515416622,
0.013244947418570518,
-0.003014456946402788,
-0.021297818049788475,
-0.00044689010246656835,
-0.0699404925107956,
-0.012631828896701336,
-0.02668769657611847,
0.004024216905236244,
0.00505191832780838,
-0.0161988977342844
] |
<p>Let's say that I have a picture like the one in figure. This look like an histogram, but actually is not, in the sense that I did not produce the figure starting from a dataset of values. In fact, I only have the probability (the y axis) for each bar. I also have the center point of each bin, and the bin width of each bin. Notice that the graph is normalized such that the area under the bins is equal to one. </p>
<p><img src="http://i.stack.imgur.com/CQWGd.jpg" alt="enter image description here"></p>
<p>What I want to do now, is to calculate the reciprocal of this probabilities. Usually I would use this formula: </p>
<p>$g(y) = \frac{ 1 }{ y^2 } f\left( \frac{ 1 }{ y } \right) $</p>
<p>But I cannot do that now, since I do not want to assume any f(x). Having an histogram, I would just plot the (1./dataset) to get the reciprocal (in histogram form), and then I would normalize (assuming that the original dataset was not already normalized like the one in the example), so to have a good approximation of the rate distribution.
However, in this case, I don't have the dataset. I only have the y points (the p(x), actually) and the x (bin center for each bin).</p>
<p>I have been adviced to use the following formula (in MATLAB):
plot(1./x, y)
And this will give me a function with the same shape as the reciprocal function, but not normalized. I <em>think</em> I could take this result and normalize it, and that should work fine. However, I wonder if there is another method that uses only the x and the p(x) in order to get the reciprocal values.</p>
<p>Thank you. </p> | 74,041 | [
-0.03002362698316574,
0.003188379341736436,
0.052342403680086136,
0.007847020402550697,
0.03235520422458649,
-0.01341480202972889,
-0.031087126582860947,
0.009128204546868801,
0.012130025774240494,
-0.005667961668223143,
0.02471451461315155,
0.03664394095540047,
0.06373250484466553,
0.06971822679042816,
0.022978482767939568,
-0.00688835559412837,
-0.017528200522065163,
0.0032580136321485043,
-0.03230642154812813,
-0.045090753585100174,
0.03080315887928009,
0.008861218579113483,
0.021014247089624405,
-0.0037652121391147375,
-0.016026007011532784,
0.034341733902692795,
0.0020428956486284733,
-0.020977267995476723,
0.019050944596529007,
0.1047079935669899,
-0.05205042287707329,
-0.04654253274202347,
0.036016277968883514,
0.03736557066440582,
0.04522639885544777,
0.012099332176148891,
-0.044443488121032715,
-0.03752921521663666,
-0.019346820190548897,
0.0035985689610242844,
-0.005850812420248985,
0.01322993729263544,
0.04028197377920151,
0.04334179311990738,
-0.0027629798278212547,
0.006451274733990431,
0.015702277421951294,
-0.044520024210214615,
0.05905098468065262,
-0.057376883924007416,
0.08131713420152664,
0.0058720046654343605,
0.04808899015188217,
0.0354527123272419,
-0.012486941181123257,
0.0028403231408447027,
0.04714345559477806,
0.08270702511072159,
0.0018761848332360387,
-0.05742625892162323,
0.008809712715446949,
-0.03371002525091171,
-0.02310335449874401,
-0.021132078021764755,
-0.010170063003897667,
0.008753196336328983,
-0.02016911655664444,
-0.05221499130129814,
0.03208779916167259,
-0.027122246101498604,
0.026958858594298363,
0.0415666289627552,
0.0536002553999424,
-0.05768171325325966,
0.02298751100897789,
-0.012569316662847996,
0.03205874562263489,
0.005664804019033909,
0.028680263087153435,
0.03029586374759674,
-0.027155177667737007,
0.020456966012716293,
0.017737137153744698,
0.023707641288638115,
0.02618497610092163,
-0.008940890431404114,
0.07521791011095047,
-0.006516873370856047,
0.03347856178879738,
0.030318185687065125,
-0.028264576569199562,
0.00007729534263489768,
0.0531885139644146,
-0.014404783956706524,
-0.0657435953617096,
0.051830608397722244,
0.00037086507654748857,
0.02972780354321003,
0.011096920818090439,
-0.05615580826997757,
-0.020502643659710884,
-0.045079607516527176,
-0.015245208516716957,
0.029636304825544357,
-0.004982168320566416,
-0.00045157375279814005,
-0.0363929308950901,
-0.024897702038288116,
-0.006714468821883202,
-0.014342337846755981,
-0.021865420043468475,
0.010679829865694046,
0.026505552232265472,
0.00744594307616353,
0.03438040241599083,
0.006618409883230925,
-0.030521763488650322,
0.018800070509314537,
0.07371528446674347,
0.04092845693230629,
0.046987876296043396,
-0.019553374499082565,
0.016164148226380348,
0.016196217387914658,
-0.03072049655020237,
0.02132515236735344,
0.021310994401574135,
0.006330504082143307,
-0.027464035898447037,
0.06028694659471512,
-0.008911523036658764,
-0.04792097955942154,
0.06863228976726532,
0.013722141273319721,
0.048135943710803986,
-0.016688823699951172,
-0.06244708225131035,
-0.04607308655977249,
0.0040918635204434395,
-0.007359552197158337,
0.007338023744523525,
-0.03855343163013458,
-0.014903298579156399,
0.06251466274261475,
0.039314135909080505,
0.019689807668328285,
0.017805537208914757,
-0.03412242606282234,
0.0389396958053112,
0.04437148943543434,
0.000026938316295854747,
-0.0022705686278641224,
-0.019580043852329254,
-0.03639209270477295,
-0.03516155481338501,
-0.045230284333229065,
0.012011323124170303,
0.004675193224102259,
-0.012504266574978828,
-0.0192746352404356,
0.072614885866642,
-0.02381156198680401,
-0.02065630815923214,
-0.011635461822152138,
-0.03909123316407204,
-0.02654035948216915,
0.1025405079126358,
-0.010877616703510284,
-0.004613271914422512,
-0.004407597240060568,
-0.016135113313794136,
-0.006501257419586182,
0.0025718528777360916,
-0.0045811510644853115,
0.06852628290653229,
-0.033064261078834534,
-0.008171834982931614,
-0.024533338844776154,
0.04464147612452507,
0.022010058164596558,
0.021530168130993843,
-0.027651775628328323,
-0.015554971992969513,
-0.0024828724563121796,
0.055490437895059586,
0.04461418464779854,
0.01792890764772892,
-0.04827268049120903,
0.04595484584569931,
-0.04459776729345322,
-0.027038875967264175,
-0.03959701582789421,
0.02649548277258873,
-0.015969332307577133,
-0.016749463975429535,
-0.010669349692761898,
0.02294924110174179,
0.0019797380082309246,
0.043578822165727615,
-0.021934781223535538,
-0.014663377776741982,
-0.02314635179936886,
0.045035965740680695,
-0.028270753100514412,
-0.012916324660182,
0.05160406976938248,
0.03858115151524544,
-0.005257854703813791,
0.045080363750457764,
-0.04850201681256294,
-0.019906165078282356,
0.015754884108901024,
-0.054082658141851425,
0.020223384723067284,
-0.009041449055075645,
-0.037397634238004684,
-0.033515725284814835,
-0.012852326035499573,
-0.023662418127059937,
0.001983217429369688,
-0.024114390835165977,
0.052806396037340164,
0.06278670579195023,
-0.008952665142714977,
-0.010932411067187786,
-0.011304306797683239,
0.032045260071754456,
0.022259095683693886,
-0.012374275363981724,
-0.03336639702320099,
-0.052586764097213745,
0.03792149946093559,
0.04933784902095795,
0.014105189591646194,
-0.022397957742214203,
-0.007665784563869238,
0.06659930944442749,
-0.006953727919608355,
0.01452956348657608,
0.028038926422595978,
-0.0005441269022412598,
-0.004917773883789778,
0.00826015044003725,
0.05574820190668106,
0.03533300757408142,
-0.01609852723777294,
0.010768149979412556,
0.005478873383253813,
0.028654174879193306,
0.0210659708827734,
-0.02255602553486824,
0.00945337861776352,
-0.003309693420305848,
0.008951803669333458,
-0.022502465173602104,
-0.0011348309926688671,
0.017910540103912354,
-0.010003315284848213,
-0.021217772737145424,
0.04095301404595375,
-0.007185615133494139,
0.00005864403647137806,
0.03484254330396652,
-0.015343397855758667,
0.03046588785946369,
0.039326488971710205,
-0.04562994837760925,
-0.007273939438164234,
0.02194891683757305,
-0.033211223781108856,
0.007058598566800356,
-0.01576513797044754,
-0.03124394454061985,
-0.03311280906200409,
-0.01610170677304268,
0.01802041567862034,
0.05363382771611214,
-0.007174593396484852,
-0.017785800620913506,
-0.03276856616139412,
0.024717412889003754,
-0.003238468896597624,
0.007291177287697792,
-0.010394725948572159,
-0.029992137104272842,
-0.00026863120729103684,
-0.001394389197230339,
-0.0051323543302714825,
-0.04215798154473305,
0.013906382955610752,
-0.029835794121026993,
-0.022511528804898262,
-0.008013150654733181,
-0.03397923707962036,
-0.0071718040853738785,
-0.03419315814971924,
0.024731528013944626,
-0.023288605734705925,
-0.019262613728642464,
0.05127987265586853,
-0.008654739707708359,
-0.039955247193574905,
0.020307814702391624,
-0.02993256039917469,
-0.033312637358903885,
-0.067779041826725,
0.02205241657793522,
0.06456845253705978,
0.03560199216008186,
0.006383971776813269,
0.006527099292725325,
-0.033849433064460754,
-0.014322292059659958,
-0.05012877658009529,
-0.049121636897325516,
-0.00548178656026721,
0.005633171647787094,
-0.009675446897745132,
0.029913702979683876,
-0.025502068921923637,
0.04844534397125244,
0.053222741931676865,
-0.015596935525536537,
-0.031109383329749107,
0.002551718382164836,
-0.021250955760478973,
-0.001081604976207018,
0.0001429165859008208,
-0.026157360523939133,
-0.009321767836809158,
-0.0005205412744544446,
-0.023444868624210358,
0.016528749838471413,
0.06725488603115082,
0.015119637362658978,
-0.0010158242657780647,
0.02758404053747654,
-0.007211217191070318,
-0.0048915366642177105,
0.05723940581083298,
0.04033338651061058,
0.005258341785520315,
0.029009543359279633,
-0.0005996141699142754,
0.01687847264111042,
0.023544158786535263,
-0.07050254195928574,
-0.016529159620404243,
-0.002476852387189865,
0.007384621072560549,
-0.020172975957393646,
0.008421093225479126,
0.0212465301156044,
-0.04274991527199745,
0.021024653688073158,
0.02709473855793476,
0.04432934522628784,
0.0006503236945718527,
0.010892453603446484,
0.008317606523633003,
0.03733448311686516,
0.0010482333600521088,
-0.03041832335293293,
-0.003364233998581767,
-0.03365982696413994,
0.019213993102312088,
-0.025501852855086327,
0.016849437728524208,
0.035520195960998535,
0.03496600314974785,
0.03234006464481354,
-0.011530864983797073,
-0.04198099300265312,
0.012117377482354641,
-0.04839766398072243,
-0.005485870409756899,
-0.02405327744781971,
0.03922642394900322,
0.026013532653450966,
0.05226476863026619,
0.005090686026960611,
-0.008063259534537792,
0.01567211002111435,
0.010854925960302353,
-0.09219427406787872,
0.046121057122945786,
0.018266038969159126,
0.019525296986103058,
-0.0078737186267972,
-0.01047162152826786,
0.03524329513311386,
-0.03317553177475929,
-0.015362326987087727,
0.0002526250609662384,
-0.009355154819786549,
-0.04160938784480095,
-0.029997307807207108,
-0.0038335134740918875,
-0.011105004698038101,
-0.02432798407971859,
0.01008843258023262,
-0.005496916361153126,
-0.010671605356037617,
0.017173314467072487,
0.04018034413456917,
0.015576486475765705,
-0.00012702180538326502,
-0.028889520093798637,
0.016196072101593018,
0.031237250193953514,
0.04320115968585014,
0.016775351017713547,
0.030498893931508064,
-0.025405386462807655,
0.009203293360769749,
0.012810466811060905,
0.06103327497839928,
0.0342601016163826,
-0.008633177727460861,
-0.00003494378688628785,
-0.033761825412511826,
-0.003558554919436574,
-0.014060269109904766,
0.014240083284676075,
-0.035037316381931305,
0.009258804842829704,
0.044547729194164276,
0.026826199144124985,
-0.0216885507106781,
0.016304370015859604,
0.0752202719449997,
-0.0173573549836874,
-0.021360475569963455,
-0.0263195987790823,
-0.006482149474322796,
-0.0057583339512348175,
-0.01875213347375393,
0.005603621248155832,
0.029871298000216484,
-0.0013420532923191786,
0.009432724677026272,
0.06331007182598114,
0.03898170217871666,
0.041362714022397995,
-0.025987409055233,
-0.008674790151417255,
0.05051098391413689,
0.008941574022173882,
-0.046997521072626114,
0.006648910231888294,
0.007093437481671572,
0.05533299967646599,
-0.0003778497048188001,
-0.05068667605519295,
-0.07882852852344513,
0.016252703964710236,
0.023511815816164017,
0.03820809721946716,
-0.0023409121204167604,
-0.002013126388192177,
-0.014856601133942604,
-0.04952329397201538,
0.05216694995760918,
-0.03998254984617233,
0.005948839709162712,
-0.02169499173760414,
0.01913551613688469,
0.012455250136554241,
-0.021006934344768524,
-0.07144897431135178,
0.001292831264436245,
-0.036155205219984055,
0.001396787236444652,
-0.03551589325070381,
-0.010073469020426273,
-0.06772124767303467,
0.004240179900079966,
-0.004235008265823126,
0.07183364033699036,
-0.006551010068506002,
-0.03321054205298424,
0.002620941260829568,
0.005368612240999937,
-0.021681010723114014,
-0.07423538714647293,
0.00871572270989418,
-0.01351709384471178,
0.004484113305807114,
0.05541331321001053,
0.01016378402709961,
-0.04258275032043457,
0.04357611760497093,
0.0021859456319361925,
-0.029209258034825325,
0.017694754526019096,
-0.029727457091212273,
0.00879410095512867,
0.04416920617222786,
0.06593680381774902,
0.035890378057956696,
0.07772321999073029,
0.019949542358517647,
-0.027355894446372986,
-0.02646285854279995,
0.010363169945776463,
-0.008951257914304733,
-0.028632497414946556,
-0.035283565521240234,
0.027556903660297394,
-0.02035035751760006,
-0.012511606328189373,
-0.01983453519642353,
0.02359381504356861,
-0.05088372901082039,
-0.026176920160651207,
0.018089668825268745,
0.021879971027374268,
-0.027162378653883934,
0.025651443749666214,
0.004634693264961243,
0.024937499314546585,
-0.022724665701389313,
0.0071011693216860294,
-0.016375377774238586,
-0.010228101164102554,
-0.0203708466142416,
0.01609816402196884,
-0.02420947514474392,
0.008624215610325336,
-0.042366091161966324,
-0.007643919438123703,
-0.015368003398180008,
-0.0597732737660408,
0.026268329471349716,
-0.014488745480775833,
0.04487358406186104,
0.03149653598666191,
-0.040386125445365906,
0.0043446761555969715,
0.0045869844034314156,
0.0022556507028639317,
0.04349827021360397,
-0.0629359558224678,
0.022321609780192375,
-0.03930014744400978,
0.009946505539119244,
-0.07388381659984589,
-0.05860484391450882,
-0.000763643707614392,
0.01081206277012825,
-0.03934231027960777,
-0.05250608175992966,
-0.020863668993115425,
-0.007434581406414509,
-0.00617403257638216,
-0.00881845410913229,
0.021607881411910057,
-0.007565590087324381,
0.0068848636001348495,
-0.006068453658372164,
-0.03285365551710129,
0.07421126216650009,
-0.022792458534240723,
-0.011624246835708618,
0.03736100345849991,
0.009698038920760155,
-0.04046569764614105,
0.006083748769015074,
0.00971502996981144,
-0.03133745864033699,
-0.002270020777359605,
-0.016592003405094147,
-0.006112975999712944,
0.03709883242845535,
-0.02237122878432274,
-0.009533748961985111,
-0.00716801080852747,
0.023063672706484795,
0.005350308958441019,
0.0005250434624031186,
-0.016995983198285103,
-0.0122750299051404,
-0.0019757079426199198,
-0.022905688732862473,
-0.022257480770349503,
-0.06499078124761581,
0.021160922944545746,
0.027934351935982704,
0.029753269627690315,
-0.009299813769757748,
0.019925760105252266,
0.09702248126268387,
-0.014096814207732677,
-0.0017014134209603071,
-0.03156665712594986,
-0.032874781638383865,
0.0424756221473217,
0.00032229552743956447,
0.01680591143667698,
0.010179554112255573,
0.002600316423922777,
0.009730726480484009,
0.012081828899681568,
-0.06416759639978409,
-0.0205696914345026,
0.050632718950510025,
-0.028678318485617638,
0.05365500599145889,
0.006958083249628544,
0.012845377437770367,
0.030144307762384415,
-0.003935324028134346,
-0.03894535452127457,
-0.005274886731058359,
0.018117409199476242,
0.04414336383342743,
-0.016053665429353714,
-0.02575436420738697,
0.012546840123832226,
0.01760650984942913,
-0.004758706782013178,
0.049020424485206604,
-0.024487677961587906,
-0.0013987604761496186,
0.04670890048146248,
0.014388877898454666,
-0.012850569561123848,
0.015704117715358734,
0.0016519686905667186,
0.049078065901994705,
-0.01758023351430893,
-0.061475250869989395,
0.05793194845318794,
0.0374927818775177,
-0.0005594161339104176,
-0.039930347353219986,
-0.032642096281051636,
-0.027883389964699745,
0.020117182284593582,
0.015438576228916645,
0.003052404150366783,
0.009428594261407852,
-0.0043547628447413445,
-0.014385996386408806,
-0.010835942812263966,
0.0227354746311903,
-0.014797878451645374,
-0.053432587534189224,
-0.016842931509017944,
-0.05185295641422272,
-0.05407542735338211,
0.01648705080151558,
0.0240505151450634,
-0.03603842109441757,
0.006357178557664156,
-0.024981245398521423,
0.03005995973944664,
-0.021084502339363098,
0.012745634652674198,
0.025180082768201828,
0.09286972135305405,
0.008763108402490616,
0.0049160197377204895,
0.026652948930859566,
-0.0059594702906906605,
0.11317356675863266,
0.04412305727601051,
0.03291235491633415,
-0.07330203801393509,
-0.013423340395092964,
-0.032073210924863815,
-0.007849198766052723,
-0.007888752967119217,
0.019975604489445686,
0.03713875636458397,
0.009654481895267963,
0.039425384253263474,
0.04716348275542259,
-0.023577021434903145,
0.025904478505253792,
0.0648534744977951,
-0.015147224999964237,
-0.00047396268928423524,
0.016804100945591927,
0.016301441937685013,
-0.006120265461504459,
0.017451167106628418,
-0.07418648153543472,
-0.011524192057549953,
0.01003962755203247,
0.00963988620787859,
-0.05109129846096039,
-0.0413544625043869,
0.006115789525210857,
0.008874306455254555,
-0.016360390931367874,
-0.0013199413660913706,
0.04057246819138527,
-0.010366293601691723,
0.011892232112586498,
-0.03778607398271561,
0.058343060314655304,
-0.02279667556285858,
-0.003173604840412736,
0.04749657213687897,
-0.0004784906923305243,
0.025411419570446014,
0.01931941509246826,
-0.017510268837213516,
-0.03116290457546711,
-0.02531293034553528,
-0.034285273402929306,
0.03394462913274765,
-0.012572424486279488,
0.006029912736266851,
0.019310543313622475,
0.01877865567803383,
0.007557241711765528,
-0.04203840717673302,
-0.003402035217732191,
0.004675878211855888,
-0.010423028841614723,
0.011303909122943878,
0.0045875427313148975,
-0.027271049097180367,
0.020529724657535553,
-0.005796124693006277,
0.04974159598350525,
-0.02149795927107334,
-0.007678569760173559,
-0.024030478671193123,
-0.019358279183506966,
0.052534401416778564,
-0.020109187811613083,
-0.060080643743276596,
-0.0070580895990133286,
-0.03602266684174538,
0.013416266068816185,
0.002910271054133773,
0.019166601821780205,
-0.018236063420772552,
0.03858252987265587,
0.017068253830075264,
-0.009189103730022907,
0.015687746927142143,
-0.04105819761753082,
0.02647538110613823,
0.006258517969399691,
0.002279761014506221,
-0.01372453011572361,
-0.011280211620032787,
0.009965570643544197,
0.04575913026928902,
-0.020320888608694077,
-0.007265768479555845,
-0.007008975837379694,
0.03955710679292679,
0.03416386991739273,
-0.045255713164806366,
-0.052171897143125534,
0.02545798569917679,
-0.024360228329896927,
0.016035517677664757,
-0.03462596237659454,
0.08152637630701065,
-0.006669909227639437,
0.03993314877152443,
-0.007033291272819042,
-0.0041703153401613235,
-0.00864575244486332,
0.04422985389828682,
-0.034407902508974075,
-0.0483071431517601,
0.00922657735645771,
-0.012757007963955402,
-0.004289175383746624,
-0.04031548276543617,
0.0024789224844425917,
-0.00185426976531744,
-0.016162680462002754,
0.0011921729892492294,
0.018287137150764465,
-0.030534863471984863,
-0.010082717053592205,
-0.012270434759557247,
-0.0016242058482021093,
-0.0033092121593654156,
-0.022098001092672348,
-0.04500260949134827,
-0.032648682594299316,
-0.008145509287714958,
0.006450760178267956,
-0.008642208762466908,
0.0019099212950095534,
0.009517990984022617,
0.020517632365226746,
0.03412561118602753,
0.052100565284490585,
0.03624866157770157,
0.0074606360867619514,
0.017454273998737335,
0.03134317323565483,
0.057433146983385086,
-0.03347570449113846,
0.016356389969587326,
0.04411746934056282,
-0.04509606212377548,
-0.0028817441780120134,
0.00213252124376595,
0.017161957919597626,
0.01838570088148117,
-0.010263917036354542,
-0.014664504677057266,
-0.03470173105597496,
0.023479215800762177,
-0.006138120777904987,
-0.016166850924491882,
-0.00674098078161478,
0.010117826983332634,
0.018500126898288727,
0.04346799850463867,
0.006289110518991947,
0.00740865059196949,
-0.011021796613931656,
0.03155932202935219,
0.03379819169640541,
-0.020184943452477455,
0.021546833217144012,
0.01270274631679058,
-0.027104143053293228,
0.007390505634248257,
-0.022877167910337448,
-0.02428990602493286,
0.06532885879278183,
0.030890801921486855,
-0.03297751396894455,
0.010174970142543316,
-0.030761243775486946,
0.00438700383529067,
-0.1015620082616806,
-0.00943533144891262,
0.00942588783800602,
-0.008159559220075607,
0.01791771873831749,
-0.06781955808401108,
0.008168037980794907,
0.009526563808321953,
-0.0416429378092289,
0.00802787858992815,
-0.0007477326435036957,
-0.05696960538625717,
-0.03242875263094902,
0.016452915966510773,
-0.0025987408589571714,
0.03413518890738487,
0.02284093387424946,
0.0582134984433651,
0.05492179095745087,
-0.007543005980551243,
0.004938895348459482,
-0.02326926775276661,
-0.01134673785418272,
-0.019835105165839195,
0.022567231208086014,
-0.05278709530830383,
0.040433596819639206,
-0.04878130927681923,
-0.04742211848497391,
0.03335144743323326,
-0.03747657313942909,
-0.009349885396659374,
0.010868038050830364,
0.008683248423039913,
-0.01664523035287857,
0.05848417058587074,
0.029111260548233986,
-0.028576696291565895,
0.01065109670162201,
-0.009145118296146393,
0.06222933903336525,
0.01270299218595028,
-0.042337074875831604,
0.013582530431449413,
0.06366429477930069,
-0.00590953603386879,
-0.024282120168209076,
0.019899914041161537,
-0.03070252016186714,
-0.05774861201643944,
-0.00578374182805419,
-0.020682403817772865,
0.016275446861982346,
-0.015014994889497757,
0.03643186762928963,
-0.044444490224123,
0.018230486661195755,
0.02355167083442211,
-0.011711337603628635,
0.013650876469910145,
0.006459001451730728,
-0.011623748578131199,
-0.07031205296516418,
-0.006601171102374792,
0.011774027720093727,
-0.031920865178108215,
-0.0187520869076252,
-0.016314031556248665,
0.025821268558502197,
-0.008244283497333527,
0.018675547093153,
-0.03013249672949314,
0.002715993905439973,
0.016634978353977203,
-0.030281327664852142,
0.00348891643807292,
0.03127181902527809,
-0.005945699289441109,
0.009900922887027264,
-0.09836852550506592,
0.015797074884176254,
-0.0033171435352414846,
-0.04590070992708206,
-0.028658922761678696,
-0.011222894303500652,
-0.054540809243917465,
-0.0013182592811062932,
0.08069374412298203,
0.01540212333202362,
0.021077632904052734,
-0.04009326919913292,
0.0032719988375902176,
0.00957996305078268,
-0.06708674132823944,
-0.009928081184625626,
-0.01894192397594452,
-0.03127319738268852,
0.009753198362886906,
0.0025481381453573704,
0.0017208161298185587,
0.017409956082701683,
0.010170742869377136,
0.022636134177446365,
-0.010508890263736248,
0.032137125730514526,
-0.03019523248076439,
0.01655523106455803,
0.012918073683977127,
-0.03143996372818947,
0.0007648697355762124,
0.009935234673321247,
-0.024166204035282135,
0.02510029450058937,
0.006237466353923082,
-0.07659833133220673,
0.01756826601922512,
-0.03886432573199272,
-0.0486481599509716,
0.013891859911382198,
0.013825340196490288,
-0.0036329205613583326,
-0.09667004644870758,
-0.007178676314651966,
0.005215241573750973,
-0.048244409263134,
-0.02471681870520115,
0.011994359083473682,
-0.0018262697849422693,
0.04125865548849106,
-0.026452520862221718,
0.019807759672403336,
0.01069938950240612,
0.013764981180429459,
-0.00872330367565155,
-0.001201901352033019,
-0.016933314502239227,
-0.011966655030846596,
-0.01221812330186367,
0.015136797912418842,
-0.013934943825006485,
0.021359683945775032,
0.006405213847756386,
0.03729662671685219,
-0.00789558794349432,
0.0026743076741695404,
0.030561940744519234,
-0.04427846893668175,
0.0011692085536196828,
0.011090151965618134,
0.0030643504578620195,
0.05955146625638008,
0.014895729720592499,
0.0182728823274374,
-0.02709905430674553,
-0.024280745536088943,
-0.023465696722269058,
0.03305814415216446,
0.03599002584815025,
0.027415798977017403,
0.015239272266626358,
-0.007608878891915083,
-0.011974929831922054,
0.00017921559629030526,
0.05143333226442337,
-0.005574548151344061,
0.032675497233867645,
-0.00860499870032072,
-0.00289325718767941,
0.0031048001255840063,
-0.014744965359568596,
-0.01094091311097145,
0.006389138754457235,
0.008341860957443714,
0.028887081891298294,
0.04543766751885414,
0.0019632666371762753,
0.02299697883427143,
0.009525763802230358,
0.05297049507498741,
-0.0820435881614685,
-0.04302513226866722,
-0.026343589648604393,
-0.00506834639236331,
0.027656223624944687,
-0.03517322242259979
] |
<p>Im newbie in Image Processing field, and I got many term that wierd. There are :</p>
<ol>
<li><p>Moments</p></li>
<li><p>Local and global characteristic</p></li>
<li><p>Energy of Image</p></li>
<li><p>Color Temperature</p></li>
</ol>
<p>What each of them represent in Image??</p> | 36,670 | [
-0.030409079045057297,
-0.04524815082550049,
0.00946046318858862,
0.013255935162305832,
0.03414791822433472,
0.011821889318525791,
-0.06290242820978165,
-0.027211135253310204,
0.005214466713368893,
-0.03542913496494293,
0.04052864760160446,
0.05012274533510208,
0.014114472083747387,
0.043045949190855026,
-0.006961874198168516,
0.01771930791437626,
-0.025420743972063065,
0.009735740721225739,
-0.03500368818640709,
-0.0016352522652596235,
-0.008192002773284912,
0.004093899857252836,
0.04131448268890381,
0.028055567294359207,
-0.037938088178634644,
0.02129616215825081,
0.02198542281985283,
-0.0024008085019886494,
0.05051155760884285,
0.0462830513715744,
-0.030704263597726822,
-0.03759559616446495,
-0.01868247427046299,
-0.013950672931969166,
-0.02075442299246788,
-0.012777280993759632,
-0.01680944859981537,
-0.029189521446824074,
0.011447270400822163,
0.016739066690206528,
-0.00898263044655323,
-0.014636962674558163,
0.02630035951733589,
0.01311502791941166,
-0.019696509465575218,
0.005627183709293604,
-0.021423161029815674,
-0.028949782252311707,
0.01029899064451456,
-0.04448322951793671,
0.06685628741979599,
-0.02716069482266903,
0.021860403940081596,
0.035477135330438614,
0.007468270603567362,
0.05756354331970215,
0.015302412211894989,
0.06264105439186096,
-0.033009085804224014,
-0.03565888851881027,
0.007314094342291355,
0.006682815030217171,
0.04651791974902153,
-0.01637188158929348,
-0.01523983757942915,
0.03543724864721298,
0.01704048551619053,
-0.02908175066113472,
0.0531577505171299,
0.05832827463746071,
0.014119705185294151,
0.01284008752554655,
0.0536380298435688,
-0.05141526833176613,
-0.001120729255490005,
-0.036378517746925354,
-0.01843411847949028,
0.010554500855505466,
0.043715767562389374,
0.0072192298248410225,
0.007381513249129057,
0.046108800917863846,
-0.033759403973817825,
-0.022407321259379387,
0.04849020764231682,
-0.005831262096762657,
0.08863598853349686,
0.005781563930213451,
0.02082507684826851,
-0.01372976042330265,
0.00556377274915576,
0.011963355354964733,
0.03693770244717598,
-0.018931157886981964,
-0.03601548820734024,
0.03983116149902344,
0.028719056397676468,
0.031015753746032715,
-0.010810044594109058,
-0.0008009636658243835,
0.01926414482295513,
-0.036786999553442,
0.010367749258875847,
0.06856756657361984,
-0.046329207718372345,
-0.02352198213338852,
-0.0541369765996933,
-0.005763334222137928,
0.03627858683466911,
0.037703972309827805,
-0.018370138481259346,
0.002957860939204693,
0.021253271028399467,
0.00749253248795867,
0.020348140969872475,
0.00825522094964981,
0.03486400097608566,
0.04032290726900101,
0.01705869473516941,
0.03436826914548874,
0.02348569966852665,
-0.05835791304707527,
0.0081612728536129,
0.001346935285255313,
-0.08397798985242844,
0.0428200326859951,
0.04351073130965233,
0.0006687257555313408,
-0.02196604385972023,
0.03986243158578873,
-0.014899584464728832,
-0.04656780883669853,
0.008816665038466454,
0.0018950249068439007,
0.02556806616485119,
-0.011918232776224613,
-0.06462915986776352,
-0.025751862674951553,
0.014455159194767475,
-0.03978968411684036,
-0.013406747952103615,
-0.0653090626001358,
-0.010427623055875301,
0.024002568796277046,
0.040412671864032745,
-0.008285424672067165,
0.00571658369153738,
0.000724637066014111,
0.01589757762849331,
-0.016347821801900864,
-0.015948884189128876,
-0.00155319191981107,
-0.00069144566077739,
0.0039164479821920395,
0.010355686768889427,
-0.044313691556453705,
0.004253685008734465,
0.030860062688589096,
-0.03937871381640434,
-0.037929512560367584,
0.03603286296129227,
-0.02697926200926304,
-0.0008774814195930958,
0.01984620839357376,
0.011570759117603302,
-0.03656700253486633,
0.06306829303503036,
0.0068089766427874565,
0.03716960549354553,
0.02942560985684395,
0.005464254412800074,
0.02240394428372383,
-0.024135738611221313,
0.017211373895406723,
0.05888567119836807,
0.0034698578529059887,
0.0036450137849897146,
-0.03391005098819733,
0.024330001324415207,
0.011184859089553356,
-0.05807090923190117,
-0.06264355778694153,
0.03874213993549347,
0.013965618796646595,
0.01781013421714306,
0.055092617869377136,
0.02295798808336258,
-0.0312558151781559,
0.030783800408244133,
-0.007437819615006447,
-0.014431034214794636,
-0.062179531902074814,
0.03554476797580719,
-0.03520083427429199,
-0.04138564318418503,
0.013305895030498505,
0.02793487347662449,
-0.01095836516469717,
-0.015188104473054409,
-0.023523468524217606,
-0.022638728842139244,
0.00697521585971117,
0.014966785907745361,
-0.03157595172524452,
0.007392171770334244,
0.04193119332194328,
0.028414146974682808,
-0.016512485221028328,
0.01753482036292553,
-0.03623609617352486,
-0.019413180649280548,
0.012872109189629555,
-0.028317220509052277,
0.017528386786580086,
-0.02961793728172779,
-0.03149769455194473,
0.00010011232370743528,
0.03521566092967987,
-0.02793383225798607,
-0.01197056844830513,
0.0014343131333589554,
0.04576120525598526,
0.006977809127420187,
0.01053435169160366,
0.021403435617685318,
0.028657345101237297,
0.029473591595888138,
0.02888481691479683,
-0.0228276364505291,
-0.029714159667491913,
-0.03236545994877815,
-0.018200967460870743,
0.040098220109939575,
0.03604718670248985,
-0.057604264467954636,
0.004597368184477091,
0.039925746619701385,
0.026278948411345482,
0.07056356966495514,
-0.0010486048413440585,
-0.02865765057504177,
-0.00972425751388073,
-0.011418340727686882,
0.010744353756308556,
-0.0033677720930427313,
0.022046729922294617,
0.013990720734000206,
0.042050592601299286,
0.07525627315044403,
-0.011783662252128124,
-0.01527289766818285,
0.08245684951543808,
-0.015167666599154472,
0.01790275052189827,
-0.03045760840177536,
-0.012870607897639275,
0.037048790603876114,
-0.03014538623392582,
0.006352709606289864,
0.024074768647551537,
-0.02223340794444084,
0.010918397456407547,
-0.024853933602571487,
-0.007004042621701956,
-0.02304230071604252,
0.010826556012034416,
-0.009729462675750256,
-0.007050692569464445,
0.011394307017326355,
-0.006880294065922499,
0.045311857014894485,
0.010956640355288982,
-0.0031910960096865892,
-0.057122331112623215,
0.020039977505803108,
0.05332082509994507,
0.0020407745614647865,
0.03158113360404968,
-0.019467759877443314,
-0.04011223092675209,
-0.0012384416768327355,
-0.029272183775901794,
0.020243942737579346,
-0.014501161873340607,
-0.05066613107919693,
0.021341437473893166,
-0.05130491778254509,
-0.01769794337451458,
0.051793940365314484,
-0.010131058283150196,
-0.011179658584296703,
0.010060990229249,
-0.014844462275505066,
-0.039217542856931686,
0.0025028823874890804,
0.002965377876535058,
0.04598129168152809,
-0.009249101392924786,
-0.019099418073892593,
0.051709916442632675,
-0.03368343412876129,
-0.006067261565476656,
0.020828401669859886,
-0.032504674047231674,
-0.02639075368642807,
-0.05118376761674881,
0.025464700534939766,
0.07446763664484024,
-0.006056900601834059,
0.04173220694065094,
0.053311195224523544,
-0.051436953246593475,
-0.0007925842655822635,
-0.02489642985165119,
-0.027350738644599915,
0.008695989847183228,
0.01310619805008173,
0.029285011813044548,
-0.026676729321479797,
0.0027839101385325193,
0.057907503098249435,
0.03263252228498459,
-0.0446232371032238,
-0.04166029766201973,
-0.013422545045614243,
-0.0710543841123581,
-0.02060360461473465,
-0.00976652093231678,
-0.015202661044895649,
0.02178930677473545,
-0.002071371767669916,
0.0013490873388946056,
0.022372515872120857,
0.06341969221830368,
0.004003935027867556,
-0.022872108966112137,
0.037124570459127426,
-0.014368313364684582,
-0.0385754331946373,
0.06581461429595947,
0.032240524888038635,
-0.03271372243762016,
0.024442698806524277,
0.007554302923381329,
0.03168881684541702,
0.029323028400540352,
-0.02466227486729622,
0.03352006897330284,
-0.006571648642420769,
0.006578360218554735,
-0.03231009468436241,
0.056040309369564056,
0.015970304608345032,
-0.017816968262195587,
-0.021815843880176544,
0.02118578553199768,
0.04160825535655022,
0.013410236686468124,
-0.0005062538548372686,
0.027092693373560905,
0.033278852701187134,
-0.0432443730533123,
-0.0007586905849166214,
-0.006980269681662321,
-0.018221741542220116,
0.024930942803621292,
-0.034795548766851425,
-0.049231451004743576,
0.04476790502667427,
0.03412052243947983,
0.021851105615496635,
0.029126329347491264,
-0.03409242630004883,
-0.039796702563762665,
-0.06108606979250908,
-0.001995986560359597,
0.019599996507167816,
0.0849943533539772,
0.004999668337404728,
0.09030447900295258,
0.058341193944215775,
0.026353221386671066,
0.015702461823821068,
0.023608297109603882,
-0.06752024590969086,
0.04085119441151619,
0.03511800244450569,
-0.016193188726902008,
-0.009332312270998955,
-0.009844040498137474,
0.037679653614759445,
-0.0531579963862896,
-0.022758355364203453,
0.048490650951862335,
0.0051369620487093925,
-0.025617511942982674,
0.009855140931904316,
-0.026452692225575447,
0.011066020466387272,
-0.0068979389034211636,
0.041004668921232224,
0.0011701672337949276,
-0.011461417190730572,
0.0013508895644918084,
0.04969165846705437,
-0.01138062309473753,
-0.015779869630932808,
-0.013262983411550522,
-0.020559560507535934,
0.03898811340332031,
0.04534140229225159,
0.028704166412353516,
0.03005303256213665,
-0.029920941218733788,
0.011074095964431763,
0.035037312656641006,
0.07070057839155197,
-0.003488717367872596,
-0.024333583191037178,
-0.03433584049344063,
-0.055509548634290695,
0.010957960970699787,
0.006718148943036795,
0.02059832401573658,
-0.028439564630389214,
-0.030078601092100143,
0.0240396149456501,
-0.012519310228526592,
-0.01399415172636509,
0.050431132316589355,
0.034462153911590576,
0.04358240216970444,
-0.031343672424554825,
-0.037622783333063126,
0.005890171974897385,
-0.0065333959646523,
-0.010473684407770634,
0.029907310381531715,
0.021427398547530174,
-0.019963685423135757,
0.01769365929067135,
0.012121506035327911,
-0.0506877675652504,
-0.02180083654820919,
-0.04094618186354637,
0.017733648419380188,
0.00619161082431674,
-0.0119777275249362,
-0.024547679349780083,
-0.016943247988820076,
0.020311664789915085,
0.052957501262426376,
0.0059565594419837,
-0.019062630832195282,
-0.07139860093593597,
0.00397605262696743,
0.07360359281301498,
0.03889220952987671,
-0.022918952628970146,
-0.04464128613471985,
-0.043600231409072876,
0.0032456759363412857,
0.033260881900787354,
-0.03242983669042587,
0.02614702098071575,
-0.018799955025315285,
-0.008129711262881756,
-0.0030236386228352785,
-0.01427446398884058,
-0.007912790402770042,
0.03309642896056175,
-0.0019066972890868783,
0.021384347230196,
-0.08184290677309036,
-0.01224359031766653,
-0.01775960437953472,
0.018428390845656395,
-0.0008264739881269634,
0.03573494777083397,
-0.022334011271595955,
0.031031502410769463,
0.002939569065347314,
0.02876846306025982,
-0.009408076293766499,
-0.04681029170751572,
0.024238890036940575,
0.015849167481064796,
-0.019104553386569023,
0.052140552550554276,
-0.021132100373506546,
-0.030343445017933846,
0.018887188285589218,
0.018956368789076805,
-0.04961077496409416,
-0.015572509728372097,
-0.024534016847610474,
0.032501157373189926,
0.035202860832214355,
0.03120596706867218,
0.04287276044487953,
0.01590918004512787,
-0.020498568192124367,
-0.01181995403021574,
-0.03354058414697647,
0.06943894177675247,
-0.014988181181252003,
-0.012362489476799965,
-0.06164136528968811,
-0.015236939303576946,
-0.07057258486747742,
0.052708860486745834,
-0.02234789915382862,
0.0013152329484000802,
-0.032043106853961945,
-0.026890628039836884,
-0.0017404869431629777,
0.02630426734685898,
-0.00941529031842947,
-0.03690853342413902,
0.007966691628098488,
0.014581764116883278,
-0.018532028421759605,
0.0007452948484569788,
0.026342464610934258,
0.01216206420212984,
0.0037168902345001698,
0.02408844791352749,
-0.0029038640204817057,
0.011654888279736042,
-0.03715900331735611,
-0.0009162910864688456,
0.0034757729154080153,
-0.030994486063718796,
0.027333548292517662,
0.01263626292347908,
0.03364371135830879,
0.04596349596977234,
-0.0844978392124176,
-0.02739568054676056,
0.013119356706738472,
-0.02769283391535282,
0.024129077792167664,
-0.04145519807934761,
0.05057857930660248,
0.041009943932294846,
0.008109141141176224,
-0.030045712366700172,
-0.041876472532749176,
-0.003640629816800356,
0.023889366537332535,
-0.02771955169737339,
-0.03213733807206154,
-0.012650593183934689,
-0.0065657454542815685,
-0.03717917948961258,
0.010069534182548523,
0.01522155199199915,
0.02829696424305439,
-0.0016609971644356847,
0.026707928627729416,
0.016421061009168625,
0.08349739015102386,
0.02106441557407379,
0.009511923417448997,
0.014989870600402355,
0.015366964973509312,
-0.023719480261206627,
0.033930711448192596,
0.0439840629696846,
-0.020952723920345306,
0.018098263069987297,
-0.010015021078288555,
0.008380542509257793,
0.01149455551058054,
0.02588386833667755,
0.011719880625605583,
-0.005662900861352682,
0.05573505535721779,
-0.02760608308017254,
-0.004930217284709215,
0.026112867519259453,
0.013729761354625225,
0.02581975795328617,
0.008308587595820427,
-0.0004184477438684553,
0.0025950344279408455,
-0.039848148822784424,
0.021039562299847603,
-0.0014619705034419894,
0.018695173785090446,
0.037992194294929504,
0.02833886444568634,
-0.037738773971796036,
0.039397288113832474,
0.006292019970715046,
-0.034109652042388916,
0.027163825929164886,
-0.028961878269910812,
0.012094304896891117,
0.010412642732262611,
0.03930315375328064,
-0.013722540810704231,
0.018072940409183502,
-0.04909975826740265,
-0.01044260524213314,
0.05674932524561882,
-0.01657758839428425,
0.07554484903812408,
0.04638216644525528,
-0.027619868516921997,
0.01320321299135685,
-0.030839327722787857,
-0.019883599132299423,
0.014165249653160572,
-0.0015430653002113104,
0.06348352134227753,
-0.019800769165158272,
-0.04731179401278496,
-0.01211635209619999,
0.02246984653174877,
-0.008606381714344025,
0.03402285277843475,
-0.0017790385754778981,
0.040974706411361694,
-0.00730494549497962,
-0.03705226257443428,
-0.04112504795193672,
0.03912096470594406,
-0.01674015447497368,
0.028573274612426758,
0.015741242095828056,
0.007098759990185499,
0.055719394236803055,
0.0384308286011219,
-0.011064836755394936,
-0.04384160414338112,
0.003169009694829583,
-0.06855504959821701,
0.008342491462826729,
0.009333162568509579,
-0.011840399354696274,
-0.03996888920664787,
-0.007035548333078623,
0.01868845894932747,
-0.00877102930098772,
0.0370793491601944,
-0.009056949988007545,
-0.06298845261335373,
-0.004393233917653561,
-0.05398980528116226,
-0.05845871567726135,
0.03341313451528549,
-0.0048482404090464115,
-0.019075101241469383,
-0.024012789130210876,
-0.04861025884747505,
0.016862349584698677,
0.04187142103910446,
0.03778461366891861,
-0.033350106328725815,
0.03505345433950424,
0.025225376710295677,
-0.0006186739192344248,
0.022854415699839592,
-0.010849007405340672,
0.09791847318410873,
0.08164388686418533,
-0.015910618007183075,
-0.0537639781832695,
-0.022858917713165283,
-0.03197620064020157,
-0.009914529509842396,
-0.001212723203934729,
0.0016433252021670341,
-0.032261040061712265,
0.0160402562469244,
0.030115174129605293,
-0.004576594568789005,
0.0308673195540905,
-0.003944190684705973,
0.0026903836987912655,
-0.05188681185245514,
-0.057260673493146896,
0.003095827763900161,
-0.007896365597844124,
-0.0334789976477623,
0.06380338221788406,
-0.09445347636938095,
0.021073488518595695,
0.016998687759041786,
0.012301717884838581,
-0.01332027930766344,
-0.03973374143242836,
0.06572151184082031,
0.03833276778459549,
-0.008191855624318123,
-0.0050498442724347115,
0.009594717994332314,
-0.01297244243323803,
-0.019172854721546173,
0.00038060007500462234,
0.03086559846997261,
-0.011176114901900291,
0.0038053328171372414,
0.005129448603838682,
-0.007532741408795118,
-0.041699863970279694,
-0.010366784408688545,
-0.008992861956357956,
-0.019572582095861435,
-0.032732196152210236,
-0.019901728257536888,
0.01614132709801197,
0.022620342671871185,
0.016364481300115585,
-0.004750806838274002,
0.015120435506105423,
-0.026662515476346016,
-0.05739803612232208,
-0.008858603425323963,
-0.0014532250352203846,
0.008653241209685802,
-0.017148956656455994,
-0.02975102886557579,
-0.0844542384147644,
0.03559501841664314,
-0.019783858209848404,
0.05663343891501427,
0.018287042155861855,
-0.017900940030813217,
0.016167810186743736,
-0.03482438996434212,
0.05871446058154106,
0.00026790687115862966,
0.00875856913626194,
-0.0000035174987260688795,
-0.032606884837150574,
-0.001463638269342482,
-0.04055044800043106,
-0.0026812241412699223,
0.016300292685627937,
-0.005852606147527695,
0.007934639230370522,
-0.007626374717801809,
-0.013640759512782097,
-0.047062139958143234,
0.026157351210713387,
-0.009828400798141956,
-0.016088325530290604,
-0.025982845574617386,
0.001689079450443387,
0.049523547291755676,
0.02288144640624523,
0.013149423524737358,
-0.008114976808428764,
-0.0010270531056448817,
0.027077671140432358,
0.021754516288638115,
-0.047925204038619995,
-0.012290144339203835,
0.06235330551862717,
-0.010423332452774048,
0.009108291938900948,
-0.00010556676716078073,
0.07480746507644653,
0.021847505122423172,
-0.02418685331940651,
0.01742326281964779,
0.033081185072660446,
-0.023887459188699722,
-0.019435804337263107,
-0.00932355597615242,
-0.0135152917355299,
0.010251877829432487,
0.009887420572340488,
-0.0427292063832283,
-0.049074914306402206,
-0.005997637286782265,
0.008158156648278236,
0.013325700536370277,
-0.013311989605426788,
0.035889796912670135,
-0.024620482698082924,
-0.004770453087985516,
-0.025234879925847054,
0.0694858580827713,
-0.0021670919377356768,
-0.03237687796354294,
-0.05430751293897629,
0.03247877582907677,
0.004757257644087076,
-0.036330170929431915,
-0.026771945878863335,
0.024844778701663017,
-0.01627528667449951,
-0.04244177043437958,
0.021763384342193604,
0.013558742590248585,
0.03484448045492172,
0.017187049612402916,
-0.028760189190506935,
-0.030806032940745354,
0.05686021223664284,
0.00018007458129432052,
0.004796963185071945,
0.016163740307092667,
-0.03311330825090408,
-0.02896769531071186,
0.026654409244656563,
-0.015749314799904823,
0.002792445942759514,
0.068097785115242,
0.005689817480742931,
-0.01527392864227295,
0.0369320809841156,
0.002797624794766307,
-0.027394311502575874,
-0.03091548942029476,
-0.028164109215140343,
-0.04784924164414406,
-0.0007961784140206873,
0.019597865641117096,
-0.03351190313696861,
-0.027829227969050407,
0.004186382982879877,
-0.007184217683970928,
-0.011971456930041313,
-0.03004717268049717,
0.004149564541876316,
-0.01636194810271263,
0.02325574681162834,
-0.005598181392997503,
0.0028778063133358955,
0.02948780730366707,
0.01919654570519924,
-0.05115089192986488,
0.02274264395236969,
-0.02631467953324318,
-0.008624210022389889,
-0.09287763386964798,
-0.022257495671510696,
0.024744708091020584,
-0.02624170482158661,
0.04661909490823746,
-0.07304970920085907,
0.01224586647003889,
0.023500610142946243,
-0.04341466352343559,
-0.003912621643394232,
-0.012885432690382004,
-0.02652083709836006,
-0.03135048970580101,
0.03492773696780205,
0.013580769300460815,
0.024736331775784492,
0.0016925876261666417,
0.007268697954714298,
0.024140728637576103,
0.03648268058896065,
-0.01883479580283165,
0.013167881406843662,
-0.027872368693351746,
0.03802817687392235,
-0.013324249535799026,
-0.05163319781422615,
0.037083256989717484,
-0.008622384630143642,
-0.023308945819735527,
-0.0026940107345581055,
-0.03299440070986748,
-0.02781238593161106,
0.021694054827094078,
0.009907407686114311,
-0.011147614568471909,
0.014514928683638573,
0.016653908416628838,
-0.026543932035565376,
-0.03962690755724907,
-0.007741183042526245,
0.014540028758347034,
0.05164872482419014,
0.030080048367381096,
0.005149255972355604,
-0.008499884977936745,
-0.031205326318740845,
-0.0016495411982759833,
0.03070453554391861,
-0.023642346262931824,
-0.06839516758918762,
0.03010038658976555,
-0.012779048644006252,
-0.003060891292989254,
-0.05347984656691551,
0.02759268321096897,
-0.03801323473453522,
-0.0014191484078764915,
-0.0022457705345004797,
-0.024144606664776802,
0.011241830885410309,
0.015216277912259102,
0.020630963146686554,
-0.03157215192914009,
0.020080704241991043,
0.026023302227258682,
-0.013770807534456253,
-0.015161161310970783,
0.010111764073371887,
0.06743399053812027,
-0.013326052576303482,
-0.008321217261254787,
-0.03383094444870949,
-0.051275502890348434,
0.016018597409129143,
0.00738284969702363,
-0.01755056530237198,
-0.013067438267171383,
-0.009766259230673313,
-0.039180491119623184,
-0.07432171702384949,
0.024566808715462685,
-0.03412425145506859,
-0.018651288002729416,
-0.055577293038368225,
0.01905790902674198,
-0.009254135191440582,
0.050440073013305664,
0.0502287894487381,
0.028943369165062904,
0.0006036423146724701,
0.0028375505935400724,
0.017985660582780838,
0.02669818140566349,
-0.04863970726728439,
-0.00982481986284256,
-0.008879676461219788,
-0.026137201115489006,
-0.0031268156599253416,
-0.029269428923726082,
0.020111294463276863,
0.028322888538241386,
0.034379586577415466,
-0.033593229949474335,
-0.009541355073451996,
-0.01837676204741001,
-0.010897522792220116,
0.048293810337781906,
-0.006392735056579113,
-0.016987768933176994,
0.06621351838111877,
-0.026200629770755768,
-0.00963541865348816,
0.003339285496622324,
-0.014514305628836155,
-0.018170595169067383,
-0.01971268653869629,
-0.015413410030305386,
-0.03740614280104637,
0.0025725027080625296,
-0.02829756774008274,
0.045588910579681396,
-0.06096896529197693,
-0.008919816464185715,
0.00833051186054945,
-0.024620044976472855,
0.004294089041650295,
0.05798802897334099,
0.04361651465296745,
0.03177236393094063,
0.004282345063984394,
-0.0025511765852570534,
-0.004485663026571274,
-0.02750008925795555,
-0.03616981953382492,
0.038364943116903305,
-0.013439523987472057,
-0.0027474805247038603,
0.046086717396974564,
-0.014369742013514042,
0.04316489025950432,
-0.00486918305978179,
0.00656061340123415,
0.019404340535402298,
-0.04517565667629242,
-0.027671795338392258,
-0.009918717667460442,
0.0056410981342196465,
0.008637461811304092,
0.0046355025842785835,
-0.0177803672850132,
0.06515292078256607,
-0.029938634485006332,
-0.02506815269589424,
-0.03725438192486763,
0.012367891147732735,
-0.0381486676633358,
-0.006918594241142273,
0.02818298526108265,
0.029695356264710426,
0.0019789619836956263,
0.015978015959262848,
-0.033564526587724686,
0.002467515878379345,
0.04823978617787361,
-0.05107152834534645,
0.0691155344247818,
-0.020477311685681343,
-0.011218962259590626,
0.018197091296315193,
0.015979081392288208,
-0.0075176251120865345,
0.008810657076537609,
0.026083869859576225,
0.034271690994501114,
0.03330886736512184,
0.023158960044384003,
-0.04415220767259598,
0.008782852441072464,
0.05467123165726662,
-0.10170412808656693,
-0.013541075401008129,
-0.0028045487124472857,
0.017920073121786118,
0.01655341498553753,
-0.021678553894162178
] |
<p>Particles are suspended in a liquid medium at a concentration of 4 particles per mL. A large amount of the suspension is thoroughly agitated, and then 3 mL are withdrawn . Let $X$ be the number of the particles in the 3 mL. Answer the following:</p>
<p>a- The distribution of X is a Poisson distribution, what is its parameter ($\lambda$)?</p>
<p>b- Find the probability that no particle is withdrawn from the 3 mL.</p>
<p>c- Find the probability that one particle is withdrawn from the 3 mL.</p> | 74,042 | [
-0.0100275669246912,
-0.012258204631507397,
0.016664983704686165,
-0.031063895672559738,
0.02113947458565235,
-0.002842001151293516,
0.007886840030550957,
0.02229720540344715,
0.009272521361708641,
-0.011852996423840523,
0.040615394711494446,
0.0868711769580841,
0.08600904047489166,
0.020834477618336678,
0.029316898435354233,
0.03310054913163185,
0.00017240263696294278,
0.007557923439890146,
0.021824289113283157,
-0.001143364585004747,
-0.014377477578818798,
-0.011846105568110943,
-0.015849633142352104,
-0.0035764200147241354,
-0.026012107729911804,
0.023364584892988205,
0.03542374074459076,
-0.010208857245743275,
0.00761380372568965,
0.07037679851055145,
-0.04207621514797211,
-0.008971618488430977,
0.007901747711002827,
0.021990569308400154,
0.010878041386604309,
0.01968919299542904,
-0.01730545423924923,
-0.059646617621183395,
-0.017498629167675972,
0.04848078265786171,
-0.05363905802369118,
-0.00999259203672409,
0.029445121064782143,
0.03332129493355751,
-0.013033251278102398,
0.010936615988612175,
0.005132578779011965,
-0.04854724928736687,
0.0252815131098032,
-0.04164177179336548,
0.040020354092121124,
0.01617373153567314,
0.03653565049171448,
0.010870798490941525,
0.02321719564497471,
-0.04225027933716774,
0.03550652414560318,
0.06362612545490265,
-0.0197321567684412,
-0.06264643371105194,
0.003212263574823737,
-0.005882727913558483,
-0.011908511631190777,
-0.026594627648591995,
-0.04875188320875168,
-0.013927672058343887,
-0.01946689933538437,
-0.04203017055988312,
0.05429054796695709,
0.0017362755024805665,
0.021544290706515312,
0.007197353057563305,
0.02995283529162407,
-0.03704537823796272,
0.01780524291098118,
-0.006535555701702833,
0.00762140890583396,
0.0069780368357896805,
0.008968817070126534,
0.02159211039543152,
-0.008231113664805889,
0.007744366768747568,
0.014226024970412254,
0.029217064380645752,
-0.0009290556772612035,
-0.03933365270495415,
0.06064135581254959,
0.033773165196180344,
0.015582002699375153,
-0.0024946345947682858,
-0.020127134397625923,
0.026384077966213226,
0.05432061851024628,
0.006598138250410557,
-0.020052626729011536,
0.046292997896671295,
-0.036959461867809296,
0.05404936149716377,
0.023255668580532074,
-0.0198103915899992,
-0.016501644626259804,
-0.02225452847778797,
0.01537804864346981,
0.10556389391422272,
-0.04014041647315025,
0.015642333775758743,
-0.01859159953892231,
0.005321155302226543,
-0.05248039960861206,
-0.01982629857957363,
-0.022247837856411934,
0.01222943514585495,
0.007565464358776808,
-0.008093149401247501,
-0.011360363103449345,
0.010075357742607594,
0.004095394629985094,
-0.05249524116516113,
0.055673860013484955,
0.07718168944120407,
0.019626613706350327,
0.008548887446522713,
0.01796429231762886,
0.0043973615393042564,
-0.044225603342056274,
0.010273121297359467,
0.020860254764556885,
0.0033758520148694515,
-0.04171159863471985,
0.08730243891477585,
0.012486039660871029,
0.006073553580790758,
0.015528327785432339,
0.020681768655776978,
0.020343603566288948,
-0.021175820380449295,
-0.06413830071687698,
-0.05573491007089615,
0.04180808737874031,
-0.033293467015028,
-0.03005247563123703,
-0.0763029232621193,
0.012397026643157005,
0.06216515228152275,
0.056023772805929184,
-0.0006649202550761402,
-0.0022004409693181515,
-0.024215251207351685,
0.012997470796108246,
-0.0028515364974737167,
-0.0059158680960536,
0.02293841540813446,
-0.034100309014320374,
-0.008500058203935623,
-0.0051762112416327,
-0.05019243806600571,
-0.005277097690850496,
-0.013045641593635082,
0.027509326115250587,
-0.04311370849609375,
0.032526299357414246,
-0.02449299395084381,
-0.008075353689491749,
-0.005292981863021851,
0.014131658710539341,
-0.028950238600373268,
0.07139191776514053,
0.008836353197693825,
0.04126376286149025,
-0.0076927863992750645,
0.0030127486679702997,
0.06616084277629852,
0.0034075374715030193,
0.01864115707576275,
0.02862825058400631,
-0.013906166888773441,
-0.026990776881575584,
-0.018254974856972694,
0.026195557788014412,
0.04080045595765114,
-0.028063377365469933,
-0.008934730663895607,
-0.014695967547595501,
0.010476316325366497,
0.01993696019053459,
0.015862124040722847,
0.037572406232357025,
-0.00947226770222187,
-0.0177028588950634,
-0.003106931922957301,
-0.02359605021774769,
-0.06409452855587006,
0.024534212425351143,
0.010124310851097107,
-0.020228242501616478,
0.02604968100786209,
0.013378895819187164,
-0.015266158618032932,
-0.003009881591424346,
0.03383469581604004,
-0.04378147050738335,
0.007142552640289068,
0.007838797755539417,
-0.021501297131180763,
0.007910950109362602,
0.061706315726041794,
0.04731524735689163,
-0.02247573435306549,
0.03246155381202698,
0.01407194696366787,
-0.0014140903949737549,
-0.034822285175323486,
-0.035884201526641846,
-0.005329669453203678,
-0.025510845705866814,
-0.026006145402789116,
0.02602267451584339,
0.028569400310516357,
0.004027726594358683,
0.03478769585490227,
-0.0523315891623497,
0.06517438590526581,
0.04726599156856537,
0.03666657209396362,
0.017848949879407883,
-0.015130027197301388,
-0.026186779141426086,
0.006268288474529982,
0.004285826813429594,
-0.02050686441361904,
-0.006599348969757557,
-0.01104432437568903,
0.010800875723361969,
0.020316578447818756,
-0.006707631517201662,
0.03401517495512962,
0.05121579021215439,
-0.019620677456259727,
0.05494887754321098,
0.014314391650259495,
-0.00310574215836823,
-0.01743113249540329,
0.03325429558753967,
0.032348718494176865,
-0.018882179632782936,
0.019059637561440468,
0.011108782142400742,
-0.005293180700391531,
0.04343070834875107,
-0.026673322543501854,
0.012035204097628593,
-0.010754604823887348,
0.019004231318831444,
0.011651282198727131,
-0.04445908963680267,
0.0005871508619748056,
0.04578758776187897,
0.014802669174969196,
0.0010640008840709925,
0.037717945873737335,
0.0012340424582362175,
0.010952428914606571,
0.02574528381228447,
-0.029062867164611816,
0.0012771179899573326,
0.01016812864691019,
-0.06326141208410263,
-0.045205701142549515,
0.017093878239393234,
-0.040325094014406204,
0.014989162795245647,
-0.03280642628669739,
-0.0015647837426513433,
-0.03669825941324234,
0.0405864454805851,
0.014163920655846596,
0.012550153769552708,
0.02541903778910637,
-0.005828759167343378,
-0.03845784440636635,
-0.012955074198544025,
-0.0017339258920401335,
-0.010356323793530464,
0.011357265524566174,
-0.05380897596478462,
0.011238479986786842,
-0.013651502318680286,
-0.07279551774263382,
0.014712643809616566,
-0.013019014149904251,
0.007941476069390774,
0.0077864327467978,
-0.022686023265123367,
-0.06269676983356476,
0.0028897265437990427,
0.026844725012779236,
0.01223679818212986,
-0.03887468948960304,
-0.00733595434576273,
0.04514015465974808,
-0.0007650040788576007,
-0.010818595066666603,
-0.0005829664878547192,
-0.078768290579319,
-0.06712851673364639,
-0.0370347686111927,
0.011595993302762508,
0.034100811928510666,
0.0028707836754620075,
0.01131978165358305,
0.0010428607929497957,
0.02933625690639019,
0.01852523721754551,
-0.07149001210927963,
-0.09095535427331924,
-0.0010316205443814397,
-0.03967101871967316,
0.05577845126390457,
-0.05253789946436882,
-0.022359518334269524,
0.06413289159536362,
0.03051389940083027,
-0.04566037654876709,
0.04492931813001633,
-0.008510569110512733,
-0.04794270172715187,
-0.0019550889264792204,
0.04742969945073128,
0.00650396104902029,
-0.00801806803792715,
0.024790192022919655,
-0.014520293101668358,
0.04325462877750397,
-0.01263150293380022,
0.02593829855322838,
-0.009629735723137856,
0.041423067450523376,
0.03803086653351784,
-0.019696494564414024,
0.05470319837331772,
-0.0006593382568098605,
-0.04626237601041794,
0.030124006792902946,
-0.04206608235836029,
-0.002083506202325225,
0.004819967783987522,
-0.04338980093598366,
0.03746911138296127,
-0.0052182371728122234,
0.002601620042696595,
0.022306349128484726,
0.0572141595184803,
0.0358055904507637,
-0.027472930029034615,
0.02736487053334713,
0.011032561771571636,
0.03119749389588833,
-0.02508300170302391,
-0.004965838510543108,
0.04375361651182175,
0.05299707129597664,
-0.05572405457496643,
-0.02135038748383522,
-0.029109785333275795,
-0.031392600387334824,
0.005319572985172272,
-0.017373457551002502,
-0.027408229187130928,
0.015313408337533474,
0.033330123871564865,
0.012255828827619553,
0.007701044902205467,
-0.015539458021521568,
-0.025674330070614815,
-0.05913673713803291,
-0.013933618552982807,
0.037227898836135864,
0.03721772879362106,
-0.011101716198027134,
0.044761355966329575,
0.03423721343278885,
-0.013979433104395866,
-0.010260033421218395,
0.02425375021994114,
-0.06144218519330025,
0.018030544742941856,
0.010011169128119946,
-0.005154326558113098,
-0.027398288249969482,
-0.013036883436143398,
0.035171594470739365,
-0.011975692585110664,
0.014196445234119892,
0.0031280932016670704,
0.005377581343054771,
-0.052102282643318176,
0.012931729666888714,
0.01743299327790737,
-0.009433732368052006,
0.004983901511877775,
0.017522692680358887,
-0.015344878658652306,
-0.0053401305340230465,
0.02054583467543125,
0.04505952075123787,
-0.03230596333742142,
-0.011670299805700779,
0.015608097426593304,
-0.03421204164624214,
0.02560446970164776,
0.020017562434077263,
0.02115805819630623,
0.047259584069252014,
-0.010120710358023643,
0.010668331757187843,
0.02592489682137966,
0.05913214758038521,
0.009573644027113914,
0.026199517771601677,
-0.020721925422549248,
-0.07459598034620285,
0.0060774520970880985,
-0.003599763149395585,
0.0045270067639648914,
0.016821090131998062,
0.005420373287051916,
0.03450767323374748,
-0.007956676185131073,
-0.03797929361462593,
0.04675360023975372,
0.04928859695792198,
0.0028427578508853912,
-0.01179689820855856,
-0.02405059151351452,
0.038665611296892166,
0.009455505758523941,
0.014819088391959667,
0.033112380653619766,
0.030789241194725037,
-0.0036948425695300102,
-0.00045455931103788316,
0.034938231110572815,
0.031175220385193825,
-0.04632442444562912,
-0.011526172049343586,
-0.003625615267083049,
0.0075742523185908794,
0.005017371848225594,
-0.017391720786690712,
-0.009565701708197594,
0.01661067083477974,
0.040996771305799484,
0.007250393740832806,
-0.021517599001526833,
-0.06182122603058815,
-0.02766537107527256,
0.027547447010874748,
0.043599873781204224,
-0.06130356341600418,
-0.0021244457457214594,
-0.05065770819783211,
-0.04257061332464218,
0.03294103592634201,
-0.05663984268903732,
-0.013853423297405243,
-0.048775795847177505,
0.03276479244232178,
0.03411053866147995,
-0.03721463307738304,
-0.06653044372797012,
-0.013905703090131283,
0.0023227937053889036,
0.009154800325632095,
-0.04312264919281006,
-0.01897207275032997,
-0.020169522613286972,
-0.002341262297704816,
0.02366575039923191,
0.03999482840299606,
0.006515572778880596,
-0.03436307981610298,
-0.0037112352438271046,
0.005092502571642399,
-0.00474052969366312,
-0.05378786474466324,
0.029750660061836243,
-0.015199347399175167,
0.0016898191533982754,
0.03600719943642616,
-0.04324282705783844,
-0.050446655601263046,
-0.0038303539622575045,
0.03005893900990486,
-0.01128939725458622,
-0.002799239009618759,
-0.034154217690229416,
-0.0033968398347496986,
-0.009296687319874763,
0.0032902860548347235,
0.06995345652103424,
0.03834666684269905,
-0.0026026680134236813,
-0.008631706237792969,
-0.04329342022538185,
-0.011808658950030804,
-0.026991771534085274,
0.006171849090605974,
-0.03862237185239792,
0.03004051372408867,
-0.010430779308080673,
0.07180735468864441,
0.0033456403762102127,
-0.01537507027387619,
-0.017081720754504204,
-0.011779043823480606,
0.025452451780438423,
0.016091248020529747,
0.04917222633957863,
0.02011640928685665,
-0.018089503049850464,
-0.016282403841614723,
-0.012208378873765469,
-0.0041135381907224655,
0.02864914759993553,
-0.026659462600946426,
0.01764392852783203,
0.01576177403330803,
-0.02676037885248661,
0.0272761732339859,
0.00432706531137228,
-0.002862895606085658,
-0.0004217592068016529,
-0.0663188174366951,
0.02831602655351162,
-0.006532036699354649,
0.048558931797742844,
0.0046562436036765575,
-0.04793870449066162,
-0.05511927977204323,
0.002542155096307397,
-0.029022017493844032,
0.07683232426643372,
-0.05698000267148018,
0.048098087310791016,
-0.024418853223323822,
0.035925645381212234,
-0.0809650793671608,
-0.05824977159500122,
-0.0015835909871384501,
0.018685009330511093,
-0.02384263090789318,
-0.02172865718603134,
-0.0221940279006958,
-0.006030935328453779,
-0.03457295894622803,
0.0012650121934711933,
0.03009532205760479,
-0.014613178558647633,
-0.008023402653634548,
0.013081233948469162,
0.02791120484471321,
0.05958535149693489,
0.029581906273961067,
0.004233022686094046,
0.0058603351935744286,
-0.020015710964798927,
-0.04988425597548485,
0.006479634437710047,
0.014938270673155785,
-0.01035093329846859,
-0.009072598069906235,
0.01858782023191452,
-0.004070180468261242,
0.023587673902511597,
-0.03353019058704376,
-0.062152400612831116,
-0.002128654159605503,
0.02617037110030651,
-0.03367907926440239,
-0.019869329407811165,
0.00737409433349967,
0.005699592176824808,
0.03799593076109886,
0.021599991247057915,
0.003788487520068884,
-0.025796769186854362,
-0.02071058750152588,
0.03966531902551651,
-0.010515136644244194,
0.004478557966649532,
0.025758706033229828,
0.0735243633389473,
0.004927558358758688,
0.016683431342244148,
0.003629148006439209,
0.058446209877729416,
0.015021775849163532,
-0.043958645313978195,
-0.0038369079120457172,
0.01812862604856491,
0.019254475831985474,
-0.0017518977401778102,
-0.011097339913249016,
-0.06146583333611488,
0.02472119964659214,
0.04260086268186569,
-0.022105233743786812,
0.04758871719241142,
0.024033570662140846,
0.03391566500067711,
0.008439794182777405,
0.0062737977132201195,
0.017048755660653114,
0.008801248855888844,
-0.004362425301223993,
0.0408102311193943,
-0.036092471331357956,
-0.016214588657021523,
0.0216862540692091,
0.0262158066034317,
-0.01133583951741457,
0.004596611484885216,
-0.0022733008954674006,
-0.00757205905392766,
0.005408769939094782,
-0.0208126287907362,
-0.037609562277793884,
0.04255680739879608,
-0.03485754877328873,
0.029104962944984436,
0.006033165846019983,
-0.09475405514240265,
0.03520620986819267,
-0.0026398315094411373,
-0.01635601371526718,
-0.046165697276592255,
0.002427875529974699,
-0.05945857986807823,
0.02474117837846279,
0.009078786708414555,
0.018355946987867355,
0.004716519266366959,
-0.0018281199736520648,
0.036876827478408813,
0.013620554469525814,
0.05813795328140259,
-0.0220603346824646,
-0.08907806873321533,
-0.019158031791448593,
-0.0038559690583497286,
-0.036459434777498245,
0.026772715151309967,
-0.02052842266857624,
-0.041765958070755005,
-0.011962199583649635,
-0.046753767877817154,
0.05695280432701111,
-0.0049605160020291805,
0.027502737939357758,
-0.05143318697810173,
0.06158290430903435,
-0.022968431934714317,
0.004524662159383297,
0.004687147680670023,
0.046107351779937744,
0.1002466231584549,
0.06980312615633011,
0.017642227932810783,
-0.07750756293535233,
-0.020652681589126587,
0.004452540073543787,
0.012098348699510098,
-0.04888240993022919,
0.0127977030351758,
0.030098548159003258,
0.026745755225419998,
0.02487914264202118,
0.0543823167681694,
-0.014887084253132343,
0.0035946760326623917,
0.011037896387279034,
0.006397247780114412,
-0.0836009606719017,
-0.02557305060327053,
0.021799685433506966,
0.0010378146544098854,
0.013106639496982098,
-0.06480076164007187,
0.020572727546095848,
0.03061690181493759,
-0.011494620703160763,
-0.05473146587610245,
-0.0012073322432115674,
-0.03128954395651817,
-0.009697231464087963,
-0.006434990558773279,
-0.01657797582447529,
0.0015162966446951032,
-0.011862054467201233,
-0.025083020329475403,
0.01210528239607811,
-0.012629399076104164,
-0.04119493067264557,
0.016747595742344856,
0.05025738105177879,
0.0007098101195879281,
0.008106485940515995,
0.02567891590297222,
0.04367293044924736,
-0.046202391386032104,
-0.007810317445546389,
-0.02218611165881157,
0.0238445233553648,
-0.013199081644415855,
-0.0016311579383909702,
0.0032408006954938173,
-0.018836911767721176,
-0.025803644210100174,
-0.03856915980577469,
-0.010857687331736088,
0.0007843718631193042,
0.009040402248501778,
-0.030950970947742462,
-0.04999672248959541,
-0.023359840735793114,
-0.004629385191947222,
-0.023543408140540123,
0.018495742231607437,
0.035721201449632645,
-0.04422527924180031,
-0.03495342656970024,
-0.017613636329770088,
0.0016506500542163849,
0.019053075462579727,
0.008638839237391949,
-0.033541399985551834,
-0.029083847999572754,
-0.002109409775584936,
0.03101337142288685,
-0.0009170653065666556,
0.00785594992339611,
0.02816023863852024,
-0.005285728722810745,
0.009553744457662106,
0.008022066205739975,
-0.062183041125535965,
0.016165170818567276,
0.008232147432863712,
0.047917574644088745,
-0.031610555946826935,
-0.007848012261092663,
-0.03216762840747833,
0.04516468197107315,
0.007331240456551313,
-0.035965241491794586,
0.0440748929977417,
0.031221069395542145,
0.02642335742712021,
-0.04333657771348953,
0.00565419951453805,
-0.0014053143095225096,
-0.023968929424881935,
-0.015947731211781502,
-0.026357153430581093,
0.07385706901550293,
-0.008013851009309292,
0.03166446089744568,
0.021608153358101845,
-0.0005656647845171392,
-0.007049871142953634,
0.010347275994718075,
0.02974630519747734,
-0.03940129652619362,
-0.044057514518499374,
0.06930787861347198,
-0.013175174593925476,
-0.03602400794625282,
-0.030481066554784775,
-0.018780728802084923,
0.0037643632385879755,
0.005402456037700176,
0.0021783544216305017,
-0.09744805842638016,
-0.03333583474159241,
-0.0036418726667761803,
0.03392120078206062,
0.0005829727742820978,
0.015770792961120605,
-0.013228422030806541,
-0.02333085611462593,
0.019428562372922897,
0.007257032673805952,
-0.0053293751552701,
-0.007797034922987223,
-0.0110698277130723,
-0.003990809433162212,
-0.024827741086483,
-0.0051156156696379185,
0.03483850881457329,
-0.0073868222534656525,
0.018326839432120323,
0.015139522030949593,
0.027996547520160675,
-0.025807298719882965,
-0.021213999018073082,
0.07620967924594879,
-0.07308044284582138,
-0.0033866851590573788,
-0.008527363650500774,
0.004488603211939335,
0.02841048501431942,
0.04615825042128563,
-0.005168691277503967,
-0.014091466553509235,
0.03829801455140114,
-0.02363463304936886,
0.005504930391907692,
-0.05356711521744728,
-0.021886825561523438,
0.008851457387208939,
-0.0031105780508369207,
-0.017856422811746597,
0.04164509102702141,
-0.012959026731550694,
-0.0009330116445198655,
0.06472882628440857,
0.006499525159597397,
0.0066338758915662766,
0.026836607605218887,
-0.010536596179008484,
0.012141832150518894,
0.025729743763804436,
0.0012965305941179395,
0.0014628395438194275,
0.06798650324344635,
-0.024831615388393402,
0.02963327057659626,
0.0038396120071411133,
-0.019521748647093773,
-0.12932229042053223,
-0.031951043754816055,
-0.0045831045135855675,
0.008535061031579971,
0.010531269013881683,
-0.023923499509692192,
0.022153208032250404,
0.05775579810142517,
-0.03615616261959076,
-0.0023026710841804743,
-0.03219550848007202,
-0.01646423526108265,
-0.036378540098667145,
0.005122410133481026,
0.015532618388533592,
0.07035867869853973,
0.017105838283896446,
-0.022055529057979584,
0.04994393512606621,
0.017617646604776382,
-0.001306628924794495,
-0.05298834294080734,
0.04547968879342079,
0.03520241007208824,
-0.002626223722472787,
-0.04407428950071335,
0.007129970006644726,
-0.037882249802351,
-0.01311985682696104,
0.03541195020079613,
0.01103410217911005,
0.010178006254136562,
0.00843809638172388,
-0.013740556314587593,
-0.016551103442907333,
0.0494658499956131,
0.01471224520355463,
0.004095022566616535,
0.01701430231332779,
0.042598117142915726,
-0.005487085785716772,
0.02897685393691063,
-0.007456414867192507,
0.00253228098154068,
0.07255133986473083,
-0.003354283981025219,
-0.031474966555833817,
0.006586622446775436,
0.011022784747183323,
-0.014939216896891594,
0.029123838990926743,
-0.0049795047380030155,
0.0030579734593629837,
-0.03409725800156593,
0.04742659255862236,
-0.04118078947067261,
0.004823746625334024,
0.033837512135505676,
0.032207947224378586,
-0.04856202378869057,
-0.010318647138774395,
0.009240388870239258,
-0.008589990437030792,
-0.039557281881570816,
-0.028604257851839066,
-0.014961222186684608,
-0.022979693487286568,
0.013761290349066257,
-0.007146196439862251,
0.006394978147000074,
-0.03441771864891052,
-0.0332980677485466,
-0.03602713719010353,
0.031770236790180206,
-0.008213485591113567,
-0.0031598254572600126,
0.025012310594320297,
0.030928960070014,
-0.010432007722556591,
-0.08053137362003326,
0.0006277721840888262,
0.007401336450129747,
-0.04514370858669281,
-0.04244248941540718,
0.0009228756534866989,
-0.027653636410832405,
0.04774928092956543,
0.022826937958598137,
0.031048869714140892,
-0.011964309960603714,
0.017151998355984688,
0.021300509572029114,
0.02671421878039837,
-0.03805306553840637,
0.02256942354142666,
-0.02093655616044998,
0.002807960379868746,
-0.040862925350666046,
0.026768449693918228,
0.015526640228927135,
-0.0014794656308367848,
0.003581172553822398,
0.018371127545833588,
0.02258845418691635,
-0.0005184219917282462,
-0.023757703602313995,
-0.019798722118139267,
0.02160545438528061,
0.008550499565899372,
0.06808629631996155,
-0.002702365629374981,
0.020395567640662193,
0.007351495325565338,
0.011772438883781433,
-0.030374906957149506,
0.0180070623755455,
-0.0004290714568924159,
-0.027763662859797478,
0.013095168396830559,
0.009847927838563919,
-0.020286552608013153,
-0.08850515633821487,
0.012607605196535587,
-0.011742266826331615,
-0.056352123618125916,
-0.0067631457932293415,
-0.028089743107557297,
0.04599293693900108,
0.07406123727560043,
0.0070524197071790695,
-0.026272041723132133,
-0.010217913426458836,
-0.0037629720754921436,
0.0014726216904819012,
0.052866388112306595,
0.024430710822343826,
-0.005040732678025961,
0.028366833925247192,
0.010465044528245926,
-0.007541867438703775,
0.020250564441084862,
0.029111947864294052,
-0.0020970741752535105,
-0.00826557632535696,
0.007376424968242645,
0.009762141853570938,
-0.016000408679246902,
0.04160747304558754,
0.023731611669063568,
0.03825199604034424,
0.07045664638280869,
-0.05359477177262306,
0.024689866229891777,
-0.014041428454220295,
-0.008177529089152813,
-0.014202040620148182,
0.012350104749202728,
0.030628513544797897,
0.020159918814897537,
-0.011822683736681938,
-0.042169202119112015,
-0.03201969712972641,
-0.004880376160144806,
0.01990749128162861,
-0.03041103109717369,
0.008046543225646019,
-0.006103686522692442,
0.00630096485838294,
-0.05417775362730026,
-0.020322604104876518,
-0.005354501772671938,
-0.03692099079489708,
0.010447824373841286,
0.0576181523501873,
0.02008158154785633,
-0.004312160890549421,
-0.007709794212132692,
-0.005709470249712467,
0.056270357221364975,
-0.0060196006670594215,
-0.027293847873806953,
-0.014803173951804638,
-0.007834886200726032,
0.0064365495927631855,
-0.0036771518643945456
] |
<p>I noticed that in the Normal distribution, the probability $P(x=c)$ equals zero, while for the Poisson distribution, it will not equal zero when $c$ is a non-negative integer.</p>
<p>My question is: Does the probability of any constant in the normal distribution equal zero because it represents the area under any curve? Or it is just only a rule to memorize? </p> | 36,675 | [
-0.022893063724040985,
-0.036681439727544785,
-0.0012892435770481825,
-0.025867829099297523,
0.016336334869265556,
0.02548779547214508,
-0.0015410667983815074,
-0.03544936701655388,
-0.0025403713807463646,
-0.04175550490617752,
-0.00757897412404418,
0.010865462012588978,
0.0395546481013298,
0.013422410935163498,
0.030577829107642174,
-0.0035695545375347137,
-0.02874501422047615,
0.021035563200712204,
-0.020779279991984367,
-0.0011084646685048938,
-0.009842039085924625,
0.0423150509595871,
0.026153825223445892,
-0.014777486212551594,
0.019181085750460625,
0.05724445357918739,
-0.007636716589331627,
-0.007890881970524788,
0.0003363594296388328,
0.0956650972366333,
-0.038420695811510086,
0.003974578808993101,
0.010706176050007343,
0.08279231935739517,
0.017216837033629417,
0.01369873620569706,
-0.014149338938295841,
-0.01898401789367199,
-0.026189910247921944,
0.022183649241924286,
-0.02054506726562977,
-0.031061314046382904,
0.018490007147192955,
0.03532223775982857,
-0.03840578347444534,
0.02272968925535679,
-0.0018130068201571703,
-0.057844020426273346,
0.015882989391684532,
-0.04322957247495651,
0.021492717787623405,
-0.020033670589327812,
0.05259954556822777,
0.06364761292934418,
0.04998702555894852,
-0.032012857496738434,
0.054731983691453934,
0.040284253656864166,
-0.04011741653084755,
-0.08008476346731186,
-0.017886964604258537,
-0.024316253140568733,
-0.02472187578678131,
-0.03359055146574974,
-0.018837057054042816,
0.008993963710963726,
-0.011263553984463215,
-0.03440926969051361,
0.03707924857735634,
0.0021900231949985027,
0.004745597951114178,
0.07358090579509735,
0.024379394948482513,
-0.046854451298713684,
0.009263758547604084,
-0.0046446421183645725,
0.03877464681863785,
0.0031320073176175356,
0.005926508456468582,
0.06650670617818832,
0.02890842594206333,
-0.006331536453217268,
0.04787743091583252,
0.017653530463576317,
0.0244574137032032,
-0.008446622639894485,
0.05702206492424011,
0.010797178372740746,
0.03548189997673035,
0.02923407033085823,
0.021609965711832047,
0.0004395082069095224,
0.02681679092347622,
-0.05080462619662285,
-0.034703027456998825,
0.05018095299601555,
-0.022064806893467903,
0.01503813173621893,
0.020209696143865585,
-0.005501457490026951,
0.0021589917596429586,
-0.03831789270043373,
0.03105272352695465,
0.05837411805987358,
-0.014039017260074615,
0.008883485570549965,
-0.03153197839856148,
0.0011886819265782833,
0.009923011995851994,
-0.0023164949379861355,
-0.04105425998568535,
0.014281495474278927,
0.030865726992487907,
-0.006581772118806839,
0.015812654048204422,
0.00670000072568655,
0.0017158767441287637,
-0.018964748829603195,
0.06371141225099564,
0.024870969355106354,
0.02169705554842949,
-0.020719517022371292,
0.027083348482847214,
-0.007646886631846428,
-0.055219616740942,
-0.0054189045913517475,
0.015887273475527763,
0.03429190069437027,
-0.06146577373147011,
0.05170669034123421,
-0.010429533198475838,
-0.00046219571959227324,
0.036395832896232605,
0.03704487904906273,
0.060699064284563065,
0.011326562613248825,
-0.06686358153820038,
-0.034818537533283234,
0.008854017592966557,
-0.018560251221060753,
-0.011292851530015469,
-0.03923022001981735,
0.001174801029264927,
0.037540003657341,
0.03206862136721611,
-0.017479805275797844,
0.008932417258620262,
-0.029404155910015106,
0.013999156653881073,
0.022629952058196068,
-0.015950724482536316,
-0.009034925140440464,
0.0015546020586043596,
-0.04350833594799042,
-0.03220858424901962,
-0.09447630494832993,
0.046061914414167404,
0.03749793767929077,
0.01859457977116108,
-0.05532630905508995,
0.0026237540878355503,
-0.05501439794898033,
0.01807164028286934,
-0.029568461701273918,
-0.014024386182427406,
-0.03880831599235535,
0.08454097807407379,
0.015374010428786278,
0.02007443830370903,
-0.005844340659677982,
0.024789324030280113,
0.05215068161487579,
0.017337480559945107,
0.03044590726494789,
0.0669856071472168,
-0.04722505435347557,
-0.028202872723340988,
-0.03292984142899513,
0.022646455094218254,
0.03112034499645233,
-0.025477197021245956,
0.017753079533576965,
-0.012091550044715405,
0.010609639808535576,
0.004586095921695232,
0.032467618584632874,
0.004104521591216326,
0.015536434017121792,
0.0015986700309440494,
-0.030045118182897568,
-0.00997938308864832,
-0.08320322632789612,
0.031923823058605194,
0.013828156515955925,
-0.022510426118969917,
0.03589098900556564,
0.03825586289167404,
-0.003673882456496358,
-0.04613958299160004,
-0.006836655084043741,
-0.0026085032150149345,
-0.0006009707576595247,
-0.0033877987880259752,
-0.10614091157913208,
0.018925592303276062,
0.03408137336373329,
0.034463070333004,
0.0035955174826085567,
0.029845526441931725,
-0.03547025844454765,
-0.03646574914455414,
0.029324328526854515,
-0.05283556506037712,
0.03434581309556961,
-0.017364712432026863,
0.02172677405178547,
0.01917387545108795,
0.008518031798303127,
-0.02163265272974968,
0.052662402391433716,
-0.05542796850204468,
0.029244231060147285,
0.04269377887248993,
0.0031982557848095894,
0.002373417839407921,
0.011627311818301678,
0.006257215980440378,
-0.012085015885531902,
-0.005617766175419092,
-0.028977742418646812,
-0.05913327634334564,
0.0026816772297024727,
0.034135203808546066,
0.03349149972200394,
-0.027821339666843414,
0.006559024099260569,
0.049752309918403625,
0.022424563765525818,
0.03675282001495361,
0.01802571676671505,
0.005084889009594917,
-0.0507047213613987,
-0.01705203950405121,
0.05012555047869682,
0.04056674242019653,
0.02494983747601509,
0.01813730224967003,
0.006861513946205378,
0.03116644360125065,
0.004101958125829697,
-0.029999131336808205,
0.05644659698009491,
-0.023771466687321663,
0.04721442610025406,
-0.013991741463541985,
0.013013721443712711,
0.038990043103694916,
-0.022338956594467163,
0.021033253520727158,
0.02106638438999653,
0.00989518966525793,
-0.03299304470419884,
-0.009929530322551727,
-0.025614066049456596,
0.005168053321540356,
0.0037483389023691416,
-0.04871091991662979,
-0.00865286123007536,
0.03309660404920578,
-0.011788911186158657,
-0.006091790273785591,
-0.016533449292182922,
-0.012738951481878757,
-0.03396904096007347,
0.02572173811495304,
0.015583005733788013,
0.01206840667873621,
0.030577627941966057,
-0.056675516068935394,
-0.04272304102778435,
-0.0036145567428320646,
-0.017326809465885162,
0.0157384742051363,
-0.0015022732550278306,
-0.04250941425561905,
0.0010164661798626184,
-0.005612412467598915,
-0.03145120292901993,
0.030535589903593063,
-0.03560784459114075,
0.03327300027012825,
0.028782596811652184,
-0.034039951860904694,
-0.025602959096431732,
0.006215918809175491,
-0.03677275404334068,
0.016013678163290024,
-0.04552822932600975,
-0.019414182752370834,
0.023874569684267044,
0.003991869743913412,
-0.03504127636551857,
0.005286209750920534,
-0.011175832711160183,
-0.061276379972696304,
-0.04383362457156181,
-0.013501562178134918,
0.044284164905548096,
-0.03253904730081558,
0.020714879035949707,
0.02240070328116417,
-0.05201685428619385,
-0.00017325989028904587,
-0.023089872673153877,
-0.05225450545549393,
0.014349900186061859,
-0.03318749740719795,
0.03224813565611839,
-0.011599377728998661,
-0.009921042248606682,
0.08115909993648529,
0.023574011400341988,
-0.02196252904832363,
0.00015915125550236553,
0.006095409393310547,
-0.03155849501490593,
-0.012902329675853252,
-0.015103517100214958,
-0.0034361497964709997,
0.0010658369865268469,
0.017843617126345634,
-0.0034796250984072685,
0.040356915444135666,
0.03345043957233429,
0.018667321652173996,
-0.013264515437185764,
0.03269412741065025,
0.005353995598852634,
-0.0016402537003159523,
0.06022585183382034,
0.02820136584341526,
0.00923844799399376,
-0.005603552330285311,
0.011812460608780384,
0.025701668113470078,
0.015461412258446217,
-0.04160778224468231,
0.05797233060002327,
-0.019946452230215073,
0.047845520079135895,
-0.04677844047546387,
0.026658251881599426,
-0.027942977845668793,
-0.011480930261313915,
0.014764868654310703,
0.010126518085598946,
0.03341970592737198,
-0.05113137513399124,
-0.0034339663106948137,
0.009283787570893764,
0.01764109544456005,
-0.03246475011110306,
-0.04947926849126816,
-0.019171275198459625,
0.013908391818404198,
0.0011343639343976974,
-0.012515990994870663,
-0.04878072813153267,
0.0411531962454319,
0.05902015045285225,
0.02206851728260517,
0.0035928913857787848,
-0.05559369921684265,
0.019030524417757988,
-0.02322738990187645,
-0.046619389206171036,
0.014216101728379726,
0.007538047153502703,
0.017933636903762817,
0.03632138669490814,
-0.0003256833297200501,
0.010473654605448246,
0.005345690064132214,
0.01673050783574581,
-0.11979836225509644,
0.020991314202547073,
-0.051963333040475845,
-0.021370409056544304,
-0.02133561670780182,
-0.03831252455711365,
0.03758103400468826,
0.004643805790692568,
0.017327632755041122,
-0.00042914474033750594,
0.0038699882570654154,
-0.032756298780441284,
-0.0016274433583021164,
-0.005967588629573584,
-0.04107324033975601,
-0.04681696370244026,
0.013901823200285435,
-0.026782335713505745,
0.017846209928393364,
0.0463789626955986,
0.029925305396318436,
0.011500983498990536,
-0.029107270762324333,
-0.022082362323999405,
-0.021767642349004745,
0.01700638420879841,
0.0260180551558733,
0.040377575904130936,
0.015780676156282425,
0.008923908695578575,
-0.000931840855628252,
0.0023260721936821938,
0.059826649725437164,
0.015324571169912815,
-0.003713736543431878,
-0.005696061998605728,
-0.07387205213308334,
-0.03558175265789032,
-0.03814999386668205,
0.029381759464740753,
-0.005007970612496138,
0.022034786641597748,
0.04111272096633911,
0.011319353245198727,
-0.011992559768259525,
0.007559030782431364,
0.05074354261159897,
0.030003922060132027,
-0.011044589802622795,
-0.026205502450466156,
0.01856306940317154,
-0.05764838680624962,
0.022292379289865494,
-0.01280023530125618,
-0.01647992804646492,
-0.03545390069484711,
-0.011138935573399067,
0.03460228815674782,
0.024798717349767685,
-0.01600991003215313,
-0.03100735880434513,
-0.0006568013341166079,
0.020996522158384323,
0.0010847762459889054,
-0.034426022320985794,
0.058486200869083405,
0.00797731988132,
0.0018612411804497242,
0.017309855669736862,
-0.044049184769392014,
-0.050944603979587555,
-0.02970167063176632,
0.008254516869783401,
0.04756522551178932,
0.006547968368977308,
0.004756887909024954,
-0.04847266152501106,
-0.01849343441426754,
0.05136344954371452,
-0.019363773986697197,
-0.00883719976991415,
-0.07473967224359512,
0.01255855243653059,
0.008703307248651981,
-0.00721393246203661,
-0.06075036898255348,
0.006794283166527748,
0.013402966782450676,
0.02854575775563717,
-0.03351406380534172,
0.02969406731426716,
-0.05354008823633194,
0.018504561856389046,
-0.010387868620455265,
0.05973820760846138,
0.0000695852140779607,
0.003651960985735059,
-0.011212293058633804,
0.026615550741553307,
0.009554349817335606,
-0.09206487983465195,
-0.02076714113354683,
0.013307185843586922,
0.049000099301338196,
0.04697009548544884,
-0.013103372417390347,
-0.06866039335727692,
0.00753967696800828,
-0.0037058067973703146,
-0.041937801986932755,
0.02546880766749382,
-0.0034365912433713675,
0.032107725739479065,
0.015050521120429039,
-0.013926592655479908,
0.030984750017523766,
0.02754497155547142,
-0.0003344381111674011,
-0.025035111233592033,
-0.037092115730047226,
0.04043952748179436,
-0.017742697149515152,
-0.014100578613579273,
-0.06939376890659332,
0.011682199314236641,
0.0014687528600916266,
0.004369771108031273,
0.0035675198305398226,
0.003275003284215927,
-0.016170818358659744,
-0.0350918248295784,
-0.0021468636114150286,
0.02493392676115036,
0.04455011710524559,
0.034880686551332474,
-0.031411804258823395,
-0.026594117283821106,
-0.008686632849276066,
-0.030836503952741623,
0.009507637470960617,
-0.01825290359556675,
0.0005430883029475808,
0.02128531038761139,
-0.0024656045716255903,
0.016062216833233833,
-0.0040520476177334785,
-0.03572973981499672,
0.018853146582841873,
-0.057070352137088776,
0.0005884243873879313,
0.022992871701717377,
0.005723243113607168,
0.009992794133722782,
-0.04605823755264282,
-0.025156619027256966,
-0.022541571408510208,
-0.006424210499972105,
0.04989098757505417,
-0.06770055741071701,
0.060113608837127686,
-0.0011762825306504965,
0.0155718345195055,
-0.08548057079315186,
-0.0636885017156601,
-0.017345109954476357,
0.016167227178812027,
-0.028344247490167618,
-0.027049709111452103,
0.014650662429630756,
0.013063710182905197,
-0.029009854421019554,
0.004179914481937885,
0.04011372849345207,
-0.006357710342854261,
-0.019242536276578903,
0.010942679829895496,
0.009204898029565811,
0.09317699819803238,
-0.001526092761196196,
-0.009046068415045738,
0.0042629484087228775,
-0.0324380025267601,
-0.0050972155295312405,
0.0011764256050810218,
0.056339461356401443,
-0.021858148276805878,
-0.017063619568943977,
0.01863536424934864,
-0.04837547615170479,
0.032796863466501236,
-0.01897025667130947,
-0.048683732748031616,
-0.00758018484339118,
0.03070027567446232,
-0.017538242042064667,
0.00014776243187952787,
-0.020230691879987717,
-0.014078162610530853,
0.022342538461089134,
0.005434447433799505,
-0.0044917878694832325,
-0.03246968239545822,
0.010688905604183674,
0.03136506676673889,
0.00971553660929203,
0.025717556476593018,
0.024011652916669846,
0.08002373576164246,
-0.015929214656352997,
-0.040861763060092926,
-0.03811544179916382,
-0.025104906409978867,
0.0282982736825943,
-0.0032869908027350903,
0.005045539233833551,
0.01724538393318653,
0.008080840110778809,
-0.02771332859992981,
-0.002069569192826748,
-0.05006980523467064,
0.013818911276757717,
0.02666357345879078,
-0.008492828346788883,
0.06912160664796829,
0.03182442858815193,
-0.004640586674213409,
-0.006085562985390425,
-0.01719554141163826,
-0.01715700514614582,
-0.007657731417566538,
0.005482679232954979,
0.024336230009794235,
-0.024923229590058327,
0.017986396327614784,
0.054694872349500656,
0.012854261323809624,
-0.009197789244353771,
0.015292959287762642,
-0.011421124450862408,
0.028845928609371185,
0.017947664484381676,
0.00727803586050868,
-0.015947315841913223,
0.05029661953449249,
-0.005932403728365898,
0.033618006855249405,
-0.002205314813181758,
-0.058306705206632614,
0.04778022691607475,
-0.011924025602638721,
0.0029803391080349684,
-0.05430590733885765,
-0.02313225343823433,
-0.006815833039581776,
0.038914989680051804,
0.013951843604445457,
0.03641233220696449,
-0.0069044046103954315,
0.011250057257711887,
0.0002491224149707705,
-0.0224089864641428,
0.010079490020871162,
0.008848712779581547,
-0.062459807842969894,
-0.02450093999505043,
-0.0329781174659729,
-0.027108987793326378,
0.013879680074751377,
-0.0005196653073653579,
-0.012113180942833424,
0.026769835501909256,
-0.04963798448443413,
0.03450467437505722,
0.018109029158949852,
0.010084575042128563,
-0.009726633317768574,
0.06860202550888062,
0.0264617707580328,
0.0035523937549442053,
-0.03451424837112427,
0.014062423259019852,
0.13322888314723969,
0.05906374379992485,
0.010400451719760895,
-0.07537917792797089,
-0.010790931060910225,
-0.0014013027539476752,
-0.007155048195272684,
-0.027284421026706696,
0.019314546138048172,
0.03968646749854088,
-0.004081042483448982,
0.03224664553999901,
0.05731562525033951,
-0.01632423885166645,
-0.02149205096065998,
0.051479462534189224,
-0.0031934992875903845,
-0.027750490233302116,
-0.01919892430305481,
0.04194695129990578,
-0.008644619956612587,
0.0003134096332360059,
-0.028122976422309875,
0.026696329936385155,
-0.009150093421339989,
0.04002336040139198,
-0.010960962623357773,
-0.0047271158546209335,
0.0005116888787597418,
-0.027279358357191086,
-0.05964228883385658,
-0.023967847228050232,
0.054688625037670135,
-0.020378025248646736,
-0.036353129893541336,
-0.007394150365144014,
0.009351490996778011,
-0.027321752160787582,
-0.015791958197951317,
0.025655124336481094,
0.0034457400906831026,
0.01610824279487133,
0.028084715828299522,
-0.022176949307322502,
-0.05123044177889824,
-0.03227628394961357,
-0.03963736072182655,
0.01978628896176815,
-0.029641836881637573,
0.01039190124720335,
0.024385496973991394,
-0.008504020050168037,
-0.007965689525008202,
-0.02228217013180256,
-0.02375066466629505,
-0.007227540947496891,
0.02180751971900463,
-0.011796164326369762,
0.00535981310531497,
-0.02444012090563774,
0.012309800833463669,
0.016555866226553917,
0.029552731662988663,
0.0239724088460207,
-0.03943599388003349,
-0.014726237393915653,
-0.01933106780052185,
0.05525226891040802,
-0.00696068350225687,
-0.006615879479795694,
-0.003874102607369423,
-0.05547789856791496,
-0.04643791913986206,
-0.013788528740406036,
-0.021084818989038467,
-0.013828030787408352,
0.05563338100910187,
0.020886365324258804,
-0.014059833250939846,
0.046916525810956955,
-0.0386052168905735,
0.03281830623745918,
-0.0187113955616951,
0.028023187071084976,
-0.028295615687966347,
-0.007623523008078337,
0.007727595511823893,
0.05076701194047928,
0.007545655593276024,
0.015910128131508827,
0.020279815420508385,
0.045221876353025436,
-0.015864595770835876,
-0.015573049895465374,
0.004444698803126812,
0.006423264276236296,
-0.04399622604250908,
0.04268015921115875,
-0.016467714682221413,
0.013410602696239948,
-0.0017676540883257985,
0.08448410779237747,
-0.034515559673309326,
0.023074816912412643,
-0.03049313835799694,
0.02034398354589939,
-0.007405338808894157,
-0.0487259179353714,
0.027838842943310738,
0.04279671236872673,
0.05173055827617645,
-0.049810729920864105,
-0.03691207990050316,
-0.01000430341809988,
0.0169298704713583,
-0.0064346035942435265,
-0.007436717394739389,
-0.025455454364418983,
0.002476009540259838,
0.018327735364437103,
0.013035484589636326,
0.019670244306325912,
-0.009849609807133675,
-0.0124426931142807,
0.030942726880311966,
0.07423793524503708,
-0.010447670705616474,
-0.009759407490491867,
-0.002844237955287099,
0.04757188260555267,
-0.012733666226267815,
0.0006933107506483793,
0.01767590641975403,
0.003800911596044898,
0.0008761711069382727,
0.05512383207678795,
0.012410953640937805,
0.029187418520450592,
-0.04052026942372322,
-0.018019096925854683,
0.06206567957997322,
-0.019685417413711548,
-0.03123944252729416,
0.032760780304670334,
0.0238331351429224,
0.01839050091803074,
-0.0003491693641990423,
0.02682594582438469,
0.004911423660814762,
0.036764200776815414,
-0.029134713113307953,
0.011875231750309467,
-0.03210299462080002,
-0.011357000097632408,
0.0002497875248081982,
0.009063459001481533,
-0.009024009108543396,
0.025696096941828728,
-0.001110742101445794,
0.004007332026958466,
0.01929713785648346,
-0.0043230196461081505,
0.003807998960837722,
0.04374294355511665,
-0.03389374539256096,
-0.0028905344661325216,
0.03483732417225838,
0.014704503118991852,
0.03952568769454956,
0.04076407849788666,
-0.003376173321157694,
0.04698529839515686,
-0.03463742509484291,
0.004267258103936911,
-0.09547029435634613,
-0.010945728048682213,
0.05137886479496956,
-0.00284370849840343,
0.03263913840055466,
-0.009933852590620518,
-0.030244382098317146,
0.0249004028737545,
-0.050387248396873474,
-0.019049976021051407,
-0.00008265012729680166,
-0.0366092287003994,
-0.03039989247918129,
0.004877821542322636,
-0.021185848861932755,
0.03924890607595444,
0.04922584816813469,
0.022950224578380585,
0.023743176832795143,
0.010348876006901264,
-0.015472985804080963,
-0.005531990434974432,
-0.024586645886301994,
0.023354914039373398,
-0.010845953598618507,
-0.065998375415802,
0.048560675233602524,
-0.027554335072636604,
-0.017922349274158478,
0.007987407967448235,
-0.018718933686614037,
-0.027348950505256653,
0.008820909075438976,
0.010810556821525097,
-0.016049059107899666,
0.05479728803038597,
0.03626549616456032,
0.006891684606671333,
-0.02163941040635109,
0.004130588844418526,
0.023899920284748077,
0.024676021188497543,
-0.024010462686419487,
-0.01624143496155739,
0.04088115692138672,
-0.044210538268089294,
-0.06812835484743118,
0.03362404927611351,
0.015172300860285759,
-0.03316891938447952,
0.013683189637959003,
0.012617477215826511,
-0.008412877097725868,
-0.01188501063734293,
0.03808470070362091,
-0.06306838989257812,
0.02207694947719574,
0.04026579111814499,
0.02753427065908909,
-0.0027517846319824457,
-0.014640914276242256,
0.006648425478488207,
-0.04763025790452957,
0.03825167566537857,
0.019508693367242813,
-0.02167535573244095,
-0.048966750502586365,
0.03384990990161896,
-0.021127713844180107,
0.0007399562164209783,
0.011583991348743439,
-0.030579175800085068,
-0.06001432240009308,
0.00015084663755260408,
0.017815081402659416,
0.0021618104074150324,
-0.02615402638912201,
-0.027737781405448914,
-0.004737961106002331,
-0.06817492097616196,
0.038647882640361786,
-0.01664387434720993,
-0.02452700212597847,
-0.07168760895729065,
0.0049344515427947044,
-0.07017701119184494,
-0.010794704779982567,
0.01355726644396782,
-0.014141043648123741,
0.0024648569524288177,
-0.020886316895484924,
0.03138040006160736,
0.04846227914094925,
-0.033301059156656265,
0.013042813166975975,
-0.030959472060203552,
-0.046633727848529816,
-0.026779495179653168,
0.007493244018405676,
0.01602203957736492,
0.027923142537474632,
-0.0011675507994368672,
-0.017144586890935898,
0.0220295712351799,
-0.027083512395620346,
0.0036011843476444483,
0.03953659534454346,
0.02858351171016693,
-0.032673172652721405,
0.06824711710214615,
0.011168334633111954,
0.03155519813299179,
0.008792787790298462,
0.024419713765382767,
-0.03941795602440834,
0.032887354493141174,
-0.016346901655197144,
-0.027611298486590385,
-0.01135935541242361,
0.04949108511209488,
0.032106831669807434,
-0.05159187689423561,
-0.0017589024500921369,
0.04584873840212822,
-0.024823695421218872,
-0.03270920366048813,
0.008111986331641674,
0.0011678506853058934,
0.023263853043317795,
0.01639389991760254,
-0.00599777651950717,
0.014885219745337963,
0.023390527814626694,
0.024374591186642647,
0.004052250646054745,
0.03151397779583931,
-0.03676547482609749,
0.006943342741578817,
0.027372386306524277,
-0.012690340168774128,
0.03355206549167633,
0.009593792259693146,
0.05269483104348183,
-0.03495343029499054,
-0.00815474335104227,
-0.0034459144808351994,
-0.012697326019406319,
0.03336728736758232,
0.010519432835280895,
0.002455004258081317,
0.05622294172644615,
-0.0140884043648839,
0.0263662226498127,
-0.01113622635602951,
-0.008936116471886635,
-0.022998126223683357,
-0.026666879653930664,
0.025462530553340912,
0.02861795388162136,
-0.009356776252388954,
-0.020284704864025116,
-0.0022304821759462357,
0.010448049753904343,
0.062423307448625565,
-0.039133019745349884,
0.025383178144693375,
0.023401273414492607,
-0.0010856324806809425,
-0.032236456871032715,
-0.010290085338056087,
-0.020475680008530617,
-0.019426478073000908,
0.013855567201972008,
0.027104927226901054,
0.025541730225086212,
0.016551686450839043,
-0.007232022006064653,
-0.004567342810332775,
0.06478266417980194,
-0.05699549615383148,
-0.024789825081825256,
-0.003923559561371803,
0.016124406829476357,
0.015968050807714462,
-0.05076882615685463
] |
<p>I've studied machine learning and statistics only very briefly. I've used linear regression to solve problems with fixed sets of variables, but I'm not sure how to approach the following problem.</p>
<p>Given a bunch of tagged photos, I'd like to use the tags to estimate the probability that a specific object is contained within the photo. </p>
<p>I have access to a wealth of data which has already been classified as either containing the objects we're looking for or not (however note that this is not a classification problem; the probabilities are being used to rank photos).</p>
<p>For example. If a photo is tagged with <em>coke</em> and <em>drink</em>, there is a high probability it contains coca-cola. However if a photo is tagged with <em>coke</em> and <em>crack</em>, there is a high probability it does not contain coca-cola. If a photo is tagged with either <em>crack</em> or <em>drink</em> separately, that doesn't tell us much about what might be in the photo.</p>
<p>How would one go about building a hypothesis formula for this problem?</p> | 74,043 | [
-0.01438666507601738,
-0.0291141327470541,
0.012417168356478214,
0.005190227180719376,
-0.004113767761737108,
-0.012982585467398167,
-0.04386929050087929,
-0.009391091763973236,
0.029054904356598854,
-0.023920366540551186,
0.03176772966980934,
0.05232444405555725,
0.03799637779593468,
0.034357234835624695,
0.009876401163637638,
0.029223384335637093,
0.004371107090264559,
-0.0040016938000917435,
-0.019819825887680054,
0.0009981769835576415,
0.015224052593111992,
0.021310722455382347,
-0.008497446775436401,
0.00553834019228816,
-0.03317047283053398,
0.030729610472917557,
0.03662775456905365,
-0.03601188585162163,
0.050440769642591476,
0.03140551969408989,
-0.018281051889061928,
-0.062211792916059494,
0.0283968485891819,
0.024734580889344215,
0.017764262855052948,
0.012528663501143456,
-0.025777043774724007,
-0.04151317849755287,
0.0008414059411734343,
0.03042701445519924,
-0.01462802104651928,
-0.028877072036266327,
0.021638477221131325,
0.03389039635658264,
-0.04497803375124931,
0.023722024634480476,
-0.038347166031599045,
-0.026163501664996147,
0.019033975899219513,
-0.04329419508576393,
0.06364154070615768,
-0.003914612345397472,
0.054900653660297394,
0.0666525661945343,
-0.018993522971868515,
0.02518502064049244,
0.028396911919116974,
0.0596030130982399,
0.0022889773827046156,
-0.05785275623202324,
-0.017715344205498695,
-0.02138604409992695,
-0.02996709942817688,
-0.017537686973810196,
0.006338106002658606,
-0.012785478495061398,
-0.015722783282399178,
-0.006868189200758934,
0.05990130826830864,
0.009326006285846233,
0.03392694890499115,
-0.008805226534605026,
0.04193323105573654,
-0.015886830165982246,
-0.015217049978673458,
-0.008330261334776878,
0.0015743693802505732,
0.03051283210515976,
0.022915072739124298,
0.004260447807610035,
0.018289778381586075,
0.005974995903670788,
-0.019107816740870476,
0.04377862066030502,
0.036564216017723083,
-0.03794803470373154,
0.033426012843847275,
-0.02127128466963768,
0.0354708731174469,
-0.005453514866530895,
-0.016179116442799568,
-0.011041870340704918,
0.0330420546233654,
0.0003795707307290286,
-0.041438326239585876,
0.0442705899477005,
-0.016031252220273018,
0.025913281366229057,
0.03521258383989334,
0.004771101754158735,
-0.005227182526141405,
-0.02179964818060398,
-0.011687923222780228,
0.05757477879524231,
-0.018459448590874672,
-0.010563774965703487,
-0.037090834230184555,
0.002010979922488332,
0.018703868612647057,
-0.002652069553732872,
-0.024018412455916405,
0.04149209335446358,
0.03881518542766571,
-0.006624886300414801,
0.009273714385926723,
-0.02011350728571415,
-0.02247837372124195,
-0.031119853258132935,
0.058126531541347504,
0.06900732219219208,
0.04228171706199646,
-0.048300836235284805,
0.024947350844740868,
-0.03282518312335014,
-0.04014565795660019,
0.017462952062487602,
0.0041684047318995,
0.00325522618368268,
-0.043176647275686264,
0.05312994867563248,
-0.011976275593042374,
-0.03433799743652344,
0.006337430793792009,
-0.03418891504406929,
0.010409507900476456,
-0.007080220617353916,
-0.06589438021183014,
-0.023952769115567207,
0.007417695131152868,
-0.007057852111756802,
-0.036652930080890656,
-0.03337334096431732,
-0.00918886810541153,
0.020812012255191803,
0.054919250309467316,
-0.02131403423845768,
0.032553669065237045,
0.015325307846069336,
0.018027693033218384,
0.006563566625118256,
-0.013386600650846958,
-0.048954688012599945,
-0.033809732645750046,
0.0181695818901062,
-0.026010140776634216,
-0.10315784811973572,
0.03132228925824165,
-0.0006382432184182107,
-0.01140670944005251,
0.006811294239014387,
0.029983054846525192,
-0.0014117603423073888,
-0.017560843378305435,
0.012919439002871513,
0.0468914732336998,
-0.042307429015636444,
0.08521712571382523,
0.004770857747644186,
0.05726972967386246,
0.016826769337058067,
-0.004800533875823021,
0.017073867842555046,
0.03134240210056305,
0.01740524359047413,
0.028916627168655396,
0.011323027312755585,
0.005567680113017559,
0.0008696623262949288,
0.025432640686631203,
-0.009017007425427437,
-0.0033247368410229683,
-0.023604685440659523,
-0.022444548085331917,
0.007961743511259556,
0.051217492669820786,
0.015148181468248367,
0.03137148916721344,
-0.04189232364296913,
0.03083464689552784,
-0.03256896138191223,
-0.028818627819418907,
-0.07965260744094849,
-0.009214557707309723,
-0.055625393986701965,
-0.006063410546630621,
0.04941095784306526,
0.009690224193036556,
-0.021592864766716957,
-0.01622009091079235,
-0.014846709556877613,
0.012221942655742168,
-0.005873411428183317,
0.03239407017827034,
-0.025310920551419258,
-0.025784464552998543,
0.04788556322455406,
0.026123668998479843,
-0.02926936186850071,
0.02894916571676731,
-0.0389380156993866,
-0.021866928786039352,
0.021106235682964325,
-0.04479047656059265,
-0.011211303062736988,
-0.026323994621634483,
-0.012608352117240429,
0.0052536106668412685,
-0.008225984871387482,
-0.006366870366036892,
0.015119241550564766,
-0.014444380067288876,
0.0504986010491848,
0.05956536903977394,
0.0026145277079194784,
0.016123903915286064,
-0.01268171425908804,
0.029773497954010963,
0.006551042199134827,
-0.02651839144527912,
-0.05619311332702637,
-0.07398727536201477,
-0.01338410098105669,
0.023746732622385025,
0.030502334237098694,
-0.027481839060783386,
0.008129098452627659,
0.07324358820915222,
0.042790818959474564,
0.01348209660500288,
0.019726015627384186,
-0.04404838755726814,
0.01329084113240242,
0.007713018450886011,
-0.005180302541702986,
0.02760041505098343,
-0.0014018095098435879,
-0.030419424176216125,
0.005257266573607922,
0.028165338560938835,
-0.00693836435675621,
-0.015480373054742813,
0.026486031711101532,
0.022544536739587784,
0.02105608396232128,
-0.009371943771839142,
-0.0133962482213974,
0.03182387724518776,
-0.019492197781801224,
-0.010659027844667435,
0.03105872869491577,
-0.0027190791442990303,
0.0003404442686587572,
0.004976906813681126,
-0.025914883241057396,
0.0037088540848344564,
0.04216604679822922,
-0.05981901288032532,
0.04390858858823776,
0.0067823780700564384,
-0.020169883966445923,
0.043974459171295166,
0.029444485902786255,
-0.03207724168896675,
-0.0104674082249403,
0.02338295988738537,
0.028480984270572662,
-0.025893522426486015,
0.037693608552217484,
-0.02573053352534771,
-0.004468246828764677,
-0.010986708104610443,
-0.03228209167718887,
-0.01916414313018322,
-0.004998368211090565,
-0.04279932379722595,
-0.01618110202252865,
-0.03639838472008705,
-0.03835480287671089,
0.013121804222464561,
0.014552492648363113,
-0.03346032276749611,
0.003706082934513688,
-0.009107201360166073,
-0.0496961809694767,
-0.04044333100318909,
-0.006903192028403282,
0.009898875840008259,
-0.0484737902879715,
-0.040691718459129333,
0.024409476667642593,
0.02136191911995411,
-0.04433333873748779,
0.02212785929441452,
-0.016788965091109276,
-0.02404874376952648,
-0.04384205490350723,
0.001883491757325828,
0.0076715340837836266,
-0.009123292751610279,
0.010037713684141636,
0.026553792878985405,
0.01889164187014103,
0.015062027610838413,
-0.07675881683826447,
-0.08987190574407578,
0.04100913926959038,
0.017124531790614128,
0.0030540674924850464,
0.01658722013235092,
-0.01694253273308277,
0.08134592324495316,
0.06260672211647034,
-0.03770964965224266,
-0.036015577614307404,
-0.021950826048851013,
-0.002651400398463011,
0.00845385156571865,
0.0011501021217554808,
0.015586256980895996,
0.0034620757214725018,
0.03378625214099884,
-0.002325968584045768,
0.0034334883093833923,
0.052552592009305954,
-0.002963378094136715,
0.010481296107172966,
0.00767124630510807,
0.018293464556336403,
-0.00920055154711008,
0.06048895791172981,
0.03903906047344208,
-0.02769942209124565,
0.02174174040555954,
-0.02167753502726555,
-0.006185744423419237,
0.0069409203715622425,
-0.040997397154569626,
-0.02071360871195793,
-0.030944116413593292,
-0.006423372775316238,
-0.007601494435220957,
0.048834290355443954,
0.008945491164922714,
-0.03282899409532547,
0.03885148838162422,
0.008494569920003414,
0.031108999624848366,
0.0029165816958993673,
0.03980966657400131,
0.04122291877865791,
0.05770041421055794,
-0.07870133221149445,
-0.04467514529824257,
-0.04615006968379021,
-0.02971339039504528,
0.004437875468283892,
-0.01955336518585682,
-0.010248995386064053,
0.05377620458602905,
0.017533818259835243,
0.014470560476183891,
0.011960910633206367,
-0.02620616741478443,
-0.016080334782600403,
-0.043504443019628525,
-0.02093563787639141,
0.014299312606453896,
0.0405614897608757,
-0.001903652329929173,
0.05503440275788307,
-0.002943317871540785,
-0.024515198543667793,
0.011986255645751953,
0.04084322601556778,
-0.06480134278535843,
0.028701085597276688,
0.017201483249664307,
0.006340003572404385,
0.0007385002099908888,
-0.05760107934474945,
0.055773600935935974,
-0.017862310633063316,
0.008942835032939911,
-0.013251694850623608,
0.04841920733451843,
-0.05606716126203537,
0.01383948139846325,
-0.020938707515597343,
0.002733436645939946,
-0.01726587861776352,
-0.0028885933570563793,
0.027935603633522987,
0.008018185384571552,
0.010912866331636906,
0.021815892308950424,
-0.0329238697886467,
-0.014925150200724602,
-0.018777238205075264,
-0.001213188050314784,
0.03611498326063156,
0.030062256380915642,
-0.00181140739005059,
0.0066129546612501144,
-0.03091263771057129,
-0.00031829762156121433,
0.008013786748051643,
0.048794642090797424,
0.02273351512849331,
-0.006840046029537916,
-0.021863404661417007,
-0.06661098450422287,
-0.02384193055331707,
-0.013431549072265625,
0.015813063830137253,
-0.03545602411031723,
0.010623276233673096,
0.06809962540864944,
0.003908892162144184,
-0.04426531866192818,
0.04187505319714546,
0.08315538614988327,
0.03558512032032013,
-0.0023916312493383884,
-0.053593117743730545,
-0.013828963041305542,
0.013131854124367237,
-0.0021376945078372955,
0.030072076246142387,
0.03945612162351608,
0.012031936086714268,
-0.019157644361257553,
0.04217807203531265,
-0.005787525791674852,
-0.07857771217823029,
-0.010902264155447483,
-0.026740223169326782,
0.016610465943813324,
-0.019048091024160385,
-0.049475520849227905,
0.013331198133528233,
0.032079678028821945,
0.061911892145872116,
0.012714159674942493,
0.0062460084445774555,
-0.08652003854513168,
0.00020431568555068225,
0.06171000003814697,
0.08329851925373077,
-0.04026326909661293,
-0.02650904282927513,
-0.02393416129052639,
-0.002702454337850213,
0.03860364854335785,
-0.028136640787124634,
0.017840169370174408,
0.025197695940732956,
0.009323643520474434,
0.021697627380490303,
-0.03728483244776726,
-0.04014287143945694,
0.007146899588406086,
-0.050298165529966354,
0.018712280318140984,
-0.03549030423164368,
-0.04224139451980591,
-0.03216290473937988,
0.018525755032896996,
0.04269290715456009,
0.0493534617125988,
0.008607732132077217,
-0.015461345203220844,
0.005169149953871965,
0.010934471152722836,
-0.008444997482001781,
-0.029497947543859482,
-0.006697689648717642,
-0.032218676060438156,
-0.021305572241544724,
0.057456906884908676,
0.014727657660841942,
-0.03406981751322746,
-0.011543824337422848,
-0.011882689781486988,
-0.07437275350093842,
-0.014846112579107285,
-0.015822090208530426,
0.0017639757134020329,
0.054000988602638245,
0.017695847898721695,
0.02297036536037922,
0.016087926924228668,
0.008330581709742546,
-0.004493986256420612,
-0.018066775053739548,
0.008662354201078415,
0.010551546700298786,
0.012374301441013813,
-0.01723029650747776,
0.0000160049839905696,
-0.054726291447877884,
0.00464768148958683,
-0.014977182261645794,
0.018257511779665947,
-0.01155098620802164,
-0.020835552364587784,
-0.0007626762380823493,
0.015153234824538231,
-0.014716774225234985,
-0.0020103114657104015,
0.00902093667536974,
0.009728449396789074,
0.023350121453404427,
0.016380732879042625,
0.008898275904357433,
-0.0032802943605929613,
0.019382737576961517,
-0.002941662212833762,
-0.02844611369073391,
0.03006206825375557,
-0.0448821559548378,
-0.001078781089745462,
0.005195961333811283,
-0.013775238767266273,
0.04169869422912598,
0.027952607721090317,
0.02724480628967285,
-0.034752629697322845,
-0.02716211974620819,
-0.026901686564087868,
0.006316907703876495,
0.011185476556420326,
0.044164448976516724,
-0.01965893618762493,
0.04726039990782738,
-0.0394357405602932,
-0.019148001447319984,
-0.047346342355012894,
-0.03308390825986862,
0.0017110822955146432,
0.045803431421518326,
-0.0368645004928112,
-0.049254510551691055,
0.04768329858779907,
0.005479970946907997,
-0.010008815675973892,
-0.011249725706875324,
0.086719810962677,
-0.029865257441997528,
-0.009452955797314644,
0.012596732005476952,
-0.014759223908185959,
0.07044420391321182,
0.005961855407804251,
-0.014225474558770657,
0.03390993922948837,
0.028097081929445267,
0.019868599250912666,
0.010743382386863232,
-0.020861288532614708,
-0.037800077348947525,
-0.043184544891119,
-0.058473359793424606,
0.0521363690495491,
0.052329301834106445,
-0.043597735464572906,
0.00549030676484108,
-0.023366611450910568,
0.03798993304371834,
0.019608130678534508,
-0.018851635977625847,
0.026175551116466522,
0.012380722910165787,
-0.025703422725200653,
-0.009984002448618412,
0.025783998891711235,
-0.022585010156035423,
-0.018462006002664566,
0.013595868833363056,
-0.005685399752110243,
0.01567661389708519,
0.0049374401569366455,
0.07227476686239243,
-0.02133137173950672,
0.044336382299661636,
-0.0027387975715100765,
-0.015836376696825027,
0.059430934488773346,
0.03206281736493111,
-0.016318142414093018,
0.0399150475859642,
0.010880708694458008,
-0.059750739485025406,
0.003177870763465762,
-0.04368963465094566,
-0.04075392335653305,
0.07098927348852158,
-0.03776191920042038,
0.02744496986269951,
0.04142970219254494,
-0.023495852947235107,
0.02126290090382099,
-0.02617720700800419,
0.012762680649757385,
0.01070777140557766,
-0.02111431583762169,
0.03295333683490753,
0.014035719446837902,
-0.013456556014716625,
0.07590057700872421,
-0.011966198682785034,
0.03268519788980484,
0.03996720537543297,
0.03689419478178024,
0.04819045215845108,
0.03371458500623703,
-0.04450759291648865,
-0.026510650292038918,
0.016691429540514946,
-0.0715675875544548,
0.0017971833003684878,
-0.0004306166374590248,
-0.046702656894922256,
0.055948544293642044,
0.041137855499982834,
0.0184613224118948,
-0.028393922373652458,
-0.04182637110352516,
-0.08251453191041946,
0.04783017933368683,
0.025931017473340034,
-0.012828596867620945,
0.004105798900127411,
-0.000203455172595568,
-0.008086320012807846,
0.00199771486222744,
0.024463100358843803,
-0.00854169949889183,
-0.042682111263275146,
-0.012780971825122833,
-0.024159032851457596,
-0.023813921958208084,
-0.016393473371863365,
0.011294830590486526,
-0.02405225671827793,
0.00024930707877501845,
-0.05332737788558006,
0.014489958994090557,
0.03475242853164673,
0.07205593585968018,
-0.011751496233046055,
0.04787002503871918,
0.009154869243502617,
0.0240229070186615,
0.011901848018169403,
0.0021860115230083466,
0.10690310597419739,
0.08475371450185776,
0.05264279618859291,
-0.04097002372145653,
-0.005981578957289457,
0.012503094971179962,
-0.04163767024874687,
-0.049237173050642014,
0.015142875723540783,
0.015365560539066792,
0.01200003270059824,
-0.008754481561481953,
0.032732043415308,
0.008504301309585571,
-0.04141994193196297,
0.034920141100883484,
-0.08253489434719086,
0.014785121195018291,
0.034041423350572586,
0.004644047934561968,
-0.010607920587062836,
-0.020299600437283516,
-0.0640910267829895,
0.0016786071937531233,
0.00040751919732429087,
-0.0009363464778289199,
-0.013440979644656181,
-0.02863447554409504,
-0.016604840755462646,
-0.016222594305872917,
0.011940669268369675,
-0.013870944269001484,
0.0024878066033124924,
-0.003795051481574774,
0.005719118285924196,
0.016032014042139053,
0.04801678657531738,
-0.014688273891806602,
-0.00799634587019682,
-0.01358471903949976,
0.03278467804193497,
-0.025353427976369858,
-0.006535131484270096,
-0.006843242794275284,
-0.029557688161730766,
-0.0072067915461957455,
-0.02894618734717369,
0.06051989272236824,
-0.017269417643547058,
-0.014523623511195183,
0.0166876669973135,
-0.016895068809390068,
-0.020824121311306953,
-0.018008342012763023,
-0.009966172277927399,
0.022312646731734276,
0.018002420663833618,
0.005299368407577276,
-0.037872541695833206,
-0.042559828609228134,
0.04471684247255325,
-0.010748161002993584,
0.04534962773323059,
0.042790189385414124,
0.012394323013722897,
-0.034680478274822235,
-0.024780863896012306,
0.05252574756741524,
0.006148560903966427,
0.00432279147207737,
-0.011105246841907501,
-0.05242959037423134,
-0.027910619974136353,
-0.015408010222017765,
0.0016724677989259362,
0.008068757131695747,
0.009006681852042675,
0.002702937228605151,
-0.02035352773964405,
-0.004218272864818573,
-0.03212475776672363,
-0.019525853917002678,
-0.019729038700461388,
-0.016149459406733513,
-0.03850479796528816,
0.03206761181354523,
0.0342162624001503,
0.03541366010904312,
0.007492559030652046,
0.011374945752322674,
0.03944506496191025,
0.06305583566427231,
0.013980014249682426,
-0.048869453370571136,
-0.004914766643196344,
-0.023015636950731277,
-0.0101739801466465,
0.002864639973267913,
-0.008019600063562393,
0.06342018395662308,
0.004178159404546022,
0.013417874462902546,
0.005278674885630608,
-0.005171460099518299,
-0.02764245867729187,
0.028038090094923973,
0.00452034268528223,
-0.03522232919931412,
-0.05033368244767189,
0.0037454755511134863,
-0.01352682150900364,
-0.03770117834210396,
-0.03433402255177498,
0.0029326442163437605,
-0.0005093306535854936,
0.017325198277831078,
-0.028351258486509323,
-0.02234012633562088,
-0.0495135597884655,
0.00935249961912632,
0.027688737958669662,
-0.0022282719146460295,
-0.035590529441833496,
-0.01662769541144371,
0.014197515323758125,
0.005392369348555803,
-0.028167055919766426,
-0.042752787470817566,
0.013622484169900417,
-0.0016033437568694353,
-0.015313859097659588,
0.012399528175592422,
0.003862318117171526,
0.0025050663389265537,
-0.01267122384160757,
0.013363020494580269,
-0.03127521649003029,
0.07745900005102158,
-0.017176203429698944,
0.0156251173466444,
0.03954143449664116,
-0.019028518348932266,
-0.009785966947674751,
0.0012749803718179464,
0.00045684020733460784,
0.03829842805862427,
0.039534635841846466,
-0.008518638089299202,
-0.021029798313975334,
0.03793001174926758,
-0.02951972745358944,
-0.044608429074287415,
0.00002207267789344769,
0.01044365856796503,
-0.02176119014620781,
-0.009413584135472775,
0.04384195804595947,
0.023827610537409782,
-0.012596892192959785,
-0.02018764801323414,
0.010665833950042725,
0.009473814629018307,
-0.0016739985439926386,
-0.006006807088851929,
-0.028291989117860794,
0.026799941435456276,
-0.01559445820748806,
0.024078087881207466,
0.02693529799580574,
0.06082246080040932,
-0.023740338161587715,
0.05035929009318352,
0.022601505741477013,
0.008896520361304283,
-0.08215419948101044,
-0.042090028524398804,
0.03137749433517456,
-0.009540800005197525,
0.06323922425508499,
-0.09512212872505188,
0.019253328442573547,
0.05478490889072418,
-0.03844844177365303,
-0.03257808834314346,
0.0001890704152174294,
0.0004372209950815886,
-0.01797064021229744,
0.05306359380483627,
-0.028649238869547844,
0.022700641304254532,
0.013477635569870472,
0.04549584165215492,
0.06782862544059753,
0.034260645508766174,
0.0038547394797205925,
-0.0028957673348486423,
-0.03241550922393799,
0.015616853721439838,
0.019751904532313347,
-0.032403599470853806,
0.03871558606624603,
-0.011801584623754025,
-0.02678084746003151,
0.02731388621032238,
-0.042056694626808167,
-0.002749443519860506,
0.0411858893930912,
-0.012525917030870914,
-0.03098694048821926,
0.021299198269844055,
0.021903375163674355,
-0.003747224109247327,
0.0334479995071888,
0.019505731761455536,
0.015719430521130562,
0.023186564445495605,
0.007971440441906452,
0.008376818150281906,
-0.008393784053623676,
-0.007328583858907223,
-0.02132320962846279,
0.04456872493028641,
0.010097689926624298,
0.0038555506616830826,
0.03591041639447212,
0.011243303306400776,
0.022905319929122925,
-0.04118204489350319,
0.023860542103648186,
-0.04666484147310257,
0.029492869973182678,
0.01655379682779312,
0.018894726410508156,
-0.00944425631314516,
-0.00899686198681593,
-0.03529883548617363,
-0.04737496376037598,
0.008370999246835709,
0.0076222228817641735,
-0.033127330243587494,
-0.05907457694411278,
0.016078762710094452,
0.03877097740769386,
-0.018012141808867455,
0.006469240877777338,
-0.015420482493937016,
-0.03535408526659012,
0.05066410452127457,
0.009686734527349472,
0.053169988095760345,
0.04349721595644951,
-0.00999907311052084,
-0.0073153371922671795,
-0.10767357051372528,
0.037235379219055176,
-0.006722152233123779,
-0.003933071158826351,
-0.03028041124343872,
0.000008490214895573445,
-0.04180767759680748,
-0.00917532667517662,
0.043442294001579285,
-0.03227009251713753,
0.012382102198898792,
-0.03994819521903992,
-0.012729084119200706,
-0.014879819937050343,
-0.029195692390203476,
0.005558643490076065,
-0.028388291597366333,
-0.007357467897236347,
-0.012400475330650806,
0.00450053159147501,
0.010507297702133656,
-0.003605062607675791,
0.01569119468331337,
0.009952248074114323,
0.011497135274112225,
0.04392881691455841,
0.016637910157442093,
0.02582605369389057,
0.018177978694438934,
-0.002760002389550209,
0.039597027003765106,
0.018247554078698158,
0.005868649575859308,
0.024298561736941338,
0.022458449006080627,
-0.05285162851214409,
0.05239706486463547,
-0.02618304453790188,
-0.06508199125528336,
0.01467101275920868,
0.011997940950095654,
-0.013973859138786793,
-0.07465231418609619,
0.01136129628866911,
-0.0020407801494002342,
-0.021937482059001923,
0.0014624816831201315,
0.01646900363266468,
0.013181876391172409,
0.07617200911045074,
-0.005788202863186598,
0.028151441365480423,
-0.01427230890840292,
-0.003446115180850029,
0.007234841585159302,
-0.0013603265397250652,
-0.013032806105911732,
-0.0043760850094258785,
0.04974885657429695,
0.03207605332136154,
0.023394055664539337,
0.034128233790397644,
-0.004426132421940565,
0.009886550717055798,
-0.01460306253284216,
0.01075048092752695,
-0.011637149378657341,
0.029383672401309013,
0.028438085690140724,
-0.0074932449497282505,
0.007535790093243122,
0.037506673485040665,
-0.007660780102014542,
-0.03399796411395073,
-0.06878840178251266,
0.01921939104795456,
-0.0030508970376104116,
0.017252301797270775,
-0.003910829778760672,
0.014522342942655087,
-0.0019449349492788315,
0.02033025026321411,
0.017624281346797943,
0.016593217849731445,
0.04662664607167244,
0.01937471330165863,
-0.0008479157695546746,
-0.03018309734761715,
-0.05944440886378288,
-0.01997148059308529,
-0.004864085931330919,
-0.004088970832526684,
-0.007439290173351765,
-0.01502882968634367,
0.05426906794309616,
-0.0010285918833687901,
-0.003618265502154827,
-0.010993687435984612,
-0.03646489605307579,
0.03881818428635597,
-0.04914429038763046,
0.002072700532153249,
-0.08458377420902252,
0.005674915853887796,
-0.01969480700790882,
-0.059559084475040436
] |
<p>There is quite some content online interpreting odds in a logistic model with a dichotomous predictor. My problem is understanding coefficients when there are more than 2 levels for a categorical variable. How do you <em>define the odds</em> then?</p>
<pre><code>Data:
X is a single categorical predictor with 4 levels: teenager, adult, mature, senior.
Y: 1=smoking, 0=non smoking.
LR: We use n-1 dummy variables.
I chose adult as the reference bin as it had the highest concentration. (ok??)
________ | Intercepts | p
adult | -4.3801 | 0
teenager | -0.32456 | 0
mature | 1.45119 | 0
old | -0.9891 | 0
</code></pre>
<p><strong>Interpreting the coefficients</strong></p>
<p>Teenager: Teen is less likely to smoke (w.r.t adult?). In fact, a teen is 28% (exp-0.32456 -1) less likely to smoke THAN AN ADULT. Is odds of teenager smoking always mentioned against the reference group?</p>
<p>Mature: Matures is more to smoke (w.r.t adult?). In fact, a mature is 326% more likely to smoke THAN AN ADULT. Is odds of mature smoking always mentioned against the reference group? </p> | 33,684 | [
-0.040021903812885284,
0.002893513534218073,
0.00928723718971014,
0.004903984721750021,
0.032193828374147415,
0.013929104432463646,
0.021413234993815422,
-0.0492040254175663,
0.04268746078014374,
-0.035547636449337006,
0.0348476767539978,
0.06319420039653778,
0.045677490532398224,
0.01410814467817545,
0.028564363718032837,
0.02791651524603367,
0.008129962719976902,
0.01999663934111595,
0.0013790610246360302,
0.0063591767102479935,
-0.03383231535553932,
0.012144693173468113,
0.012006448581814766,
0.008803286589682102,
0.026754675433039665,
0.06838148087263107,
0.007165437564253807,
-0.03508777916431427,
-0.0010648728348314762,
-0.002700719516724348,
-0.0051873959600925446,
-0.061253149062395096,
0.011514374986290932,
-0.022403830662369728,
0.025010108947753906,
0.024329228326678276,
0.009019154123961926,
-0.007434492465108633,
-0.022688187658786774,
0.02610829286277294,
-0.04368574917316437,
-0.027630090713500977,
-0.016807787120342255,
0.0137332146987319,
-0.027690861374139786,
0.0547928661108017,
-0.004875893238931894,
-0.023451905697584152,
0.054000373929739,
-0.03770787641406059,
0.05662044510245323,
-0.005205188412219286,
0.031991131603717804,
0.06537006795406342,
-0.03202854096889496,
0.0047137015499174595,
0.05813313275575638,
0.05788369104266167,
-0.020720286294817924,
-0.027468981221318245,
-0.03969455882906914,
-0.030878162011504173,
0.01232896838337183,
0.01046075951308012,
-0.04014354571700096,
-0.0005534188239835203,
0.0032141776755452156,
-0.04337485134601593,
0.031995151191949844,
-0.02639041095972061,
0.04049328714609146,
0.023416610434651375,
0.03725028410553932,
0.002271328354254365,
-0.014040805399417877,
-0.016505006700754166,
0.013522556982934475,
0.004197307396680117,
0.01361763197928667,
0.025875825434923172,
-0.009384378790855408,
0.021318625658750534,
0.0037244921550154686,
0.01573784463107586,
0.006380822975188494,
-0.017673982307314873,
0.0746782049536705,
-0.02276759408414364,
0.01278852391988039,
0.00812356173992157,
-0.03146306425333023,
-0.003459997707977891,
0.037448033690452576,
0.026540853083133698,
-0.035762980580329895,
0.03669550642371178,
-0.02515224739909172,
0.017185648903250694,
0.013747802935540676,
0.0424574613571167,
0.000529664393980056,
-0.03773943707346916,
0.03307778388261795,
0.04232809320092201,
-0.03377499431371689,
-0.027545388787984848,
-0.06795306503772736,
-0.0006834980449639261,
0.011302351020276546,
-0.044041749089956284,
0.0011431523598730564,
0.025277215987443924,
-0.027881866320967674,
-0.02321695163846016,
0.015261716209352016,
-0.009363900870084763,
-0.00001662546674197074,
-0.004036814905703068,
0.035014137625694275,
0.02231067605316639,
0.03738650307059288,
-0.02313309535384178,
0.019218258559703827,
-0.0008194553083740175,
-0.02994026429951191,
0.0042775156907737255,
0.029433781281113625,
0.003410556586459279,
-0.026573359966278076,
0.0373893678188324,
-0.008542729541659355,
-0.006256106309592724,
0.02470533549785614,
0.05113104358315468,
0.038417112082242966,
0.004208707716315985,
-0.06164686381816864,
-0.061561886221170425,
0.023005640134215355,
-0.005680329632014036,
-0.0034280044492334127,
-0.0855414941906929,
-0.001211300608702004,
0.058167602866888046,
0.052453331649303436,
-0.01639755815267563,
0.04250941053032875,
0.006798126734793186,
0.016489306464791298,
0.03703739866614342,
-0.016714520752429962,
0.013199570588767529,
-0.04189259931445122,
-0.017372651025652885,
-0.019165150821208954,
-0.0780021995306015,
0.04197687283158302,
0.026421017944812775,
-0.0044068885035812855,
-0.0044451188296079636,
0.026226572692394257,
-0.01995887979865074,
-0.04085782915353775,
0.041592035442590714,
-0.007201399654150009,
-0.017687156796455383,
0.0772060751914978,
-0.021654807031154633,
0.015979614108800888,
0.036949239671230316,
0.011737961322069168,
0.039724186062812805,
0.024058811366558075,
0.05834915116429329,
0.036013003438711166,
0.016267426311969757,
-0.04242051765322685,
-0.012275462970137596,
0.026063868775963783,
0.018526125699281693,
-0.0693942978978157,
-0.019739117473363876,
-0.00896721612662077,
-0.013040647841989994,
0.038941580802202225,
0.002032011980190873,
-0.019146552309393883,
-0.0292280912399292,
0.0512409582734108,
-0.02015361189842224,
-0.046641383320093155,
-0.06437357515096664,
0.030740218237042427,
-0.015821950510144234,
-0.006646360736340284,
-0.00033156792051158845,
-0.010015767067670822,
0.0142705999314785,
-0.025966044515371323,
0.039752453565597534,
-0.016689972952008247,
-0.008297816850244999,
0.03342393785715103,
-0.0493556410074234,
0.00510967243462801,
0.026628609746694565,
0.02547328919172287,
-0.023194506764411926,
0.03912514075636864,
-0.05968106910586357,
-0.06164111569523811,
0.015920544043183327,
-0.014041099697351456,
0.010953829623758793,
-0.015473079867661,
-0.022136718034744263,
-0.004901079460978508,
-0.013126395642757416,
-0.05281513184309006,
0.06183391064405441,
-0.10230652242898941,
0.05981893464922905,
0.04462514445185661,
0.007641176227480173,
-0.03196738287806511,
0.0030484215822070837,
0.0006598916952498257,
0.02960318699479103,
-0.01341265719383955,
-0.04477683827280998,
-0.039243001490831375,
-0.018915893509984016,
0.02835785411298275,
-0.0016488482942804694,
-0.048769909888505936,
0.026696033775806427,
0.040882501751184464,
0.027454709634184837,
-0.015600239858031273,
0.03140030801296234,
0.016024312004446983,
-0.01361799519509077,
-0.016803426668047905,
0.006642690394073725,
-0.009698492474853992,
0.022003790363669395,
0.032456863671541214,
0.04331393539905548,
-0.018458401784300804,
0.03055047057569027,
-0.03268076106905937,
0.08181830495595932,
-0.009944894351065159,
0.01800190843641758,
0.005232651252299547,
-0.015363050624728203,
0.09014921635389328,
-0.03378208726644516,
0.03562634438276291,
0.038804393261671066,
0.01732061430811882,
-0.0159287191927433,
0.019378384575247765,
0.01527476217597723,
0.0010142959654331207,
0.07929163426160812,
-0.06311551481485367,
-0.00467441463842988,
0.007456750608980656,
-0.03766229748725891,
0.008515003137290478,
-0.01455566007643938,
-0.03443681821227074,
-0.000026525522116571665,
-0.00700412830337882,
0.027448225766420364,
-0.009924850426614285,
0.0004390570684336126,
-0.018575968220829964,
-0.021015357226133347,
-0.04089823365211487,
0.005242088809609413,
0.012382379733026028,
-0.01115531288087368,
-0.0338958315551281,
-0.046003442257642746,
-0.04222888872027397,
0.0005983414012007415,
0.03765755891799927,
0.00021350373572204262,
-0.07047118246555328,
-0.0010454144794493914,
-0.014840146526694298,
-0.055305011570453644,
-0.01426786184310913,
0.003991724457591772,
-0.03794026002287865,
-0.013151840306818485,
-0.024425184354186058,
0.007314127869904041,
0.0015317233046516776,
-0.0037137658800929785,
0.020808465778827667,
-0.028756937012076378,
-0.04369579628109932,
0.006492654327303171,
0.0007496834150515497,
0.030621850863099098,
0.025588003918528557,
0.0009592032874934375,
0.010491902008652687,
-0.02183181792497635,
0.02828964777290821,
-0.09415536373853683,
-0.07326541095972061,
0.03770139813423157,
0.026677828282117844,
0.016746144741773605,
0.012151915580034256,
-0.008530514314770699,
0.03892532363533974,
0.028041694313287735,
-0.014496146701276302,
-0.06611377000808716,
-0.009498747065663338,
-0.05470738187432289,
-0.013885894790291786,
0.02426285296678543,
0.03204939141869545,
0.05343487113714218,
0.03591221198439598,
-0.03435777127742767,
0.0018023260636255145,
0.041178103536367416,
0.010699614882469177,
0.020516926422715187,
0.03156404569745064,
0.01415780559182167,
-0.019369062036275864,
0.02929961495101452,
0.03925725072622299,
-0.025423265993595123,
0.020379407331347466,
-0.023859135806560516,
0.06320059299468994,
-0.008192818611860275,
-0.03019026108086109,
0.02248542197048664,
0.003987571224570274,
-0.021843383088707924,
-0.026753172278404236,
0.05136910080909729,
0.03324110060930252,
-0.025926001369953156,
-0.007455131970345974,
0.006179770454764366,
0.010115575976669788,
-0.012554732151329517,
0.005784306209534407,
0.03882506117224693,
0.015452306717634201,
-0.04511578381061554,
0.011272696778178215,
0.026710184291005135,
-0.01946248859167099,
0.03318750485777855,
-0.04437439888715744,
-0.012387487106025219,
0.03715187683701515,
0.049376990646123886,
-0.024369757622480392,
-0.026145871728658676,
-0.06605622917413712,
0.0551464781165123,
-0.0664091557264328,
-0.023389901965856552,
-0.00479118013754487,
0.026880186051130295,
-0.013775327242910862,
0.023362237960100174,
-0.012859567068517208,
-0.016540372744202614,
0.018580477684736252,
0.004008610732853413,
-0.04510274901986122,
0.018041187897324562,
0.024442017078399658,
0.010074748657643795,
0.00472766300663352,
-0.048178527504205704,
0.07026110589504242,
-0.015580407343804836,
-0.032659489661455154,
0.019078150391578674,
0.01628609374165535,
-0.0025543321389704943,
0.02553677372634411,
0.0008791493019089103,
-0.006070420145988464,
0.004526915960013866,
0.01564914546906948,
0.009987860918045044,
0.002587363589555025,
0.02673732303082943,
0.042771968990564346,
-0.027758024632930756,
-0.01720011979341507,
-0.048944853246212006,
0.019923197105526924,
0.046897418797016144,
0.007587066385895014,
0.021320322528481483,
0.006826560478657484,
-0.03612753003835678,
0.014995208010077477,
-0.01379493810236454,
0.04900183528661728,
0.05461680889129639,
-0.016828296706080437,
-0.04304267838597298,
-0.0220032911747694,
-0.01022123172879219,
-0.011067241430282593,
-0.007007332984358072,
-0.02084534615278244,
0.02291015535593033,
0.06228441745042801,
0.02470594272017479,
-0.09021978080272675,
0.03629796952009201,
0.03838517516851425,
0.02654806524515152,
-0.009610462933778763,
-0.05367151275277138,
-0.017942434176802635,
-0.007008044980466366,
0.012239581905305386,
0.049000825732946396,
-0.01037628948688507,
-0.01342654787003994,
-0.019563334062695503,
0.06958132982254028,
0.000357832876034081,
-0.06857747584581375,
0.036077894270420074,
0.00017450404993724078,
0.015395589172840118,
0.0002205831988248974,
-0.0779019370675087,
-0.003950681071728468,
0.053515370935201645,
0.03949771076440811,
-0.004604971967637539,
-0.018881257623434067,
-0.06421958655118942,
-0.006027526222169399,
0.01591537334024906,
0.056884344667196274,
-0.05391458794474602,
-0.02394690550863743,
0.0192920733243227,
0.01061275415122509,
0.005194298457354307,
-0.025927912443876266,
-0.016222653910517693,
-0.04539357125759125,
0.030699441209435463,
0.006762998178601265,
-0.0395374521613121,
-0.03351829573512077,
0.01632155291736126,
-0.0036210149992257357,
0.013312983326613903,
-0.0008160229190252721,
-0.012759490869939327,
-0.04161224514245987,
0.005693581886589527,
0.017847567796707153,
0.04371338710188866,
-0.021897831931710243,
-0.03476398438215256,
0.0062120952643454075,
0.00027458995464257896,
-0.007161176763474941,
-0.05536084994673729,
0.008506660349667072,
-0.0031719093676656485,
0.001324086799286306,
0.0704672560095787,
-0.012895524501800537,
-0.02633524127304554,
-0.019551856443285942,
0.02843404933810234,
-0.031061844900250435,
0.017510822042822838,
-0.044814519584178925,
0.04033544659614563,
0.010981632396578789,
0.004641291219741106,
0.058753304183483124,
0.039157748222351074,
0.0006918738945387304,
0.04174885153770447,
-0.06582531332969666,
0.004012760706245899,
-0.005940336734056473,
-0.01962330937385559,
-0.04055667296051979,
-0.023988889530301094,
0.011674393899738789,
0.03166668489575386,
-0.014399898238480091,
0.007026705890893936,
-0.01346142403781414,
-0.028453495353460312,
0.042829666286706924,
0.02586359530687332,
-0.002228909870609641,
-0.01986711658537388,
0.014551065862178802,
0.021335428580641747,
-0.0014803230296820402,
-0.024550074711441994,
0.0292165819555521,
-0.033481910824775696,
0.02814859338104725,
0.023044748231768608,
-0.016032272949814796,
0.001973704667761922,
-0.0020227632485330105,
-0.037913743406534195,
-0.0018309853039681911,
0.010586241260170937,
0.01452627219259739,
0.0010562101379036903,
0.03590551018714905,
0.009064207784831524,
-0.02041199617087841,
-0.028144268319010735,
0.008090931922197342,
-0.028689878061413765,
0.022608378902077675,
-0.014960934408009052,
0.04712459072470665,
-0.0016576709458604455,
-0.016615791246294975,
-0.03879275918006897,
-0.05035005137324333,
0.01432088389992714,
0.012975243851542473,
-0.03830532357096672,
-0.034696657210588455,
0.01849636249244213,
-0.02328486554324627,
-0.0074279289692640305,
-0.00547165097668767,
0.05455033481121063,
-0.01605852134525776,
-0.011544576846063137,
0.017433781176805496,
0.023641768842935562,
0.06584105640649796,
-0.008982454426586628,
0.002875815611332655,
0.013744196854531765,
-0.008695255033671856,
-0.01923583634197712,
-0.0050073894672095776,
-0.03180847689509392,
-0.01654299721121788,
-0.030892977491021156,
-0.022140823304653168,
-0.01302152406424284,
0.02590310573577881,
-0.01751859299838543,
-0.04917416349053383,
0.01381894014775753,
-0.018384000286459923,
0.03332851082086563,
-0.026945946738123894,
0.008412682451307774,
0.00016031684936024249,
0.010958503931760788,
-0.025606852024793625,
0.02605719491839409,
-0.03487692028284073,
0.00005420333764050156,
0.025819825008511543,
0.014264777302742004,
-0.012234237045049667,
0.03655127435922623,
0.0661083459854126,
-0.008385851979255676,
0.05804302543401718,
-0.01085940096527338,
-0.003694141749292612,
0.06430786103010178,
0.017410803586244583,
-0.005697269923985004,
0.023748990148305893,
0.02172922156751156,
-0.0074144029058516026,
-0.00857427529990673,
-0.037277817726135254,
0.04241505265235901,
0.04003512114286423,
-0.0230748038738966,
0.04947790503501892,
0.02845221757888794,
-0.033611200749874115,
0.0066927410662174225,
-0.0462859608232975,
0.011670161969959736,
0.0016861926997080445,
-0.039997898042201996,
0.03564124554395676,
-0.05041275545954704,
-0.016349229961633682,
0.06093115359544754,
0.017184162512421608,
0.020733412355184555,
0.03246159479022026,
0.04533805325627327,
-0.02145269699394703,
0.00015662852092646062,
0.00590592622756958,
-0.005393896717578173,
0.030479324981570244,
-0.05306299775838852,
0.011110855266451836,
-0.0775824710726738,
-0.0032493476755917072,
0.040455836802721024,
0.011141604743897915,
0.01912490837275982,
-0.05806177482008934,
-0.0246412493288517,
-0.03098827786743641,
-0.003608708269894123,
0.01837538182735443,
0.013285253196954727,
0.047297220677137375,
-0.037209365516901016,
0.02816787175834179,
-0.011957544833421707,
0.005761689972132444,
-0.031916387379169464,
-0.09515339881181717,
-0.036316677927970886,
0.02479732595384121,
-0.04600641131401062,
0.00658587459474802,
-0.002464275574311614,
-0.036068711429834366,
0.02294875867664814,
-0.07216909527778625,
0.007855880074203014,
0.004746309947222471,
0.015872517600655556,
0.024002177640795708,
0.06652775406837463,
0.026836521923542023,
-0.010747391730546951,
-0.010179843753576279,
0.009961691685020924,
0.12515999376773834,
0.0869707316160202,
0.02935565449297428,
-0.08986040949821472,
0.020374327898025513,
0.03070029616355896,
-0.0017155775567516685,
-0.001760608865879476,
-0.031288255006074905,
-0.002781449118629098,
-0.00955804344266653,
0.04814014583826065,
0.038951851427555084,
0.041859354823827744,
0.009643969126045704,
0.048815224319696426,
-0.05059267580509186,
-0.021896304562687874,
0.01597849279642105,
-0.011094188317656517,
0.011476139537990093,
-0.004631604999303818,
-0.010457002557814121,
-0.033459316939115524,
0.06238628551363945,
-0.019191665574908257,
-0.020759860053658485,
-0.027997644618153572,
0.02292921207845211,
-0.002815927378833294,
-0.03661833703517914,
0.007013522554188967,
0.01759728603065014,
0.0008601362933404744,
-0.0063173286616802216,
-0.032692547887563705,
0.037772975862026215,
-0.023275334388017654,
-0.017036516219377518,
0.036282017827034,
-0.03533151373267174,
-0.014860152266919613,
0.0140469865873456,
0.0432552732527256,
-0.021539438515901566,
-0.027364162728190422,
-0.007705423980951309,
0.022562384605407715,
-0.02933877892792225,
-0.018357964232563972,
-0.018883157521486282,
0.005231313407421112,
-0.029066169634461403,
-0.02537616714835167,
-0.04372934252023697,
0.04893878102302551,
0.02408931404352188,
-0.015131735242903233,
-0.030759165063500404,
-0.03779358044266701,
0.01553559023886919,
-0.015310942195355892,
0.009565027430653572,
0.02778933010995388,
-0.03548829257488251,
-0.013618411496281624,
-0.0783720538020134,
0.034671202301979065,
0.016591357067227364,
0.015722546726465225,
0.010863840579986572,
0.02532770112156868,
0.0006777537055313587,
-0.019495414569973946,
0.013577508740127087,
-0.01585416868329048,
0.025659894570708275,
-0.01578967273235321,
-0.014766675420105457,
-0.03480863571166992,
-0.031439412385225296,
0.015155093744397163,
-0.002550724195316434,
-0.018184009939432144,
-0.04441419616341591,
-0.002137221861630678,
-0.016429763287305832,
0.04310019314289093,
-0.006407890003174543,
0.053883638232946396,
0.005385784897953272,
0.017466412857174873,
-0.023943763226270676,
-0.07995304465293884,
-0.037926655262708664,
0.010590478777885437,
-0.032716237008571625,
-0.01692204549908638,
-0.015590548515319824,
0.052380625158548355,
-0.022003237158060074,
0.02079758234322071,
0.02425440400838852,
0.012297206558287144,
0.017060616984963417,
0.008143818937242031,
0.023700807243585587,
-0.022974196821451187,
-0.017059119418263435,
0.027188241481781006,
0.00640888512134552,
-0.02005087025463581,
-0.010625127702951431,
-0.060895293951034546,
-0.04543563723564148,
0.006590752396732569,
-0.0346810407936573,
-0.02076439931988716,
0.01942339912056923,
-0.028217820450663567,
-0.0346122607588768,
-0.009196544997394085,
-0.032062795013189316,
-0.046008747071027756,
0.02862018719315529,
0.008434128947556019,
-0.022372117266058922,
-0.010963339358568192,
0.018974334001541138,
0.0009785142028704286,
0.0030357171781361103,
0.012651786208152771,
0.0134451724588871,
0.044552989304065704,
-0.001683887210674584,
0.03181488811969757,
0.006018863990902901,
0.01723599247634411,
-0.023757703602313995,
-0.04808882996439934,
-0.008218594826757908,
-0.005791597533971071,
-0.00278808013536036,
0.0023192749358713627,
-0.01983535848557949,
0.017604362219572067,
0.026320844888687134,
0.040955014526844025,
-0.007924344390630722,
0.05054841935634613,
-0.018859032541513443,
-0.03604654595255852,
-0.0007101210067048669,
-0.004975003655999899,
0.003955028019845486,
-0.01755278930068016,
-0.021701529622077942,
0.044527165591716766,
-0.027687186375260353,
0.01887156069278717,
0.04929806664586067,
0.020687472075223923,
0.018423553556203842,
-0.0009248122805729508,
-0.003973172511905432,
0.01652337796986103,
-0.0005642477772198617,
0.004961326252669096,
0.051519908010959625,
0.05331147089600563,
-0.026750918477773666,
0.06501902639865875,
0.022658387199044228,
0.0038993132766336203,
-0.09674487262964249,
-0.056727129966020584,
0.05108160153031349,
0.012584725394845009,
0.04615873470902443,
-0.04624548554420471,
-0.021521976217627525,
0.00799920130521059,
-0.04737994074821472,
-0.032808903604745865,
0.027864838019013405,
0.0030138741713017225,
-0.012030993588268757,
-0.0011488678865134716,
-0.011401360854506493,
0.038533374667167664,
0.023318372666835785,
0.026341570541262627,
0.020268583670258522,
-0.002438168739899993,
0.004139294847846031,
-0.041529733687639236,
-0.011361891403794289,
-0.000013223164387454744,
0.023452239111065865,
-0.047428857535123825,
0.06820476055145264,
-0.030599039047956467,
-0.008560577407479286,
0.022469110786914825,
0.01380642969161272,
0.0073180170729756355,
0.08489356935024261,
0.0018395419465377927,
0.000013220051187090576,
0.024830976501107216,
0.02165631763637066,
0.013352719135582447,
0.006471595726907253,
0.044456176459789276,
-0.0029723134357482195,
0.02245151251554489,
-0.014036154374480247,
-0.03112652897834778,
0.0127604054287076,
-0.024103736504912376,
-0.0047496589832007885,
0.02376903034746647,
-0.028435897082090378,
0.015357919037342072,
0.003873581299558282,
-0.02685525082051754,
-0.0021098656579852104,
-0.027728905901312828,
-0.014814898371696472,
-0.0354619175195694,
-0.03693343326449394,
0.03239060938358307,
0.028841331601142883,
-0.03982749953866005,
0.011027595959603786,
-0.01950470358133316,
-0.016289742663502693,
0.009106071665883064,
0.02556225098669529,
0.013362137600779533,
-0.04212392121553421,
0.04318853095173836,
-0.03769758343696594,
-0.02461027167737484,
0.026003161445260048,
0.01928696781396866,
-0.05560028925538063,
0.021716557443141937,
-0.02078430727124214,
-0.014745096676051617,
0.006604206282645464,
0.006096849218010902,
0.03784378990530968,
-0.0755734071135521,
0.03559334576129913,
0.03469712287187576,
-0.025409940630197525,
-0.045813821256160736,
0.00086184375686571,
-0.026029285043478012,
0.021368946880102158,
0.051796622574329376,
0.02317800000309944,
-0.0029252124950289726,
0.0015735671622678638,
0.007338114082813263,
-0.036901071667671204,
-0.029984505847096443,
0.03332992643117905,
0.026839181780815125,
-0.040420908480882645,
-0.0165790356695652,
0.00772277545183897,
-0.018106473609805107,
0.010981076397001743,
0.03233390673995018,
-0.0019914619624614716,
0.007560114376246929,
0.016999445855617523,
0.025252096354961395,
0.036227911710739136,
0.0006145054358057678,
-0.010365184396505356,
0.020164458081126213,
0.027735019102692604,
-0.015637323260307312,
0.04125788062810898,
0.001460933592170477,
-0.06619833409786224,
0.019498640671372414,
0.017735661938786507,
-0.01815369538962841,
0.02004939131438732,
-0.007281312253326178,
-0.0013835922582075,
-0.04608787223696709,
0.012844247743487358,
0.017642680555582047,
-0.03102225810289383,
-0.01964866742491722,
0.03015819750726223,
0.05474143847823143,
0.04547283798456192,
-0.004778943490236998,
0.029737645760178566,
0.037002913653850555,
-0.04223591834306717,
0.028175681829452515,
-0.0019794863183051348,
0.03763779252767563,
-0.003176707774400711,
0.016425134614109993,
0.025076400488615036,
0.04491962492465973,
0.021837953478097916,
-0.001422567293047905,
0.04817351698875427,
-0.012163151055574417,
0.002858190331608057,
0.009554761461913586,
0.003813106333836913,
0.040766794234514236,
0.021576780825853348,
0.00205567036755383,
0.0305401049554348,
-0.03548713028430939,
0.00918776635080576,
-0.0062503148801624775,
-0.009219801053404808,
-0.046140603721141815,
-0.012706369161605835,
0.058458879590034485,
0.026167094707489014,
0.02913896180689335,
-0.020891476422548294,
0.0053624906577169895,
-0.014668531715869904,
0.01868489384651184,
0.020777517929673195,
0.015178550966084003,
-0.016959436237812042,
-0.04453020170331001,
-0.005466391332447529,
-0.037144459784030914,
-0.02904719114303589,
-0.04082770273089409,
0.006594677455723286,
0.026706015691161156,
-0.008556731976568699,
-0.02349167875945568,
-0.029081158339977264,
-0.0024530221708118916,
0.03008691966533661,
-0.04554010555148125,
-0.011898517608642578,
-0.059868067502975464,
0.016686035320162773,
0.016150889918208122,
-0.04181754216551781
] |
<p>Let's say you have $X$ coins, each with a differing probability of landing heads (e.g. coin 1 has 10% chance of landing heads, coin 2 has 20% chance of landing heads, etc.).</p>
<p>Now, let's say that you flip coin $i$ coin $Y_i$ times (each coin has a differing amount of flips). We know how many times each coin was flipped.</p>
<p>Now let's say you do this every day for a really long time and record that info.
Example, with 2 coins, on day 1: 50 flips total, 30 heads total, coin1 was flipped 20 times and coin2 flipped 30 times. Day 2: 80 flips, 66 heads total, coin1 60 flips, coin2 20 flips.</p>
<p>What we know: total flips, total heads, how many times each coin was flipped.</p>
<p>Given that, is there a way to determine an approximate probability that the given coin will flip heads? In the above example, coin1 has a 100% probability of heads and coin2 has a 33% probability.</p> | 74,044 | [
-0.03704443573951721,
-0.01819886825978756,
-0.0144638167694211,
-0.017513616010546684,
0.03362048789858818,
0.008856115862727165,
-0.009768434800207615,
-0.013725400902330875,
0.010204724036157131,
-0.010525953024625778,
0.04110973700881004,
0.06241089850664139,
0.03353806585073471,
0.0288503747433424,
0.0475437194108963,
0.004023328889161348,
-0.037901945412158966,
-0.00876697339117527,
-0.004519549198448658,
-0.0020139203406870365,
0.022819308564066887,
0.02086270973086357,
0.030561262741684914,
-0.02487567812204361,
-0.04499845951795578,
0.011279859580099583,
0.026623765006661415,
-0.033007871359586716,
0.0036016220692545176,
0.07342647016048431,
-0.0026578994002193213,
-0.04051085188984871,
0.0392606295645237,
0.038013704121112823,
0.07370951026678085,
-0.0035096362698823214,
-0.010823826305568218,
-0.03142424672842026,
-0.013719762675464153,
0.018740270286798477,
-0.053058791905641556,
0.0015555807622149587,
-0.014085307717323303,
0.044785864651203156,
0.012570396065711975,
0.03604508936405182,
-0.023123111575841904,
-0.038863107562065125,
-0.0015744718257337809,
-0.05416545271873474,
0.08611849695444107,
-0.030789969488978386,
0.043372925370931625,
0.024613890796899796,
0.01107590738683939,
-0.01313006691634655,
0.05610109493136406,
0.0476294681429863,
-0.023213373497128487,
-0.005020623095333576,
-0.04026653245091438,
-0.02106243371963501,
-0.011978904716670513,
-0.026120038703083992,
-0.02934119664132595,
-0.002509749261662364,
-0.03167986124753952,
-0.02122057043015957,
-0.0037544958759099245,
-0.038881249725818634,
0.028134137392044067,
0.03092080168426037,
0.058743249624967575,
0.004034060053527355,
0.009652107022702694,
-0.01567147672176361,
0.03616734594106674,
0.0064405943267047405,
0.029327163472771645,
0.038212087005376816,
0.0014306558296084404,
0.0014804889215156436,
0.03813553228974342,
0.030745720490813255,
0.05477561801671982,
-0.03564566373825073,
0.060031041502952576,
-0.024731919169425964,
0.027463320642709732,
0.031372200697660446,
0.0015518245054408908,
-0.00006790493353037164,
0.030586550012230873,
-0.026048466563224792,
-0.05628509074449539,
0.01144414022564888,
0.015996046364307404,
0.020875506103038788,
-0.017376024276018143,
-0.01203250978142023,
0.016766929998993874,
-0.04554834961891174,
0.015098021365702152,
0.04330149665474892,
-0.05359254404902458,
-0.03175830841064453,
-0.010855572298169136,
-0.008149449713528156,
-0.013382747769355774,
0.006874679587781429,
0.005684025585651398,
0.03571748360991478,
0.01981954835355282,
0.018057920038700104,
0.025351764634251595,
-0.00784241035580635,
-0.017644908279180527,
-0.02619609422981739,
-0.005618594586849213,
0.06606733798980713,
0.03382189944386482,
-0.024556411430239677,
0.032365716993808746,
-0.055755216628313065,
-0.03643696382641792,
0.02842818573117256,
0.03203574940562248,
-0.021666506305336952,
-0.059304554015398026,
0.08115299046039581,
-0.00852160807698965,
0.0025725301820784807,
0.017961766570806503,
-0.012490901164710522,
0.0178795475512743,
-0.00843001063913107,
-0.09159355610609055,
-0.03708114102482796,
0.02675163745880127,
-0.04070872813463211,
-0.015133026987314224,
-0.08365527540445328,
0.02494083158671856,
0.050429366528987885,
0.02764175646007061,
0.0227297842502594,
0.05899888649582863,
0.018581904470920563,
0.01602919027209282,
0.020556746050715446,
-0.04279766231775284,
-0.011769684962928295,
0.010021043941378593,
-0.031254611909389496,
-0.00386023405008018,
-0.08154349029064178,
0.021571112796664238,
0.027373667806386948,
-0.01506718248128891,
-0.05071799084544182,
0.01321086473762989,
0.014392897486686707,
-0.014782742597162724,
-0.00622573122382164,
0.028290890157222748,
-0.02718876674771309,
0.09506244212388992,
0.02927539497613907,
0.03603232651948929,
0.03526848927140236,
-0.030684299767017365,
0.0005118823610246181,
0.044830746948719025,
0.04315374046564102,
0.06280802190303802,
-0.03552324324846268,
-0.004046223126351833,
-0.024333104491233826,
-0.007840221747756004,
0.009135672822594643,
0.0020454919431358576,
0.005299912765622139,
0.017041489481925964,
0.0008090037736110389,
0.04890681058168411,
-0.028530843555927277,
0.01417110487818718,
-0.03334661200642586,
-0.0036715425085276365,
-0.038874246180057526,
-0.017737701535224915,
-0.08116369694471359,
0.0008572806837037206,
-0.017001952975988388,
-0.016539596021175385,
0.017764730378985405,
0.021906109526753426,
-0.002572240773588419,
-0.006622812710702419,
-0.04467601329088211,
0.007371080107986927,
0.009243391454219818,
0.04290999472141266,
-0.05127311870455742,
-0.026326565071940422,
0.06673578172922134,
0.04369863495230675,
-0.015850258991122246,
0.04886600747704506,
-0.04611819237470627,
-0.019471121951937675,
-0.036539122462272644,
-0.06294281780719757,
0.004347312264144421,
0.016522260382771492,
0.004512564279139042,
0.04819825291633606,
-0.006309874355792999,
0.008725253865122795,
0.01627969741821289,
-0.054360534995794296,
0.051139604300260544,
0.07604792714118958,
0.015065375715494156,
0.009308864362537861,
-0.0104368319734931,
0.023617414757609367,
-0.011385571211576462,
0.04434540122747421,
-0.056908272206783295,
-0.06672008335590363,
-0.006706357467919588,
0.00932482909411192,
0.021700354292988777,
-0.01918802037835121,
0.01591402292251587,
0.06433817744255066,
0.04594722390174866,
-0.017208173871040344,
0.04309551417827606,
-0.0037472054827958345,
0.005660227499902248,
-0.01962321624159813,
0.00830582994967699,
0.00313959876075387,
0.013080907054245472,
0.04720081016421318,
0.013218673877418041,
-0.018286798149347305,
-0.0009333579218946397,
-0.030372342094779015,
0.03556370735168457,
0.02053099125623703,
-0.008184012956917286,
-0.025145182386040688,
-0.0527513362467289,
0.049828916788101196,
-0.005967794917523861,
0.009116833098232746,
0.013448065146803856,
0.009955809451639652,
-0.0001689946511760354,
-0.041349172592163086,
-0.041490938514471054,
0.024520033970475197,
0.03763732686638832,
-0.05660371482372284,
-0.013226885348558426,
0.03309318795800209,
0.0036523030139505863,
0.000664638529997319,
-0.019897185266017914,
-0.008287012577056885,
-0.01158901397138834,
0.011688455939292908,
0.019240977242588997,
-0.014213132672011852,
0.01301674172282219,
-0.042487435042858124,
-0.03304078057408333,
0.029039399698376656,
-0.023934973403811455,
-0.007629621773958206,
-0.013300427235662937,
-0.09049677103757858,
0.04807541146874428,
0.024257374927401543,
-0.015624300576746464,
-0.013385319150984287,
-0.017225157469511032,
-0.0006233584135770798,
0.04557773470878601,
0.02835410088300705,
-0.0608086995780468,
0.019897086545825005,
-0.048356793820858,
0.02566840685904026,
-0.051286060363054276,
-0.004088185727596283,
0.03114829771220684,
0.034255724400281906,
-0.04168449714779854,
0.016629237681627274,
-0.035675279796123505,
-0.01446008961647749,
-0.020479433238506317,
0.007965906523168087,
0.02073097601532936,
-0.02201581373810768,
0.003913624212145805,
0.046724069863557816,
-0.024645641446113586,
-0.04543079808354378,
-0.08868487179279327,
-0.10924382507801056,
-0.001459068269468844,
-0.012834030203521252,
0.01158250030130148,
0.00660159345716238,
-0.028576070442795753,
0.07324295490980148,
0.01930949091911316,
-0.03354409709572792,
-0.01581280305981636,
0.0032076514326035976,
0.0014236735878512263,
0.01055938471108675,
-0.017617087811231613,
0.007558615878224373,
-0.04018794000148773,
-0.008307309821248055,
0.024021444842219353,
-0.042067863047122955,
0.07306279987096786,
0.042295996099710464,
0.01714109629392624,
0.012400553561747074,
0.00029754036222584546,
0.01013702992349863,
0.01141196209937334,
0.001814161310903728,
-0.066048264503479,
-0.015826422721147537,
-0.0024227409157902002,
0.024748418480157852,
0.02089700661599636,
-0.018816674128174782,
0.029196638613939285,
-0.025366369634866714,
0.02874024584889412,
-0.03212105855345726,
0.03803689405322075,
-0.027865204960107803,
-0.02315845899283886,
-0.009659580886363983,
0.03961316496133804,
0.046402059495449066,
-0.01930834911763668,
0.02380969747900963,
0.06027631834149361,
0.047968655824661255,
-0.021486598998308182,
-0.04285724461078644,
-0.029955916106700897,
-0.0036524070892482996,
0.02509516105055809,
-0.051213447004556656,
-0.02532340958714485,
0.006470324005931616,
0.033182293176651,
0.043785981833934784,
-0.012804916128516197,
0.009479060769081116,
0.009494204074144363,
-0.07958602160215378,
0.0011234747944399714,
-0.02776588872075081,
0.056455522775650024,
0.01748272217810154,
0.03358440101146698,
0.008389448747038841,
-0.032239675521850586,
0.016683166846632957,
-0.01414558943361044,
-0.08385373651981354,
0.01910962350666523,
-0.012807684950530529,
-0.033834218978881836,
-0.011985763907432556,
-0.014431371353566647,
0.05630790814757347,
-0.022782932966947556,
0.04088953882455826,
-0.0024188398383557796,
0.030228227376937866,
-0.018898993730545044,
0.007152973674237728,
-0.022555306553840637,
-0.027534371241927147,
0.012467494234442711,
0.053453296422958374,
0.0459974929690361,
-0.02844643034040928,
0.06237437576055527,
0.01946045458316803,
-0.020693302154541016,
0.009545817971229553,
-0.02301333099603653,
-0.0039582327008247375,
-0.0004910724819637835,
0.04105345532298088,
0.012005859985947609,
0.06330262869596481,
-0.03529922291636467,
0.02333550713956356,
0.03688365966081619,
0.049373332411050797,
0.06312642246484756,
-0.006867016199976206,
-0.011365403421223164,
-0.03634244203567505,
-0.02857017330825329,
0.02166094444692135,
0.02233904041349888,
0.005083139985799789,
0.0021287230774760246,
0.02944876067340374,
0.009317019023001194,
-0.04280729219317436,
-0.014137351885437965,
0.06711984425783157,
-0.025676079094409943,
-0.0007872048299759626,
-0.04792913794517517,
0.01362601201981306,
-0.03684384003281593,
-0.003585744882002473,
0.01163599081337452,
-0.003367869881913066,
0.006532782223075628,
0.0005403604009188712,
0.040286462754011154,
0.009273439645767212,
0.011919076554477215,
0.028546307235956192,
0.0015163299394771457,
0.04192626476287842,
0.024511676281690598,
-0.01566198840737343,
0.025015834718942642,
0.07032892107963562,
0.017864465713500977,
0.010824925266206264,
-0.005510339047759771,
-0.04335818812251091,
0.00028936678427271545,
0.01806619204580784,
0.050869476050138474,
-0.03725293651223183,
0.00406040670350194,
-0.008975342847406864,
-0.012024319730699062,
0.05811917036771774,
-0.0065795001573860645,
0.008182802237570286,
-0.007554680574685335,
-0.006874258629977703,
-0.028845766559243202,
-0.008545884862542152,
-0.03900380805134773,
0.012635101564228535,
-0.052479974925518036,
0.018881071358919144,
-0.02469424530863762,
-0.008411525748670101,
-0.039657652378082275,
-0.010985872708261013,
0.048334162682294846,
0.06348421424627304,
-0.03145153075456619,
-0.00978573877364397,
-0.023763366043567657,
0.017352716997265816,
-0.0037603352684527636,
-0.06850947439670563,
0.015601187944412231,
-0.0022760764695703983,
-0.02452722378075123,
0.02731538563966751,
-0.012351118959486485,
-0.023057684302330017,
0.04632767289876938,
-0.008061093278229237,
-0.026974119246006012,
-0.019907377660274506,
-0.034743208438158035,
0.046468958258628845,
0.05705542489886284,
0.013316405937075615,
0.03804430738091469,
0.01969357207417488,
0.010499785654246807,
0.01681428588926792,
0.0004817710432689637,
-0.010901665315032005,
-0.029028013348579407,
0.0025986868422478437,
-0.011088214814662933,
-0.023395318537950516,
-0.007868061773478985,
0.032044198364019394,
-0.007435997948050499,
0.04108993709087372,
-0.02010054886341095,
0.0015679084463045,
-0.06234971433877945,
0.03463200107216835,
0.007593843620270491,
-0.01663323864340782,
-0.011634917929768562,
0.036530863493680954,
0.012088815681636333,
-0.022762054577469826,
0.023632148280739784,
-0.025639723986387253,
-0.01809113658964634,
-0.003613558830693364,
-0.009668510407209396,
0.022198105230927467,
-0.05762255936861038,
0.003346165409311652,
0.018503373488783836,
-0.001245757914148271,
0.025229373946785927,
-0.04739820212125778,
0.022348184138536453,
0.011641697026789188,
-0.028942400589585304,
0.016943514347076416,
0.021802952513098717,
0.011401032097637653,
0.013167325407266617,
-0.014673592522740364,
-0.009436488151550293,
-0.006874674931168556,
0.002773185493424535,
-0.0671430230140686,
-0.025370772927999496,
0.040699418634176254,
0.005705159157514572,
-0.04314558953046799,
-0.057494547218084335,
0.0224850345402956,
-0.04253717511892319,
-0.011171560734510422,
-0.016731299459934235,
-0.0020233860705047846,
0.0002222946786787361,
-0.025793781504034996,
-0.004038556944578886,
0.012170476838946342,
0.06130547821521759,
0.007990304380655289,
-0.015175414271652699,
-0.00823480635881424,
-0.01633710414171219,
-0.03183802589774132,
-0.012459217570722103,
0.016611725091934204,
-0.040224358439445496,
-0.020389311015605927,
-0.0043157669715583324,
-0.01913546584546566,
0.023618407547473907,
-0.04083949327468872,
-0.03174350783228874,
0.002702535828575492,
0.016550375148653984,
0.0007350083324126899,
-0.03376021608710289,
-0.010999923571944237,
0.017342591658234596,
0.047304000705480576,
-0.03685425966978073,
-0.008976006880402565,
0.010121912695467472,
-0.0025196452625095844,
0.020711446180939674,
0.02485520765185356,
-0.02684152126312256,
0.0334208682179451,
0.0676460936665535,
-0.02433990128338337,
-0.01791265793144703,
-0.0003332167980261147,
-0.00411698454990983,
0.007752665318548679,
-0.001155154313892126,
-0.01622791215777397,
0.03778721019625664,
0.0024093848187476397,
-0.016412833705544472,
-0.004954799078404903,
-0.050318360328674316,
0.017286213114857674,
0.05644913390278816,
-0.024332506582140923,
0.046110693365335464,
0.028307650238275528,
0.0472986213862896,
-0.0163184255361557,
0.006728917360305786,
-0.006143814884126186,
-0.019977949559688568,
-0.00025637930957600474,
0.03734275698661804,
0.0013133911415934563,
-0.032415617257356644,
0.03904560208320618,
0.012791155837476254,
0.021870121359825134,
0.0403933972120285,
-0.007847712375223637,
0.02089870534837246,
0.0380227267742157,
-0.029464799910783768,
-0.031369004398584366,
0.006416195537894964,
-0.047160595655441284,
0.001041848212480545,
-0.05640003830194473,
-0.0415678396821022,
0.052305661141872406,
0.014185084961354733,
-0.028349563479423523,
-0.027238648384809494,
-0.026434248313307762,
-0.03943441063165665,
-0.027634985744953156,
0.014761455357074738,
0.021399294957518578,
0.033829957246780396,
0.010352689772844315,
0.008617337793111801,
-0.00040207785787060857,
0.01693866215646267,
0.0015803303103893995,
-0.11388144642114639,
-0.020528994500637054,
-0.029871810227632523,
-0.06657204031944275,
0.024984782561659813,
0.020909393206238747,
-0.019247418269515038,
0.016713321208953857,
-0.03172480687499046,
0.01731119491159916,
-0.008629407733678818,
0.039043623954057693,
-0.01443355530500412,
0.05186990275979042,
0.03856367617845535,
0.03815032169222832,
-0.04410163313150406,
-0.022818876430392265,
0.11551516503095627,
0.046574667096138,
0.028789158910512924,
-0.027147416025400162,
0.02701811119914055,
-0.02854965627193451,
-0.0040320358239114285,
-0.01779494807124138,
0.027026312425732613,
0.03439737856388092,
-0.0024236151948571205,
0.030221033841371536,
0.04930882155895233,
-0.02747412398457527,
-0.003837898839265108,
0.05985783413052559,
-0.05455601587891579,
-0.0040387948974967,
0.016423484310507774,
-0.006892506964504719,
0.006392930634319782,
-0.017551856115460396,
-0.022847367450594902,
0.038611169904470444,
-0.023208685219287872,
-0.02404928393661976,
0.0027376797515898943,
-0.029559480026364326,
0.001422292087227106,
0.010144437663257122,
-0.042020104825496674,
0.018977196887135506,
0.039945702999830246,
-0.006404894404113293,
-0.028281476348638535,
0.02349826693534851,
0.035779885947704315,
-0.015899859368801117,
0.016034189611673355,
0.015467862598598003,
0.031419966369867325,
-0.027311518788337708,
-0.01592419482767582,
0.021272430196404457,
-0.03467641770839691,
-0.03891049325466156,
-0.06145176291465759,
0.027044039219617844,
-0.023253396153450012,
0.016460031270980835,
-0.02555767633020878,
-0.010054443962872028,
0.01149214617908001,
-0.034890659153461456,
-0.008960709907114506,
0.033778589218854904,
0.02738216333091259,
-0.035198625177145004,
-0.0094533059746027,
-0.014337473548948765,
0.0006282845861278474,
0.008314316160976887,
0.02444818615913391,
0.01998651959002018,
-0.02420816756784916,
-0.039901088923215866,
0.012860715389251709,
0.014883981086313725,
0.006812536157667637,
-0.0017267271177843213,
-0.009773734025657177,
-0.004771018400788307,
-0.02290027029812336,
-0.008176177740097046,
0.006877138279378414,
-0.042748432606458664,
-0.02357933297753334,
0.013026945292949677,
-0.034239351749420166,
0.024156631901860237,
-0.019575249403715134,
0.014512056484818459,
-0.020146241411566734,
-0.009077207185328007,
-0.04431914538145065,
-0.0064806584268808365,
0.04019118472933769,
0.02972470223903656,
-0.004793725907802582,
-0.010691715404391289,
0.0003993174177594483,
0.03333241865038872,
0.0043381499126553535,
-0.022963710129261017,
-0.024930525571107864,
-0.010611970908939838,
-0.0280901025980711,
0.028705954551696777,
-0.017787663266062737,
0.07336023449897766,
0.03020256571471691,
0.02741873823106289,
0.019741864874958992,
0.025663474574685097,
0.005131751298904419,
0.050133004784584045,
-0.005276612937450409,
-0.02746792882680893,
-0.010704477317631245,
0.028937095776200294,
0.009679506532847881,
-0.011493139900267124,
-0.03205730766057968,
-0.04254671931266785,
0.019819656386971474,
0.01762174256145954,
-0.025643067434430122,
-0.030552854761481285,
-0.01713271625339985,
-0.0064277034252882,
0.02078784443438053,
-0.00201622536405921,
0.017308661714196205,
-0.03574858605861664,
-0.018812045454978943,
-0.0012255435576662421,
-0.011063664220273495,
0.009074149653315544,
0.024528075009584427,
0.020383194088935852,
-0.016876371577382088,
0.05781790241599083,
0.006706045940518379,
0.004660143982619047,
0.015836548060178757,
0.022885696962475777,
-0.013635466806590557,
0.04364769160747528,
-0.04821588844060898,
-0.04669664800167084,
0.05217882618308067,
-0.06788962334394455,
-0.030614102259278297,
0.0488019697368145,
-0.004379408434033394,
0.04248002916574478,
0.06892631947994232,
-0.00559233920648694,
-0.02171381749212742,
0.01984386146068573,
-0.05021361634135246,
-0.025617729872465134,
-0.0008113959338515997,
0.03234490379691124,
0.008604818023741245,
0.01757892593741417,
0.009363953024148941,
0.019093604758381844,
-0.009890641085803509,
0.012549343518912792,
0.03353540971875191,
0.032805249094963074,
-0.0009898376883938909,
0.005064215511083603,
0.04571528360247612,
0.02386447973549366,
0.003918686881661415,
-0.03245959430932999,
0.050557829439640045,
0.012078466825187206,
-0.04845106229186058,
0.009000297635793686,
-0.009115226566791534,
-0.00842600129544735,
-0.08758965134620667,
-0.005844346713274717,
0.00785840768367052,
0.0031787995249032974,
0.034142304211854935,
-0.04824928194284439,
0.010117651894688606,
-0.0043679941445589066,
-0.040517695248126984,
0.058674197643995285,
-0.008861416019499302,
0.005392448045313358,
-0.013894382864236832,
0.048763640224933624,
-0.014361845329403877,
0.026633530855178833,
0.021373357623815536,
0.02362598478794098,
0.04568769782781601,
0.014999724924564362,
0.022906959056854248,
-0.0160834901034832,
0.020810037851333618,
-0.006640275940299034,
-0.00866350531578064,
-0.05311698466539383,
0.044025830924510956,
-0.0481533482670784,
-0.053986456245183945,
0.032707639038562775,
-0.005186175927519798,
0.010959062725305557,
-0.02007920667529106,
0.016352180391550064,
-0.0017590784700587392,
0.008150354027748108,
0.019435977563261986,
-0.015110863372683525,
0.004241264890879393,
0.024784063920378685,
-0.007611662615090609,
0.026017578318715096,
0.02128157764673233,
-0.00998673215508461,
0.043961841613054276,
-0.009788214229047298,
-0.052390698343515396,
0.018216988071799278,
0.04979311674833298,
-0.023417208343744278,
-0.0016825604252517223,
0.010148306377232075,
0.01865921914577484,
-0.012828314676880836,
0.020180372521281242,
-0.03454583138227463,
0.013045026920735836,
0.024205248802900314,
-0.008132279850542545,
-0.034542568027973175,
0.00783433299511671,
-0.03210405260324478,
-0.05192394182085991,
0.013000383973121643,
0.03664334490895271,
-0.017835218459367752,
-0.06417490541934967,
-0.00586964376270771,
0.026753757148981094,
0.005213459022343159,
0.012652397155761719,
-0.017535537481307983,
-0.04715347662568092,
0.019161686301231384,
-0.03943207487463951,
0.028131429105997086,
0.04529934003949165,
-0.0016456475714221597,
-0.001391699886880815,
-0.08345680683851242,
0.05324384570121765,
-0.011496823281049728,
-0.004451449029147625,
-0.03614598140120506,
-0.012920803390443325,
-0.02373032458126545,
-0.018440352752804756,
0.07264644652605057,
0.031644899398088455,
-0.014142824336886406,
-0.0060815331526100636,
0.038027435541152954,
0.026573259383440018,
-0.0685395896434784,
0.016601920127868652,
-0.044723812490701675,
0.01688995398581028,
-0.0026070119347423315,
-0.03625147044658661,
-0.0059397658333182335,
0.0008721547201275826,
0.035126037895679474,
-0.004496132023632526,
0.014189552515745163,
0.007535440847277641,
-0.015021073631942272,
0.022098541259765625,
0.00007515596371376887,
-0.007918186485767365,
0.04616658017039299,
0.007827600464224815,
-0.009908083826303482,
0.02376498468220234,
-0.04469187185168266,
-0.04586919769644737,
0.03943031653761864,
-0.04666782170534134,
-0.03802052512764931,
0.03581531345844269,
-0.020353145897388458,
-0.012529119849205017,
-0.052665796130895615,
-0.033986665308475494,
0.0008726860396564007,
-0.0279223695397377,
0.005879086907953024,
0.037757374346256256,
0.035619188100099564,
0.030467677861452103,
-0.034831754863262177,
0.0011014675255864859,
0.00971596036106348,
-0.00290441932156682,
0.009071903303265572,
0.018252674490213394,
0.038506053388118744,
-0.017174389213323593,
0.015925271436572075,
0.016645867377519608,
0.024533426389098167,
0.008659183979034424,
0.01265252847224474,
0.051300935447216034,
0.010979664511978626,
-0.009092454798519611,
0.025503922253847122,
-0.014473235234618187,
-0.02589157596230507,
-0.008303103037178516,
-0.007336820010095835,
0.07539904117584229,
-0.008454169146716595,
0.015246729366481304,
-0.025416141375899315,
-0.013666699640452862,
-0.02391497977077961,
0.002585136564448476,
0.029645321890711784,
0.027293013408780098,
-0.016067398712038994,
-0.014303848147392273,
0.006785680074244738,
0.026602692902088165,
-0.00561171118170023,
0.015020924620330334,
0.0221231821924448,
0.017831947654485703,
-0.0030456450767815113,
-0.024802615866065025,
-0.028004011139273643,
-0.04995378106832504,
-0.04103056713938713,
0.02075192891061306,
0.033183496445417404,
0.06366338580846786,
0.021315934136509895,
-0.056576091796159744,
-0.0070764292031526566,
0.019320832565426826,
-0.06657576560974121,
0.011596687138080597,
-0.04750330001115799,
0.02216409333050251,
-0.001063850475475192,
-0.017937956377863884
] |
<p>Is it plausible to have a positive coefficient with a negative marginal / impact effect after running multinomial logit model?</p> | 1,031 | [
-0.049194831401109695,
-0.020525572821497917,
-0.01924816332757473,
0.021062539890408516,
0.05624925717711449,
0.024425949901342392,
-0.00648337509483099,
-0.02321872115135193,
0.024069417268037796,
-0.03970596566796303,
0.003738971659913659,
0.005775929428637028,
0.04549805447459221,
-0.026866693049669266,
0.017167752608656883,
0.020492441952228546,
-0.010664552450180054,
0.02336660400032997,
0.00006354655488394201,
0.03440667688846588,
-0.011236259713768959,
0.045626234263181686,
0.04703415930271149,
0.01643739826977253,
-0.0028425082564353943,
0.02817068062722683,
0.003719297470524907,
-0.022126860916614532,
-0.0016151826130226254,
0.04302741587162018,
-0.011957733891904354,
0.004061604384332895,
0.013184336945414543,
0.018346723169088364,
-0.00309942034073174,
-0.014572345651686192,
-0.05631353706121445,
-0.044117674231529236,
-0.009452824480831623,
0.017665863037109375,
0.0013635132927447557,
-0.029696501791477203,
0.007509865798056126,
0.019521236419677734,
-0.01796376332640648,
-0.006418782286345959,
-0.03467967361211777,
-0.022581780329346657,
0.06366340816020966,
-0.033685825765132904,
0.052232395857572556,
-0.004067312926054001,
0.03685721009969711,
0.04747716337442398,
-0.027713535353541374,
-0.028490928933024406,
0.04986472800374031,
0.09467046707868576,
-0.027978811413049698,
0.003480607410892844,
-0.0017898340011015534,
-0.010149295441806316,
0.0025492070708423853,
-0.04571815952658653,
-0.02893577329814434,
0.014210112392902374,
0.006149790715426207,
-0.031431861221790314,
0.0724974274635315,
-0.0069616069085896015,
0.028185850009322166,
0.023605212569236755,
0.01945803500711918,
0.0012214884627610445,
0.037011075764894485,
-0.016927668824791908,
0.028227396309375763,
0.018359918147325516,
0.0015600807964801788,
0.04403727129101753,
0.0005142830777913332,
0.015785034745931625,
0.025838416069746017,
0.05775653198361397,
0.030983101576566696,
-0.03510189428925514,
0.017238203436136246,
-0.05039568245410919,
0.02698870748281479,
-0.01924530230462551,
-0.06246207281947136,
-0.056108251214027405,
0.04262330010533333,
0.0008004408446140587,
-0.022369088605046272,
0.04454357922077179,
-0.019338730722665787,
0.04564487561583519,
0.07262289524078369,
-0.015632379800081253,
-0.02786925993859768,
-0.005531873553991318,
0.017110809683799744,
0.04745345935225487,
-0.026961829513311386,
0.001796295284293592,
-0.041519105434417725,
0.017755167558789253,
0.005166142713278532,
-0.0295951459556818,
-0.029277777299284935,
-0.0027148686349391937,
0.0088158855214715,
-0.038893602788448334,
0.05339737981557846,
-0.03929987922310829,
0.012168625369668007,
-0.05218677222728729,
0.035157158970832825,
0.06466609239578247,
-0.008923513814806938,
-0.05607132986187935,
0.03775639832019806,
-0.028642771765589714,
-0.04122212156653404,
-0.016086040064692497,
0.012809722684323788,
-0.0022105413954705,
-0.016820339486002922,
0.0115637993440032,
0.0017888207221403718,
-0.010429728776216507,
0.04152544215321541,
0.0038080087397247553,
0.007313300855457783,
0.0062139336951076984,
-0.06197899580001831,
-0.03023534268140793,
0.03533333167433739,
-0.01883997581899166,
0.012129031121730804,
-0.03202584758400917,
-0.040831755846738815,
0.01686355657875538,
0.07168780267238617,
0.022849682718515396,
0.028140245005488396,
0.055404182523489,
0.03989974409341812,
0.040384989231824875,
0.004976504482328892,
0.013080631382763386,
-0.06263210624456406,
-0.0017367411637678742,
0.0013074007583782077,
-0.11620792001485825,
0.001960499444976449,
0.02784891240298748,
-0.00809765886515379,
-0.0027200691401958466,
0.037376850843429565,
0.044186607003211975,
-0.010505435988307,
0.0031979128252714872,
0.00916043296456337,
-0.030026426538825035,
0.056658800691366196,
-0.008955494500696659,
0.0153941186144948,
0.003940703347325325,
0.022894393652677536,
0.011522975750267506,
-0.0026142140850424767,
0.06784752756357193,
0.02349652722477913,
-0.032837919890880585,
-0.019975857809185982,
-0.03779587894678116,
0.049833111464977264,
-0.017728740349411964,
-0.04958795756101608,
-0.0038691565860062838,
-0.07807240635156631,
-0.03309003263711929,
0.03204250708222389,
0.042705927044153214,
0.015672022476792336,
-0.013796292245388031,
0.05154752358794212,
-0.028965502977371216,
-0.05777774751186371,
-0.06521696597337723,
0.06237805634737015,
0.012286066077649593,
-0.015187624841928482,
0.03583308309316635,
0.015048217959702015,
0.02354869246482849,
-0.01909160241484642,
0.04306264966726303,
-0.031031547114253044,
0.0002139118587365374,
0.02005195990204811,
-0.014574777334928513,
0.009791204705834389,
0.04630380496382713,
0.0736604705452919,
0.0072827693074941635,
0.004258729051798582,
-0.048659492284059525,
-0.0446220301091671,
0.03390434384346008,
-0.012498816475272179,
0.0009483485482633114,
-0.0023236258421093225,
-0.015916382893919945,
0.026153655722737312,
-0.009454487822949886,
-0.028101542964577675,
0.03667851909995079,
-0.09293221682310104,
0.06359393149614334,
0.08172523230314255,
-0.024154480546712875,
0.027622835710644722,
0.020308777689933777,
0.021355783566832542,
0.009751931764185429,
-0.016698261722922325,
-0.008791172876954079,
-0.0252581425011158,
-0.012135818600654602,
0.04672757163643837,
0.004469845909625292,
-0.05463689565658569,
0.04509560391306877,
0.032394520938396454,
-0.025039605796337128,
0.001797530334442854,
0.02689437009394169,
0.009026510640978813,
0.0005815634503960609,
0.037060149013996124,
0.006209134589880705,
0.025205934420228004,
0.003045887453481555,
-0.005490937735885382,
0.017444564029574394,
0.03199341893196106,
-0.03793565556406975,
0.006092633120715618,
0.01900835894048214,
0.015382016077637672,
0.009642565622925758,
-0.020785091444849968,
0.01170826144516468,
0.06296193599700928,
-0.030407533049583435,
0.04450288414955139,
0.02889036387205124,
0.025505654513835907,
0.0031347249168902636,
0.010298176668584347,
-0.024654611945152283,
0.021292734891176224,
0.061355844140052795,
0.0030895464587956667,
-0.003148620715364814,
0.03323455527424812,
-0.03755132853984833,
0.026820270344614983,
-0.0001733539393171668,
-0.01792183704674244,
0.00398424593731761,
-0.015870744362473488,
0.056113842874765396,
0.0068041314370930195,
0.013547501526772976,
-0.000022419184460886754,
-0.012895012274384499,
-0.024174822494387627,
-0.005816275719553232,
0.0007929618586786091,
0.01121347863227129,
-0.03990454971790314,
-0.029713187366724014,
-0.02277114987373352,
-0.006219697184860706,
0.034059420228004456,
-0.02107170782983303,
-0.011560431681573391,
0.054971836507320404,
-0.0324363186955452,
-0.040843602269887924,
-0.023600805550813675,
-0.04364313185214996,
-0.019132617861032486,
-0.048596788197755814,
-0.04742894694209099,
0.03641512989997864,
0.021862227469682693,
-0.0289611779153347,
0.003424359718337655,
-0.04274609312415123,
-0.02875288389623165,
-0.03280383720993996,
-0.011874443851411343,
0.02089517191052437,
-0.0272513497620821,
0.02322557382285595,
-0.012661946006119251,
-0.03155650570988655,
0.005775786470621824,
-0.0899408832192421,
-0.0369417779147625,
0.043092112988233566,
-0.03546778857707977,
0.02429940737783909,
-0.02684474177658558,
-0.02696262300014496,
0.033676281571388245,
0.042126499116420746,
-0.019264768809080124,
-0.036766815930604935,
-0.02442173659801483,
-0.021409789100289345,
-0.00664693396538496,
0.009242440573871136,
0.024514097720384598,
0.028885627165436745,
0.07087633013725281,
-0.0061921728774905205,
0.019213462248444557,
0.005636188667267561,
0.021383842453360558,
-0.014862683601677418,
0.04846885800361633,
0.018371010199189186,
-0.03219224512577057,
0.02426217310130596,
0.019614331424236298,
-0.021356770768761635,
0.02376163937151432,
-0.02653989940881729,
0.037010230123996735,
0.004097600933164358,
-0.02365424856543541,
0.02208472415804863,
0.02341214194893837,
0.005040389951318502,
-0.06009373068809509,
0.027150040492415428,
0.040661200881004333,
-0.00589183671399951,
-0.035135507583618164,
-0.020632976666092873,
0.04303962364792824,
-0.04016106575727463,
0.013837511651217937,
0.03943965956568718,
0.00003978384120273404,
-0.019154351204633713,
-0.0058280350640416145,
-0.01020993571728468,
0.020788775756955147,
0.028389517217874527,
-0.00254428549669683,
0.03363395482301712,
0.034381646662950516,
0.022937104105949402,
-0.0037286998704075813,
-0.012062818743288517,
-0.020217640325427055,
-0.007110293954610825,
-0.02020758017897606,
-0.0008488995372317731,
-0.018481485545635223,
0.00553160160779953,
-0.020484305918216705,
-0.008580686524510384,
-0.010540473274886608,
0.004133680369704962,
-0.03448008373379707,
0.0005081681301817298,
-0.08120525628328323,
-0.016642669215798378,
-0.0376075804233551,
0.004189188126474619,
0.01946517638862133,
-0.039566751569509506,
0.04579964652657509,
-0.02026629075407982,
-0.010426784865558147,
-0.008892189711332321,
0.03857750818133354,
-0.02572645992040634,
0.008585584349930286,
-0.0028808200731873512,
-0.013786612078547478,
0.012611865065991879,
-0.013409673236310482,
0.021162444725632668,
0.004051636438816786,
-0.002973918803036213,
0.03181808069348335,
0.003256451338529587,
-0.021068764850497246,
-0.03591761365532875,
0.000009117754416365642,
0.012674601748585701,
0.04594242200255394,
0.012243196368217468,
0.031825460493564606,
-0.03987113758921623,
0.05541389063000679,
0.012094395235180855,
0.024408696219325066,
0.025472085922956467,
-0.0182994082570076,
-0.05799790099263191,
-0.051611386239528656,
-0.0628119707107544,
0.005776567384600639,
0.0121833560988307,
0.009013364091515541,
0.012664872221648693,
0.06036084145307541,
0.018373042345046997,
-0.05004432797431946,
0.01551048457622528,
0.036318860948085785,
0.029790174216032028,
-0.011272219009697437,
-0.02297612838447094,
0.03104083426296711,
-0.010853438638150692,
-0.003411632962524891,
0.011021153070032597,
0.010800844058394432,
-0.028632016852498055,
-0.004549814388155937,
0.0553530752658844,
0.02405182458460331,
-0.023997986689209938,
0.019216790795326233,
0.010796686634421349,
0.03714347258210182,
0.005457298364490271,
-0.033202361315488815,
0.03458622470498085,
0.027016768231987953,
-0.01183373387902975,
-0.017090609297156334,
0.01699914038181305,
-0.1072051078081131,
-0.017835304141044617,
0.026240412145853043,
0.0357816219329834,
-0.051448170095682144,
0.01154374610632658,
-0.013906270265579224,
0.004447178449481726,
-0.015270269475877285,
-0.03192048892378807,
0.022773798555135727,
-0.027365535497665405,
0.03799676522612572,
0.0000353968825947959,
-0.03298765793442726,
-0.056106820702552795,
0.04948027431964874,
-0.02594006434082985,
0.0006467665079981089,
-0.0163474902510643,
0.0023259585723280907,
-0.00619809003546834,
0.028594080358743668,
0.04632147029042244,
0.07236983627080917,
-0.005847642198204994,
-0.03419442102313042,
0.01637236773967743,
0.0035293058026582003,
-0.01996486820280552,
-0.06582793593406677,
0.02086694911122322,
0.018904631957411766,
-0.0024168407544493675,
0.06548043340444565,
0.00507418904453516,
-0.008169267326593399,
0.006827508099377155,
0.02122706174850464,
-0.006386420223861933,
0.018228111788630486,
-0.06317634135484695,
0.026751194149255753,
0.013913186267018318,
-0.060164518654346466,
0.04502442106604576,
0.016664225608110428,
-0.052842069417238235,
0.02498014084994793,
-0.03004288487136364,
0.029672672972083092,
-0.025716692209243774,
-0.02905101701617241,
-0.004298376850783825,
0.01463350374251604,
0.024262702092528343,
0.018632210791110992,
-0.00668655289337039,
-0.0030611820984631777,
-0.050492800772190094,
0.002653491450473666,
-0.013425800018012524,
-0.0020703694317489862,
-0.005482184700667858,
-0.025743406265974045,
-0.020324118435382843,
-0.0014919898239895701,
0.04137532040476799,
-0.04275326430797577,
0.007833129726350307,
-0.009213181212544441,
0.011169642210006714,
0.008080698549747467,
-0.02350962534546852,
0.026598559692502022,
-0.021261023357510567,
-0.058436207473278046,
-0.012163491919636726,
-0.012703754007816315,
0.0263424813747406,
0.026606466621160507,
0.00210921885445714,
-0.023380115628242493,
-0.06495904177427292,
-0.0057446579448878765,
0.05090689659118652,
0.019310882315039635,
0.02223088964819908,
-0.03229938820004463,
0.015988102182745934,
0.005301233381032944,
-0.010431967675685883,
-0.08209691941738129,
-0.03308962285518646,
-0.019540634006261826,
-0.03655765950679779,
0.024616284295916557,
-0.007162739988416433,
-0.02345779351890087,
-0.029014885425567627,
-0.06400898844003677,
0.010205664671957493,
0.07470894604921341,
-0.04127062112092972,
0.012116125784814358,
-0.021803075447678566,
0.00482452055439353,
0.05587812513113022,
0.013197099789977074,
-0.03048180788755417,
0.0197590384632349,
-0.014579659327864647,
-0.007247225847095251,
0.018291600048542023,
0.01727157086133957,
-0.030805382877588272,
-0.030893338844180107,
0.001242394675500691,
-0.0029078100342303514,
0.03313024714589119,
-0.007046742830425501,
-0.020119382068514824,
0.021243853494524956,
-0.031069235876202583,
-0.020622221753001213,
0.007658699993044138,
0.01720549911260605,
-0.01992138661444187,
-0.00041914943722076714,
-0.007829351350665092,
-0.012018184177577496,
-0.06424138695001602,
0.013438498601317406,
0.07479269802570343,
-0.03834153711795807,
-0.006536383647471666,
0.007669827435165644,
0.061223361641168594,
-0.004159350413829088,
0.009611805900931358,
0.002405051840469241,
-0.018691780045628548,
0.03842013701796532,
-0.01695837639272213,
-0.023698337376117706,
0.014370402321219444,
0.00590249290689826,
-0.018038522452116013,
-0.02712423726916313,
-0.05038565769791603,
0.010631437413394451,
0.039832282811403275,
0.0013849055394530296,
0.05878277122974396,
0.02389685809612274,
-0.004860556684434414,
-0.031764719635248184,
-0.027654334902763367,
0.017061401158571243,
0.02818787470459938,
-0.002105303108692169,
0.04681222885847092,
-0.007736277766525745,
0.02126573957502842,
0.03301447629928589,
-0.02424880489706993,
0.012897597625851631,
-0.0049215503968298435,
0.008260066621005535,
0.007232410833239555,
0.02377569116652012,
-0.031111041083931923,
-0.04003015533089638,
0.020202703773975372,
-0.07085837423801422,
0.024509349837899208,
-0.04839927330613136,
-0.02630024030804634,
0.04090014845132828,
0.043569788336753845,
0.011732697486877441,
-0.08867434412240982,
-0.019054770469665527,
-0.045030057430267334,
-0.011630818247795105,
-0.007801496423780918,
-0.0033053297083824873,
0.05359926074743271,
-0.002563999267295003,
0.05433342605829239,
-0.005298474337905645,
0.02143900655210018,
-0.008341488428413868,
-0.08535320311784744,
-0.02142115868628025,
-0.016621118411421776,
-0.004228799603879452,
-0.012926516123116016,
0.00546379154548049,
-0.004152635578066111,
-0.0019126213155686855,
-0.05468936264514923,
-0.0036492827348411083,
0.009741122834384441,
0.023894716054201126,
-0.008474677801132202,
0.08420978486537933,
-0.02761305868625641,
0.027541380375623703,
-0.004989983048290014,
-0.012670068070292473,
0.12067269533872604,
0.07699194550514221,
0.030205274000763893,
-0.09548845142126083,
0.013143793679773808,
0.006868640426546335,
-0.0011527652386575937,
-0.0279182530939579,
-0.0076968735083937645,
0.01089633908122778,
-0.03376885876059532,
0.031058380380272865,
0.05512585490942001,
0.03535426780581474,
0.005647432990372181,
0.04847176373004913,
-0.017922982573509216,
-0.03584248572587967,
-0.004455130081623793,
-0.02544720284640789,
0.0008127808105200529,
-0.02171028032898903,
-0.01353007648140192,
-0.01243763417005539,
-0.014164762571454048,
-0.019884180277585983,
-0.011503387242555618,
-0.003688701894134283,
0.007127285934984684,
-0.018645701929926872,
-0.0022845552302896976,
-0.010275102220475674,
0.025891920551657677,
0.01527827326208353,
-0.014211592264473438,
-0.06395435333251953,
0.028337951749563217,
-0.011494035832583904,
-0.013856531120836735,
0.04301328957080841,
-0.008519897237420082,
-0.009548024274408817,
0.04458612948656082,
0.0111303785815835,
-0.08314073830842972,
0.01218243408948183,
-0.017241420224308968,
0.025048155337572098,
0.009137429296970367,
0.022708481177687645,
-0.004638425074517727,
0.015662673860788345,
-0.026370372623205185,
-0.010401533916592598,
-0.024281060323119164,
0.039450302720069885,
0.02376438118517399,
-0.010685543529689312,
-0.02124648354947567,
0.0030245629604905844,
0.0017958057578653097,
0.013797071762382984,
0.04240916669368744,
0.010764876380562782,
-0.03688577562570572,
-0.0009159047622233629,
0.013096140697598457,
0.041940294206142426,
0.0059953536838293076,
-0.004118696786463261,
0.004588795825839043,
-0.01860761269927025,
-0.013537110760807991,
-0.025097612291574478,
-0.013146759010851383,
0.01923445239663124,
-0.009342127479612827,
0.023016272112727165,
0.006721758749336004,
-0.04397650435566902,
-0.02253972366452217,
0.023560134693980217,
-0.044371187686920166,
-0.015592188574373722,
-0.07948523759841919,
0.030973248183727264,
0.008853496983647346,
0.01650889217853546,
0.007066603749990463,
0.019601140171289444,
-0.025843920186161995,
0.09092798084020615,
-0.006161152850836515,
-0.04860493913292885,
-0.015960145741701126,
-0.029767891392111778,
-0.05968170240521431,
-0.021332690492272377,
0.023438654839992523,
0.04594923555850983,
-0.018880020827054977,
0.023364411666989326,
0.026151692494750023,
0.00916167814284563,
-0.02699337713420391,
0.027760861441493034,
0.03868010640144348,
-0.04887019842863083,
0.007180478423833847,
-0.0033047774340957403,
0.003524531377479434,
-0.017528271302580833,
0.007470279466360807,
0.0012318423250690103,
-0.0619167685508728,
0.028483811765909195,
-0.04123513028025627,
-0.024271344766020775,
0.010140209458768368,
-0.009614438749849796,
0.03448241949081421,
-0.03130113333463669,
-0.02455546334385872,
-0.025462256744503975,
0.005953268148005009,
-0.007950611412525177,
-0.02500579133629799,
0.025571513921022415,
0.017067009583115578,
-0.007547921501100063,
0.03772628679871559,
0.033176928758621216,
0.03449232876300812,
0.011825879104435444,
0.014825902879238129,
0.03764532878994942,
0.030233580619096756,
0.050763942301273346,
0.00516140554100275,
-0.028818197548389435,
0.030363602563738823,
-0.024801859632134438,
-0.028933512046933174,
0.017368094995617867,
-0.007394082844257355,
0.04997675493359566,
0.0064254021272063255,
0.013606147840619087,
-0.009662392549216747,
0.05869581550359726,
-0.002356345532462001,
-0.011357339099049568,
0.011908496730029583,
-0.01742587611079216,
0.0012576546287164092,
-0.023543262854218483,
-0.031937140971422195,
0.01823967695236206,
-0.054509978741407394,
0.04535757377743721,
0.06385812163352966,
-0.014489899389445782,
-0.020485693588852882,
0.002552924444898963,
-0.012841478921473026,
0.02430625446140766,
0.00144977867603302,
-0.018111879006028175,
-0.0030422783456742764,
0.026556186378002167,
-0.030706606805324554,
0.028881724923849106,
0.006718008778989315,
0.023352153599262238,
-0.03889942169189453,
-0.05146590992808342,
0.03493791073560715,
0.002087286440655589,
0.04900732636451721,
-0.034685079008340836,
0.04546147212386131,
0.028322037309408188,
-0.026519034057855606,
-0.0069242194294929504,
0.041519880294799805,
-0.024658048525452614,
-0.033178333193063736,
-0.023842088878154755,
-0.012865780852735043,
0.014752892777323723,
0.010607109405100346,
0.042837534099817276,
0.014667310751974583,
0.016213223338127136,
-0.012018337845802307,
-0.013854946941137314,
-0.018465425819158554,
-0.0169757641851902,
0.011959071271121502,
-0.035099901258945465,
0.04527854919433594,
-0.07881031185388565,
-0.04228121414780617,
0.026289111003279686,
0.037325650453567505,
0.01563948765397072,
0.01701097935438156,
0.052462656050920486,
0.020983977243304253,
0.06111476942896843,
0.025595949962735176,
0.007574119605123997,
0.020317746326327324,
0.0016695032827556133,
-0.0035919169895350933,
0.023582404479384422,
-0.030025720596313477,
0.02736947312951088,
0.020625481382012367,
0.004035101272165775,
-0.022954877465963364,
0.026690524071455002,
-0.000028143462259322405,
-0.03953093662858009,
-0.021756647154688835,
-0.030329003930091858,
0.029735621064901352,
-0.01694304868578911,
0.022598395124077797,
-0.07330060750246048,
-0.032847803086042404,
0.06960637867450714,
0.042580410838127136,
-0.008048526011407375,
-0.018600352108478546,
-0.011275696568191051,
-0.031917035579681396,
0.029520392417907715,
0.00446700444445014,
-0.00416940962895751,
-0.04564396291971207,
0.012169234454631805,
0.002372852060943842,
0.0142626678571105,
-0.02982865832746029,
-0.0019315294921398163,
-0.05916498601436615,
0.012498975731432438,
-0.054346662014722824,
0.016895631328225136,
0.03846945986151695,
-0.0033245410304516554,
0.028670962899923325,
-0.08839374035596848,
0.05737674608826637,
0.021412819623947144,
0.010512634180486202,
-0.03208889812231064,
-0.04344603791832924,
-0.04742153361439705,
-0.02631164714694023,
0.05316124111413956,
-0.017690224573016167,
-0.05228568986058235,
-0.008980810642242432,
0.03938506543636322,
0.00226997840218246,
-0.01269538328051567,
0.03385816141963005,
-0.018941281363368034,
-0.0028716744855046272,
0.0024958422873169184,
0.014723607338964939,
0.020261317491531372,
-0.0012682935921475291,
-0.003506437176838517,
-0.025005359202623367,
0.01687145233154297,
-0.01982412114739418,
-0.000918812642339617,
0.04035399854183197,
-0.003907006233930588,
-0.009597650729119778,
0.04360348358750343,
-0.0006440238212235272,
0.04064536839723587,
0.021133774891495705,
0.0029954162891954184,
-0.07066594064235687,
0.0013334963005036116,
-0.013660666532814503,
-0.009465732611715794,
-0.003272304544225335,
0.004139306023716927,
-0.0004898702609352767,
-0.021715302020311356,
0.004934963770210743,
0.005924059543758631,
0.002976325573399663,
0.0025894956197589636,
0.011872510425746441,
0.04717494174838066,
0.03591078519821167,
-0.0028211125172674656,
0.025538772344589233,
-0.017540499567985535,
0.002805147087201476,
0.041044145822525024,
0.026576239615678787,
0.030328312888741493,
0.0010013239225372672,
0.008171149529516697,
0.005077654961496592,
-0.00198699370957911,
0.04763321951031685,
-0.0019921178463846445,
0.03423048555850983,
-0.025619560852646828,
-0.003289514221251011,
0.04107159748673439,
0.0353633351624012,
0.04773486405611038,
0.01094762608408928,
0.005839499644935131,
0.043619606643915176,
0.005737827625125647,
0.015159223228693008,
-0.03092041052877903,
-0.02309730276465416,
-0.03102489374577999,
0.019195975735783577,
0.014121297746896744,
0.03412727266550064,
0.024119142442941666,
-0.034061092883348465,
0.04910314455628395,
-0.034902166575193405,
-0.00842752493917942,
-0.00887085311114788,
0.01804887317121029,
-0.021168923005461693,
-0.023156439885497093,
0.004817148670554161,
-0.04147752374410629,
-0.019521409645676613,
-0.026337282732129097,
0.006243550684303045,
0.042717743664979935,
0.012679751962423325,
-0.03281324356794357,
-0.024493714794516563,
-0.00930115021765232,
0.06920028477907181,
-0.04448525980114937,
-0.009875108487904072,
-0.04411716014146805,
-0.010398735292255878,
-0.006398905999958515,
-0.030789699405431747
] |
<p>I need to calculate the temporal trends for some climate variables with missing values. For example, last frost days defines as the last day of year with minimum temperature less than 0C. However, there are no any frost days in some years. </p>
<p>My data look like: </p>
<pre><code>lfd <- c(NA, NA, NA, NA, NA, 190, 192, 189, 200, 185, 205, 203, 200, 207, NA, NA, 205)
years <- seq(1957, length.out = length(lfd))
</code></pre>
<p>Now I use the linear regression in R (function lm) to calculate temporal trend. It seems the results are unreasonable for datasets with many missing values.</p>
<p>How could I calculate the temporal trends with missing values? Thanks for any suggestions. </p> | 74,045 | [
0.013063587248325348,
-0.03600199520587921,
-0.0083076860755682,
0.02423313446342945,
0.034661754965782166,
-0.020220575854182243,
0.007961658760905266,
-0.04450897127389908,
0.025138169527053833,
-0.021999428048729897,
0.026467084884643555,
0.02922082506120205,
0.005666589364409447,
-0.02623668499290943,
0.03868933767080307,
0.036852966994047165,
-0.03553582355380058,
-0.003930640406906605,
0.03256481885910034,
0.020503627136349678,
-0.007004431914538145,
0.020723067224025726,
0.00002145360122085549,
0.008499504067003727,
-0.030175790190696716,
0.040993738919496536,
0.010317541658878326,
0.01588604226708412,
0.022077826783061028,
0.04505705088376999,
-0.037245046347379684,
-0.051935434341430664,
0.03856131434440613,
0.027401581406593323,
-0.018809977918863297,
0.010648799128830433,
-0.020025024190545082,
-0.02979862131178379,
0.004051524214446545,
0.0574522390961647,
-0.01645175740122795,
-0.03577544540166855,
-0.001961265690624714,
0.022799387574195862,
0.0027754136826843023,
0.010841846466064453,
0.0252235010266304,
-0.0011223931796848774,
0.04543764516711235,
-0.01852751523256302,
0.05170031264424324,
-0.019917290657758713,
0.06778015941381454,
-0.013965330086648464,
-0.02762307971715927,
-0.012014376930892467,
0.08502677828073502,
0.0324581079185009,
0.005564008839428425,
-0.07131362706422806,
-0.0027912971563637257,
-0.022159337997436523,
0.008987784385681152,
0.0003915794368367642,
-0.03189174085855484,
0.004864872433245182,
-0.031607285141944885,
-0.014281665906310081,
0.030717452988028526,
-0.03558868169784546,
0.008115658536553383,
0.0031706870067864656,
0.023159576579928398,
-0.004825990181416273,
-0.0006737622898072004,
-0.013443903997540474,
-0.023999955505132675,
0.03228733316063881,
0.027209246531128883,
0.03822767734527588,
0.007214704062789679,
0.012825085781514645,
0.07085458189249039,
0.03967173770070076,
0.014158407226204872,
-0.014718107879161835,
0.08010316640138626,
-0.03209417685866356,
0.020827537402510643,
-0.009798885323107243,
0.002811446087434888,
-0.003243360435590148,
0.06577230989933014,
0.014056863263249397,
-0.0507052056491375,
0.0035010813735425472,
0.012979615479707718,
0.011213993653655052,
0.0277436301112175,
-0.004126646090298891,
0.010191232897341251,
-0.018490109592676163,
0.015856344252824783,
0.043469641357660294,
-0.0559208020567894,
-0.018600456416606903,
-0.0189137551933527,
-0.004490095656365156,
0.005042493809014559,
-0.034819457679986954,
-0.024386145174503326,
0.023825326934456825,
-0.00011146776523673907,
-0.0019182140240445733,
0.017263442277908325,
-0.03896012157201767,
-0.03409837186336517,
0.0030306477565318346,
0.03622417896986008,
0.07106064260005951,
0.02189880982041359,
-0.029146049171686172,
0.01951775699853897,
0.00242623477242887,
-0.048241909593343735,
0.012935328297317028,
0.011253071948885918,
-0.007365718949586153,
-0.03488872945308685,
0.04842226207256317,
-0.038720324635505676,
-0.03653937205672264,
0.03668410703539848,
-0.032862287014722824,
0.06762333959341049,
-0.0022852085530757904,
-0.08217695355415344,
-0.015058889053761959,
0.017246725037693977,
-0.037025269120931625,
0.013677248731255531,
-0.03405620902776718,
0.030684538185596466,
-0.03167421743273735,
0.04592916741967201,
0.03803033381700516,
0.03477093204855919,
0.024223769083619118,
0.011948864907026291,
-0.014052980579435825,
-0.04205932840704918,
0.01242655050009489,
0.007830421440303326,
-0.018553996458649635,
-0.02351788990199566,
-0.07173730432987213,
0.004421195015311241,
0.040707554668188095,
-0.00466053606942296,
0.017958706244826317,
0.053554825484752655,
0.031068120151758194,
-0.02356608957052231,
0.0013038935139775276,
0.012505858205258846,
-0.05286881700158119,
0.09939270466566086,
-0.005182397086173296,
0.02911433018743992,
0.028271663933992386,
-0.010918096639215946,
0.019383277744054794,
0.02580382116138935,
0.06039378419518471,
0.04778733104467392,
0.009878778830170631,
0.008201099000871181,
-0.0008579685818403959,
-0.027236558496952057,
0.05640977993607521,
-0.07876913249492645,
-0.0008488640887662768,
0.009564095176756382,
-0.012575466185808182,
0.019912239164114,
0.05774885416030884,
-0.014151000417768955,
-0.017763083800673485,
0.0517578087747097,
-0.08469027280807495,
-0.020523859187960625,
-0.07198157161474228,
-0.028641197830438614,
0.008100584149360657,
0.010275619104504585,
0.004318506456911564,
-0.0014763305662199855,
0.06724875420331955,
0.01746232993900776,
-0.02465558797121048,
-0.026628151535987854,
-0.006485459394752979,
0.023530738428235054,
-0.030907927080988884,
0.021131575107574463,
0.02328588254749775,
0.07313235104084015,
0.006012259051203728,
0.024212708696722984,
-0.038393907248973846,
-0.03366440534591675,
0.01149158924818039,
-0.05566684156656265,
0.016455920413136482,
-0.010375219397246838,
-0.01300936657935381,
0.004192607011646032,
-0.02063954994082451,
-0.021342065185308456,
0.042342618107795715,
-0.017680684104561806,
0.025576842948794365,
0.07216166704893112,
0.021494107320904732,
-0.011882704682648182,
-0.000044954129407415166,
0.01631324738264084,
0.023465009406208992,
-0.05411238595843315,
-0.024386165663599968,
-0.05993010103702545,
-0.009712353348731995,
0.03396754711866379,
0.024174509570002556,
-0.0420159213244915,
0.029483400285243988,
0.06585494428873062,
0.005191597156226635,
0.028599463403224945,
0.03091106191277504,
0.0015455675311386585,
0.004312766715884209,
-0.0136438999325037,
-0.003949093632400036,
0.021315036341547966,
-0.003776599420234561,
0.013156001456081867,
0.013300664722919464,
0.047253113240003586,
-0.0002115836541634053,
0.011181063018739223,
0.060201361775398254,
0.016274958848953247,
-0.010679792612791061,
-0.037171006202697754,
-0.03114517219364643,
0.054025281220674515,
-0.010741589590907097,
-0.011552773416042328,
0.026802288368344307,
0.016635166481137276,
0.0005743371439166367,
0.01093779131770134,
-0.011492783203721046,
0.020945724099874496,
0.05017169192433357,
-0.04306000471115112,
-0.008663533255457878,
0.01455826684832573,
-0.01153656654059887,
0.039188284426927567,
-0.04469476267695427,
-0.03618993982672691,
-0.05001302435994148,
0.029808253049850464,
0.047618865966796875,
0.0444365032017231,
0.016113532707095146,
-0.033951908349990845,
-0.01913139410316944,
-0.015437476336956024,
-0.0348990373313427,
0.0074423570185899734,
0.01359901949763298,
-0.0201994888484478,
-0.022621043026447296,
0.006813246291130781,
-0.01620555855333805,
0.031291697174310684,
-0.008623809553682804,
-0.015086578205227852,
0.0307356845587492,
0.002775986446067691,
-0.05181698873639107,
-0.038665495812892914,
-0.02331812120974064,
-0.0010593751212581992,
-0.025482716038823128,
-0.026299839839339256,
0.039306458085775375,
-0.010875485837459564,
-0.01843593455851078,
-0.014688380993902683,
-0.07228948175907135,
-0.007511749863624573,
-0.06913672387599945,
-0.021516941487789154,
-0.0015664610546082258,
-0.020561788231134415,
-0.03250517696142197,
0.03183113411068916,
-0.027217645198106766,
0.018579812720417976,
-0.08070150762796402,
-0.048176754266023636,
0.0335269533097744,
0.019927749410271645,
0.01610654778778553,
-0.0037112601567059755,
-0.019701873883605003,
0.04667988792061806,
0.04720376059412956,
-0.03809165209531784,
-0.06374666839838028,
-0.009887855499982834,
-0.025217533111572266,
-0.02386320009827614,
-0.008391009643673897,
0.007902541197836399,
0.026466120034456253,
0.007309833075851202,
0.0015756661305204034,
0.017647484317421913,
0.04455200955271721,
0.017306102439761162,
0.006698370445519686,
-0.03021048568189144,
0.009189520962536335,
0.0008476776420138776,
0.03928021714091301,
-0.019079992547631264,
-0.027868889272212982,
0.0252511128783226,
-0.04058147221803665,
0.035096775740385056,
0.022635595872998238,
-0.043887533247470856,
0.0022880234755575657,
-0.03196898102760315,
0.00960287544876337,
-0.029674412682652473,
0.028838392347097397,
0.0178658589720726,
0.0120848985388875,
-0.0022941557690501213,
0.00807641725987196,
0.010160703212022781,
-0.001689275843091309,
-0.01651768758893013,
0.049845416098833084,
0.03710655868053436,
-0.03045472875237465,
0.022129524499177933,
0.006688255816698074,
-0.01882960833609104,
0.034525316208601,
-0.02495482563972473,
-0.005551469977945089,
0.024132192134857178,
0.05241277813911438,
0.027781888842582703,
0.00231895106844604,
-0.05292830243706703,
0.012400796636939049,
-0.04653700441122055,
-0.007580186240375042,
-0.015666911378502846,
0.061602842062711716,
-0.008406835608184338,
0.027836984023451805,
0.014091077260673046,
0.015947630628943443,
0.06582143157720566,
-0.03333592787384987,
-0.07208579778671265,
0.04984593763947487,
0.005422846879810095,
0.01099829189479351,
-0.013786486349999905,
0.016028279438614845,
0.017545556649565697,
0.006166237872093916,
0.014291715808212757,
-0.007184432353824377,
-0.001498068799264729,
-0.0011134285014122725,
-0.048483334481716156,
-0.008241106756031513,
-0.003936011344194412,
-0.0356290303170681,
-0.005820949096232653,
0.009374095126986504,
-0.02447550743818283,
0.014318577945232391,
0.050463225692510605,
0.02634299173951149,
-0.03296445682644844,
-0.004561979789286852,
0.013938413932919502,
0.013312804512679577,
0.03741732984781265,
0.03336852788925171,
0.00943708699196577,
-0.04320932924747467,
0.011426501907408237,
0.05338998883962631,
0.012026192620396614,
0.035489194095134735,
0.047017261385917664,
-0.04341468960046768,
-0.015511916019022465,
0.00761417206376791,
0.036299072206020355,
-0.009724278002977371,
0.05014545097947121,
0.027274828404188156,
0.06349839270114899,
0.027683209627866745,
-0.03239595890045166,
0.024013614282011986,
0.050939202308654785,
0.027169402688741684,
0.017143385484814644,
-0.0021928625646978617,
-0.022963285446166992,
-0.018615838140249252,
-0.022260470315814018,
0.005620877258479595,
0.011388460174202919,
0.01815870776772499,
-0.004051889292895794,
0.034026674926280975,
-0.005721266381442547,
-0.03502371534705162,
-0.018633374944329262,
0.02627054788172245,
0.04237477108836174,
0.0050817811861634254,
-0.044948283582925797,
0.03284144774079323,
0.04381264001131058,
0.018524279817938805,
0.019857194274663925,
0.02726813592016697,
-0.1037708967924118,
0.014046776108443737,
0.03192877396941185,
0.012084289453923702,
-0.025684703141450882,
-0.06074776127934456,
-0.049374181777238846,
0.02200121432542801,
0.040334418416023254,
-0.03068499267101288,
0.015113686211407185,
0.000899052363820374,
0.027556514367461205,
0.003182679647579789,
-0.058049462735652924,
-0.02053716406226158,
0.012617571279406548,
-0.014612593688070774,
0.04469749704003334,
-0.026446061208844185,
-0.05103810504078865,
-0.016953928396105766,
0.01451296079903841,
-0.01159418560564518,
0.053235627710819244,
-0.025328239426016808,
-0.001822581165470183,
0.02699013240635395,
0.013334318064153194,
0.00467058178037405,
-0.03981371596455574,
-0.005645728204399347,
0.00412401370704174,
0.012625141069293022,
0.05217086151242256,
0.028385015204548836,
-0.0127934655174613,
0.021896420046687126,
0.025460155680775642,
-0.03406141698360443,
-0.02193360961973667,
-0.04630287364125252,
0.019362984225153923,
-0.00577884865924716,
0.026404758915305138,
0.05314432084560394,
0.06783659756183624,
-0.021490832790732384,
0.0023297229781746864,
-0.045567043125629425,
0.00559571385383606,
0.0067588347010314465,
-0.0164859127253294,
-0.05486932769417763,
-0.033520523458719254,
-0.012760554440319538,
0.02212614379823208,
-0.022727256640791893,
-0.015029003843665123,
-0.0356222465634346,
0.03212882578372955,
0.04286409541964531,
0.029372092336416245,
-0.0159761980175972,
-0.017146814614534378,
-0.009313821792602539,
0.008900769054889679,
-0.012932618148624897,
-0.03293841704726219,
0.019540734589099884,
-0.0034553289879113436,
-0.0035092525649815798,
0.024721192196011543,
-0.03737698495388031,
0.0301328394562006,
0.009951140731573105,
-0.023771118372678757,
-0.0009590432164259255,
-0.009714854881167412,
-0.01169545017182827,
-0.017005695030093193,
0.005823946557939053,
-0.01629813387989998,
-0.05825817584991455,
0.009581195190548897,
0.029659248888492584,
0.0006695724441669881,
0.021103236824274063,
-0.03273652121424675,
0.027897993102669716,
0.010762456804513931,
0.011597411707043648,
-0.061584051698446274,
-0.07160045206546783,
0.028071017935872078,
0.004864438436925411,
-0.03683929517865181,
-0.0187436044216156,
-0.0032853197772055864,
-0.028776569291949272,
0.0013856802834197879,
-0.02385045401751995,
0.06254678219556808,
0.0058043464086949825,
-0.007878773845732212,
-0.01958131603896618,
-0.0004732389934360981,
0.06049618870019913,
-0.015513930469751358,
-0.011547335423529148,
0.0011055759387090802,
-0.027245862409472466,
-0.03016251139342785,
-0.015636347234249115,
0.008975966833531857,
-0.03189462795853615,
0.003167602466419339,
-0.009434742853045464,
0.004480451345443726,
0.06611563265323639,
0.001335117849521339,
-0.05575164034962654,
0.020769823342561722,
-0.012891998514533043,
0.004661235958337784,
-0.06664330512285233,
0.036778662353754044,
-0.03444904461503029,
-0.0018506429623812437,
-0.031658146530389786,
-0.03797803819179535,
-0.010469868779182434,
-0.026528066024184227,
-0.0007288011838681996,
-0.023887693881988525,
0.0156900305300951,
0.03662257269024849,
0.08253974467515945,
-0.03261558338999748,
0.022567158564925194,
0.010225136764347553,
-0.005144595634192228,
0.044582657516002655,
0.061942704021930695,
-0.005853159353137016,
-0.03648316487669945,
0.02912408672273159,
-0.0143325449898839,
-0.02815256640315056,
-0.014280646108090878,
-0.0021500273142009974,
0.051972489804029465,
-0.012922004796564579,
0.02445649355649948,
0.04257948696613312,
0.005733414087444544,
0.02364509366452694,
-0.039268024265766144,
0.001088221906684339,
0.007742969319224358,
0.021745160222053528,
0.022690027952194214,
-0.031077919527888298,
0.016368629410862923,
0.009133998304605484,
0.03675103187561035,
0.0012542408658191562,
0.029212255030870438,
-0.04147527739405632,
-0.009349801577627659,
-0.0004980810917913914,
-0.021244743838906288,
-0.020969152450561523,
0.014282974414527416,
-0.005975430365651846,
0.019228531047701836,
-0.037329986691474915,
-0.04602770134806633,
0.0339629240334034,
-0.024248261004686356,
0.009577376767992973,
-0.03031623177230358,
0.0030323017854243517,
-0.0138496533036232,
0.01261313445866108,
0.038667790591716766,
-0.021818559616804123,
0.046547528356313705,
0.03465976566076279,
0.052708663046360016,
-0.024970855563879013,
0.03640381246805191,
-0.005414193496108055,
-0.04753493145108223,
-0.010706731118261814,
-0.04816051572561264,
0.0007415774744004011,
0.0006372018833644688,
0.0022263554856181145,
-0.012006777338683605,
-0.015825040638446808,
0.011078202165663242,
-0.008193328976631165,
0.03471299633383751,
0.0502108633518219,
0.002494438784196973,
0.06634521484375,
0.021650146692991257,
-0.0016572130843997002,
-0.031279776245355606,
0.0024861146230250597,
0.13220469653606415,
0.06803631782531738,
0.037894174456596375,
-0.0878927931189537,
0.015613032504916191,
0.026768475770950317,
0.01122672576457262,
-0.05880236253142357,
0.0011132131330668926,
-0.015876520425081253,
0.01379923615604639,
0.05351708084344864,
0.05004296824336052,
-0.03460969030857086,
-0.0031162691302597523,
0.032353632152080536,
-0.034617453813552856,
0.00817045196890831,
0.016600308939814568,
0.0067734625190496445,
-0.0012991323601454496,
-0.00847215298563242,
-0.06220930814743042,
0.050443317741155624,
0.013181678019464016,
0.004700219724327326,
-0.016370365396142006,
-0.008508638478815556,
-0.0077469912357628345,
-0.023824336007237434,
-0.0676792562007904,
0.02787320874631405,
0.019383473321795464,
0.06331576406955719,
-0.007296327035874128,
-0.01264834776520729,
0.018559198826551437,
-0.030346892774105072,
0.010649516247212887,
0.026713671162724495,
0.025614099577069283,
0.008255907334387302,
-0.029164956882596016,
-0.003273443318903446,
-0.029038557782769203,
-0.008814573287963867,
-0.052118632942438126,
0.049580007791519165,
0.010837015695869923,
-0.006273440085351467,
0.01418318785727024,
0.0057421354576945305,
-0.016384107992053032,
-0.015361979603767395,
-0.03264350816607475,
0.037111930549144745,
0.03951630741357803,
-0.025927552953362465,
-0.008010989986360073,
0.0004407172091305256,
-0.015566241927444935,
-0.00973557960242033,
0.02490980550646782,
0.02317085489630699,
-0.03376307338476181,
-0.009436947293579578,
-0.013853372074663639,
0.07259295880794525,
-0.028964892029762268,
0.019229967147111893,
0.009068782441318035,
-0.008659258484840393,
0.0007725223549641669,
-0.013905911706387997,
0.03847033903002739,
-0.00345635530538857,
0.011908703483641148,
-0.03686888888478279,
-0.0021098386496305466,
0.0024744768161326647,
-0.06252557039260864,
0.02089933305978775,
0.007710213307291269,
-0.008886352181434631,
-0.020891238003969193,
0.007322017569094896,
0.05509336292743683,
0.013049411587417126,
0.007491126190871,
0.002293742261826992,
-0.012794706039130688,
0.08167792111635208,
0.010965201072394848,
-0.06347807496786118,
-0.02514229714870453,
-0.010870628990232944,
-0.012771571055054665,
0.027171114459633827,
-0.027542974799871445,
0.038589321076869965,
0.04172681272029877,
0.014219341799616814,
0.020300041884183884,
0.02770240046083927,
-0.011253460310399532,
-0.00870990939438343,
0.04496489092707634,
-0.061929259449243546,
-0.002939315978437662,
-0.023380756378173828,
-0.002705910475924611,
-0.028178326785564423,
-0.02572789415717125,
-0.023270998150110245,
-0.010893811471760273,
0.02657349221408367,
-0.05506472289562225,
-0.05264207348227501,
0.016887011006474495,
0.021618394181132317,
0.0011393994791433215,
-0.023092810064554214,
-0.01420501060783863,
-0.06916460394859314,
-0.01892990618944168,
-0.015801455825567245,
-0.062835194170475,
-0.020350608974695206,
0.022706137970089912,
-0.052509233355522156,
-0.005788169335573912,
0.03745498135685921,
0.018626313656568527,
0.014665858820080757,
-0.011206937953829765,
0.039625175297260284,
-0.0026900654193013906,
0.05192747712135315,
-0.01820172555744648,
-0.05688755214214325,
-0.008265749551355839,
-0.036103006452322006,
-0.047377269715070724,
0.01653112657368183,
0.0007789376541040838,
0.001531930174678564,
-0.04648162052035332,
-0.016030842438340187,
-0.036788459867239,
0.07295595854520798,
-0.02429370954632759,
0.01999865658581257,
-0.04567372053861618,
0.009575027041137218,
0.023487912490963936,
-0.0026825442910194397,
-0.032885439693927765,
0.013482814654707909,
-0.02445147931575775,
0.0025305727031081915,
0.0603550560772419,
0.0061501432210206985,
-0.0040152836591005325,
-0.015740903094410896,
-0.029539601877331734,
0.0036788079887628555,
0.00014880757953505963,
0.02204401232302189,
0.027152352035045624,
0.0671311765909195,
-0.0036956779658794403,
0.011820542626082897,
-0.023562734946608543,
0.03633232042193413,
-0.1102336049079895,
0.02454070746898651,
-0.008733215741813183,
0.02225080132484436,
0.011173434555530548,
-0.016622235998511314,
0.008786790072917938,
0.025839166715741158,
-0.027068743482232094,
0.005384012125432491,
-0.021957896649837494,
0.019687892869114876,
-0.00917017087340355,
0.018899094313383102,
0.003121130634099245,
0.024525241926312447,
0.04803778976202011,
0.0405876524746418,
0.02349851466715336,
0.036755986511707306,
0.04533888399600983,
-0.06141422688961029,
-0.0360599160194397,
0.004404435865581036,
0.030777137726545334,
-0.04679175093770027,
-0.003434431040659547,
0.017075253650546074,
-0.021158048883080482,
0.0020595360547304153,
-0.051911693066358566,
0.03362351283431053,
0.02513594552874565,
0.013605131767690182,
-0.009940210729837418,
0.05368085205554962,
0.005023994017392397,
-0.014406105503439903,
-0.027797281742095947,
0.0002632726973388344,
0.006892150267958641,
0.007535398006439209,
-0.040234148502349854,
0.012407270260155201,
0.025260696187615395,
-0.02995653823018074,
-0.025720465928316116,
0.01419030874967575,
0.004384292289614677,
0.02389046549797058,
0.0041191959753632545,
0.01742902398109436,
-0.012774987146258354,
-0.050580527633428574,
-0.015646077692508698,
-0.005910653620958328,
-0.003089849604293704,
0.06626947224140167,
0.026528431102633476,
-0.033320631831884384,
0.0017382116056978703,
0.00301473680883646,
-0.04455622285604477,
0.005019036121666431,
-0.0003120547335129231,
0.000626242021098733,
-0.07086418569087982,
0.01125895231962204,
-0.010907118208706379,
-0.011214001104235649,
-0.04111722484230995,
-0.005028805695474148,
-0.07086686044931412,
0.040636301040649414,
-0.018614541739225388,
0.02273971401154995,
0.02889956161379814,
-0.026551732793450356,
0.020895132794976234,
-0.0799890086054802,
0.0787380039691925,
-0.02469921112060547,
0.007737522944808006,
-0.025331372395157814,
0.007719607558101416,
-0.04338178411126137,
0.01681111380457878,
0.04675978422164917,
-0.026214469224214554,
0.03230268135666847,
-0.024314993992447853,
0.03262411057949066,
-0.008578617125749588,
-0.05007496848702431,
0.04980093985795975,
0.01372560579329729,
-0.009738600812852383,
0.013976991176605225,
-0.024008778855204582,
0.014081649482250214,
0.0027132504619657993,
0.014029048383235931,
-0.010259292088449001,
0.031033633276820183,
-0.003157060593366623,
0.000502335256896913,
0.008300882764160633,
0.013620463199913502,
-0.02551824413239956,
0.02322164550423622,
-0.026181641966104507,
0.03201442211866379,
0.025256957858800888,
0.014658047817647457,
-0.052321936935186386,
0.036457862704992294,
-0.034475523978471756,
-0.0002064853470074013,
0.028376847505569458,
-0.025340043008327484,
-0.0004100001824554056,
-0.07903136312961578,
-0.034933291375637054,
0.015748707577586174,
-0.01888038031756878,
-0.008425776846706867,
0.022141259163618088,
-0.008947698399424553,
0.021583236753940582,
-0.017105476930737495,
0.012147130444645882,
0.009068017825484276,
0.026666909456253052,
-0.006041677203029394,
0.020930472761392593,
0.020570525899529457,
0.0007197987288236618,
0.029943618923425674,
-0.006840535439550877,
-0.008313791826367378,
0.031690485775470734,
-0.01850474439561367,
0.038039207458496094,
-0.004704257007688284,
-0.016081277281045914,
0.009226759895682335,
-0.0037178578786551952,
0.02212260477244854,
0.010302425362169743,
-0.012138267047703266,
0.020392511039972305,
-0.02077745459973812,
0.020760705694556236,
-0.04113686829805374,
-0.07078798860311508,
-0.037117764353752136,
0.013475458137691021,
-0.02747373841702938,
0.005096220411360264,
-0.03955058008432388,
0.04293959587812424,
0.045400794595479965,
0.021329132840037346,
0.02001226879656315,
-0.014092359691858292,
-0.009382294490933418,
-0.029219752177596092,
-0.0013941737124696374,
0.02938000299036503,
-0.007130998652428389,
-0.029894212260842323,
-0.01743495836853981,
-0.011558197438716888,
0.03438164293766022,
0.04725317284464836,
-0.05011361092329025,
-0.01694357581436634,
-0.029599610716104507,
0.028774673119187355,
-0.051104553043842316,
-0.003800253150984645,
-0.03902747854590416,
-0.0011068449821323156,
-0.0473012775182724,
-0.04240742698311806
] |
<p>I am interested in developing a computational search of some types of non-coding RNAs (ncRNAs) on a new genome. I have some questions related to the nature of my experiment, because it is an exploratory study, and I can generate different results by applying different BLAST search strategies. The final output consists of different counts of each type of ncRNA for each BLAST strategy. </p>
<p>How I can design good search strategies, taking into account that it is the first search on this new genome?</p>
<p>References will be appreciated. </p>
<p>Thanks!</p> | 48,340 | [
-0.04919624701142311,
-0.05967202037572861,
-0.013605667278170586,
0.003936368506401777,
0.032581303268671036,
0.0031736602541059256,
0.02104070782661438,
-0.050202876329422,
0.013625155203044415,
-0.023798523470759392,
0.027759814634919167,
0.02140292525291443,
0.05846886709332466,
-0.0030757880304008722,
-0.008527115918695927,
-0.01780623011291027,
-0.015979280695319176,
-0.022886499762535095,
-0.04933576285839081,
0.005763842258602381,
0.021368250250816345,
0.021870747208595276,
-0.0007847978267818689,
0.028905780985951424,
-0.006073149386793375,
0.009710506536066532,
0.014829868450760841,
-0.04447682201862335,
0.02715364098548889,
0.032751861959695816,
-0.058453209698200226,
-0.006085189525038004,
0.05844975635409355,
0.037876058369874954,
0.03233485668897629,
-0.015663867816329002,
-0.06978075951337814,
-0.060338836163282394,
-0.002651447197422385,
0.007150729186832905,
-0.04045926034450531,
-0.008490022271871567,
-0.045156028121709824,
0.023853085935115814,
-0.018959224224090576,
0.04554416239261627,
0.0012136799050495028,
-0.0006304694688878953,
-0.0212711188942194,
-0.04440580680966377,
0.04280160367488861,
0.010285279713571072,
0.03057515062391758,
0.0010456449817866087,
0.028176292777061462,
0.003129121847450733,
0.04341643303632736,
0.05637666583061218,
0.02794390544295311,
-0.05450024455785751,
-0.01691802404820919,
-0.01680326648056507,
0.035093750804662704,
-0.059329282492399216,
-0.04525166377425194,
0.07103202491998672,
0.03627631813287735,
0.003222150495275855,
0.0032708728685975075,
-0.011289816349744797,
0.02123291604220867,
-0.004464185331016779,
0.015497907996177673,
0.002050828654319048,
0.016980282962322235,
-0.025491345673799515,
-0.0019399026641622186,
0.0323491133749485,
0.007989173755049706,
0.022340409457683563,
0.005657777655869722,
-0.011603797785937786,
0.01623242162168026,
0.01387528982013464,
0.010473902337253094,
-0.009149953722953796,
0.04196936637163162,
-0.05397430434823036,
0.019848335534334183,
-0.002239887835457921,
0.013630827888846397,
-0.03649996593594551,
0.05127440020442009,
-0.004050962161272764,
-0.05402500554919243,
0.006126963533461094,
-0.00501903286203742,
0.02857166714966297,
-0.02007315680384636,
-0.03922365605831146,
-0.035392649471759796,
-0.02512127347290516,
0.08281435817480087,
0.06824803352355957,
-0.040765583515167236,
0.013988915830850601,
-0.050923366099596024,
0.018448906019330025,
-0.04295681044459343,
0.017370469868183136,
-0.04244463890790939,
0.015285912901163101,
0.014391686767339706,
0.004385645966976881,
0.010227348655462265,
-0.04431131109595299,
-0.0024877372197806835,
-0.03479563072323799,
0.0759996771812439,
0.0630142092704773,
-0.004546409472823143,
-0.033422451466321945,
0.05438985675573349,
-0.03933199867606163,
-0.034616366028785706,
-0.02770312689244747,
0.042673200368881226,
0.02097666636109352,
-0.02384245954453945,
0.0680750161409378,
-0.04615374282002449,
0.01031951792538166,
-0.006522637791931629,
-0.026130206882953644,
0.028466373682022095,
-0.024707112461328506,
-0.09997249394655228,
-0.08326622098684311,
0.07021589577198029,
-0.04381341114640236,
-0.01759376935660839,
-0.06246543303132057,
-0.019474180415272713,
0.04627286270260811,
0.0634951964020729,
-0.02242281287908554,
0.030880765989422798,
0.027125127613544464,
0.003585664788261056,
0.027785344049334526,
0.0033193721901625395,
-0.0018410502234473825,
-0.010664422996342182,
0.0008969968766905367,
-0.002828640630468726,
-0.0574011467397213,
0.03618624433875084,
0.00247122417204082,
0.0049431901425123215,
-0.008301468566060066,
0.013380653224885464,
-0.004460916388779879,
0.009525272995233536,
-0.02985984832048416,
0.04070841521024704,
0.011116576381027699,
0.05184286832809448,
0.012194912880659103,
0.008730649016797543,
0.048199787735939026,
-0.02685949020087719,
0.033462271094322205,
0.028974328190088272,
-0.0033517724368721247,
0.07238920778036118,
-0.00003630670107668266,
-0.017322422936558723,
0.00808121357113123,
0.02060399204492569,
0.008340463973581791,
0.022418783977627754,
-0.030840054154396057,
-0.004394936375319958,
0.03671833500266075,
0.06079983338713646,
0.025207089260220528,
-0.006168344523757696,
-0.018601756542921066,
0.06283107399940491,
-0.03555983304977417,
-0.029913803562521935,
-0.060661934316158295,
-0.005079822614789009,
0.04078580439090729,
-0.014576125890016556,
0.045875489711761475,
0.007730786222964525,
0.010158665478229523,
0.016680795699357986,
-0.0029186063911765814,
-0.03524818271398544,
0.034773748368024826,
0.04654809832572937,
0.003215244971215725,
-0.02508515492081642,
0.0384858101606369,
-0.010200833901762962,
-0.04669971019029617,
0.05224854126572609,
0.007553050760179758,
-0.06476379930973053,
-0.02751416712999344,
-0.01586896739900112,
0.01396377757191658,
0.019024766981601715,
0.00980379804968834,
-0.015379342250525951,
0.05863466486334801,
-0.009160282090306282,
-0.03425007313489914,
-0.02723546139895916,
0.08571407943964005,
0.07910886406898499,
0.015410750173032284,
0.032134123146533966,
0.003347564022988081,
0.037570010870695114,
0.0011170487850904465,
-0.01071656122803688,
0.02003672905266285,
-0.0753634124994278,
-0.024841129779815674,
0.05168674886226654,
0.029471728950738907,
-0.05503636598587036,
0.010813351720571518,
0.04184756055474281,
-0.005298580974340439,
0.029253404587507248,
-0.00691199628636241,
-0.025531014427542686,
-0.04724077507853508,
0.044775575399398804,
0.054736245423555374,
0.02444990910589695,
0.0048479181714355946,
0.03589172661304474,
-0.0094952043145895,
0.037158068269491196,
-0.028769494965672493,
0.007303529419004917,
0.0389559268951416,
-0.0028826806228607893,
-0.006891449447721243,
-0.02047104761004448,
-0.03696136176586151,
0.022257376462221146,
-0.008817520923912525,
0.01982688717544079,
0.017384538426995277,
0.006841805763542652,
-0.008373993448913097,
0.0036433637142181396,
0.007197082974016666,
0.012733221054077148,
0.0315396673977375,
0.011934112757444382,
-0.009437411092221737,
0.025157103314995766,
-0.05456233024597168,
0.03971051052212715,
0.00948979053646326,
-0.02357318252325058,
-0.0429721400141716,
0.014875759370625019,
-0.0017481240211054683,
-0.00734991580247879,
0.05785035341978073,
-0.00036377241485752165,
-0.028849467635154724,
-0.0004166982544120401,
-0.0183009821921587,
-0.008164234459400177,
0.04810977727174759,
-0.061999622732400894,
-0.013842168264091015,
-0.019886072725057602,
0.011500579304993153,
0.01742500253021717,
-0.04455786943435669,
-0.020509719848632812,
0.05335948243737221,
-0.016235072165727615,
-0.051357366144657135,
0.014541721902787685,
-0.03368886560201645,
0.01982180029153824,
-0.014430421404540539,
-0.009229294955730438,
0.058484502136707306,
0.009511238895356655,
-0.06831858307123184,
0.02909071370959282,
-0.010324261151254177,
0.01581626385450363,
0.021148132160305977,
0.010067633353173733,
-0.014373044483363628,
-0.022889990359544754,
0.008580198511481285,
0.012392939068377018,
-0.0028918490279465914,
0.006165487691760063,
-0.03728540986776352,
-0.05245822295546532,
-0.010523865930736065,
-0.02078736200928688,
0.06926441937685013,
-0.0036950043868273497,
-0.015467560850083828,
0.07128987461328506,
0.040733546018600464,
-0.023000136017799377,
-0.061328403651714325,
-0.026838328689336777,
-0.033601313829422,
-0.04421424865722656,
0.017289018258452415,
-0.013447155244648457,
-0.023340223357081413,
-0.016026685014367104,
0.03250927850604057,
0.05548027157783508,
0.0625859722495079,
0.0038027309346944094,
0.012684392742812634,
0.04654480516910553,
0.022591648623347282,
-0.006469701416790485,
0.03422873094677925,
0.04531678557395935,
-0.014689454808831215,
0.019179873168468475,
-0.01522304117679596,
-0.021327262744307518,
0.02214907854795456,
-0.05091359093785286,
0.02089504525065422,
0.004435807000845671,
-0.018601490184664726,
-0.012517665512859821,
0.006793526466935873,
0.011379790492355824,
0.0003419196291361004,
0.013593710027635098,
0.005041587632149458,
0.04871997609734535,
-0.025910107418894768,
-0.03112313151359558,
0.028143256902694702,
0.024418996647000313,
-0.038542043417692184,
0.03143119439482689,
-0.019887518137693405,
-0.04060225561261177,
0.01741962879896164,
0.008627697825431824,
0.004620817489922047,
0.0027956306003034115,
0.0007156281499192119,
0.015110548585653305,
0.018355684354901314,
-0.0566442646086216,
-0.004410883877426386,
0.004835998173803091,
-0.010219675488770008,
-0.016539325937628746,
0.04509764537215233,
-0.0072950017638504505,
0.031228402629494667,
0.028259476646780968,
-0.01900303177535534,
0.017779449000954628,
0.005952236242592335,
-0.0616193562746048,
0.02670386992394924,
-0.02428869530558586,
0.014763040468096733,
-0.0014672534307464957,
-0.019859742373228073,
-0.004615237470716238,
0.01348875928670168,
0.04131151735782623,
-0.005640280432999134,
0.025215117260813713,
-0.03293600678443909,
0.03026464767754078,
-0.015990927815437317,
-0.007062658667564392,
-0.02804926224052906,
0.06371505558490753,
-0.007879403419792652,
0.010940207168459892,
0.029351910576224327,
0.03985190764069557,
-0.03938781097531319,
-0.002592514967545867,
-0.004149419255554676,
-0.020510217174887657,
-0.008247421123087406,
0.0186392180621624,
0.02311578392982483,
0.015965858474373817,
-0.018843088299036026,
0.004508075304329395,
0.006565755698829889,
0.042815472930669785,
0.020807776600122452,
0.025997867807745934,
-0.0033610581886023283,
-0.015258317813277245,
0.010914243757724762,
-0.03525719419121742,
0.0155325410887599,
0.020249443128705025,
-0.003860726021230221,
0.058026719838380814,
0.018349960446357727,
-0.024834655225276947,
-0.009736386127769947,
0.048244647681713104,
0.01037747785449028,
0.016228120774030685,
-0.004684911575168371,
0.004009993746876717,
-0.01671333983540535,
0.008216585963964462,
-0.006773925386369228,
-0.0031308091711252928,
0.016028210520744324,
0.006272976286709309,
0.040193840861320496,
-0.041225045919418335,
-0.04270131513476372,
0.023676317185163498,
-0.017025316134095192,
0.03921632841229439,
-0.01629193313419819,
-0.040880605578422546,
0.039840567857027054,
0.018786823377013206,
0.02395888790488243,
-0.011875097639858723,
-0.006841717287898064,
-0.08420828729867935,
-0.05042862147092819,
0.05936960503458977,
0.048141006380319595,
-0.017819557338953018,
-0.033927880227565765,
-0.055204421281814575,
0.012012472376227379,
0.01684962585568428,
-0.04082687199115753,
0.009089346043765545,
-0.002881713444367051,
-0.0065848492085933685,
-0.022369807586073875,
-0.025548551231622696,
-0.02513781003654003,
0.013341795653104782,
-0.04567373916506767,
0.03503130003809929,
-0.025925880298018456,
-0.01052248664200306,
-0.03522427752614021,
-0.01624157652258873,
-0.02987864799797535,
0.032457135617733,
-0.05315130576491356,
-0.01887141540646553,
0.007420976646244526,
0.006703905761241913,
-0.013095216825604439,
-0.04572368785738945,
0.021324671804904938,
0.010816903784871101,
-0.013273491524159908,
0.04626738280057907,
-0.029589051380753517,
-0.05307057872414589,
0.011531318537890911,
0.025013236328959465,
-0.036046333611011505,
0.00169397983700037,
-0.07351607829332352,
0.011706843972206116,
0.02651813253760338,
-0.005910901352763176,
0.031762927770614624,
0.014232960529625416,
-0.006041872315108776,
0.02742236852645874,
-0.013456921093165874,
-0.0003001614531967789,
-0.033167559653520584,
0.007682581432163715,
-0.0412607342004776,
-0.0019431947730481625,
-0.01876119337975979,
0.015838341787457466,
-0.00422784173861146,
0.033039189875125885,
-0.012408673763275146,
-0.014045142568647861,
-0.014684787020087242,
0.07489240914583206,
0.0003442774759605527,
0.007221530191600323,
-0.012421821244060993,
-0.0018218940822407603,
-0.014811490662395954,
-0.01645132154226303,
0.015812715515494347,
0.011144834570586681,
0.030521100386977196,
0.024255143478512764,
-0.015164465643465519,
0.03451018035411835,
-0.037597376853227615,
0.009327446110546589,
0.05831722170114517,
-0.008870501071214676,
0.06855214387178421,
0.04223163425922394,
-0.003699382534250617,
0.020173760131001472,
-0.05215536803007126,
-0.04442084580659866,
0.02631210722029209,
-0.01855967380106449,
0.010153225623071194,
-0.03831256181001663,
0.020244378596544266,
-0.044210031628608704,
-0.0054139308631420135,
-0.04572904855012894,
-0.04792733117938042,
0.0012432454386726022,
-0.002136032562702894,
0.004142057616263628,
-0.019911745563149452,
0.0122228367254138,
0.04480912908911705,
-0.019111836329102516,
-0.01803908310830593,
0.04037448763847351,
-0.0029069124720990658,
0.007065927144140005,
0.011225292459130287,
0.003338913433253765,
0.061088886111974716,
0.0040435465052723885,
-0.003479122882708907,
0.02790938690304756,
-0.014666270464658737,
0.024153415113687515,
-0.037164539098739624,
0.003692448837682605,
-0.02095937915146351,
-0.03217462822794914,
-0.022090040147304535,
0.030852286145091057,
0.06624125689268112,
-0.031625863164663315,
-0.0118746068328619,
0.005785820540040731,
-0.012249494902789593,
-0.03246556222438812,
-0.05342492833733559,
-0.0198159571737051,
-0.02242017164826393,
0.009661155752837658,
-0.0366598442196846,
-0.005085902288556099,
-0.006267230957746506,
-0.03912161663174629,
0.021085822954773903,
-0.012136537581682205,
0.03736284002661705,
-0.005394493695348501,
0.05187009274959564,
-0.013127891346812248,
0.012650943361222744,
0.025208590552210808,
-0.02109847217798233,
0.019494181498885155,
0.0233843345195055,
0.021719131618738174,
0.01472864206880331,
0.03917107358574867,
-0.018094981089234352,
-0.02712787501513958,
-0.006899431813508272,
0.009673072956502438,
0.06631367653608322,
0.004577628802508116,
0.04833906888961792,
0.03757157549262047,
0.01168112549930811,
-0.003031984670087695,
-0.008216752670705318,
0.03164786845445633,
-0.008587858639657497,
0.04588983580470085,
0.017637234181165695,
0.02204497717320919,
0.03357341140508652,
0.07025008648633957,
0.009391500614583492,
0.03953975439071655,
0.02463526837527752,
0.026892321184277534,
0.025387737900018692,
0.012579141184687614,
-0.03670134395360947,
-0.05114666000008583,
-0.00753720011562109,
-0.07703280448913574,
0.06008411571383476,
-0.0023393481969833374,
-0.03709012642502785,
0.039141424000263214,
0.03730262443423271,
-0.01476957369595766,
-0.03520302101969719,
-0.022776572033762932,
-0.03492598235607147,
0.03912466764450073,
0.012689350172877312,
-0.036937519907951355,
0.025351695716381073,
0.029062749817967415,
0.05130220204591751,
-0.014030874706804752,
0.012256918475031853,
-0.03049207292497158,
-0.06289321184158325,
-0.02415335550904274,
-0.034135859459638596,
-0.0775214210152626,
0.014010529033839703,
0.01574717089533806,
-0.02872057445347309,
0.03339128941297531,
-0.0017759186448529363,
0.010984127409756184,
-0.015269948169589043,
0.03887820243835449,
-0.03422817587852478,
0.060850538313388824,
0.015164904296398163,
0.0008715344010852277,
-0.0003945153148379177,
-0.015744216740131378,
0.09068218618631363,
0.0841623917222023,
0.039653629064559937,
-0.09604823589324951,
0.049636390060186386,
0.01793893240392208,
0.029477398842573166,
0.010882011614739895,
0.004278010223060846,
0.056694626808166504,
0.026623468846082687,
0.014371264725923538,
-0.013543062843382359,
-0.05220375582575798,
0.01748858392238617,
0.04510658606886864,
-0.043735433369874954,
-0.06150849536061287,
0.0004124975821468979,
-0.0241895392537117,
-0.019961409270763397,
-0.027842126786708832,
-0.023607179522514343,
0.015790708363056183,
0.01501603052020073,
-0.03142876923084259,
-0.002676136326044798,
-0.07295366376638412,
0.01651613786816597,
0.02003522962331772,
-0.01769365556538105,
0.015478990972042084,
-0.04218519851565361,
-0.005797720979899168,
-0.010976714082062244,
-0.007877040654420853,
-0.0052341921254992485,
-0.014867346733808517,
0.010736776515841484,
0.036075614392757416,
0.01908249780535698,
-0.018642576411366463,
0.0027962084859609604,
0.05500894412398338,
-0.019950317218899727,
-0.01605983078479767,
-0.010266660712659359,
0.06102824956178665,
-0.024840062484145164,
-0.006644610781222582,
-0.0021412407513707876,
0.011497809551656246,
0.033200014382600784,
-0.00480601005256176,
-0.02336714416742325,
0.03432437777519226,
0.024732429534196854,
-0.01333433948457241,
-0.016743851825594902,
-0.00741700129583478,
0.010782763361930847,
0.0009647670667618513,
0.03841012716293335,
0.015394044108688831,
0.020286638289690018,
-0.031232599169015884,
-0.010834086686372757,
-0.0018985356437042356,
-0.015599634498357773,
0.003410008270293474,
-0.017943045124411583,
0.008605947718024254,
-0.027913672849535942,
0.004375557415187359,
0.027915561571717262,
0.016039391979575157,
0.01566186361014843,
-0.00036848694435320795,
-0.026690678671002388,
-0.015510286204516888,
-0.035538069903850555,
-0.012763047590851784,
-0.04276390001177788,
-0.02050146274268627,
-0.05057292431592941,
0.02724161557853222,
0.06376628577709198,
0.038986966013908386,
0.013365394435822964,
0.04681352525949478,
-0.007569357752799988,
0.023292865604162216,
0.02467009425163269,
-0.034280482679605484,
-0.003363999305292964,
-0.01615414395928383,
-0.00046551533159799874,
-0.024935999885201454,
-0.015128988772630692,
-0.00510991970077157,
0.01209176890552044,
0.022467833012342453,
0.053758736699819565,
0.013872559182345867,
0.006477895192801952,
0.022077223286032677,
0.005339564755558968,
-0.07288838922977448,
-0.02652014046907425,
0.004815975204110146,
0.0335182249546051,
-0.05297797918319702,
-0.042363785207271576,
-0.03083869256079197,
-0.017089704051613808,
0.03977052494883537,
-0.016053730621933937,
-0.02366136945784092,
-0.01067371852695942,
-0.032261673361063004,
0.010985665954649448,
-0.05471394956111908,
-0.0035198028199374676,
-0.03902054205536842,
0.008550030179321766,
-0.013569270260632038,
0.005946008488535881,
0.02706138975918293,
0.02150726690888405,
-0.006408226676285267,
0.004224539268761873,
0.007362124975770712,
0.015656623989343643,
-0.002939964411780238,
0.015473387204110622,
0.032126206904649734,
-0.024429935961961746,
0.009211920201778412,
0.016288574784994125,
-0.015217727050185204,
0.0388018935918808,
-0.047461312264204025,
-0.044290941208601,
0.025218214839696884,
-0.019578294828534126,
0.006667729001492262,
0.01093878410756588,
-0.005245552863925695,
0.005500044673681259,
0.05617814138531685,
-0.011420168913900852,
-0.013036972843110561,
-0.035080406814813614,
0.02695145644247532,
-0.021737150847911835,
-0.0030571683309972286,
0.0108760641887784,
-0.015330077148973942,
-0.030525336042046547,
0.039361245930194855,
0.03576529771089554,
0.028150422498583794,
0.0023201834410429,
0.018436962738633156,
-0.0034750159829854965,
0.010679907165467739,
0.005508470814675093,
-0.02860627882182598,
0.027816329151391983,
0.09135191887617111,
-0.022342028096318245,
0.06909631937742233,
-0.019439751282334328,
0.003268580883741379,
-0.06025076285004616,
-0.007465703878551722,
0.0028504999354481697,
0.01618858054280281,
0.03851420059800148,
-0.04635118693113327,
0.00005222211984801106,
0.04590894654393196,
-0.05101809650659561,
-0.0018785982392728329,
0.022155852988362312,
-0.0015020706923678517,
-0.010011909529566765,
0.003211807459592819,
-0.04263616353273392,
0.018496163189411163,
0.02447606436908245,
0.025576438754796982,
0.07696659862995148,
0.010541589930653572,
-0.039753787219524384,
-0.0623188391327858,
0.016066040843725204,
0.022098153829574585,
0.012651809491217136,
-0.04683874920010567,
0.030645135790109634,
-0.042585019022226334,
-0.03078518994152546,
0.0007325697806663811,
-0.05444137379527092,
0.026678921654820442,
0.05340367555618286,
0.021898023784160614,
0.005029380787163973,
0.03752858191728592,
0.0482013002038002,
-0.005452603101730347,
0.03115706518292427,
-0.00795797910541296,
-0.012885231524705887,
0.025707585737109184,
-0.010540572926402092,
0.04039721563458443,
0.02288919687271118,
-0.003644379088655114,
-0.0012202197685837746,
0.039449263364076614,
-0.015777666121721268,
-0.020722832530736923,
-0.01619977131485939,
0.01980527490377426,
0.0055884369648993015,
0.007367278914898634,
0.002485177479684353,
-0.022913482040166855,
0.01194338221102953,
0.018975472077727318,
0.012369305826723576,
-0.01885882392525673,
0.0006422883598133922,
-0.013359162025153637,
-0.0580810010433197,
0.008086476475000381,
-0.013355493545532227,
-0.027648309245705605,
-0.04331931099295616,
-0.0010459150653332472,
-0.01036219671368599,
0.013928631320595741,
-0.01501750759780407,
-0.008862883783876896,
-0.017065107822418213,
0.07710616290569305,
-0.034150104969739914,
-0.0009694302571006119,
0.025915073230862617,
-0.031162206083536148,
-0.0025625149719417095,
-0.05704071745276451,
0.06883350759744644,
0.013320835307240486,
0.024811286479234695,
-0.049823012202978134,
-0.04296720027923584,
-0.01648525707423687,
0.028673414140939713,
0.021902138367295265,
-0.03851323574781418,
-0.012111464515328407,
-0.019794628024101257,
0.010951559990644455,
0.019203761592507362,
-0.041595522314310074,
0.0488022081553936,
-0.010105044580996037,
-0.024048475548624992,
-0.018570469692349434,
0.0017833842430263758,
-0.01776355691254139,
0.04816281422972679,
0.01465977169573307,
0.005147384945303202,
-0.027121882885694504,
-0.0012115506688132882,
-0.019708121195435524,
0.023416003212332726,
-0.01651962660253048,
0.015621243044734001,
0.04120733216404915,
0.007690783590078354,
0.001745491405017674,
0.028416378423571587,
-0.012430274859070778,
-0.025976726785302162,
0.05004021152853966,
-0.06577525287866592,
-0.023698247969150543,
0.006299328990280628,
-0.02563723549246788,
0.008558987639844418,
-0.03472790867090225,
-0.024321913719177246,
-0.017231527715921402,
-0.02661004103720188,
0.03994819149374962,
0.013882814906537533,
0.007767307106405497,
0.016169989481568336,
-0.003789059352129698,
0.041787289083004,
-0.012070600874722004,
-0.019133122637867928,
-0.03217138722538948,
0.0018994924612343311,
-0.02027704380452633,
-0.02058972232043743,
-0.003916937392205,
0.0014997044345363975,
-0.04177103564143181,
0.05371255800127983,
0.021486300975084305,
0.04064817354083061,
-0.04112149402499199,
-0.02009124495089054,
0.01833384856581688,
0.0003344068245496601,
-0.01702660135924816,
-0.009104087948799133,
-0.04742252454161644,
0.08132430911064148,
-0.07058645784854889,
0.019207924604415894,
-0.026096222922205925,
-0.0181161817163229,
-0.016430050134658813,
0.020183784887194633,
-0.04662387818098068,
0.01932736113667488,
0.021115101873874664,
0.007127891760319471,
0.02441079169511795,
0.022008243948221207,
0.06729065626859665,
-0.06573255360126495,
0.013582520186901093,
-0.03380239009857178,
-0.019060131162405014,
0.008704417385160923,
-0.013226081617176533,
-0.03993965685367584,
-0.02755851484835148,
0.041252609342336655,
-0.016463760286569595,
-0.00866925623267889,
-0.008751108311116695,
-0.06561196595430374,
-0.01665492355823517,
0.01807050220668316,
0.004422842059284449,
-0.03159461170434952,
-0.031095309183001518,
-0.011572285555303097,
0.0062486459501087666,
-0.03055056743323803
] |
<p>Let's say I ask a robot a question: "Why is partial differential equations no fun at all?" </p>
<p>Suppose the robot is stupid and categorizes my question inside the class of "cats" so it replies with: "Cats are fluffy and awesome."</p>
<p>So I reword my question over and over and sadly the robot keeps hitting the "cats" class. Sequential hits is an example of a risk factor. It indicates that perhaps something is wrong with the "cats" class in the robot's brain. Maybe the word "PDEs" appears as sample text under the class to draw from. </p>
<p>Suppose I have a collection of classes (e.g. "cats", "dogs") that all share the same risk factors(e.g. "sequential hits","bad user scores",etc). </p>
<p>Each risk factor has its own weight which I can adjust from 0-10 where 0 essentially means that I can completely drop the risk factor and 10 is the most important.</p>
<p>For each class, I can multiply the occurrence of each risk factor by its respective weight and sum them all to obtain a risk score for the class.</p>
<p>Thus, each class has a risk score and I can focus on fixing the classes with the highest risk scores.</p>
<p>My question is this: How can I optimally choose the weights of the risk factors to give me what are truly the riskiest classes?</p>
<p>This is a pretty open question. I am looking for ideas, papers, books, or statistical techniques that might be helpful to this endeavor. Much thanks.</p> | 36,680 | [
-0.03143268823623657,
-0.02175150252878666,
0.024381820112466812,
-0.021924495697021484,
0.019002186134457588,
0.01968955062329769,
0.02041321061551571,
-0.011774345301091671,
0.04505803436040878,
-0.040567487478256226,
0.012972109019756317,
0.0548672080039978,
0.054425355046987534,
0.05287249758839607,
0.009548306465148926,
0.00417630560696125,
0.006584667135030031,
-0.001937762019224465,
-0.010206004604697227,
0.0008839236106723547,
0.027457214891910553,
0.02546073868870735,
0.049489740282297134,
-0.0241699256002903,
-0.014776915311813354,
0.0175766684114933,
0.018691545352339745,
-0.052963461726903915,
-0.005397124215960503,
0.021938763558864594,
-0.0420975387096405,
0.024978742003440857,
-0.021622266620397568,
0.0188987348228693,
0.00548822246491909,
0.019336774945259094,
-0.04338277131319046,
-0.013305142521858215,
-0.03401421383023262,
0.029854660853743553,
0.0024026883766055107,
-0.03346775844693184,
0.00023392819275613874,
0.05401301756501198,
0.004144841805100441,
-0.00014632352394983172,
-0.020537888631224632,
0.00766173517331481,
-0.002717840252444148,
-0.044031184166669846,
0.05649619922041893,
0.007120158057659864,
0.04687556251883507,
0.017857080325484276,
-0.0409272126853466,
-0.006492465268820524,
0.02325880341231823,
0.09070826321840286,
-0.023829955607652664,
-0.05408453941345215,
-0.030110951513051987,
0.0026664098259061575,
0.011970947496592999,
-0.00913802720606327,
-0.03895016387104988,
0.03855227306485176,
0.002083063358440995,
-0.04360122233629227,
0.033493123948574066,
-0.04179466888308525,
-0.019772665575146675,
0.0109706474468112,
0.01757405884563923,
-0.005604524631053209,
0.019229251891374588,
-0.030802765861153603,
0.00003167844988638535,
0.06982395797967911,
0.013741056434810162,
0.013163965195417404,
-0.020098889246582985,
-0.0319337323307991,
-0.02740474045276642,
0.0492229163646698,
-0.007756886072456837,
0.030394483357667923,
0.06823921948671341,
-0.02944314107298851,
0.0452583022415638,
0.04526025429368019,
-0.008003569208085537,
-0.01823814958333969,
0.004010132513940334,
0.03632868453860283,
-0.025280196219682693,
0.02480626106262207,
0.009496301412582397,
-0.0012041247682645917,
0.02214413322508335,
-0.003424425609409809,
-0.008608429692685604,
-0.051327869296073914,
-0.034365613013505936,
0.02739851363003254,
-0.04768446832895279,
-0.02050120383501053,
-0.046507079154253006,
-0.018008751794695854,
-0.002151875989511609,
-0.003888458479195833,
-0.019300175830721855,
0.017782418057322502,
0.01739203743636608,
-0.03906136006116867,
0.017215730622410774,
-0.008734803646802902,
-0.010434478521347046,
-0.015495619736611843,
0.0030825072899460793,
0.04592110961675644,
0.0333685427904129,
-0.010152292437851429,
0.046803198754787445,
-0.029007691890001297,
-0.0382203571498394,
0.023414092138409615,
0.07858502864837646,
-0.02652215212583542,
0.00114437413867563,
0.02899501658976078,
-0.015280293300747871,
-0.0006821662536822259,
0.01964019238948822,
0.023399630561470985,
0.014255007728934288,
-0.0006325518479570746,
-0.062287673354148865,
-0.030469419434666634,
0.04538942500948906,
-0.017086651176214218,
-0.033350735902786255,
-0.05444234237074852,
-0.034676238894462585,
0.048199690878391266,
0.04193723201751709,
0.016726313158869743,
0.023871127516031265,
0.035338547080755234,
0.01994115300476551,
0.021789148449897766,
0.008714674040675163,
-0.0050017149187624454,
-0.05311139300465584,
0.01648251712322235,
-0.035955943167209625,
-0.06163935735821724,
0.025090370327234268,
0.0023806742392480373,
-0.0016675273654982448,
0.002958940574899316,
0.013102366589009762,
-0.025773786008358,
0.014147048816084862,
-0.03232429549098015,
0.01365075446665287,
0.005992616061121225,
0.07108666747808456,
0.03753272444009781,
0.021747367456555367,
-0.0003089316305704415,
-0.0006790234474465251,
0.03960747271776199,
0.0019710753113031387,
0.03510304540395737,
0.04159529134631157,
-0.030210506170988083,
-0.01664944551885128,
-0.0065007382072508335,
0.010312815196812153,
0.0024678658228367567,
-0.0054459357634186745,
-0.05898264795541763,
-0.010619635693728924,
0.002571085002273321,
-0.006982830353081226,
0.016022786498069763,
0.010867143049836159,
-0.03189031034708023,
0.04332249239087105,
-0.011711605824530125,
-0.02929437719285488,
-0.06358630955219269,
0.004931502044200897,
-0.056398794054985046,
-0.011551087722182274,
0.03958027809858322,
-0.03292069584131241,
0.018805962055921555,
-0.003168015042319894,
0.0035344858188182116,
-0.03655732795596123,
0.007328969892114401,
0.03579402714967728,
0.004156352486461401,
-0.0046473233960568905,
0.013268237933516502,
0.015467782504856586,
-0.04189373552799225,
0.030133776366710663,
-0.053928129374980927,
-0.06875038146972656,
-0.0071758306585252285,
0.0066656009294092655,
0.012819102965295315,
0.030280031263828278,
-0.033746980130672455,
0.027241142466664314,
-0.03722016140818596,
-0.013801132328808308,
0.013595198281109333,
-0.02899041585624218,
0.08062643557786942,
0.08435036242008209,
-0.01779845356941223,
0.012272932566702366,
0.037831708788871765,
0.022072240710258484,
0.04656486213207245,
-0.002355520846322179,
0.008725522086024284,
-0.0585009790956974,
-0.02138836309313774,
0.008854667656123638,
0.01796608231961727,
-0.054791517555713654,
0.03012225590646267,
0.058306772261857986,
0.045582838356494904,
-0.0009509121300652623,
0.03841782361268997,
-0.016345512121915817,
0.004511198494583368,
0.027375733479857445,
0.05243482068181038,
0.005243087187409401,
-0.007266425061970949,
0.0482918955385685,
0.009677327238023281,
0.019219908863306046,
0.012107151560485363,
0.0065530212596058846,
0.04037337750196457,
0.03718465566635132,
0.0018718286883085966,
-0.005624640267342329,
-0.034644898027181625,
0.019749393686652184,
-0.027982866391539574,
0.0037002726458013058,
0.037799179553985596,
0.008728938177227974,
-0.01963144540786743,
-0.0022493537981063128,
-0.03157317265868187,
-0.017626747488975525,
0.0325641855597496,
-0.01850368082523346,
-0.004137801937758923,
0.028045475482940674,
-0.05877816304564476,
-0.0043542091734707355,
0.03572713956236839,
-0.03029031679034233,
-0.035609811544418335,
0.034471627324819565,
0.02302061952650547,
-0.003688712604343891,
-0.01470828615128994,
0.0018756644567474723,
-0.013402599841356277,
0.0274538304656744,
-0.006241991184651852,
0.01637914963066578,
-0.02244315668940544,
-0.06993359327316284,
0.016021152958273888,
-0.009522372856736183,
-0.0019081090576946735,
0.04084799811244011,
0.006517914589494467,
-0.013660416938364506,
0.004486314952373505,
-0.011500837281346321,
-0.0032954977359622717,
-0.015345564112067223,
-0.05475075915455818,
0.034260742366313934,
0.002034795004874468,
0.018025323748588562,
0.042509887367486954,
-0.0076535288244485855,
-0.07236944139003754,
0.01980406790971756,
-0.008431515656411648,
-0.04548608511686325,
-0.029453471302986145,
-0.021581094712018967,
-0.013115696609020233,
-0.013400466181337833,
-0.007437658961862326,
0.012886237353086472,
-0.026470918208360672,
-0.04832863062620163,
-0.08938685804605484,
-0.06779602915048599,
-0.007057261653244495,
0.02036268450319767,
0.019483335316181183,
0.018980998545885086,
-0.006852582097053528,
0.07564028352499008,
0.010213514789938927,
-0.08660253137350082,
-0.03516574203968048,
-0.021725459024310112,
-0.012301539070904255,
-0.019063817337155342,
0.03164305165410042,
0.024104034528136253,
-0.03227091208100319,
0.01418139785528183,
0.031531233340501785,
0.039120864123106,
0.02924034558236599,
0.007965565659105778,
-0.03361399471759796,
0.027317717671394348,
-0.039833102375268936,
-0.022188737988471985,
0.029004482552409172,
0.03720162436366081,
-0.014028050005435944,
0.03949957340955734,
-0.01406986266374588,
0.0019500114722177386,
0.013550727628171444,
-0.05284987390041351,
0.007440151646733284,
-0.011519305408000946,
0.006081344559788704,
-0.030953453853726387,
0.013996108435094357,
0.009087571874260902,
-0.027085257694125175,
-0.01599401980638504,
0.029936054721474648,
0.04656614735722542,
-0.03616124391555786,
0.012226403690874577,
0.026452312245965004,
0.09086361527442932,
-0.0005584097234532237,
-0.03766462579369545,
-0.0642378032207489,
0.011179870925843716,
0.019012203440070152,
-0.016880663111805916,
0.01853170245885849,
0.04377858713269234,
0.04813987389206886,
0.02635069005191326,
-0.021409619599580765,
-0.013723901472985744,
0.004104798659682274,
-0.08920735865831375,
-0.010619315318763256,
-0.02439715340733528,
0.08015546947717667,
0.021753819659352303,
0.014235860668122768,
0.011743715964257717,
-0.008551981300115585,
-0.0033614905551075935,
0.02857161872088909,
-0.09141968190670013,
0.01903671957552433,
0.03984189033508301,
0.001274407492019236,
0.029030540958046913,
-0.020259477198123932,
0.032875481992959976,
-0.004176797810941935,
-0.039336394518613815,
-0.008002844639122486,
-0.005682443734258413,
-0.05647948756814003,
0.00205017882399261,
-0.0291371438652277,
-0.0046365451999008656,
0.006530160550028086,
0.03585553914308548,
0.04665406420826912,
-0.023271823301911354,
0.03985185921192169,
0.030284684151411057,
0.0020423063542693853,
-0.007455525919795036,
-0.022456137463450432,
0.03362132981419563,
-0.011803170666098595,
0.05167631059885025,
-0.02385823242366314,
0.0017737422604113817,
-0.036153461784124374,
0.06927188485860825,
-0.0053126635029911995,
0.028337063267827034,
0.0360591895878315,
0.016488490626215935,
-0.005088926292955875,
-0.06347066909074783,
-0.042540132999420166,
-0.006533740554004908,
0.007493550889194012,
-0.013246521353721619,
0.0014907836448401213,
0.04029402509331703,
0.018047666177153587,
-0.09264807403087616,
0.011355767957866192,
0.04660914093255997,
-0.02082797698676586,
-0.04945480823516846,
0.004435892216861248,
-0.014018740504980087,
-0.013216845691204071,
-0.03089754655957222,
0.005108156707137823,
0.0055463798344135284,
-0.014499898068606853,
-0.004041696432977915,
0.018854664638638496,
-0.016425156965851784,
-0.04013869911432266,
-0.02677498571574688,
-0.01864897646009922,
0.022242911159992218,
-0.012047603726387024,
-0.006537009030580521,
0.0030580752063542604,
0.011851731687784195,
0.06448052078485489,
-0.005906790494918823,
-0.00799644086509943,
-0.1051463857293129,
-0.00452206376940012,
0.026378637179732323,
0.06781221181154251,
-0.022587422281503677,
0.0024951801169663668,
-0.0008024376584216952,
-0.019196130335330963,
0.08663469552993774,
-0.0415341854095459,
0.007312379311770201,
-0.011129672639071941,
-0.03285155072808266,
-0.02027190290391445,
-0.006819824688136578,
-0.01955331861972809,
-0.004253475461155176,
-0.01666809804737568,
0.06246428191661835,
-0.0012440779246389866,
-0.004889370407909155,
-0.05867087095975876,
0.0016352838138118386,
0.022005748003721237,
0.07477501779794693,
-0.022434374317526817,
-0.0002056015800917521,
0.021238144487142563,
0.009166672825813293,
-0.058049462735652924,
-0.06413248926401138,
0.01602003537118435,
-0.003857289208099246,
0.00033943995367735624,
0.05101164057850838,
-0.025662703439593315,
0.003215333679690957,
0.020854096859693527,
0.015430170111358166,
-0.025406166911125183,
-0.02360515296459198,
0.007657698821276426,
0.021001523360610008,
0.0696125477552414,
0.04551368206739426,
0.0285573098808527,
0.02470368891954422,
0.04840385913848877,
0.009098152630031109,
-0.03738485649228096,
0.022966479882597923,
0.0005292082787491381,
-0.011925770901143551,
-0.03473810851573944,
0.005420776549726725,
-0.003350385930389166,
0.03062780573964119,
-0.000580966065172106,
0.01747702807188034,
-0.013029107823967934,
-0.028616461902856827,
-0.011934214271605015,
-0.023046722635626793,
0.004245453979820013,
-0.023885808885097504,
0.048328980803489685,
0.024055611342191696,
0.045432139188051224,
0.03259262442588806,
0.013370122760534286,
-0.06115008518099785,
0.01890261471271515,
0.0075557054951786995,
-0.02510995976626873,
-0.00794350728392601,
-0.06155283376574516,
0.006300267297774553,
0.021683935075998306,
-0.04147813841700554,
0.04290052875876427,
0.011290685273706913,
0.013089479878544807,
0.013425854966044426,
-0.033234935253858566,
-0.007804990746080875,
0.0035529842134565115,
0.018086744472384453,
0.02564949542284012,
-0.006877495441585779,
-0.008936049416661263,
-0.006366587709635496,
0.0017673587426543236,
-0.04560011997818947,
-0.03291798755526543,
0.04640001058578491,
0.042063694447278976,
-0.019215267151594162,
-0.033818814903497696,
0.01814224384725094,
-0.002961342688649893,
-0.021985450759530067,
-0.008542300201952457,
0.06429298967123032,
-0.029054952785372734,
-0.017415229231119156,
0.025575309991836548,
0.00944514386355877,
0.07290740311145782,
0.02310004271566868,
0.0044041583314538,
0.02300982177257538,
-0.01614064909517765,
0.02817402593791485,
-0.030689863488078117,
0.01999036967754364,
-0.058274202048778534,
-0.03625873103737831,
-0.011088493280112743,
0.0046140095219016075,
0.03344595432281494,
-0.028191428631544113,
0.008429399691522121,
0.03501828759908676,
-0.022805510088801384,
0.006482745986431837,
-0.02975383773446083,
-0.01085870061069727,
-0.03333711251616478,
-0.0019701835699379444,
0.01259635016322136,
0.03580080345273018,
-0.020798981189727783,
-0.012806533835828304,
-0.006274751853197813,
0.01825743541121483,
-0.0184148121625185,
0.021626584231853485,
0.03671541064977646,
-0.03128226846456528,
-0.02733195200562477,
-0.018329834565520287,
-0.022799456492066383,
0.0615217387676239,
0.011868622153997421,
0.007534603122621775,
0.031117701902985573,
0.02387000247836113,
0.002696138573810458,
-0.00039986465708352625,
-0.05964580178260803,
-0.0026921674143522978,
0.06114323064684868,
-0.02171899378299713,
0.024738524109125137,
0.04286926984786987,
0.004274821374565363,
-0.02192677929997444,
-0.02982989326119423,
-0.0010510297724977136,
-0.020202064886689186,
0.004318616818636656,
0.052018627524375916,
-0.020984826609492302,
-0.0012673984747380018,
0.0382237546145916,
0.02655579149723053,
0.0523170605301857,
0.035589613020420074,
0.003850414650514722,
0.047042928636074066,
0.030067315325140953,
-0.059267014265060425,
-0.031043117865920067,
0.012498671188950539,
-0.06987212598323822,
0.008165898732841015,
-0.0018984187627211213,
-0.07544330507516861,
0.040863048285245895,
0.005732290912419558,
-0.011891623958945274,
-0.03102220594882965,
-0.038194432854652405,
-0.0262097530066967,
0.03326290845870972,
0.03171608969569206,
0.009773886762559414,
0.023142343387007713,
0.0034411735832691193,
0.037573158740997314,
-0.004245324060320854,
0.013016123324632645,
-0.034274954348802567,
-0.09051800519227982,
-0.050539933145046234,
-0.014094846323132515,
-0.07197866588830948,
-0.002400179859250784,
0.026279117912054062,
-0.011550883762538433,
0.015840087085962296,
-0.01605013944208622,
0.030119918286800385,
0.020000360906124115,
0.046331737190485,
-0.033242784440517426,
0.04024132341146469,
0.007575394120067358,
0.01566779986023903,
-0.02439793199300766,
-0.016979724168777466,
0.1288122981786728,
0.06262438744306564,
0.06639435887336731,
-0.05788058042526245,
0.0015579152386635542,
0.004894524347037077,
0.013774589635431767,
0.000019552955563995056,
0.02619011141359806,
0.03695542365312576,
-0.007234072312712669,
0.014795665629208088,
0.017668014392256737,
0.027764111757278442,
0.027927394956350327,
0.0789172351360321,
-0.09054499864578247,
-0.017625629901885986,
0.009326692670583725,
-0.004878987092524767,
0.029965294525027275,
0.002868238603696227,
-0.03846500813961029,
-0.016513114795088768,
0.008874625898897648,
0.00830193143337965,
-0.008708862587809563,
-0.05445677042007446,
0.0103234201669693,
-0.002914465731009841,
0.024949967861175537,
0.04144943878054619,
0.009013560600578785,
0.01600334793329239,
0.005177644081413746,
0.018826505169272423,
0.021400926634669304,
-0.01979110948741436,
0.008806005120277405,
-0.0010864910436794162,
0.025242211297154427,
-0.0161904264241457,
0.0012722923420369625,
0.03350861370563507,
-0.0013564132386818528,
-0.04088452085852623,
-0.03143414109945297,
0.05452555790543556,
-0.05855143442749977,
0.02415289916098118,
-0.0032963096164166927,
0.014224188402295113,
0.015774453058838844,
-0.05286788195371628,
-0.035901397466659546,
0.006857866421341896,
0.02908460982143879,
0.03919171914458275,
0.007340347394347191,
0.002003905363380909,
0.031101707369089127,
0.0028283388819545507,
0.029746878892183304,
-0.0022628908045589924,
-0.02567894384264946,
-0.03981734439730644,
-0.038816943764686584,
-0.006616663653403521,
0.0241547841578722,
0.008346582762897015,
0.0038981945253908634,
-0.005685070995241404,
-0.013541954569518566,
-0.01864246465265751,
-0.009908107109367847,
0.025865960866212845,
0.0024228922557085752,
-0.007410332094877958,
-0.024849705398082733,
0.006509177852421999,
-0.0017363277729600668,
0.006891409866511822,
-0.017635902389883995,
0.007754899561405182,
-0.055694643408060074,
-0.02826411835849285,
0.012019512243568897,
0.0662761926651001,
0.026107819750905037,
0.008028692565858364,
0.008021511137485504,
0.0452449657022953,
-0.0101034389808774,
-0.01329056266695261,
-0.016075173392891884,
0.03568947687745094,
0.006600737571716309,
0.020707428455352783,
0.03492302820086479,
0.07100198417901993,
0.005940248258411884,
-0.01850976049900055,
-0.01657985895872116,
0.041263800114393234,
-0.022884048521518707,
-0.01085119042545557,
0.03512682765722275,
-0.04422305151820183,
-0.04003608971834183,
0.014841088093817234,
-0.0022216038778424263,
-0.05421263724565506,
-0.031895916908979416,
-0.038061339408159256,
-0.04777410253882408,
-0.0013363946927711368,
0.016905363649129868,
-0.032304611057043076,
0.003607726190239191,
0.013025909662246704,
0.010813085362315178,
-0.031279996037483215,
0.03183303773403168,
-0.06683306396007538,
-0.006120495498180389,
-0.01788119412958622,
-0.016065243631601334,
-0.042087387293577194,
0.0080101964995265,
-0.04273902252316475,
-0.006063465960323811,
-0.01430830080062151,
0.021902862936258316,
-0.002529748482629657,
0.0021354216150939465,
0.0029173477087169886,
-0.015048499219119549,
0.0631999745965004,
-0.03964690864086151,
-0.027448566630482674,
0.044290486723184586,
-0.06665423512458801,
0.00020037914509885013,
0.006801391951739788,
-0.015467854216694832,
0.03855197876691818,
0.04998450726270676,
-0.001498670782893896,
0.02842448465526104,
0.0340934693813324,
-0.016119452193379402,
-0.03285956010222435,
0.020651981234550476,
-0.025016142055392265,
-0.004981661215424538,
0.0010380127932876348,
0.008702590130269527,
-0.008324932307004929,
-0.008756814524531364,
-0.05447971075773239,
0.034846097230911255,
-0.001899993745610118,
-0.017478084191679955,
0.05244885012507439,
-0.024427492171525955,
0.023800287395715714,
-0.043643753975629807,
0.012871888466179371,
0.022864418104290962,
0.007741754408925772,
-0.02876032330095768,
0.03180558979511261,
-0.009343713521957397,
0.0019378337310627103,
-0.08426018059253693,
0.021523170173168182,
0.022005952894687653,
-0.005781727377325296,
0.03328036516904831,
-0.029329756274819374,
0.01804426684975624,
0.002662046579644084,
-0.03304991126060486,
0.035853661596775055,
-0.011579140089452267,
0.027672313153743744,
-0.02805189974606037,
0.04573548585176468,
-0.05159946158528328,
0.04073726758360863,
0.02286655083298683,
0.010706579312682152,
0.043005529791116714,
-0.023205475881695747,
0.013815862126648426,
0.007738378830254078,
-0.007038694340735674,
0.028571179136633873,
-0.0093877287581563,
0.016095362603664398,
0.04909370094537735,
-0.03474157676100731,
-0.0443059541285038,
0.016578342765569687,
0.021098274737596512,
0.005650592502206564,
0.03743166849017143,
0.025962095707654953,
-0.005603374447673559,
0.009898487478494644,
0.02486911416053772,
-0.03664568439126015,
-0.0037656305357813835,
-0.006386417895555496,
0.010590402409434319,
0.004776693414896727,
0.03266219422221184,
0.03477064520120621,
0.05281566455960274,
-0.006549552083015442,
-0.02289734035730362,
0.05276377499103546,
-0.011284240521490574,
-0.030079258605837822,
0.03067551553249359,
-0.016528673470020294,
0.018044862896203995,
-0.037500109523534775,
-0.0017565378220751882,
-0.03317040205001831,
0.016990523785352707,
-0.01774982549250126,
-0.031945835798978806,
0.008021075278520584,
0.03975977003574371,
-0.04266510531306267,
-0.0627003163099289,
-0.01131790317595005,
0.016361963003873825,
-0.03885788470506668,
-0.02819056622684002,
0.037089936435222626,
-0.0051681785844266415,
-0.02530595287680626,
-0.02134629152715206,
-0.026921235024929047,
-0.013750576414167881,
0.015590406954288483,
-0.004710938315838575,
0.028321722522377968,
-0.0012433012016117573,
-0.009965350851416588,
0.011406359262764454,
-0.08925878256559372,
0.030623944476246834,
0.002591798547655344,
-0.008867746219038963,
-0.03125889599323273,
0.027079766616225243,
-0.0007904273807071149,
0.04617031291127205,
0.014429686591029167,
-0.039100971072912216,
0.017227046191692352,
-0.02253483422100544,
-0.007108971942216158,
0.01605524681508541,
-0.02383335679769516,
0.02695457451045513,
-0.015653911978006363,
-0.02252359129488468,
-0.02912840060889721,
0.00916304811835289,
0.012769138440489769,
-0.0019194070482626557,
0.020309889689087868,
0.0047198934480547905,
-0.02077462337911129,
0.004399316851049662,
-0.026363559067249298,
-0.006215016823261976,
0.011124687269330025,
0.015610655769705772,
0.049007516354322433,
0.010893684811890125,
-0.02295600436627865,
-0.024410318583250046,
-0.022125832736492157,
-0.0024533492978662252,
0.0511917769908905,
-0.0031667223665863276,
-0.07115461677312851,
0.017303012311458588,
-0.006407306529581547,
0.023074209690093994,
-0.05954785645008087,
0.008753198198974133,
0.03365107253193855,
-0.01640181802213192,
0.006841611582785845,
0.021575862541794777,
0.03797991946339607,
0.030579010024666786,
0.01808641292154789,
0.03774469718337059,
0.014602970331907272,
-0.023302169516682625,
-0.022860534489154816,
0.008391204290091991,
0.029065532609820366,
-0.007222427055239677,
0.025583777576684952,
0.024850500747561455,
-0.015125111676752567,
0.02703102119266987,
0.001766172586940229,
0.05417558178305626,
-0.03425225988030434,
-0.004369279369711876,
0.009274426847696304,
-0.0010523240780457854,
-0.004274892155081034,
-0.01718345284461975,
-0.011286229826509953,
0.04401598498225212,
0.005551697686314583,
-0.017488909885287285,
-0.07737681269645691,
-0.001871285610832274,
-0.05078502371907234,
-0.0537906214594841,
0.03409443795681,
0.06571021676063538,
-0.0028476244769990444,
-0.048645101487636566,
-0.012647937051951885,
0.01519749779254198,
0.02278236486017704,
-0.006604114081710577,
0.017801927402615547,
-0.005598202347755432,
-0.01977231353521347,
0.001852926448918879,
-0.004152563866227865,
-0.015342834405601025,
-0.014336567372083664,
0.041005104780197144,
0.04113633930683136,
0.031565163284540176,
-0.01741245947778225,
-0.03609869256615639,
-0.030206728726625443,
0.02803235501050949,
-0.04020671918988228,
0.017030270770192146,
-0.0633842870593071,
0.015309608541429043,
0.017828507348895073,
-0.008116054348647594
] |
<p>I was reading this <code>[paper][1]</code> related to sparse online gaussian processes. However, I didn't get how the denominator in the equation 1 was derived?<img src="http://i.stack.imgur.com/vr3dG.png" alt="enter image description here"></p>
<p>It was supposed to be P(D). I didn't get how the denominator was obtained. Further, the paper is saying that the posterior may not be gaussian. I don't know why it is so?</p> | 36,681 | [
-0.01819876953959465,
-0.011766264215111732,
0.03220060467720032,
-0.045143790543079376,
0.046620503067970276,
0.0027452220674604177,
-0.03602689504623413,
-0.028892723843455315,
0.026194686070084572,
-0.03105003759264946,
0.03301525488495827,
0.042565248906612396,
0.07054311037063599,
0.040409769862890244,
-0.017200922593474388,
0.018963240087032318,
-0.0004771276726387441,
0.0069248266518116,
0.01078493706882,
-0.029547201469540596,
-0.0048123132437467575,
0.05434887483716011,
0.0022563159000128508,
-0.03516637906432152,
-0.0025160324294120073,
0.0033532960806041956,
0.009944536723196507,
0.010423961095511913,
-0.013724793680012226,
0.06950846314430237,
-0.018759911879897118,
-0.02840888686478138,
-0.017617369070649147,
0.054453764110803604,
0.009333414025604725,
-0.010351701639592648,
-0.027675243094563484,
-0.046388108283281326,
-0.016032660380005836,
0.052616480737924576,
0.028618868440389633,
-0.056922778487205505,
-0.010520072653889656,
0.06414397060871124,
-0.0368465892970562,
0.018426958471536636,
0.03865716978907585,
-0.04005270451307297,
0.0624917671084404,
-0.053839780390262604,
0.044708263128995895,
0.021580662578344345,
0.06261464208364487,
0.012498187832534313,
0.0021124989725649357,
0.01960006356239319,
0.06674810498952866,
0.09923255443572998,
0.005834989249706268,
-0.051742877811193466,
-0.03293143957853317,
-0.040337659418582916,
0.026060299947857857,
-0.006547555327415466,
-0.011265146546065807,
0.005820129066705704,
-0.00042169709922745824,
-0.04468291252851486,
0.011803223751485348,
-0.025755126029253006,
0.01737736165523529,
0.00287825264967978,
0.03135179355740547,
-0.04335653409361839,
0.03662644326686859,
-0.008420297876000404,
0.009179167449474335,
0.030905824154615402,
0.02867259830236435,
0.018660014495253563,
0.0013558035716414452,
-0.027729889377951622,
0.014207599684596062,
0.05027047544717789,
-0.014800033532083035,
0.017286622896790504,
0.0736711397767067,
-0.01069292426109314,
0.016663067042827606,
-0.00039437011582776904,
-0.04370972886681557,
0.04310521110892296,
0.01583203859627247,
-0.03827765956521034,
-0.01764846220612526,
0.022027304396033287,
0.010631500743329525,
0.045409079641103745,
-0.007346402853727341,
-0.0206057820469141,
-0.04122401028871536,
-0.058394480496644974,
-0.011033612303435802,
0.04256080090999603,
-0.041026435792446136,
-0.014605938456952572,
-0.004905720241367817,
0.02913706563413143,
-0.05996648967266083,
-0.02441226691007614,
-0.05778441205620766,
0.03746379166841507,
0.026345478370785713,
-0.007901928387582302,
0.009471863508224487,
-0.021214090287685394,
-0.0020254405681043863,
0.006445639301091433,
0.044558167457580566,
0.06543881446123123,
0.015587379224598408,
-0.002045065863057971,
0.029296597465872765,
-0.04526759684085846,
-0.04065796360373497,
0.013351868838071823,
0.011883269995450974,
-0.00883654784411192,
-0.05973844230175018,
0.0550406314432621,
-0.020400959998369217,
0.0044967541471123695,
0.08362284302711487,
0.04151516035199165,
-0.028870705515146255,
-0.008051427081227303,
-0.08463213592767715,
-0.01330563984811306,
0.061721108853816986,
0.005199627950787544,
0.04927287995815277,
-0.08895882964134216,
-0.00845962855964899,
0.027252625674009323,
0.03748123720288277,
-0.025385335087776184,
0.038401611149311066,
0.020344359800219536,
0.018800340592861176,
-0.032077282667160034,
-0.039437711238861084,
-0.03060532733798027,
-0.03690999746322632,
-0.012484102509915829,
-0.015348495915532112,
-0.056237585842609406,
0.0237282682210207,
0.03236420452594757,
-0.014859109185636044,
-0.0061766766011714935,
0.07202990353107452,
0.005551591515541077,
-0.03685803711414337,
0.004603355657309294,
-0.0014021660899743438,
-0.008195124566555023,
0.07501842826604843,
0.022029543295502663,
0.03325827047228813,
0.02123383805155754,
0.0062379417940974236,
-0.0032475756015628576,
-0.006005102768540382,
0.03576016053557396,
0.0501009076833725,
-0.03882817551493645,
-0.026824411004781723,
-0.043739959597587585,
0.016128050163388252,
0.01687772199511528,
-0.0028654085472226143,
-0.04151421785354614,
-0.02601206675171852,
0.024610405787825584,
0.005275051575154066,
0.02108924835920334,
0.007979695685207844,
0.008899264968931675,
0.013327572494745255,
-0.018370695412158966,
-0.007568086497485638,
-0.07212470471858978,
0.002218236681073904,
0.04044703394174576,
0.007973656058311462,
0.010923369787633419,
0.0010791579261422157,
0.023728027939796448,
0.01924321800470352,
-0.013783805072307587,
0.0010557402856647968,
-0.0555126816034317,
0.034702055156230927,
-0.02310759760439396,
0.001662838039919734,
0.04334926977753639,
0.050238143652677536,
0.0031711487099528313,
0.024327820166945457,
-0.027097063139081,
-0.02635594829916954,
0.004622923210263252,
-0.001948427758179605,
0.030847471207380295,
-0.0356995053589344,
-0.0548645481467247,
0.027954673394560814,
0.0007012848509475589,
0.010948275215923786,
0.004400848876684904,
-0.04566777125000954,
0.025061454623937607,
0.085406593978405,
0.019455615431070328,
0.0008656967547722161,
0.02821391634643078,
-0.019097084179520607,
0.003624869277700782,
-0.014779425226151943,
-0.022365940734744072,
-0.024855326861143112,
-0.04436999559402466,
0.06643912941217422,
0.031705889850854874,
0.0035230901557952166,
0.013234653510153294,
0.044483378529548645,
0.0045081679709255695,
0.03742159157991409,
0.045832280069589615,
-0.030791176483035088,
-0.0425720252096653,
0.03262609243392944,
-0.0010636247461661696,
0.0031389116775244474,
0.016384609043598175,
-0.008327970281243324,
0.001027998747304082,
0.031286608427762985,
0.007433557882905006,
-0.013622898608446121,
0.054525237530469894,
-0.025747334584593773,
0.02241814322769642,
-0.050482165068387985,
0.014125719666481018,
0.03667260706424713,
-0.03640293329954147,
0.0003177279722876847,
0.004415872972458601,
-0.011087857186794281,
0.009593290276825428,
-0.029606224969029427,
-0.04546612873673439,
0.017822157591581345,
0.04939845949411392,
-0.041408341377973557,
-0.0433136448264122,
0.022447286173701286,
-0.048507094383239746,
0.019274910911917686,
-0.021101191639900208,
-0.04578632116317749,
-0.027528807520866394,
0.018825285136699677,
0.02113226428627968,
-0.011354450136423111,
-0.023389218375086784,
-0.02948351949453354,
-0.036075323820114136,
0.0027432527858763933,
0.00028756962274201214,
0.02857598289847374,
0.01430272776633501,
-0.04333284869790077,
0.0073982831090688705,
-0.023604311048984528,
-0.01307307556271553,
0.029507650062441826,
0.011374271474778652,
0.0077674961648881435,
-0.003196447156369686,
-0.017635367810726166,
-0.08330375701189041,
-0.02384965308010578,
-0.017500167712569237,
0.006035594269633293,
-0.00704148318618536,
-0.009471672587096691,
0.0004316421691328287,
0.00781355518847704,
0.02156677097082138,
0.025047071278095245,
-0.01797114685177803,
-0.04057642072439194,
-0.03287920728325844,
-0.024853279814124107,
0.025571176782250404,
0.001771658775396645,
0.04652100056409836,
0.032185882329940796,
-0.023704078048467636,
-0.0006394254160113633,
-0.08846201747655869,
-0.07006088644266129,
0.03357765078544617,
0.00010408634261693805,
0.01563739962875843,
0.0127952191978693,
-0.03326958045363426,
0.07195723801851273,
0.020016005262732506,
-0.014246519654989243,
0.004060317296534777,
-0.0076837921515107155,
-0.018120823428034782,
-0.009142257273197174,
-0.010877327062189579,
-0.027498923242092133,
-0.014775030314922333,
0.02176727168262005,
-0.014223353005945683,
-0.005258932244032621,
0.09454674273729324,
-0.008476518094539642,
-0.011445481330156326,
0.03275865688920021,
-0.011522987857460976,
0.0047687022015452385,
0.033362239599227905,
0.049903832376003265,
0.001800722093321383,
0.02961730770766735,
-0.023486539721488953,
0.027745628729462624,
0.011551064439117908,
-0.016532745212316513,
0.006533952429890633,
-0.002519277622923255,
-0.0030860265251249075,
-0.06068526208400726,
0.04132344573736191,
0.017332812771201134,
-0.056016284972429276,
0.002597114536911249,
0.0035295726265758276,
0.05608623847365379,
-0.03635462746024132,
0.015231898985803127,
0.04258812591433525,
0.002592244651168585,
-0.007538909558206797,
-0.04455515369772911,
0.006434081122279167,
-0.024720512330532074,
-0.005821897182613611,
0.004188647959381342,
-0.029574759304523468,
0.005574878770858049,
-0.0004429911496117711,
0.005025022197514772,
-0.017027897760272026,
-0.029223909601569176,
-0.01889943890273571,
-0.07250569760799408,
0.007728003431111574,
0.007883704267442226,
0.008675121702253819,
-0.007305608596652746,
0.0366675965487957,
0.023568352684378624,
0.001880173571407795,
0.01454620249569416,
0.016444534063339233,
-0.05830581858754158,
-0.014877538196742535,
0.0014785764506086707,
-0.025442879647016525,
0.012421870604157448,
-0.0032952148467302322,
0.056570012122392654,
-0.0169207826256752,
-0.024093719199299812,
-0.0009574908763170242,
0.05592438206076622,
-0.052623625844717026,
-0.004874358884990215,
-0.04249222204089165,
-0.012943929061293602,
-0.004883093759417534,
-0.006981776561588049,
0.022099005058407784,
-0.042185936123132706,
0.039875905960798264,
0.08536434173583984,
-0.013160992413759232,
-0.016594208776950836,
-0.03596481308341026,
0.02225833758711815,
0.03009081818163395,
0.015214323997497559,
0.027633782476186752,
0.026942053809762,
-0.01907520182430744,
0.05954911559820175,
0.025704676285386086,
0.07194888591766357,
0.043665479868650436,
-0.036353569477796555,
-0.040964458137750626,
-0.05098612979054451,
-0.01313384436070919,
0.019595790654420853,
0.0019656289368867874,
-0.023219062015414238,
0.013591274619102478,
0.02504896931350231,
0.013719248585402966,
0.0012133909622207284,
0.01587500236928463,
0.04489554092288017,
-0.00420741830021143,
0.011709610000252724,
-0.04481086507439613,
0.01067783311009407,
-0.0028262988198548555,
0.017410749569535255,
0.025930313393473625,
0.009103376418352127,
0.0077070267871022224,
-0.020103024318814278,
0.022661974653601646,
-0.02430572919547558,
0.003725112183019519,
-0.003988106735050678,
0.025346511974930763,
-0.004367117304354906,
0.01011024508625269,
-0.043569691479206085,
0.005759056657552719,
0.08096663653850555,
0.05270667374134064,
0.021129827946424484,
-0.0027728809509426355,
-0.06979239732027054,
-0.01156637817621231,
0.01641644723713398,
0.03548791632056236,
-0.0043608397245407104,
-0.00019403813348617405,
-0.04818631336092949,
0.0024580475874245167,
0.025343485176563263,
0.000710712221916765,
0.018882403150200844,
-0.010029181838035583,
-0.004822313319891691,
0.0387597382068634,
-0.03863270953297615,
-0.04773389548063278,
-0.0030724641401320696,
-0.031028227880597115,
0.01957467384636402,
0.0012197024188935757,
-0.03837546333670616,
-0.05045468732714653,
0.020247746258974075,
-0.010176639072597027,
0.04811503365635872,
-0.03892039880156517,
-0.014315479435026646,
-0.029923690482974052,
0.004019284155219793,
-0.03644198179244995,
-0.03670987859368324,
0.0315326452255249,
-0.027286063879728317,
-0.01071155071258545,
0.08190715312957764,
-0.05370505154132843,
-0.02106427401304245,
0.03786083683371544,
0.032099734991788864,
-0.04179950803518295,
0.004545425996184349,
-0.022716693580150604,
0.04511108994483948,
0.060229863971471786,
0.001086879288777709,
0.055322322994470596,
-0.000883289088960737,
0.007550638169050217,
-0.033953163772821426,
-0.031131548807024956,
0.027354996651411057,
-0.01887432113289833,
0.041061680763959885,
-0.04900934547185898,
0.011097188107669353,
-0.014844471588730812,
0.018843142315745354,
0.016544217243790627,
0.01893703080713749,
-0.015170467086136341,
-0.053079213947057724,
0.008038938045501709,
0.027210811153054237,
0.005972354672849178,
0.024262867867946625,
-0.0015019243583083153,
0.029291048645973206,
0.017179541289806366,
0.0006242733215913177,
0.01111509744077921,
-0.034693434834480286,
0.03229677304625511,
0.009562516584992409,
0.0012055874103680253,
-0.0030422413256019354,
-0.017718065530061722,
-0.023430416360497475,
0.033989306539297104,
-0.018289828673005104,
0.021136194467544556,
0.002659530146047473,
0.03783111646771431,
0.001489284448325634,
-0.024258024990558624,
-0.014309351332485676,
-0.023102199658751488,
-0.023719174787402153,
0.021549848839640617,
-0.0442763976752758,
-0.005936668254435062,
-0.02368435449898243,
-0.011925853788852692,
-0.06902953237295151,
-0.02839113026857376,
0.03951996937394142,
-0.004553478676825762,
-0.044255681335926056,
-0.05288396030664444,
0.011044478043913841,
-0.033089276403188705,
-0.03848138451576233,
-0.006725537125021219,
0.028261693194508553,
-0.003737512743100524,
-0.002371132606640458,
0.012211048975586891,
0.04159820079803467,
0.024720821529626846,
0.005322571378201246,
0.02433563955128193,
0.019427087157964706,
-0.0005523989093489945,
-0.015768904238939285,
-0.004600640386343002,
0.04906247928738594,
-0.049619611352682114,
-0.001046086777932942,
-0.020867103710770607,
-0.015230351127684116,
0.026458047330379486,
-0.021218905225396156,
0.0027574808336794376,
-0.010117577388882637,
-0.0030604545027017593,
0.011146146804094315,
-0.02214157208800316,
-0.001923605683259666,
-0.016998378559947014,
-0.009611973538994789,
0.0059725698083639145,
-0.013316482305526733,
0.019555101171135902,
0.04128497093915939,
0.030500121414661407,
-0.018621059134602547,
-0.0013737472472712398,
0.021031899377703667,
0.07404384762048721,
-0.013968124985694885,
0.018687162548303604,
0.018037687987089157,
-0.0007046315004117787,
0.026454100385308266,
0.012634173035621643,
0.02640097215771675,
0.03205951675772667,
-0.011667503044009209,
-0.03349080681800842,
0.006834831554442644,
-0.06162521615624428,
0.03773147240281105,
0.08186863362789154,
-0.02026827074587345,
0.06749866902828217,
-0.016142647713422775,
-0.01660906709730625,
-0.0003675027983263135,
-0.03474269062280655,
-0.017491314560174942,
-0.03466867282986641,
-0.032236628234386444,
0.041801221668720245,
-0.03620294854044914,
-0.039391010999679565,
0.04363314062356949,
-0.027449581772089005,
0.016039617359638214,
0.011958246119320393,
0.03918934240937233,
0.00944891944527626,
0.03113502264022827,
-0.01297368947416544,
-0.030736947432160378,
0.036565084010362625,
-0.021988404914736748,
0.006835218518972397,
-0.022131288424134254,
-0.05028052255511284,
0.06478067487478256,
0.00013853158452548087,
-0.0027406299486756325,
-0.03108552284538746,
-0.0033922051079571247,
-0.021798115223646164,
0.02447059564292431,
0.037530507892370224,
0.006305703427642584,
0.011687686666846275,
-0.009891746565699577,
0.01269569806754589,
0.01953068934381008,
0.03445238620042801,
-0.005094368010759354,
-0.03166037052869797,
-0.04168037325143814,
-0.04150717332959175,
-0.014380999840795994,
0.006662983912974596,
-0.004897112492471933,
-0.03298752382397652,
0.01276302244514227,
-0.017676809802651405,
0.0427376925945282,
0.039298295974731445,
-0.0007961668306961656,
0.005269963294267654,
0.08734043687582016,
0.026870999485254288,
0.025628607720136642,
-0.028875181451439857,
-0.02051391825079918,
0.10169710963964462,
0.0999155268073082,
0.06380663067102432,
-0.05849023163318634,
0.015705330297350883,
-0.03641434758901596,
-0.0019995153415948153,
-0.02887449413537979,
0.013144581578671932,
0.032146602869033813,
-0.012052228674292564,
0.01209696289151907,
-0.02008865214884281,
0.024693874642252922,
0.014864656142890453,
0.019752271473407745,
-0.03834686428308487,
-0.06260380148887634,
0.006424421444535255,
-0.021787265315651894,
-0.00871540792286396,
-0.020942190662026405,
-0.03977047652006149,
0.027404727414250374,
-0.01104061957448721,
-0.026967991143465042,
-0.015163611620664597,
-0.012547720223665237,
-0.022012021392583847,
0.004596294369548559,
-0.003973851911723614,
-0.004642429295927286,
0.02213803492486477,
0.012280360795557499,
0.004345312714576721,
0.009576519951224327,
0.03022337332367897,
-0.01423304807394743,
-0.01067600678652525,
0.024536078795790672,
0.017092736437916756,
0.030339602380990982,
0.00498784426599741,
-0.00013523263623937964,
-0.017260437831282616,
-0.018991995602846146,
-0.01432100497186184,
0.05707563832402229,
-0.0012633742298930883,
0.019001569598913193,
0.02533084712922573,
0.0005918120732530951,
0.025212010368704796,
-0.07393968105316162,
-0.0036024923902004957,
0.05195740982890129,
0.03477933257818222,
-0.016173632815480232,
-0.012961278669536114,
-0.01879567839205265,
0.016589563339948654,
0.009852506220340729,
0.004868488758802414,
0.021250052377581596,
-0.00970067735761404,
-0.024571936577558517,
-0.04236164316534996,
0.04586157575249672,
-0.0007485512178391218,
-0.008079145103693008,
-0.019093606621026993,
0.001814821152947843,
-0.0016602817922830582,
-0.001168304355815053,
-0.02081197313964367,
-0.03680168837308884,
0.02098337560892105,
-0.005771998781710863,
0.008523602969944477,
-0.00746994698420167,
-0.059840358793735504,
0.05120234936475754,
-0.04584147781133652,
0.0074312430806458,
-0.00815196055918932,
-0.020907877013087273,
0.013463283888995647,
0.04848245531320572,
0.0046275099739432335,
0.02227449044585228,
-0.020464779809117317,
0.04884250462055206,
-0.005971075501292944,
-0.02144666202366352,
-0.04781058058142662,
-0.005430824588984251,
-0.04210555925965309,
-0.003914003260433674,
0.022094663232564926,
0.047634147107601166,
0.01748286560177803,
0.023290785029530525,
0.015389909967780113,
0.01309820357710123,
-0.06136568263173103,
0.0009136380976997316,
-0.024074533954262733,
-0.05439396947622299,
0.032286033034324646,
0.019104229286313057,
0.00043148957774974406,
-0.025214783847332,
-0.00954588782042265,
0.00534977437928319,
0.019866259768605232,
0.0023270563688129187,
0.0027615525759756565,
-0.0322771891951561,
-0.054775889962911606,
0.004218137823045254,
0.04443774372339249,
0.0016968687996268272,
-0.0005793878808617592,
-0.01298734825104475,
-0.005899726413190365,
-0.030020713806152344,
0.0038311248645186424,
0.0008156883413903415,
0.03421740233898163,
0.0065254210494458675,
-0.008315928280353546,
-0.007704262621700764,
-0.018236517906188965,
0.03643437847495079,
0.006283726077526808,
0.04148495942354202,
-0.021930759772658348,
0.051095739006996155,
-0.03334556147456169,
-0.0667729452252388,
0.0027800218667834997,
-0.04412498697638512,
-0.06580179184675217,
0.020273959264159203,
0.02375057153403759,
0.01919180154800415,
-0.00019434007117524743,
0.0016588415019214153,
-0.05200368911027908,
0.03006513975560665,
-0.017277227714657784,
-0.008440048433840275,
0.01147556584328413,
-0.023786470293998718,
0.02966686524450779,
-0.040070969611406326,
-0.022624516859650612,
0.03332100436091423,
-0.001600754796527326,
-0.01268676295876503,
0.01583719626069069,
0.005052440334111452,
0.007466161623597145,
0.005598010495305061,
-0.015080675482749939,
0.02500552497804165,
0.02064071223139763,
0.023427970707416534,
0.012944000773131847,
0.057154640555381775,
0.01565317064523697,
0.016540223732590675,
-0.025844631716609,
0.020082145929336548,
-0.08277085423469543,
-0.0068313139490783215,
0.003260681638494134,
0.01054621022194624,
0.031113747507333755,
-0.03752925246953964,
-0.01692487858235836,
0.08011205494403839,
-0.046484652906656265,
0.030039146542549133,
0.026009509339928627,
-0.034261055290699005,
-0.05283841863274574,
0.031160350888967514,
-0.022883877158164978,
0.04387497901916504,
0.02301071770489216,
0.0047960346564650536,
0.06806503981351852,
0.002086783992126584,
0.0029515796341001987,
-0.04115968942642212,
-0.02182772569358349,
0.05721411481499672,
0.0015397289535030723,
-0.0256084892898798,
0.041604962199926376,
-0.023090114817023277,
-0.015428800135850906,
0.04583463817834854,
0.007178022526204586,
-0.015080858953297138,
-0.004691478796303272,
0.0580364391207695,
0.01543194055557251,
-0.009828229434788227,
0.034803085029125214,
0.021080728620290756,
0.026620909571647644,
-0.011600574478507042,
0.01194167323410511,
0.02871600352227688,
0.019126176834106445,
0.027497021481394768,
0.026637548580765724,
-0.015360361896455288,
-0.02839011885225773,
0.01773390918970108,
-0.0408477708697319,
-0.019564639776945114,
0.011410522274672985,
0.0015316446078941226,
0.0012978838058188558,
-0.04162762314081192,
0.027969343587756157,
-0.04989945515990257,
0.009032050147652626,
0.06038729473948479,
-0.014536209404468536,
-0.06439018994569778,
0.017866287380456924,
-0.022760866209864616,
-0.04514438658952713,
0.002173771383240819,
-0.033314842730760574,
-0.02394547127187252,
-0.030147133395075798,
0.016719473525881767,
0.00490536168217659,
-0.028152722865343094,
0.007866921834647655,
-0.013217032887041569,
-0.04435042664408684,
0.02098711207509041,
-0.0037984633818268776,
0.013579955324530602,
-0.006252980325371027,
-0.01191861741244793,
-0.020367130637168884,
-0.11159791052341461,
0.07302428036928177,
0.009574215859174728,
-0.08451259136199951,
-0.01245314534753561,
-0.01037791557610035,
-0.017625881358981133,
-0.02601933665573597,
0.019837532192468643,
0.023613037541508675,
-0.005261360667645931,
0.031110908836126328,
0.027317291125655174,
-0.011799916625022888,
-0.02694639191031456,
0.01629955880343914,
0.018008122220635414,
0.0008504217257723212,
-0.006210848223417997,
-0.016067607328295708,
-0.01226947084069252,
0.04586202651262283,
0.01884489133954048,
0.039877962321043015,
-0.008341904729604721,
0.010371445678174496,
-0.010773517191410065,
0.04136643558740616,
0.002947199856862426,
0.017536018043756485,
0.07779539376497269,
-0.03246353939175606,
0.029819898307323456,
-0.007483370136469603,
0.010818049311637878,
-0.07503016293048859,
-0.007957322522997856,
-0.004347797483205795,
-0.048792947083711624,
0.006601919885724783,
-0.004060762468725443,
0.052529823035001755,
-0.06971372663974762,
-0.02850179560482502,
0.028838366270065308,
-0.031723376363515854,
-0.009597384370863438,
0.028492748737335205,
0.012907952070236206,
0.051682595163583755,
0.0036292225122451782,
0.016910653561353683,
0.042474955320358276,
0.006769274827092886,
-0.017364656552672386,
0.04828444868326187,
0.006535684689879417,
-0.033349644392728806,
0.03824710100889206,
0.01875481754541397,
-0.028511185199022293,
0.03301283344626427,
-0.02818184159696102,
-0.009485931135714054,
-0.03384748473763466,
-0.016347771510481834,
-0.019476352259516716,
-0.04483776167035103,
-0.015937821939587593,
-0.023192312568426132,
-0.010297776199877262,
0.04753536358475685,
-0.013810558244585991,
-0.005269021727144718,
0.007948335260152817,
0.010169905610382557,
-0.028773469850420952,
0.014454076997935772,
0.028039800003170967,
0.015866480767726898,
-0.013714700937271118,
0.001952105201780796,
0.03268103674054146,
0.0019491792190819979,
0.008388243615627289,
-0.033435381948947906,
0.020246807485818863,
0.032891951501369476,
-0.009344582445919514,
0.006031081546097994,
-0.0347200445830822,
-0.03022981621325016,
-0.0219435952603817,
-0.0029571019113063812,
0.012491750530898571,
0.01182661484926939,
-0.028677627444267273,
-0.013312711380422115,
-0.028559129685163498,
0.07234759628772736,
-0.014486088417470455,
0.02166804112493992,
-0.03804503753781319,
0.009367444552481174,
0.0027526970952749252,
-0.040953222662210464
] |
<p>Suppose I have a dataset with the following information:</p>
<ul>
<li>N objects, each of which can be rated</li>
<li>The number of ratings per object is variable (raters are unidentified), e.g., there are 30 objects each with a unique id</li>
<li>Each row has the predicted rating, the actual rating, and the difference between the two, which is an ordinal value, say between 0 and 10</li>
</ul>
<p>How do I measure the consistency of ratings per object and for the whole dataset? Basically, there is a distribution of "differences" per object. What are the various ways to approach this problem? Thank you. </p> | 6,464 | [
-0.0806952640414238,
0.009538153186440468,
0.0023538144305348396,
-0.0053984858095645905,
0.039421677589416504,
-0.005489799659699202,
-0.004331458359956741,
0.003857778152450919,
0.03786134719848633,
0.027422558516263962,
0.05528637766838074,
0.01536878477782011,
0.04455907642841339,
0.039671316742897034,
0.004069611895829439,
-0.019166605547070503,
-0.0018756384961307049,
-0.010057817213237286,
-0.0028935731388628483,
-0.015856005251407623,
-0.018907753750681877,
0.01984875090420246,
0.016499850898981094,
-0.03543604910373688,
-0.038208577781915665,
0.041435785591602325,
0.013158950954675674,
-0.0311528779566288,
0.04981360584497452,
0.024444160982966423,
-0.039863258600234985,
-0.037071336060762405,
0.005390406586229801,
0.04421328380703926,
0.009351661428809166,
0.014858865179121494,
-0.007424631621688604,
-0.03476162999868393,
-0.05394600331783295,
0.022030184045433998,
-0.020131360739469528,
-0.025134321302175522,
-0.03209083899855614,
0.0421251580119133,
-0.019866302609443665,
-0.0319029726088047,
-0.006835623644292355,
-0.006180011201649904,
0.012713040225207806,
-0.03312655910849571,
0.11443372070789337,
-0.018068160861730576,
0.06067994236946106,
0.04315396025776863,
-0.057532329112291336,
-0.0005825099651701748,
0.0562564879655838,
0.08372338861227036,
-0.00998908281326294,
-0.02879316546022892,
-0.05261899158358574,
-0.04879703000187874,
0.018780458718538284,
-0.006826813332736492,
-0.010806943289935589,
0.03525529056787491,
-0.010397142730653286,
-0.03857981786131859,
0.017321018502116203,
-0.002366313710808754,
0.012869576923549175,
0.04417094960808754,
0.05757124722003937,
-0.007969819009304047,
0.006195482332259417,
-0.019365284591913223,
0.022741245105862617,
-0.0017331881681457162,
0.06671379506587982,
0.013983447104692459,
-0.0013317038537934422,
0.011990630999207497,
0.019609205424785614,
0.054582539945840836,
0.04200196638703346,
-0.022598978132009506,
0.04716392233967781,
0.0037712911143898964,
0.0039777737110853195,
0.02518971636891365,
-0.006024317350238562,
-0.014082205481827259,
0.019427040591835976,
0.01051341276615858,
-0.05716308578848839,
0.028626658022403717,
-0.03771795704960823,
0.01782313734292984,
-0.003802355146035552,
0.014944876544177532,
0.012506794184446335,
-0.027505429461598396,
0.00789154414087534,
0.036854337900877,
-0.04946606978774071,
-0.049374669790267944,
-0.033587682992219925,
-0.01892179436981678,
-0.0377681739628315,
0.017022429034113884,
0.01916658692061901,
0.024111101403832436,
0.014714952558279037,
0.030349398031830788,
0.03947870433330536,
0.006485606078058481,
0.007568706758320332,
-0.018451062962412834,
0.038458097726106644,
0.03726658970117569,
0.018112726509571075,
-0.024993199855089188,
0.023193666711449623,
-0.017529331147670746,
-0.03317395970225334,
0.025166094303131104,
0.05183035880327225,
-0.00928481575101614,
-0.034162912517786026,
0.06689810752868652,
-0.06141689419746399,
-0.02079113759100437,
0.04262499883770943,
0.01497007254511118,
-0.0006990443216636777,
-0.004009049851447344,
-0.1142038032412529,
-0.04046710953116417,
-0.001257263240404427,
-0.021315427497029305,
-0.00973749253898859,
-0.042993221431970596,
-0.017105212435126305,
0.0313662551343441,
0.0404924675822258,
0.012396641075611115,
0.01391501072794199,
0.02035050094127655,
0.006214498076587915,
-0.0009274027543142438,
0.00525544723495841,
-0.026274504140019417,
-0.003467216854915023,
-0.041108034551143646,
-0.036481305956840515,
-0.05597437173128128,
0.004417578224092722,
0.02053488977253437,
0.003219692735001445,
0.008533717133104801,
-0.0049946848303079605,
-0.011710882186889648,
-0.009821102023124695,
-0.006500392686575651,
0.025312557816505432,
-0.01340177096426487,
0.060222312808036804,
-0.013911916874349117,
0.032574933022260666,
0.013694477267563343,
-0.022852139547467232,
0.0039686402305960655,
0.017658498138189316,
0.057810164988040924,
0.07750224322080612,
0.007641852367669344,
-0.020794516429305077,
-0.034110549837350845,
0.010834985412657261,
-0.022998755797743797,
-0.02227867767214775,
-0.04207263141870499,
-0.024086901918053627,
-0.03529268130660057,
0.026021281257271767,
0.015033887699246407,
-0.014736293815076351,
0.03154834359884262,
0.022243479266762733,
-0.046835001558065414,
-0.032488513737916946,
-0.06934058666229248,
0.029407911002635956,
-0.03985922783613205,
-0.04650590568780899,
0.020664909854531288,
0.0001276822731597349,
-0.0009183968650177121,
0.010704596526920795,
-0.00111892051063478,
-0.05479782074689865,
-0.019516093656420708,
0.014543024823069572,
-0.03516737371683121,
-0.0010790855158120394,
0.0383070670068264,
0.06418519467115402,
-0.03349386155605316,
0.03751257807016373,
-0.05007346719503403,
-0.07302838563919067,
-0.004304803907871246,
-0.034555401653051376,
-0.006356080528348684,
0.009809844195842743,
-0.009045161306858063,
0.06134564429521561,
0.011604326777160168,
-0.035994257777929306,
0.009611912071704865,
-0.052541062235832214,
0.05461980774998665,
0.06817763298749924,
0.003744540037587285,
-0.0031240996904671192,
-0.009332195855677128,
-0.004439221695065498,
0.006469683721661568,
-0.006952374707907438,
-0.02117813192307949,
-0.04703017324209213,
-0.01913188211619854,
0.010844126343727112,
0.0348208025097847,
-0.03696228563785553,
0.0020206146873533726,
0.08825317025184631,
0.035400860011577606,
0.009525284171104431,
0.02339058183133602,
-0.045083001255989075,
-0.013116303831338882,
0.018615446984767914,
-0.018616514280438423,
0.0471896268427372,
0.017194727435708046,
-0.013502213172614574,
0.037490811198949814,
0.03748764097690582,
0.004215132910758257,
0.006444011814892292,
0.02994542568922043,
0.03383138030767441,
0.017415234819054604,
-0.020869260653853416,
-0.007107226178050041,
0.025650739669799805,
-0.0013270631898194551,
-0.006783330347388983,
0.041718725115060806,
-0.0015938370488584042,
0.007325845770537853,
0.012925642542541027,
-0.032712213695049286,
0.015877917408943176,
0.07678894698619843,
-0.03249920904636383,
0.004365008324384689,
0.007372494786977768,
-0.005849653854966164,
0.01523734163492918,
-0.02216106280684471,
-0.02967783249914646,
-0.03821251168847084,
0.03763802349567413,
0.04477419704198837,
-0.002031161217018962,
0.024662325158715248,
-0.004524550400674343,
-0.0009854190284386277,
-0.001902581425383687,
-0.020532945170998573,
-0.0019751309882849455,
-0.012279408052563667,
-0.05291290953755379,
-0.0070521533489227295,
-0.021701373159885406,
-0.02558032236993313,
0.010507909581065178,
0.02192033641040325,
-0.025496939197182655,
0.048503559082746506,
0.013672580942511559,
-0.049094751477241516,
-0.013326670043170452,
-0.02587580680847168,
0.035985901951789856,
-0.03192383050918579,
-0.043172579258680344,
0.010805042460560799,
-0.010942215099930763,
-0.016519667580723763,
-0.009110338985919952,
-0.03729141876101494,
-0.013301725499331951,
-0.04164917394518852,
-0.011281808838248253,
0.041482143104076385,
0.011329285800457,
0.017376190051436424,
0.049096640199422836,
0.0010142571991309524,
-0.029139705002307892,
-0.08970105648040771,
-0.06947483867406845,
0.01782546564936638,
-0.013520686887204647,
0.04598814249038696,
0.008399559184908867,
-0.005052441265434027,
0.07323698699474335,
0.02255486138164997,
-0.04219074174761772,
-0.0343085415661335,
-0.005622351076453924,
-0.01561663392931223,
-0.014305004850029945,
0.01957649178802967,
0.0006204091478139162,
-0.0023973225615918636,
0.017641151323914528,
0.02306285873055458,
-0.0019164358964189887,
0.049634482711553574,
-0.01185415219515562,
-0.006721222307533026,
0.012393098324537277,
0.030538048595190048,
-0.025926511734724045,
0.026000894606113434,
0.04044976830482483,
-0.06513252854347229,
-0.005654602311551571,
0.002703677164390683,
-0.0017937200609594584,
0.009940726682543755,
-0.04557976499199867,
-0.00830134004354477,
-0.010357075370848179,
0.020106742158532143,
-0.021082615479826927,
0.053022027015686035,
-0.011960849165916443,
-0.02753578871488571,
0.004321690183132887,
0.040317315608263016,
0.07382939755916595,
-0.0046980413608253,
-0.001426036818884313,
0.08420827984809875,
0.03939936310052872,
-0.02493174560368061,
-0.010636958293616772,
-0.016201892867684364,
-0.01747583970427513,
0.024821482598781586,
-0.04264754801988602,
-0.028146473690867424,
0.019187355414032936,
0.020448552444577217,
0.03013981506228447,
0.0026988142635673285,
-0.043780915439128876,
0.03915489837527275,
-0.03900223225355148,
0.010116060264408588,
-0.0075426120311021805,
0.06604895740747452,
0.011083829216659069,
0.0602998249232769,
0.0027211082633584738,
-0.0025633189361542463,
0.011505257338285446,
0.003714669495820999,
-0.04017418250441551,
0.03205593302845955,
-0.020001955330371857,
-0.009912009350955486,
0.004240578971803188,
-0.02272495999932289,
0.0024068020284175873,
-0.015413153916597366,
0.03799223154783249,
-0.007986659184098244,
0.04368129000067711,
-0.002171158092096448,
-0.014228054322302341,
-0.015344368293881416,
0.00011736196756828576,
0.0023734511341899633,
0.004639104474335909,
-0.013420135714113712,
-0.03305743634700775,
0.04387864097952843,
0.005456164479255676,
0.014237470924854279,
-0.030893724411725998,
-0.032005682587623596,
0.00006652996671618894,
-0.007419925183057785,
0.06120089814066887,
-0.01574905775487423,
0.020627809688448906,
-0.006987677421420813,
0.05946003273129463,
-0.0009988386882469058,
0.049430012702941895,
0.04012858495116234,
-0.020702773705124855,
-0.006771630607545376,
-0.024151062592864037,
-0.022813742980360985,
0.0023834072053432465,
0.02532471902668476,
-0.0031336939428001642,
-0.01721959561109543,
0.03816063702106476,
0.04871009290218353,
-0.062216661870479584,
-0.007382686249911785,
0.06495683640241623,
0.020453166216611862,
-0.007302847225219011,
-0.0072754318825900555,
-0.011502619832754135,
0.013686152175068855,
0.009757814928889275,
0.015566373243927956,
0.016483942046761513,
0.01933438517153263,
0.02963307872414589,
0.03717772662639618,
-0.012477600015699863,
-0.038543157279491425,
-0.03551800176501274,
-0.0005657310248352587,
0.037551961839199066,
-0.03150489553809166,
-0.03343198075890541,
0.004595478530973196,
0.05918058380484581,
0.044068433344364166,
0.03582893684506416,
-0.004340853076428175,
-0.10433822870254517,
0.019213272258639336,
0.015108896419405937,
0.009837714955210686,
-0.026834245771169662,
-0.02301795966923237,
-0.024683495983481407,
-0.020469550043344498,
0.08899299800395966,
-0.0333397313952446,
0.032378166913986206,
0.023498769849538803,
0.025384189561009407,
-0.01813746988773346,
-0.0251319520175457,
-0.008024237118661404,
0.028347915038466454,
-0.028544485569000244,
0.08177847415208817,
0.00591052183881402,
-0.014576089568436146,
-0.04143614321947098,
0.004002350382506847,
0.007940788753330708,
0.0813317820429802,
-0.014150504022836685,
0.0160125270485878,
-0.0033357092179358006,
-0.010427001863718033,
0.010180817916989326,
-0.044300712645053864,
0.012338596396148205,
0.002943481085821986,
-0.03002748265862465,
0.057217683643102646,
0.008349407464265823,
-0.006447494495660067,
-0.005927309859544039,
-0.012316795997321606,
-0.04367239028215408,
0.014452958479523659,
-0.03904753178358078,
0.04409866780042648,
0.01439587026834488,
0.011852146126329899,
0.044365666806697845,
0.032512638717889786,
0.014501934871077538,
-0.00039422608097083867,
-0.02472071535885334,
0.004753545392304659,
-0.008727340027689934,
-0.045292407274246216,
-0.025506898760795593,
-0.00250902958214283,
-0.03671456128358841,
0.03281745687127113,
0.006280648522078991,
0.030483558773994446,
-0.00020900584058836102,
-0.0032870767172425985,
-0.002924084896221757,
0.06537071615457535,
-0.011405431665480137,
-0.007233764976263046,
0.015736963599920273,
-0.005670914892107248,
0.009657404385507107,
-0.013212138786911964,
0.019749686121940613,
-0.01712414063513279,
0.004988281987607479,
-0.002851861994713545,
-0.0424475334584713,
0.026951821520924568,
-0.06582648307085037,
-0.02838137373328209,
0.021312201395630836,
-0.021009035408496857,
0.009297258220613003,
0.011770355515182018,
0.06074175238609314,
0.009365273639559746,
-0.01807554066181183,
0.004628920927643776,
0.008989048190414906,
-0.0015569677343592048,
0.042599018663167953,
-0.033993400633335114,
0.02304779179394245,
-0.021943841129541397,
0.005569888278841972,
-0.0762191116809845,
-0.023932138457894325,
0.03155001997947693,
0.01079874113202095,
-0.026797715574502945,
-0.047178782522678375,
0.005189224611967802,
0.006537632551044226,
-0.014387541450560093,
-0.007346192374825478,
0.014514324255287647,
0.02219831570982933,
-0.03468100726604462,
-0.045635443180799484,
-0.006641981657594442,
0.07976337522268295,
-0.015205727890133858,
-0.019965296611189842,
0.011309248395264149,
-0.024388672783970833,
-0.03324393555521965,
0.024927206337451935,
0.018293816596269608,
-0.04075954109430313,
-0.03536812588572502,
-0.04764399304986,
0.0446741059422493,
0.05128476023674011,
-0.03636660799384117,
0.023573145270347595,
-0.014080028980970383,
-0.019284652546048164,
-0.0025946616660803556,
-0.005158357787877321,
0.022818315774202347,
-0.030315503478050232,
-0.03324303403496742,
-0.020492885261774063,
-0.016710586845874786,
-0.018914373591542244,
-0.015695489943027496,
0.001512526418082416,
0.014997408725321293,
0.002583600115031004,
-0.0031032010447233915,
0.05353425815701485,
-0.02669704332947731,
-0.019999505952000618,
-0.012350806035101414,
-0.03446626663208008,
0.043383512645959854,
-0.007920581847429276,
-0.02191516011953354,
-0.005800600163638592,
0.021286986768245697,
-0.01664263755083084,
-0.009407502599060535,
-0.008649478666484356,
-0.00966380350291729,
0.0635749101638794,
0.010411538183689117,
0.04463857784867287,
0.07492177188396454,
0.005469773896038532,
-0.013825981877744198,
-0.03118734434247017,
-0.0064098769798874855,
0.0005828688736073673,
0.028419598937034607,
0.03179579973220825,
-0.020603489130735397,
0.001589195104315877,
0.00007212116906885058,
0.0391814224421978,
0.043514132499694824,
0.04953094199299812,
0.007088088430464268,
0.003731700126081705,
0.028084740042686462,
-0.04579629749059677,
-0.02379874512553215,
0.05119011178612709,
-0.04962678626179695,
0.017344655469059944,
-0.03893440216779709,
-0.0062130894511938095,
0.006978671997785568,
0.023131348192691803,
0.008271715603768826,
-0.012392379343509674,
-0.057901643216609955,
-0.05044805258512497,
0.011523480527102947,
0.007192227058112621,
0.006271254736930132,
0.006298220716416836,
0.0036591815296560526,
0.033894337713718414,
-0.00003823024235316552,
0.025123728439211845,
-0.02971242554485798,
-0.09957915544509888,
-0.009640498086810112,
-0.010625850409269333,
-0.049948800355196,
0.027227550745010376,
0.03555786609649658,
-0.025092557072639465,
-0.013987235724925995,
-0.009403184056282043,
0.01924392394721508,
0.04740636423230171,
0.03153735026717186,
-0.02383858524262905,
0.05449793115258217,
0.0033273366279900074,
0.038375891745090485,
0.028283260762691498,
0.0006763971177861094,
0.11657353490591049,
0.08482032269239426,
0.03698105737566948,
-0.010319040156900883,
0.01322155725210905,
0.029010670259594917,
-0.026893386617302895,
-0.02070361003279686,
0.027850797399878502,
0.04042355343699455,
0.003240186022594571,
0.016669269651174545,
0.023373069241642952,
0.02390618994832039,
-0.010438949801027775,
0.06663479655981064,
-0.028317155316472054,
-0.004737483337521553,
0.024808049201965332,
0.02170577086508274,
0.022103987634181976,
-0.02780226804316044,
-0.028499025851488113,
0.022790925577282906,
0.04078742861747742,
-0.0044231717474758625,
-0.019520491361618042,
-0.006422709673643112,
0.006546181160956621,
-0.015046204440295696,
-0.0023546896409243345,
0.008627130649983883,
0.016567938029766083,
0.012431144714355469,
-0.004266729578375816,
-0.002527478616684675,
0.03231378272175789,
-0.014769205823540688,
0.03050312213599682,
0.04147879779338837,
-0.0049057709984481335,
-0.01752416603267193,
-0.024586845189332962,
0.028736669570207596,
-0.03970470279455185,
-0.058005403727293015,
-0.07550069689750671,
0.01748783141374588,
-0.03563925623893738,
-0.0034713810309767723,
-0.00289076822809875,
0.012446152977645397,
0.00785260833799839,
-0.04989754781126976,
-0.014823662117123604,
0.03467794507741928,
0.007125013507902622,
-0.019344139844179153,
-0.05286095663905144,
-0.012390988878905773,
-0.0052152955904603004,
-0.022992903366684914,
0.007383616175502539,
0.01623295433819294,
-0.01964140683412552,
-0.04942406341433525,
-0.04408980533480644,
0.04789942502975464,
0.011798239313066006,
0.019286153838038445,
-0.039330121129751205,
-0.0523797981441021,
0.0012832492357119918,
-0.013688165694475174,
-0.005925951991230249,
0.0033314137253910303,
0.008529127575457096,
-0.008814295753836632,
0.012469491921365261,
-0.0228049848228693,
-0.03334280103445053,
0.014396021142601967,
-0.03834205120801926,
-0.031596217304468155,
-0.03610627353191376,
0.015539467334747314,
0.03660336136817932,
0.01791243813931942,
0.038089849054813385,
0.038388509303331375,
0.004425114952027798,
0.0229018684476614,
-0.005839447490870953,
-0.02595364861190319,
-0.022194501012563705,
-0.026852358132600784,
-0.053401216864585876,
0.016743870452046394,
-0.0028818545397371054,
0.09170522540807724,
0.009775418788194656,
-0.011570041067898273,
0.008527952246367931,
0.03286503255367279,
0.0035700376611202955,
0.03413690999150276,
-0.002156550996005535,
-0.043411701917648315,
-0.01385006494820118,
-0.004291183315217495,
0.006089479196816683,
-0.021048342809081078,
-0.014095574617385864,
-0.03312285989522934,
-0.05722259357571602,
0.026651829481124878,
-0.025658128783106804,
-0.02347918599843979,
-0.030306337401270866,
-0.006563198287039995,
0.04932795464992523,
-0.017751771956682205,
0.00584470946341753,
-0.006724270526319742,
0.022245092317461967,
-0.00045986264012753963,
0.001088345656171441,
-0.03422433137893677,
-0.000007962152267282363,
-0.005026013124734163,
0.0015748164150863886,
0.0008734448929317296,
-0.014164523221552372,
0.031402118504047394,
-0.008188655599951744,
0.014558161608874798,
-0.004147697705775499,
0.06988327950239182,
-0.023681504651904106,
-0.05170528218150139,
0.00921757984906435,
-0.04985965043306351,
-0.028698857873678207,
0.05301215127110481,
-0.00961838848888874,
0.0334845632314682,
0.003298497060313821,
-0.025312315672636032,
-0.01654951274394989,
0.03884778916835785,
-0.04803875833749771,
-0.036554645746946335,
-0.010012693703174591,
-0.01050681434571743,
0.008370960131287575,
0.027897773310542107,
0.03983432799577713,
-0.002075547818094492,
-0.038732342422008514,
0.012326639145612717,
0.033451568335294724,
0.022009162232279778,
-0.007607773412019014,
0.030410829931497574,
0.012164941988885403,
-0.011915545910596848,
0.004823458846658468,
0.00678255083039403,
0.0091743478551507,
0.0643019825220108,
-0.06952818483114243,
0.011184480041265488,
0.019289188086986542,
0.023760443553328514,
-0.07993213087320328,
-0.026928098872303963,
-0.001603428740054369,
0.016896598041057587,
0.05527106299996376,
-0.05436231195926666,
0.005076308734714985,
0.02569032460451126,
-0.01945589669048786,
0.05453275516629219,
-0.010036629624664783,
0.01216201577335596,
-0.02683696150779724,
0.014983691275119781,
-0.024800235405564308,
0.047910597175359726,
0.03855595737695694,
0.03735873103141785,
0.025903990492224693,
0.023920033127069473,
0.04238186404109001,
-0.03175198659300804,
-0.019128765910863876,
0.016205333173274994,
0.05468575283885002,
-0.043845903128385544,
0.039787571877241135,
-0.04745195433497429,
-0.03168334811925888,
0.05151883512735367,
-0.02198522537946701,
0.016955820843577385,
0.028691520914435387,
0.008038255386054516,
-0.0346832312643528,
0.043921247124671936,
0.008139070123434067,
0.005031746346503496,
-0.04282957687973976,
0.0022450690157711506,
0.036218322813510895,
0.00706654554232955,
-0.008200571872293949,
0.008285315707325935,
0.06275750696659088,
-0.017245592549443245,
-0.015070130117237568,
0.021997159346938133,
0.010922905057668686,
-0.02266794815659523,
0.01773860491812229,
-0.004752910230308771,
0.05082399398088455,
-0.016409169882535934,
-0.0007875984883867204,
-0.03974408656358719,
-0.02658890374004841,
0.011921770870685577,
0.02214159443974495,
-0.015726150944828987,
0.011760479770600796,
0.004895607475191355,
-0.041871268302202225,
0.005267276428639889,
0.01007621269673109,
0.0058357506059110165,
-0.07886947691440582,
-0.009421068243682384,
-0.032808952033519745,
-0.04586801677942276,
-0.004255048930644989,
-0.03093557246029377,
-0.016816698014736176,
0.05212211236357689,
-0.030101878568530083,
-0.03241517394781113,
0.022144941613078117,
-0.042765967547893524,
-0.033083852380514145,
-0.06509672105312347,
0.038764189928770065,
0.026841716840863228,
-0.02982233092188835,
-0.018330300226807594,
0.011280425824224949,
-0.044626545161008835,
0.0023326287046074867,
0.046907972544431686,
0.03970467299222946,
-0.001746508409269154,
-0.026515495032072067,
0.0018768113804981112,
-0.006579581648111343,
-0.06388392299413681,
0.02106158435344696,
-0.010694815777242184,
-0.030686236917972565,
-0.016449321061372757,
0.013211783021688461,
0.01674114167690277,
-0.03970189765095711,
0.025719711557030678,
-0.04580627381801605,
0.005675226915627718,
-0.002061016159132123,
-0.018174534663558006,
0.04735082760453224,
-0.0106967119500041,
0.0013663519639521837,
0.032522741705179214,
-0.011357119306921959,
-0.014212292619049549,
0.03086903877556324,
0.011758184060454369,
-0.04965148866176605,
0.03611152991652489,
-0.020790815353393555,
-0.008506407029926777,
0.009062418714165688,
0.03381945565342903,
-0.005257914774119854,
-0.08592523634433746,
-0.024042505770921707,
0.03589378297328949,
-0.008898990228772163,
0.017177140340209007,
0.016285162419080734,
0.0264839306473732,
0.039970263838768005,
-0.0038008829578757286,
-0.003241895930841565,
-0.015239023603498936,
-0.004616800229996443,
-0.011039001867175102,
0.022376416251063347,
0.05361087620258331,
0.011256534606218338,
0.018988067284226418,
0.026905478909611702,
0.002670248970389366,
0.04000458866357803,
-0.010272393003106117,
0.03992895409464836,
0.009092351421713829,
-0.0030193908605724573,
0.003041248768568039,
0.0008917966042645276,
0.002906489185988903,
0.042061787098646164,
-0.016389915719628334,
0.030596312135457993,
-0.026975935325026512,
-0.024487752467393875,
-0.06557583063840866,
-0.01681864820420742,
-0.03222384676337242,
0.020283814519643784,
0.03420889377593994,
0.04412400349974632,
-0.0009396127425134182,
0.020674897357821465,
-0.0062766666524112225,
-0.008140993304550648,
0.0023460614029318094,
-0.01979275792837143,
0.01410809438675642,
-0.03163175284862518,
-0.014429396018385887,
-0.026174122467637062,
-0.02235507406294346,
-0.037308454513549805,
-0.004793882369995117,
0.011180872097611427,
0.028970681130886078,
0.06296233087778091,
-0.004216070752590895,
-0.02394939586520195,
-0.010105340741574764,
0.03405241295695305,
-0.04132518172264099,
-0.05016478896141052,
-0.06935366988182068,
0.024853408336639404,
-0.009016082622110844,
-0.010176296345889568
] |
<p>I'm trying to validate a series of words that are provided by users. I'm trying to come up with a scoring system that will determine the likelihood that the series of words are indeed valid words.</p>
<p>Assume the following input:</p>
<pre><code>xxx yyy zzz
</code></pre>
<p>The first thing I do is check each word individually against a database of words that I have. So, let's say that <code>xxx</code> was in the database, so we are 100% sure it's a valid word. Then let's say that <code>yyy</code> doesn't exist in the database, but a possible variation of its spelling exist (say <code>yyyy</code>). We don't give <code>yyy</code> a score of 100%, but maybe something lower (let's say 90%). Then <code>zzz</code> just doesn't exist at all in the database. So, <code>zzz</code> gets a score of 0%.</p>
<p>So we have something like this:</p>
<pre><code>xxx = 100%
yyy = 90%
zzz = 0%
</code></pre>
<p>Assume further that the users are either going to either:</p>
<ol>
<li>Provide a list of all valid words (most likely)</li>
<li>Provide a list of all invalid words (likely)</li>
<li>Provide a list of a mix of valid and invalid words (not likely)</li>
</ol>
<p>As a whole, what is a good scoring system to determine a confidence score that <code>xxx yyy zzz</code> is a series of valid words? I'm not looking for anything too complex, but getting the average of the scores doesn't seem right. If some words in the list of words are valid, I think it increases the likelihood that the word not found in the database is an actual word also (it's just a limitation of the database that it doesn't contain that particular word).</p>
<p>NOTE: The input will generally be a minimum of 2 words (and mostly 2 words), but can be 3, 4, 5 (and maybe even more in some rare cases).</p>
<p><strong>EXAMPLE 1:</strong></p>
<p>Say the following scores:</p>
<pre><code>xxx = 100%
yyy = 100%
zzz = 0%
</code></pre>
<p>The average is 66.66%. But since already two words in the list exist in the database, the chances are that <code>zzz</code> is also a real word. Scoring this series of words as just 66.66% seems low.</p> | 36,683 | [
-0.02367210015654564,
-0.03434836119413376,
0.01800231635570526,
-0.018504703417420387,
0.024866284802556038,
0.013437985442578793,
0.015989992767572403,
-0.0427989661693573,
0.035879094153642654,
0.031675562262535095,
0.07393475621938705,
0.06046261638402939,
0.05110207572579384,
0.03912726789712906,
-0.008327801711857319,
0.0074691493064165115,
0.003111337311565876,
-0.0016687503084540367,
-0.004738779738545418,
0.010860812850296497,
-0.02686888538300991,
-0.012724232859909534,
-0.005035707727074623,
-0.018695129081606865,
0.0008200198062695563,
-0.02071228250861168,
0.04245246574282646,
-0.02851879969239235,
0.025155851617455482,
0.0514807291328907,
-0.043041687458753586,
-0.059878479689359665,
0.0062654884532094,
0.01975131779909134,
0.035301122814416885,
0.0638403370976448,
-0.005848719272762537,
-0.01190223265439272,
-0.019913004711270332,
-0.007523533422499895,
0.0029227572958916426,
0.018263686448335648,
0.02237080968916416,
0.017078332602977753,
0.0038453841116279364,
0.053019892424345016,
-0.03141004592180252,
0.004552742466330528,
0.0004296432016417384,
-0.026170089840888977,
0.026024671271443367,
-0.020272599533200264,
0.03198198974132538,
0.009554043412208557,
0.04474181309342384,
-0.008593461476266384,
0.0408492349088192,
0.06572574377059937,
-0.005346217658370733,
-0.04717428609728813,
-0.042611148208379745,
-0.028972866013646126,
-0.004116290248930454,
-0.024109531193971634,
-0.016998298466205597,
0.013919557444751263,
-0.00008519810216967016,
0.0008676552679389715,
0.053067646920681,
-0.016052166000008583,
-0.033350881189107895,
0.01649603620171547,
0.005009938962757587,
-0.008173069916665554,
0.02208136022090912,
-0.018622221425175667,
0.013824940659105778,
0.007692084182053804,
0.01728554628789425,
0.012569104321300983,
0.0050216782838106155,
0.0032387084793299437,
-0.007234727498143911,
0.04305753856897354,
0.029706956818699837,
-0.0035119822714477777,
0.03175809234380722,
-0.07265578955411911,
-0.007172777783125639,
0.004859342705458403,
0.023352423682808876,
-0.028222009539604187,
0.023558640852570534,
0.025714198127388954,
0.003396229352802038,
0.038236066699028015,
0.007188758347183466,
0.019891072064638138,
0.025827480480074883,
0.028304005041718483,
0.013178270310163498,
-0.041624173521995544,
0.02313327230513096,
0.029338307678699493,
-0.032870590686798096,
-0.03702578321099281,
-0.022457832470536232,
-0.026976414024829865,
-0.005919919349253178,
0.006011574063450098,
0.03864124417304993,
0.05405755713582039,
0.010428197681903839,
0.04327448830008507,
0.029658805578947067,
-0.033250462263822556,
-0.0012868966441601515,
-0.01439882442355156,
0.03300830349326134,
0.023093923926353455,
0.05069126561284065,
-0.010683471336960793,
0.031386081129312515,
-0.028897542506456375,
-0.03325168415904045,
-0.03654760122299194,
-0.0013442945200949907,
0.018551139160990715,
-0.0246255025267601,
0.05279264599084854,
-0.05707225948572159,
-0.026028169319033623,
0.03429986163973808,
0.00777089037001133,
0.04943101853132248,
0.024180009961128235,
-0.04807629808783531,
-0.008906376548111439,
0.02455104887485504,
0.03458521142601967,
0.020619619637727737,
-0.037841588258743286,
0.016788402572274208,
0.024119289591908455,
0.042059894651174545,
0.003875377355143428,
0.04553858935832977,
0.018432514742016792,
0.01310723926872015,
0.03596356883645058,
-0.030074385926127434,
-0.03181743994355202,
-0.009157511405646801,
0.013611805625259876,
0.006761654745787382,
-0.050985947251319885,
0.04161332920193672,
0.0007609236054122448,
-0.0061017973348498344,
-0.03558442369103432,
-0.01601226069033146,
-0.0041487510316073895,
-0.019412582740187645,
-0.021311873570084572,
0.04852943494915962,
-0.03193472698330879,
0.07339917123317719,
0.049502719193696976,
0.02013339102268219,
0.013022609055042267,
-0.025304671376943588,
0.00673664640635252,
0.024752838537096977,
-0.015052901580929756,
0.08217716217041016,
-0.01307428628206253,
-0.0004973455215804279,
-0.04095132648944855,
0.03981592878699303,
-0.0031491839326918125,
-0.04351896420121193,
0.0087988106533885,
-0.04479231685400009,
0.025530865415930748,
0.017853403463959694,
0.040411680936813354,
0.02540264092385769,
0.0081833740696311,
0.023288538679480553,
-0.021378982812166214,
-0.034814681857824326,
-0.06412030011415482,
-0.02206089347600937,
-0.015376302413642406,
-0.016332289204001427,
0.032357439398765564,
-0.014562181197106838,
0.0046556731685996056,
-0.01775495707988739,
0.006155977491289377,
-0.05996562913060188,
0.002159443683922291,
0.04387101158499718,
-0.037462268024683,
0.00814971886575222,
0.049086377024650574,
0.031082311645150185,
-0.04481549188494682,
0.04549102857708931,
-0.03312677517533302,
-0.04214690253138542,
-0.030398573726415634,
-0.04960287734866142,
-0.015665633603930473,
-0.029732760041952133,
-0.04305870831012726,
0.03453315421938896,
0.004223168827593327,
0.011097356677055359,
-0.05466783046722412,
-0.06589283049106598,
0.03652697429060936,
0.05949987843632698,
-0.01381454337388277,
0.041761528700590134,
-0.03415022790431976,
0.008372467942535877,
0.04497929662466049,
0.040103960782289505,
-0.023446718230843544,
-0.0726553201675415,
-0.0006559473113156855,
0.04717453941702843,
0.02373676560819149,
-0.04655130207538605,
-0.01554955542087555,
0.05107952281832695,
0.0013564147520810366,
-0.008783849887549877,
0.05354731157422066,
-0.01935856230556965,
0.0425686277449131,
0.011587926186621189,
0.0332733616232872,
0.057824380695819855,
0.0273803249001503,
0.024955324828624725,
0.039829134941101074,
-0.01858595386147499,
0.032644081860780716,
0.015667859464883804,
-0.003619664814323187,
0.05076657235622406,
0.016834862530231476,
-0.04354458302259445,
-0.03384821489453316,
0.011203734204173088,
-0.006733051501214504,
-0.02973395213484764,
0.04664207249879837,
-0.0062844897620379925,
-0.0036435446236282587,
0.024917300790548325,
-0.017401661723852158,
-0.032596029341220856,
0.04803527146577835,
-0.038984719663858414,
-0.04166218638420105,
0.011916602030396461,
-0.018646739423274994,
-0.011791654862463474,
0.018587488681077957,
-0.004480632022023201,
-0.035007551312446594,
0.022324761375784874,
0.03959944099187851,
-0.0022829666268080473,
0.023032987490296364,
-0.029425984248518944,
-0.024673478677868843,
-0.01598961465060711,
-0.02123880758881569,
0.015352834016084671,
-0.0013948845444247127,
-0.0736580565571785,
-0.04077547416090965,
0.011959209106862545,
-0.03444293141365051,
0.06297636032104492,
0.004460814408957958,
-0.02487632818520069,
0.0330231711268425,
-0.027622772380709648,
-0.024354511871933937,
-0.03347695246338844,
-0.030516618862748146,
0.02156447246670723,
-0.020871348679065704,
-0.016879618167877197,
0.04847206547856331,
0.02384079433977604,
-0.046684760600328445,
0.049992650747299194,
-0.03350742533802986,
-0.03219800814986229,
-0.04639340192079544,
-0.023999443277716637,
-0.006453250534832478,
-0.03046661987900734,
0.0064301867969334126,
0.023753009736537933,
0.008989308960735798,
-0.03139425814151764,
-0.058037202805280685,
-0.07266410440206528,
-0.01829162985086441,
-0.013546181842684746,
0.050853848457336426,
0.006132451351732016,
-0.010146507993340492,
0.07714848965406418,
0.013733312487602234,
-0.04698391258716583,
-0.03736382722854614,
-0.01787625066936016,
-0.03269662335515022,
-0.01833527907729149,
0.003157363971695304,
0.009744569659233093,
-0.04080146551132202,
0.011514149606227875,
0.03713706508278847,
-0.004085408058017492,
0.03127878159284592,
0.01637733355164528,
0.01918746344745159,
-0.008312242105603218,
0.030237646773457527,
-0.05585796386003494,
0.03333822637796402,
0.04624815657734871,
-0.043156735599040985,
0.0013317442499101162,
0.0069597563706338406,
0.016444697976112366,
0.020858457311987877,
-0.04481000825762749,
-0.0037938212044537067,
-0.01039567869156599,
-0.008957444690167904,
-0.015300058759748936,
0.03931551054120064,
-0.003334136214107275,
-0.026024097576737404,
0.007835210300981998,
0.019274527207016945,
0.028347395360469818,
0.0015718002105131745,
0.030642319470643997,
0.037918731570243835,
0.0674886628985405,
-0.014278911054134369,
-0.014993557706475258,
-0.04410867020487785,
0.00919849518686533,
0.005259293131530285,
-0.033576373010873795,
0.006705809850245714,
0.046043455600738525,
0.04425373673439026,
0.038377564400434494,
0.0037616263143718243,
-0.004658542573451996,
0.005376415327191353,
-0.08172968775033951,
0.0073380921967327595,
-0.039577666670084,
0.08087293803691864,
0.014714812859892845,
0.06405171006917953,
0.010792388580739498,
-0.00790467020124197,
-0.000051150254876120016,
0.03285088762640953,
-0.09026788920164108,
0.028599511831998825,
-0.035805270075798035,
-0.012744537554681301,
-0.03412855416536331,
-0.0311567522585392,
0.030405933037400246,
-0.035807203501462936,
-0.010266010649502277,
0.004306761082261801,
0.023593494668602943,
-0.0020801248028874397,
0.029460089281201363,
0.0006634462042711675,
0.012103145010769367,
-0.011994638480246067,
0.032900888472795486,
-0.029564552009105682,
0.03260926529765129,
0.03247553110122681,
0.014281979762017727,
-0.0017105923034250736,
-0.0022746091708540916,
-0.06339000910520554,
-0.0011690584942698479,
0.05695458501577377,
0.006599110551178455,
0.015060029923915863,
0.03949666768312454,
-0.027149733155965805,
-0.006128275766968727,
0.01283932477235794,
0.01443197950720787,
0.06215421110391617,
0.010875693522393703,
-0.006894674152135849,
-0.042407892644405365,
-0.003836952382698655,
-0.01798754185438156,
0.0016021971823647618,
-0.00400511035695672,
0.011335517279803753,
0.001791455433703959,
0.009831427596509457,
-0.07320187240839005,
0.024899333715438843,
0.0740770623087883,
-0.005810079164803028,
-0.027466094121336937,
-0.011908710934221745,
-0.0015321486862376332,
0.012595524080097675,
0.032704371958971024,
0.0019751887302845716,
0.050637658685445786,
0.02923637069761753,
-0.022676965221762657,
0.026441488415002823,
-0.031225575134158134,
-0.05187707021832466,
0.023019876331090927,
0.007989252917468548,
0.03084784932434559,
-0.021511513739824295,
-0.01740071177482605,
0.03661414608359337,
0.04651770368218422,
0.021356629207730293,
-0.008959981612861156,
-0.027602626010775566,
-0.07288766652345657,
0.018855184316635132,
0.06126096844673157,
0.0780448317527771,
-0.03535010665655136,
-0.03941986709833145,
-0.055538762360811234,
-0.022798625752329826,
0.049398332834243774,
-0.03335820883512497,
0.01696108467876911,
0.02030975930392742,
-0.006326495204120874,
-0.010345795191824436,
-0.015264279209077358,
-0.025958891957998276,
-0.004156149923801422,
-0.045401524752378464,
0.017779316753149033,
0.006369943730533123,
-0.032638922333717346,
-0.02880118042230606,
-0.018584877252578735,
0.020173247903585434,
0.043874166905879974,
-0.05955364182591438,
-0.0006611711578443646,
-0.030974311754107475,
0.007138749584555626,
-0.014265039004385471,
-0.019564161077141762,
0.019644493237137794,
-0.005782038904726505,
-0.02737453766167164,
0.02042713575065136,
0.006760572083294392,
-0.027829332277178764,
0.01669231988489628,
0.0022928251419216394,
-0.048065632581710815,
-0.005209257360547781,
0.025623606517910957,
0.01980362832546234,
0.057258155196905136,
0.060209400951862335,
0.03624686598777771,
0.007775403093546629,
-0.015937935560941696,
-0.006982451304793358,
-0.06190970167517662,
-0.033444590866565704,
-0.035005293786525726,
0.04402574896812439,
-0.046599578112363815,
0.02914590947329998,
-0.03599416837096214,
0.016630923375487328,
0.006055700592696667,
-0.015216187573969364,
-0.035053551197052,
0.008431495167315006,
0.009216850623488426,
0.015540427528321743,
0.006433213595300913,
-0.058685917407274246,
-0.000624261621851474,
0.01252458430826664,
-0.027084557339549065,
0.02856660634279251,
0.042870648205280304,
-0.03904750943183899,
0.0025670924223959446,
-0.011614981107413769,
-0.03435579314827919,
0.014372831210494041,
-0.038061078637838364,
-0.0058917757123708725,
0.040853019803762436,
0.019361309707164764,
0.012984692119061947,
0.00473902840167284,
0.05961715430021286,
-0.006570942234247923,
-0.022948764264583588,
0.0017320889746770263,
0.010106445290148258,
-0.008250880986452103,
0.023186095058918,
0.0062171537429094315,
0.048400767147541046,
-0.00105170754250139,
-0.05419041961431503,
-0.02382025122642517,
-0.020972976461052895,
0.05246886983513832,
0.014946915209293365,
-0.028983982279896736,
-0.03359423577785492,
-0.04896007850766182,
-0.01320191752165556,
-0.004041425418108702,
-0.020909791812300682,
0.04187735170125961,
-0.01575469970703125,
-0.014186779037117958,
0.011810747906565666,
-0.017857860773801804,
0.08314815163612366,
0.03951273486018181,
0.005956355948001146,
0.03686775267124176,
-0.004203686956316233,
0.029283078387379646,
-0.005495382472872734,
0.003017831826582551,
-0.043740060180425644,
-0.03207075223326683,
-0.027447419241070747,
0.03557199612259865,
0.03199225291609764,
0.00938269030302763,
0.008541817776858807,
-0.002749788109213114,
0.008676876313984394,
-0.03759095445275307,
-0.02406053990125656,
-0.021468689665198326,
-0.022806789726018906,
-0.01311744749546051,
-0.018783772364258766,
0.020063064992427826,
-0.03644619509577751,
0.011866562068462372,
-0.0007492041913792491,
0.030952777713537216,
-0.011875738389790058,
-0.032422635704278946,
0.05404948815703392,
-0.04262934625148773,
-0.02388555370271206,
0.004479358904063702,
-0.0315641388297081,
0.07135401666164398,
0.029454367235302925,
-0.027003692463040352,
0.04288985952734947,
0.007597813382744789,
-0.052730027586221695,
-0.012570311315357685,
-0.03484421595931053,
-0.009432016871869564,
0.07069382816553116,
0.004294910933822393,
0.039544690400362015,
0.03710932284593582,
-0.0068123918026685715,
-0.0021853118669241667,
-0.016294723376631737,
-0.02611023187637329,
0.01107929740101099,
-0.0006509126978926361,
0.012186061590909958,
-0.014182303100824356,
0.0007842977647669613,
0.020205602049827576,
-0.020885499194264412,
0.06657387316226959,
0.0417218916118145,
0.05322295054793358,
-0.013827208429574966,
-0.004882501903921366,
-0.07294263690710068,
-0.004599538166075945,
0.025150593370199203,
-0.09025842696428299,
-0.009565402753651142,
0.024767357856035233,
-0.037166040390729904,
0.0417180210351944,
0.03613297641277313,
-0.034988388419151306,
-0.023072613403201103,
-0.007191462907940149,
-0.0385127067565918,
0.041759200394153595,
0.01934577338397503,
-0.016199948266148567,
0.07291329652070999,
-0.012569690123200417,
0.03861353546380997,
0.015641842037439346,
0.05459341034293175,
-0.014683237299323082,
-0.0729394257068634,
0.017811473459005356,
-0.02353348210453987,
-0.049876727163791656,
0.024606281891465187,
0.06448929756879807,
0.01163115631788969,
-0.005573105067014694,
-0.026863737031817436,
0.03826289251446724,
0.010603785514831543,
0.04264956712722778,
-0.0314490869641304,
0.05305945500731468,
0.04053366184234619,
0.04935496672987938,
-0.0014183222083374858,
-0.048613715916872025,
0.1374414712190628,
0.058545224368572235,
0.05275382846593857,
-0.05909579247236252,
0.02065289579331875,
0.014579910784959793,
-0.025849226862192154,
-0.020584292709827423,
0.001226356253027916,
0.05343765392899513,
-0.00724339485168457,
0.022095751017332077,
0.00317580858245492,
0.013182333670556545,
-0.002091089729219675,
0.04928464815020561,
-0.06658981740474701,
-0.009829067625105381,
0.01197926513850689,
-0.012237805873155594,
-0.01857384294271469,
0.006688446272164583,
-0.061833929270505905,
-0.011525584384799004,
0.05574334040284157,
-0.03386583924293518,
-0.01969720423221588,
-0.021766474470496178,
-0.015605995431542397,
0.014471130445599556,
-0.003439108608290553,
0.0045503065921366215,
0.00382372853346169,
0.007470328360795975,
0.00792001187801361,
-0.016197314485907555,
0.04218272864818573,
-0.02178664691746235,
0.014559249393641949,
0.026081444695591927,
0.003256748430430889,
0.017358141019940376,
-0.021110737696290016,
0.05926063656806946,
-0.009316555224359035,
-0.01836787723004818,
-0.058711521327495575,
0.0453658290207386,
0.0288232434540987,
0.001021121279336512,
-0.01758822798728943,
0.010279008187353611,
0.0016965667018666863,
-0.014087318442761898,
-0.004597458057105541,
0.025563186034560204,
0.03449311852455139,
-0.020742932334542274,
-0.029318468645215034,
0.01095142588019371,
0.020855702459812164,
-0.017291905358433723,
0.003664396470412612,
0.03406922519207001,
-0.0013078342890366912,
-0.018571583554148674,
-0.033110570162534714,
0.03924857825040817,
0.0004483552183955908,
0.028861092403531075,
0.011910670436918736,
-0.020546723157167435,
-0.020372310653328896,
0.00799698568880558,
-0.02361650951206684,
-0.007565245497971773,
0.027850184589624405,
-0.015521900728344917,
0.006743687205016613,
0.0015852595679461956,
0.012481890618801117,
0.0074488334357738495,
-0.01155157946050167,
-0.01833394542336464,
-0.045464836061000824,
0.000490612059365958,
0.02595329098403454,
0.01489437185227871,
0.008833885192871094,
0.010916114784777164,
-0.001550803193822503,
0.044489774852991104,
0.002932764822617173,
-0.024090653285384178,
-0.028601767495274544,
-0.005221993662416935,
-0.013033022172749043,
-0.004595529288053513,
0.0016989682335406542,
0.07871972024440765,
0.043378252536058426,
0.020352020859718323,
0.004985145293176174,
0.025506123900413513,
-0.014466050080955029,
-0.015624833293259144,
-0.010107538662850857,
-0.05906744301319122,
-0.06449361890554428,
0.008461885154247284,
0.002490338869392872,
-0.025190122425556183,
0.012482516467571259,
-0.05197189003229141,
-0.025372790172696114,
0.062183450907468796,
-0.0013794656842947006,
-0.016906533390283585,
-0.008978438563644886,
-0.030427120625972748,
-0.04443178325891495,
-0.008141092024743557,
0.01918064057826996,
-0.004311930388212204,
-0.018413685262203217,
-0.015278327278792858,
-0.027532249689102173,
-0.01808428391814232,
-0.014780278317630291,
-0.008877260610461235,
-0.002459312556311488,
0.005455325357615948,
0.022281210869550705,
0.0005437841173261404,
-0.02117943949997425,
-0.004439671523869038,
0.0018996052676811814,
0.029088841751217842,
-0.03031935542821884,
0.033105913549661636,
-0.01092459075152874,
-0.053126052021980286,
-0.04896356537938118,
0.016010001301765442,
0.00479553546756506,
0.027304144576191902,
-0.026358874514698982,
-0.008814957924187183,
-0.02304978296160698,
0.022458938881754875,
-0.006418643984943628,
-0.05532977357506752,
-0.023281635716557503,
-0.00884526502341032,
0.037594396620988846,
0.009897137992084026,
0.00327215064316988,
0.010225048288702965,
-0.0002917287638410926,
-0.0006982848863117397,
0.030403776094317436,
0.014923091046512127,
0.007527452427893877,
0.043387677520513535,
0.01934470795094967,
-0.004720751196146011,
0.005156728904694319,
-0.013961250893771648,
-0.06333121657371521,
0.03669033944606781,
-0.035484716296195984,
0.01634107530117035,
-0.00453442707657814,
-0.008938588201999664,
-0.05115634948015213,
0.007736770436167717,
0.03327805921435356,
0.014570754021406174,
0.0169064998626709,
-0.014610351994633675,
-0.010578382760286331,
0.029905151575803757,
-0.04817759618163109,
0.011824673041701317,
-0.0035709585063159466,
0.007729006931185722,
-0.05881024897098541,
0.027394641190767288,
-0.044068146497011185,
0.0028855304699391127,
0.0035884941462427378,
0.018754009157419205,
0.05754486471414566,
0.03106572851538658,
-0.01628842018544674,
-0.022639885544776917,
-0.05194533243775368,
0.048367999494075775,
-0.0005400212248787284,
-0.018455155193805695,
0.0370216965675354,
-0.048827167600393295,
-0.04604002833366394,
0.012263842858374119,
0.003022989258170128,
0.011447496712207794,
-0.010521717369556427,
0.031969547271728516,
0.019202742725610733,
0.04871198162436485,
0.036636993288993835,
-0.011535365134477615,
-0.02000250481069088,
0.0017107609892264009,
0.02959592267870903,
0.026123346760869026,
-0.020846379920840263,
0.027694663032889366,
0.016930583864450455,
0.01715993322432041,
-0.05216855928301811,
0.05780666694045067,
0.021215243265032768,
0.001889997161924839,
-0.015336137264966965,
-0.016045736148953438,
0.022660456597805023,
-0.052242912352085114,
-0.022859442979097366,
-0.027254179120063782,
0.024022052064538002,
0.003919161856174469,
0.010269375517964363,
-0.0021329016890376806,
0.01696000248193741,
-0.024972040206193924,
0.001508276560343802,
-0.010910389013588428,
0.009042066521942616,
-0.025359343737363815,
-0.04093041270971298,
0.0055547477677464485,
-0.046480968594551086,
0.023417076095938683,
0.008925369940698147,
0.016127528622746468,
-0.027361109852790833,
0.03529426082968712,
-0.011019980534911156,
-0.02363109216094017,
0.029558084905147552,
-0.016578735783696175,
0.005242220126092434,
-0.06458313763141632,
0.06623817980289459,
-0.025979798287153244,
-0.007191542070358992,
-0.04706110432744026,
-0.016739992424845695,
-0.018286900594830513,
0.03218237683176994,
0.02889874204993248,
0.02235049195587635,
-0.029364503920078278,
-0.050168462097644806,
-0.0037680258974432945,
0.0034081097692251205,
-0.06641669571399689,
0.04346197471022606,
-0.022244729101657867,
-0.012311563827097416,
-0.023457080125808716,
0.023244181647896767,
-0.01722622849047184,
0.010600917972624302,
0.04052584618330002,
-0.02049827203154564,
-0.022791197523474693,
-0.021595057100057602,
-0.031951650977134705,
0.02911321446299553,
0.024947812780737877,
-0.025535859167575836,
0.002375554060563445,
-0.009886635467410088,
-0.006054324097931385,
0.04602447524666786,
0.020079825073480606,
-0.04831031337380409,
0.04389934986829758,
-0.03960743919014931,
-0.029073648154735565,
-0.006106115877628326,
0.02621021680533886,
0.00592617504298687,
-0.057076506316661835,
0.012041296809911728,
0.04071495309472084,
-0.042372170835733414,
-0.026505405083298683,
0.059669431298971176,
-0.006920219864696264,
0.05750255659222603,
-0.03215767815709114,
0.009813756681978703,
-0.01585516147315502,
-0.04392583295702934,
-0.003558926749974489,
-0.026129916310310364,
0.005806530360132456,
0.001699560903944075,
0.038141604512929916,
0.022873854264616966,
-0.0036715564783662558,
0.03775915130972862,
0.026660269126296043,
0.025594593957066536,
-0.05822011083364487,
0.013588842935860157,
0.037665098905563354,
-0.002529601566493511,
0.025692198425531387,
0.006963022518903017,
-0.019242504611611366,
0.035179655998945236,
-0.03532576188445091,
0.013399280607700348,
-0.0754154771566391,
-0.028683841228485107,
-0.05295209959149361,
-0.005918846931308508,
0.011706752702593803,
-0.026579374447464943,
0.008689213544130325,
0.032921332865953445,
0.022458644583821297,
0.04722004756331444,
0.009097209200263023,
-0.00919440295547247,
0.02430654503405094,
-0.01561957411468029,
-0.018749000504612923,
0.023688461631536484,
0.002241510897874832,
-0.0341297946870327,
0.018813783302903175,
0.00037927256198599935,
0.010748251341283321,
0.04377254843711853,
-0.0033919592387974262,
-0.018161481246352196,
-0.02815789356827736,
-0.016847023740410805,
-0.010276776738464832,
0.02166462317109108,
-0.06733239442110062,
0.02708227001130581,
0.023204199969768524,
-0.03786405548453331
] |
<p>I have seen an apparently interesting quantity called the Bayesian complexity, which in this case is defined as $-2(\overline{\ln\mathfrak{L}} - \ln\mathfrak{L}_\mathrm{max})$. I am not sure what this is used for. I.e., what sorts of tests can be made on this quantity and what does it imply? </p> | 36,684 | [
-0.015387038700282574,
-0.022076083347201347,
0.007828268222510815,
-0.015230019576847553,
0.0378187820315361,
0.03261110186576843,
0.011885271407663822,
-0.012001579627394676,
0.012121732346713543,
-0.04057951644062996,
0.03462349995970726,
0.03735090792179108,
0.04566860944032669,
0.016772940754890442,
0.029293600469827652,
0.03854271396994591,
-0.03767554089426994,
0.01884734071791172,
-0.02592223882675171,
-0.026229949668049812,
0.0011977915419265628,
0.04721783846616745,
0.07538065314292908,
-0.00875577237457037,
-0.05071993172168732,
0.030948316678404808,
0.022786883637309074,
-0.019115187227725983,
0.01425968762487173,
0.07847390323877335,
-0.01081909704953432,
-0.012356916442513466,
0.033895399421453476,
0.050689697265625,
0.0218936987221241,
-0.02772442437708378,
-0.005738172214478254,
-0.04152783378958702,
-0.00021466151520144194,
0.04352805018424988,
-0.04336188733577728,
-0.040034350007772446,
-0.010731466114521027,
0.033438485115766525,
-0.025849001482129097,
0.0018547162180766463,
-0.020378561690449715,
-0.07449277490377426,
0.022311454638838768,
-0.043602995574474335,
0.0586031936109066,
0.01596289500594139,
0.009033072739839554,
0.018102074041962624,
0.016931621357798576,
-0.030672231689095497,
0.046526286751031876,
0.08225062489509583,
0.0006247186684049666,
-0.056187257170677185,
-0.06183890998363495,
-0.023817557841539383,
0.047644566744565964,
-0.007011929526925087,
-0.054429907351732254,
0.04936143010854721,
0.003081669332459569,
-0.015225421637296677,
0.02164621651172638,
0.03077695518732071,
-0.0311092771589756,
0.015445192344486713,
0.028005246073007584,
-0.004001083318144083,
0.03277717903256416,
-0.032180484384298325,
-0.01557194720953703,
0.024058068171143532,
-0.019728733226656914,
0.05137794837355614,
-0.001053918618708849,
-0.020582610741257668,
-0.006786947138607502,
0.033743731677532196,
-0.02026345208287239,
-0.020408373326063156,
0.08019565790891647,
-0.03165104612708092,
0.0021111546084284782,
-0.00351502257399261,
-0.0463540218770504,
-0.003194133983924985,
0.02958681248128414,
-0.02010377310216427,
-0.04829072579741478,
0.05298273637890816,
-0.013158227317035198,
0.047548823058605194,
0.012449629604816437,
-0.0338159017264843,
-0.0178235936909914,
-0.04713787883520126,
0.0175416711717844,
0.06623446196317673,
-0.0320555679500103,
-0.03214031085371971,
-0.013205797411501408,
0.021024424582719803,
-0.010898125357925892,
-0.006622650660574436,
-0.0010623703710734844,
0.008861232548952103,
0.024580972269177437,
0.009811793453991413,
-0.017054148018360138,
-0.03789252042770386,
0.024319473654031754,
-0.024007175117731094,
0.02094789408147335,
0.0688699334859848,
0.015195914544165134,
-0.011355042457580566,
0.04309826344251633,
-0.02232098951935768,
-0.06552481651306152,
0.029291721060872078,
0.027895169332623482,
-0.023620959371328354,
-0.02200392447412014,
0.05378593131899834,
-0.0035554778296500444,
-0.007311644963920116,
0.0534835010766983,
0.0071770320646464825,
-0.004617009311914444,
-0.01267293468117714,
-0.0781383216381073,
-0.05197979137301445,
0.03790022432804108,
0.016519876196980476,
-0.02708877995610237,
-0.06255700439214706,
0.01575092040002346,
0.04147486016154289,
0.02325710654258728,
-0.0026723032351583242,
0.06245293840765953,
0.02757706120610237,
-0.00378294731490314,
-0.009447840973734856,
-0.041242800652980804,
-0.020687220618128777,
0.010135642252862453,
0.004756472073495388,
-0.013660045340657234,
-0.07166387140750885,
0.0018192243296653032,
-0.00878466572612524,
-0.02478020079433918,
-0.0218015369027853,
0.04335746541619301,
-0.018439050763845444,
-0.01413673534989357,
-0.008178504183888435,
-0.006898181047290564,
-0.01859554648399353,
0.09299289435148239,
0.03490165248513222,
-0.0026358249597251415,
0.017050115391612053,
0.01254794467240572,
0.022446943446993828,
0.033436328172683716,
0.02823827974498272,
0.07236383855342865,
-0.015484978444874287,
-0.01641862839460373,
-0.020071012899279594,
0.04283905401825905,
0.009142342023551464,
-0.002663010498508811,
0.014188175089657307,
-0.02107534185051918,
0.003443582681939006,
0.0027549786027520895,
0.01768629439175129,
0.0010925042442977428,
-0.006902098190039396,
0.07195677608251572,
-0.04091310501098633,
-0.0250276867300272,
-0.048108987510204315,
-0.011471780948340893,
0.048510417342185974,
-0.026351535692811012,
0.04071879759430885,
0.022301239892840385,
0.01160270906984806,
-0.031568899750709534,
-0.04172489419579506,
-0.04634026810526848,
0.001363952993415296,
0.018880493938922882,
-0.03341130539774895,
0.034409232437610626,
0.03378600254654884,
0.04097866266965866,
-0.026179363951086998,
0.03627793863415718,
-0.05632329359650612,
-0.08471351861953735,
-0.009928376413881779,
-0.00905741285532713,
0.0314030796289444,
-0.014191408641636372,
-0.029001105576753616,
0.02052832767367363,
0.004582718946039677,
-0.009708018973469734,
0.018580308184027672,
-0.057172741740942,
0.08295612037181854,
0.03698987141251564,
0.03649910166859627,
0.009915441274642944,
0.03036472387611866,
-0.00017526204464957118,
0.0037500637117773294,
-0.023534266278147697,
-0.0011117922840639949,
-0.032401345670223236,
-0.03370647877454758,
0.05375756695866585,
0.04162228852510452,
-0.03845251724123955,
0.019007625058293343,
0.01038734894245863,
0.023851720616221428,
0.023613592609763145,
0.018824651837348938,
-0.0339662991464138,
-0.022974632680416107,
-0.010508286766707897,
0.021624501794576645,
-0.002175228437408805,
0.024668335914611816,
0.025138335302472115,
0.051472388207912445,
0.028988618403673172,
-0.004051558673381805,
-0.032664380967617035,
0.033637966960668564,
0.013671397231519222,
0.0026320968754589558,
-0.0229854267090559,
0.0018197039607912302,
0.039589039981365204,
-0.03367586433887482,
0.03777431696653366,
0.018762962892651558,
0.006048687733709812,
0.015967175364494324,
-0.0031708546448498964,
-0.005735865328460932,
0.05022909864783287,
0.008279157802462578,
-0.047469284385442734,
-0.017480378970503807,
0.039848122745752335,
-0.04286199063062668,
0.03831201791763306,
-0.003324510296806693,
-0.03312506154179573,
-0.030049044638872147,
0.04790215194225311,
0.023793069645762444,
-0.013415253721177578,
0.013742816634476185,
-0.004675022792071104,
-0.040494147688150406,
0.0067937178537249565,
-0.01645238883793354,
0.03494998812675476,
0.0005237996228970587,
-0.037489719688892365,
-0.012409684248268604,
0.026116816326975822,
-0.00801981333643198,
0.04616431146860123,
-0.04163232818245888,
0.008048704825341702,
-0.003044726327061653,
-0.04004080221056938,
-0.04174008592963219,
-0.018631959334015846,
-0.042727030813694,
0.013166488148272038,
-0.01601835899055004,
-0.012158334255218506,
0.04261079430580139,
0.0014997133985161781,
-0.03010936640202999,
-0.0003397526452317834,
-0.03936849907040596,
-0.024710170924663544,
-0.03177466243505478,
-0.02853798121213913,
0.012906022369861603,
-0.02450507879257202,
0.014944090507924557,
0.017488298937678337,
-0.05518213286995888,
-0.0000797106113168411,
-0.06075208634138107,
-0.06906959414482117,
0.012571007013320923,
0.004183870740234852,
0.027687927708029747,
-0.02628372609615326,
-0.019632605835795403,
0.04593512415885925,
0.026422744616866112,
-0.030336853116750717,
-0.01221557892858982,
0.01072581298649311,
-0.011190501973032951,
-0.016736002638936043,
0.0010680007981136441,
0.012886064127087593,
0.009035281836986542,
0.052397798746824265,
0.006662703584879637,
0.02678999863564968,
0.02046351507306099,
-0.007989627309143543,
0.02282300777733326,
0.05135733634233475,
-0.02237175963819027,
0.004657539073377848,
0.0008127517648972571,
0.03220191225409508,
-0.023250453174114227,
0.058589816093444824,
-0.0027776332572102547,
0.03768760338425636,
0.021769940853118896,
-0.010204212740063667,
0.038749951869249344,
0.010994338430464268,
0.03311803936958313,
-0.014474871568381786,
0.03817509114742279,
-0.03419935330748558,
0.02239149995148182,
-0.01113678328692913,
0.058740705251693726,
0.002795327687636018,
-0.004406610503792763,
0.030116630718111992,
0.021859724074602127,
0.05406138300895691,
-0.018278399482369423,
-0.005116184242069721,
-0.03198689967393875,
-0.02659275196492672,
-0.0077441041357815266,
0.0052019269205629826,
-0.033211320638656616,
0.02443593367934227,
0.0236554853618145,
-0.015468941070139408,
-0.013968909159302711,
-0.0393347404897213,
-0.008714430965483189,
-0.03188421204686165,
-0.040220264345407486,
-0.019672362133860588,
0.03399842977523804,
-0.025542959570884705,
0.0088639622554183,
0.014276563189923763,
0.01567087136209011,
0.012531287968158722,
0.011762233451008797,
-0.08394227176904678,
-0.014485588297247887,
-0.048210468143224716,
-0.01279802992939949,
0.02067047543823719,
-0.006306648254394531,
0.08116389811038971,
-0.047535642981529236,
-0.011901390738785267,
-0.014953053556382656,
0.051566824316978455,
-0.04966932162642479,
0.0007667730678804219,
-0.02227776311337948,
0.012970644980669022,
0.020405955612659454,
0.024465635418891907,
0.006141545716673136,
-0.013811313547194004,
0.0073883505538105965,
0.023536143824458122,
-0.02307559736073017,
-0.033994000405073166,
-0.010887494310736656,
0.00032272018142975867,
0.007771109696477652,
0.01580720767378807,
0.017235687002539635,
0.03801180049777031,
-0.02216944471001625,
0.04456576704978943,
-0.009413108229637146,
0.033815350383520126,
0.054515451192855835,
-0.007827549241483212,
0.01873060315847397,
-0.03168536722660065,
-0.012143486179411411,
-0.005670967046171427,
0.020338116213679314,
0.0020510286558419466,
0.034971293061971664,
0.044338248670101166,
0.019480859860777855,
-0.0429263636469841,
0.015434087254106998,
0.032821059226989746,
-0.012634324841201305,
-0.02165612019598484,
-0.029256395995616913,
-0.01086400169879198,
-0.017181964591145515,
0.013699830509722233,
0.0030746539123356342,
0.0010675094090402126,
-0.04365694150328636,
0.0003774088399950415,
0.014947350136935711,
-0.05470454320311546,
-0.020341141149401665,
-0.04603563994169235,
-0.019764889031648636,
0.024772970005869865,
0.022761568427085876,
-0.01471024751663208,
0.008644518442451954,
0.01321982778608799,
0.028845392167568207,
0.03546561673283577,
0.032923586666584015,
-0.06406132876873016,
-0.013017804361879826,
0.033187974244356155,
0.047583457082509995,
-0.01990612968802452,
0.02657163143157959,
-0.023786330595612526,
0.0000034009890441666357,
0.043008770793676376,
0.01530273538082838,
0.012400098145008087,
-0.02589220367372036,
0.004989291075617075,
-0.02464890666306019,
-0.005710129160434008,
-0.009022130630910397,
0.0252094604074955,
0.026288751512765884,
0.04239434748888016,
-0.020254742354154587,
0.015424738638103008,
-0.039997879415750504,
-0.038391247391700745,
0.007537818048149347,
0.06098475307226181,
-0.006533429957926273,
-0.011356508359313011,
0.01826300472021103,
-0.010742676444351673,
-0.013442891649901867,
-0.05453294515609741,
0.007651608437299728,
-0.008336883038282394,
-0.041408319026231766,
0.012325956486165524,
-0.06398171931505203,
-0.05759827420115471,
0.04750978201627731,
0.025835011154413223,
-0.033084623515605927,
0.02341214381158352,
-0.01639198511838913,
0.04307767003774643,
0.0388692207634449,
0.011880635283887386,
0.0614018477499485,
-0.018780546262860298,
-0.002855504397302866,
0.03432652726769447,
-0.008703007362782955,
0.02597467415034771,
-0.04509643092751503,
0.003610902698710561,
-0.03276917710900307,
-0.019092418253421783,
-0.03684590011835098,
0.04464473947882652,
0.014509758912026882,
0.020710062235593796,
0.0092289038002491,
-0.011656009592115879,
-0.042297378182411194,
0.0012099210871383548,
0.030764959752559662,
-0.013103421777486801,
0.00041555811185389757,
0.04960716888308525,
0.0140971215441823,
-0.012937330640852451,
0.035988111048936844,
0.002130264649167657,
0.027777977287769318,
0.020430590957403183,
-0.011374825611710548,
0.02120232954621315,
-0.026429157704114914,
-0.010039388202130795,
0.03834301978349686,
0.006139923352748156,
0.0439099445939064,
-0.0036073033697903156,
-0.015774335712194443,
-0.01779029332101345,
-0.04343796521425247,
-0.04556501656770706,
0.020765166729688644,
-0.02010706625878811,
0.03963370993733406,
-0.029686933383345604,
-0.02232775092124939,
-0.03366749733686447,
-0.019085368141531944,
-0.06151502579450607,
-0.03250957652926445,
0.011024583131074905,
-0.019818304106593132,
-0.014708150178194046,
-0.0352642685174942,
0.002057790057733655,
-0.010090858675539494,
-0.03439515456557274,
-0.0028005847707390785,
0.059834010899066925,
0.029896952211856842,
0.0076624383218586445,
-0.00031557021429762244,
-0.007747562602162361,
0.028941400349140167,
0.019047075882554054,
-0.005212231073528528,
0.02286539413034916,
-0.014815432019531727,
-0.027113821357488632,
-0.008079531602561474,
0.021572990342974663,
-0.03677478805184364,
0.014006422832608223,
-0.007721286732703447,
0.0237332284450531,
0.022566933184862137,
-0.052789293229579926,
-0.03716105967760086,
-0.008889079093933105,
0.006739730015397072,
0.00601732823997736,
-0.003338305512443185,
0.01004096120595932,
0.00965026207268238,
0.028185013681650162,
-0.028654919937253,
-0.01925666816532612,
0.008402393199503422,
-0.06453459709882736,
0.024909790605306625,
0.029525764286518097,
-0.0015263037057593465,
0.011201287619769573,
0.04838741943240166,
0.0059901135973632336,
-0.0029750633984804153,
0.014678499661386013,
-0.015835873782634735,
0.00014160183491185308,
0.015312546864151955,
0.011282679624855518,
0.016408653929829597,
0.05621867626905441,
-0.03343610465526581,
-0.035322822630405426,
-0.04341062158346176,
0.004934757947921753,
0.03802468627691269,
-0.00018425457528792322,
0.05695240572094917,
0.04601805657148361,
0.006441971752792597,
0.011495583690702915,
-0.00971970148384571,
-0.02175535447895527,
-0.005679821129888296,
0.013713551685214043,
0.0218557920306921,
-0.03305806592106819,
0.023308947682380676,
0.029665881767868996,
-0.010791296139359474,
-0.013920923694968224,
-0.01037717517465353,
0.01185048557817936,
0.0273092333227396,
0.03903743252158165,
-0.05662468448281288,
-0.057840216904878616,
0.07236270606517792,
-0.006166769657284021,
0.00429772911593318,
-0.02296159602701664,
-0.03054872155189514,
0.04084533452987671,
0.023093102499842644,
0.019944030791521072,
-0.051844436675310135,
-0.020704034715890884,
-0.037643663585186005,
0.024816788733005524,
0.01392410509288311,
0.0022700775880366564,
0.02910606563091278,
-0.01807084120810032,
0.0017124791629612446,
-0.009018920361995697,
0.04008888453245163,
0.007447859272360802,
-0.08788304030895233,
-0.028201347216963768,
0.003194606862962246,
-0.03492197021842003,
0.018605204299092293,
-0.003050226252526045,
-0.026701850816607475,
0.014535465277731419,
-0.02374880015850067,
0.008644264191389084,
0.023888632655143738,
0.017293142154812813,
-0.028387263417243958,
0.06674712896347046,
0.006947689689695835,
0.037552088499069214,
-0.01589837670326233,
0.021784020587801933,
0.09732919931411743,
0.0746765211224556,
0.03337421640753746,
-0.08316711336374283,
0.014708517119288445,
-0.0048169963993132114,
0.010193235240876675,
-0.047272615134716034,
0.04592772573232651,
0.024385448545217514,
-0.00721553573384881,
-0.0095759816467762,
0.04204915463924408,
0.011753692291676998,
-0.04999278485774994,
0.027951397001743317,
-0.04406457394361496,
-0.03836832940578461,
0.035176832228899,
0.022371899336576462,
-0.004993529058992863,
-0.022705474868416786,
-0.04669300466775894,
0.01670260913670063,
-0.003858473850414157,
-0.015716999769210815,
-0.005248624365776777,
-0.040380459278821945,
-0.012359053827822208,
-0.01307318452745676,
-0.002407604129984975,
-0.014753942377865314,
0.04100535809993744,
-0.023921335116028786,
-0.011374509893357754,
0.005114564672112465,
0.00771582406014204,
0.033028800040483475,
-0.026343433186411858,
0.05883340165019035,
-0.0006400120328180492,
-0.004477792419493198,
-0.012862889096140862,
0.018894212320446968,
-0.030538735911250114,
-0.04267199710011482,
-0.013724813237786293,
0.0352129228413105,
0.0046001928858459,
0.009801585227251053,
-0.008105022832751274,
-0.011994987726211548,
-0.022161297500133514,
-0.033823058009147644,
0.011036589741706848,
0.038306824862957,
0.04209880903363228,
-0.021575139835476875,
-0.03412995859980583,
-0.006036774720996618,
0.026842370629310608,
-0.013590754941105843,
0.02454228512942791,
0.024750934913754463,
-0.015474427491426468,
-0.02905854769051075,
-0.006839219015091658,
0.012242346070706844,
0.036265283823013306,
-0.029905570670962334,
-0.012890246696770191,
0.0030472830403596163,
-0.027323972433805466,
-0.008553851395845413,
0.012625315226614475,
-0.0037548921536654234,
0.006709971930831671,
-0.009209876880049706,
-0.031516119837760925,
-0.010761793702840805,
-0.04499188810586929,
-0.011058462783694267,
-0.0573325976729393,
-0.01336539164185524,
-0.05080642178654671,
-0.010421141050755978,
0.0435015894472599,
0.0032630835194140673,
0.03895305097103119,
0.01171479094773531,
0.005288429092615843,
0.048791754990816116,
0.019499190151691437,
-0.06400565057992935,
-0.0015346488216891885,
0.007453395519405603,
-0.03956505283713341,
-0.0006074709235690534,
0.00671841436997056,
0.05217266082763672,
0.0016411308897659183,
0.026100333780050278,
-0.002002623165026307,
0.019918983802199364,
-0.025253523141145706,
0.0031558405607938766,
0.020232485607266426,
-0.02445617876946926,
-0.016339750960469246,
-0.008647880516946316,
-0.013821203261613846,
-0.0005787802510894835,
-0.02474362775683403,
-0.027833757922053337,
-0.0009073444525711238,
0.0100666219368577,
0.014557087793946266,
-0.04034877568483353,
0.005117767956107855,
0.021501123905181885,
0.015723709017038345,
-0.028521154075860977,
0.012286322191357613,
-0.003458860330283642,
0.0024068476632237434,
-0.026325881481170654,
-0.009951876476407051,
0.011563722975552082,
0.010031507350504398,
0.020103389397263527,
-0.05224848911166191,
0.019934574142098427,
0.02524014748632908,
-0.009866662323474884,
-0.017621470615267754,
0.02045760303735733,
0.010181025601923466,
0.03308764100074768,
-0.051043931394815445,
-0.030978063121438026,
0.06100967898964882,
-0.06275266408920288,
-0.057199425995349884,
0.047048356384038925,
-0.016614165157079697,
0.019856015220284462,
-0.00048101370339281857,
0.0031607667915523052,
-0.031199898570775986,
0.04479195550084114,
-0.02265849895775318,
-0.022968100383877754,
0.0021598641760647297,
0.004744138568639755,
-0.020605256780982018,
-0.008574885316193104,
0.020731640979647636,
-0.010774064809083939,
0.013989081606268883,
-0.00033791616442613304,
0.0412202887237072,
-0.007342558354139328,
-0.01661599427461624,
0.0065429783426225185,
-0.03172716498374939,
0.048148900270462036,
0.008959800936281681,
-0.006335136480629444,
0.03582668676972389,
0.04030171409249306,
0.005448234733194113,
0.05632839351892471,
-0.014775867573916912,
0.006694939453154802,
-0.1223946213722229,
-0.003936076071113348,
0.008475273847579956,
0.007479666732251644,
0.05255444720387459,
-0.07138673216104507,
0.01546572707593441,
0.005051400046795607,
-0.024054817855358124,
0.01407423336058855,
-0.03360350802540779,
0.004609646741300821,
-0.0471128411591053,
-0.039009008556604385,
-0.048264481127262115,
0.05618545040488243,
0.019897688180208206,
0.010840446688234806,
0.05772095173597336,
0.025334898382425308,
-0.04457264393568039,
-0.01738789863884449,
0.01975943334400654,
0.043738361448049545,
-0.03882055729627609,
-0.05568139627575874,
0.03089488297700882,
-0.005446190945804119,
-0.028590859845280647,
0.04266951233148575,
0.020859437063336372,
0.04045944660902023,
0.006474599242210388,
0.07226262241601944,
0.03283718228340149,
0.008414973504841328,
0.06570694595575333,
-0.022584524005651474,
-0.018064117059111595,
0.033455345779657364,
-0.006548481993377209,
0.019555071368813515,
-0.011815314181149006,
0.016545696184039116,
-0.014878908172249794,
-0.009057987481355667,
-0.021136777475476265,
0.028780240565538406,
-0.03175455331802368,
-0.0035863390658050776,
0.023952437564730644,
0.0061056772246956825,
0.003265328938141465,
-0.02782488986849785,
0.03795066848397255,
-0.028612636029720306,
-0.009840229526162148,
0.03337278217077255,
0.01818941719830036,
-0.056846193969249725,
-0.021614229306578636,
-0.005947750061750412,
-0.04635079577565193,
0.04000594839453697,
-0.013841810636222363,
0.014441443607211113,
-0.06357158720493317,
-0.004033736884593964,
-0.0038104718551039696,
0.013582571409642696,
-0.007737103849649429,
-0.02903890050947666,
-0.07451662421226501,
0.02327924221754074,
-0.002981842029839754,
0.029422026127576828,
-0.0069029261358082294,
-0.028913486748933792,
0.012704717926681042,
-0.08097424358129501,
0.08920702338218689,
-0.022345077246427536,
0.016416974365711212,
-0.01920517347753048,
0.011304996907711029,
-0.0120254410430789,
-0.024483634158968925,
0.07784225791692734,
0.00811582151800394,
-0.0056611644104123116,
-0.027950512245297432,
0.025293195620179176,
0.007419385947287083,
-0.025589454919099808,
-0.003365859854966402,
-0.04069707542657852,
-0.02346576377749443,
-0.029015926644206047,
-0.030705325305461884,
0.02013637311756611,
-0.006142508704215288,
0.02607620507478714,
-0.020706064999103546,
-0.02802351489663124,
-0.028775010257959366,
0.009283156134188175,
0.056620024144649506,
-0.01154230535030365,
0.02450501173734665,
0.05529147759079933,
-0.0019206440774723887,
0.04069191962480545,
0.007755385711789131,
-0.00098347885068506,
-0.0793488621711731,
0.051514916121959686,
0.02301327884197235,
-0.036244988441467285,
0.019532646983861923,
0.02172333002090454,
-0.0031475394498556852,
-0.0137887392193079,
-0.03766307979822159,
0.05936308577656746,
-0.009063172154128551,
-0.012339412234723568,
0.012700602412223816,
0.02514532208442688,
0.06065600737929344,
-0.02122482843697071,
0.010526393540203571,
0.02289494313299656,
0.004736702423542738,
0.0016491614514961839,
0.03370165079832077,
0.08661902695894241,
0.015643222257494926,
0.0512089766561985,
0.02899283915758133,
-0.06425294280052185,
0.018352247774600983,
0.0017253311816602945,
0.03889674320816994,
-0.054328802973032,
0.00443349638953805,
-0.0020027055870741606,
-0.021400196477770805,
0.036092162132263184,
-0.02647627331316471,
-0.0037644230760633945,
0.07971829175949097,
-0.017429454252123833,
0.0008572222432121634,
-0.03522735461592674,
-0.004362091887742281,
-0.051004793494939804,
-0.027776731178164482,
0.023606272414326668,
0.026062963530421257,
0.01280896831303835,
0.011549117043614388,
-0.017762940376996994,
0.007913535460829735,
0.031862352043390274,
-0.03522876277565956,
0.014668703079223633,
0.0013281747233122587,
-0.0009727905271574855,
-0.005767602473497391,
-0.01569725200533867,
-0.024067174643278122,
-0.040334224700927734,
-0.02398865297436714,
0.05163271352648735,
0.04558832570910454,
0.005384907126426697,
-0.051015350967645645,
-0.003942225594073534,
0.045566316694021225,
-0.0604032464325428,
0.023670993745326996,
-0.06808090209960938,
0.046252280473709106,
-0.04220402613282204,
-0.019539644941687584
] |
<p>I am currently working on a project in which I have to eliminate outliers from non-normally distributed data sets. </p>
<p>The data sets are subsets of a fairly large database (order of millions of observations) segmented into groups ranging from 30-200+ observations based on the type of product being looked at.</p>
<p>The data is pricing data which could be abnormal in the data set due to the possibility of rush orders and other types of abnormal circumstances under which purchases are made which can drive prices above or below a typical range). The difficulty in trying to identify these outlier values is that not every group of observations follows a normal distribution so tests for outliers based on normality are not accurate in testing for outliers in this type of data. </p>
<p>My current approach to this problem is to measure the standard deviation from the mean to flag all values less than three deviations from the mean of the group, this is used to flag the observations for administrative review later.</p>
<p>then I measure skewness using the Pearson's coefficient of skewness. If the value of this statistic is beyond a certain threshold ±.4 then I get rid of the 1st percentile (if skew is lower than -.4) or I remove the 99th percentile of data (if the skew is greater than .4).</p>
<p>This measurement of skew is repeated with a new measurement of skew each iteration with the same type of observation removal based on the parameter listed in the previous paragraph. The removed values are then given over to administrative review to determine whether they are true outliers with special attention being paid to any values within 3 standard deviations. </p>
<p>is this a good approach to removal of outliers in this case? I don't have much experience with outlier detection in data not belonging to a normal distribution. </p>
<p>so the steps listed explicitly are</p>
<ol>
<li><p>Calculate deviation from mean for each observation</p></li>
<li><p>Calculate skewness of the pool of observation
if skew>.4 remove 99th percentile observations
if skew<.4 remove 1st percentile observations</p></li>
<li><p>values removed are then put under review to determine outlier status with special attention paid to values falling within 3 standard deviations of mean.</p></li>
</ol> | 74,046 | [
-0.024568483233451843,
0.015147966332733631,
0.018363771960139275,
0.020418496802449226,
0.029304683208465576,
0.0012153226416558027,
0.0006001912406645715,
-0.009496469981968403,
0.01272630225867033,
-0.025667663663625717,
0.011625955812633038,
0.009000523015856743,
0.013851366937160492,
0.0060777622275054455,
0.020298892632126808,
-0.008071602322161198,
-0.030016494914889336,
-0.007569219451397657,
0.0027592426631599665,
-0.024663567543029785,
0.008360779844224453,
0.021934781223535538,
0.01609017141163349,
-0.0015557497972622514,
-0.06252945959568024,
0.03622903302311897,
0.016881342977285385,
-0.02984078973531723,
0.017948422580957413,
0.03529469296336174,
-0.06166096404194832,
-0.029598819091916084,
0.014593580737709999,
-0.001222514547407627,
0.036453358829021454,
0.007421320304274559,
0.01297437772154808,
-0.006514057517051697,
-0.01393426489084959,
0.028303762897849083,
-0.031365178525447845,
0.0005809770082123578,
-0.022251378744840622,
-0.0030556151177734137,
0.015959976240992546,
-0.0068473233841359615,
-0.011194618418812752,
-0.047715239226818085,
0.023156635463237762,
-0.045454856008291245,
0.08505759388208389,
-0.033189453184604645,
-0.0014398942003026605,
0.027237486094236374,
0.001612520543858409,
-0.015344890765845776,
0.056156136095523834,
0.07760798186063766,
-0.009128697216510773,
-0.03672035038471222,
-0.007716909050941467,
-0.012765656225383282,
-0.0268086027354002,
-0.02959383837878704,
-0.037705887109041214,
-0.014653217978775501,
-0.014738890342414379,
-0.03787581995129585,
0.029967665672302246,
0.0041569494642317295,
0.01858323998749256,
0.011664333753287792,
-0.002158645773306489,
-0.025623876601457596,
0.03109274059534073,
-0.05063268542289734,
-0.027751987800002098,
0.002830387093126774,
0.054165568202733994,
0.03646804764866829,
0.02804279699921608,
-0.030618546530604362,
0.0068972003646194935,
0.03983490541577339,
0.039143480360507965,
-0.024810971692204475,
0.10310409963130951,
-0.05100410059094429,
0.006315135397017002,
0.04286731407046318,
-0.01251949742436409,
-0.01976107805967331,
0.05634642764925957,
0.017121564596891403,
-0.03513393923640251,
0.02637789584696293,
-0.03397537022829056,
0.022396672517061234,
-0.024436159059405327,
-0.012581109069287777,
0.014465762302279472,
-0.02998010255396366,
-0.010403216816484928,
0.08191676437854767,
-0.012533843517303467,
0.009761531837284565,
-0.005116404965519905,
0.028320973739027977,
-0.003908009268343449,
-0.010303106158971786,
-0.015532432124018669,
-0.01916120946407318,
-0.01651054434478283,
-0.030821090564131737,
0.0081687793135643,
0.029174553230404854,
-0.020283183082938194,
-0.047065235674381256,
-0.0009746455471031368,
0.04187066853046417,
0.005542653612792492,
-0.0036937014665454626,
-0.012994623742997646,
-0.01643858477473259,
-0.04384453594684601,
0.023054178804159164,
0.028406646102666855,
-0.00025994359748438,
-0.0433543398976326,
0.025901060551404953,
0.025757916271686554,
0.0018219765042886138,
0.052631787955760956,
-0.020398009568452835,
0.022593218833208084,
-0.017022835090756416,
-0.0641007199883461,
-0.05985293537378311,
0.0573127306997776,
0.018942413851618767,
-0.002925924491137266,
-0.0318046435713768,
-0.030521290376782417,
0.03289421275258064,
-0.0019197899382561445,
0.009882552549242973,
0.01621873490512371,
0.034232355654239655,
-0.004571734461933374,
-0.01547608058899641,
-0.02177520841360092,
0.014820161275565624,
-0.016925159841775894,
-0.03102089837193489,
-0.022925399243831635,
-0.08546313643455505,
0.030503256246447563,
0.0008544084848836064,
-0.00804581493139267,
-0.019868412986397743,
-0.007331145461648703,
0.021645497530698776,
0.0131387859582901,
-0.024281231686472893,
0.029636509716510773,
0.010207904502749443,
0.07285605370998383,
-0.008404333144426346,
0.05165097489953041,
0.020725449547171593,
0.0038473247550427914,
0.038787126541137695,
-0.002211151644587517,
0.02794334478676319,
0.05206070840358734,
-0.02614942565560341,
-0.0021437876857817173,
-0.030284883454442024,
0.011030319146811962,
-0.00021781880059279501,
-0.020685333758592606,
-0.004823935683816671,
-0.007616653107106686,
0.012954029254615307,
0.03416420519351959,
0.045718107372522354,
-0.00849933922290802,
0.003197727259248495,
0.07351625710725784,
-0.06642796099185944,
-0.019337182864546776,
-0.05390286445617676,
-0.016039252281188965,
-0.008050728589296341,
-0.05220795422792435,
0.035919781774282455,
-0.01828848011791706,
0.014177496545016766,
-0.01738155074417591,
-0.004510358441621065,
-0.023853616788983345,
0.029552865773439407,
0.05596545338630676,
-0.0737539753317833,
0.019910713657736778,
0.061447396874427795,
0.042818568646907806,
0.0015080085722729564,
0.03184143453836441,
-0.037875983864068985,
-0.042491573840379715,
-0.008631076663732529,
-0.04773120582103729,
-0.001224816427566111,
0.004190624225884676,
-0.012493407353758812,
0.03266007825732231,
0.017880907282233238,
-0.011506488546729088,
0.020345745608210564,
-0.051673196256160736,
0.0968356505036354,
0.06785107403993607,
-0.015004185028374195,
-0.00382513040676713,
-0.03463234752416611,
-0.02334890514612198,
-0.011007910594344139,
-0.023588476702570915,
-0.012058805674314499,
-0.0566856823861599,
-0.006332286633551121,
0.017114605754613876,
0.030211640521883965,
-0.04006364196538925,
0.0067772031761705875,
0.06673163920640945,
-0.015187866054475307,
0.035586003214120865,
0.00023532625345978886,
0.007639332674443722,
-0.01487722061574459,
0.03291836753487587,
-0.023429905995726585,
0.027280280366539955,
0.04128407686948776,
0.04625081270933151,
0.00526416627690196,
0.031125493347644806,
0.008318723179399967,
0.05368630588054657,
0.028866130858659744,
0.04264964535832405,
0.02994617074728012,
-0.009751105681061745,
-0.024183964356780052,
0.03346361964941025,
-0.007687779143452644,
-0.007893509231507778,
0.06626351177692413,
0.010019850917160511,
0.01284360233694315,
0.0025032367557287216,
-0.00010722332081058994,
0.02948702871799469,
0.03539113700389862,
-0.01997661031782627,
0.020393438637256622,
0.0035619023256003857,
-0.048202358186244965,
0.01947886124253273,
-0.033635981380939484,
-0.02332286350429058,
-0.020091183483600616,
0.029634738340973854,
0.03571563586592674,
0.027969541028141975,
0.007203750312328339,
-0.038576722145080566,
0.02480747550725937,
-0.0028102537617087364,
0.01856543868780136,
0.0019916491582989693,
-0.0008213129476644099,
-0.06859786063432693,
-0.014904569834470749,
0.015307173132896423,
-0.010002988390624523,
-0.008174432441592216,
-0.0010008126264438033,
0.020801080390810966,
0.038662590086460114,
0.010122994892299175,
-0.0615798681974411,
0.00390198128297925,
-0.022773029282689095,
0.022022157907485962,
-0.023027390241622925,
-0.04934707283973694,
0.03226720169186592,
0.018660500645637512,
-0.02225487306714058,
0.045473866164684296,
-0.025579437613487244,
-0.030650969594717026,
-0.030810482800006866,
-0.00491748284548521,
0.03375173732638359,
0.0021608651150017977,
-0.00008720605546841398,
-0.007196179591119289,
0.002880900166928768,
-0.003212863113731146,
-0.07395542412996292,
-0.04672670736908913,
-0.029232138767838478,
0.033920954912900925,
0.05909516289830208,
-0.00897673238068819,
-0.030692780390381813,
0.0477093942463398,
0.052346013486385345,
-0.03180457279086113,
0.0000988147221505642,
-0.0006810945924371481,
-0.03968483582139015,
-0.023098208010196686,
0.017619337886571884,
0.01485537551343441,
-0.002262937370687723,
-0.025092579424381256,
-0.023019088432192802,
0.0425981804728508,
0.030291300266981125,
0.020363735035061836,
-0.02355108968913555,
0.004587702453136444,
-0.007167892996221781,
0.009586057625710964,
0.042478591203689575,
0.024932006374001503,
-0.02467355877161026,
0.0005068425089120865,
0.024991976097226143,
0.04192526265978813,
0.005495505873113871,
-0.05628480389714241,
0.02517308108508587,
-0.025585737079381943,
-0.022662004455924034,
-0.025142686441540718,
0.022203650325536728,
0.011320702731609344,
-0.024134162813425064,
-0.026180334389209747,
-0.0028601642698049545,
0.0409582145512104,
-0.008670915849506855,
0.022916682064533234,
0.0799982100725174,
0.019936153665184975,
-0.007751586847007275,
0.012809555046260357,
-0.007902250625193119,
-0.036745525896549225,
0.008075532503426075,
-0.0687745064496994,
0.026320012286305428,
-0.01182742789387703,
0.04592649266123772,
0.0221524927765131,
-0.005632241256535053,
-0.028977595269680023,
0.001818711287342012,
-0.0824292004108429,
-0.025683727115392685,
-0.031554341316223145,
0.041319556534290314,
-0.008486242033541203,
0.02375117316842079,
0.020999092608690262,
-0.03736148029565811,
-0.015897875651717186,
-0.0021812350023537874,
-0.037812795490026474,
0.02336668036878109,
-0.017153359949588776,
0.000997566501609981,
0.0007139851222746074,
-0.045617926865816116,
0.023565776646137238,
-0.03241998329758644,
0.05244961008429527,
-0.029260339215397835,
0.06213688105344772,
0.008032533340156078,
0.02071867696940899,
-0.010838501155376434,
0.006755785085260868,
0.004580697976052761,
0.0007529659196734428,
-0.01820308156311512,
-0.010886581614613533,
0.015886008739471436,
0.024563077837228775,
0.025037309154868126,
-0.008883075788617134,
-0.024818381294608116,
-0.011046296916902065,
0.004317640792578459,
0.05582743510603905,
-0.023806994780898094,
0.023408837616443634,
-0.009376204572618008,
0.025745123624801636,
0.031144458800554276,
0.07728152722120285,
0.031001092866063118,
0.009525810368359089,
-0.024016179144382477,
-0.0361391082406044,
-0.04684998095035553,
0.004435483366250992,
0.00478456262499094,
0.00025965948589146137,
0.0023559427354484797,
0.04684129357337952,
-0.006095282267779112,
-0.0795821100473404,
-0.007741234265267849,
0.06441778689622879,
0.031152883544564247,
0.011680142022669315,
-0.029148107394576073,
-0.03980077803134918,
0.020259981974959373,
-0.02298031561076641,
-0.0012178582837805152,
0.024255800992250443,
0.012253140099346638,
-0.009233872406184673,
0.025737997144460678,
0.009667698293924332,
-0.036103881895542145,
-0.013932423666119576,
0.02084493450820446,
0.04421685263514519,
-0.008298685774207115,
0.020350134000182152,
0.04196677356958389,
0.027188751846551895,
0.03540889918804169,
0.02416679449379444,
0.032030943781137466,
-0.08243241161108017,
0.011451923288404942,
0.04974280670285225,
0.06163948029279709,
-0.01985509879887104,
-0.011585310101509094,
-0.04105079546570778,
0.007731215097010136,
-0.016235467046499252,
-0.041647277772426605,
0.026061300188302994,
-0.03505668044090271,
0.02077881246805191,
-0.010933546349406242,
-0.04836313799023628,
-0.0548582598567009,
0.010260654613375664,
-0.0016414562705904245,
-0.007231583818793297,
-0.042754631489515305,
-0.02691108174622059,
-0.053314290940761566,
-0.0034752837382256985,
0.02848893217742443,
0.058052610605955124,
-0.02726977877318859,
-0.03101080097258091,
0.017334768548607826,
0.02601231075823307,
-0.00897378008812666,
-0.05015191808342934,
-0.008925406262278557,
0.007893024943768978,
0.022423362359404564,
0.03603117913007736,
0.015765337273478508,
-0.03806394711136818,
0.007779322098940611,
0.03212149441242218,
-0.014799714088439941,
0.01127355732023716,
-0.01774216815829277,
0.04188990220427513,
0.02192739024758339,
0.04095878079533577,
0.02877015247941017,
0.02148517034947872,
-0.006034647114574909,
0.006107077468186617,
-0.042489297688007355,
0.011576429009437561,
-0.03770304471254349,
-0.025762688368558884,
-0.05352894216775894,
-0.013270745985209942,
-0.024199839681386948,
0.05150540918111801,
-0.028295427560806274,
0.0414762981235981,
-0.008058669045567513,
0.001273036003112793,
0.016376351937651634,
0.026823822408914566,
0.011647065170109272,
0.019860126078128815,
0.0077263168059289455,
0.01773066446185112,
-0.04033707454800606,
0.008400499820709229,
0.026670442894101143,
-0.019997773692011833,
0.021935302764177322,
0.025337135419249535,
-0.057123877108097076,
-0.00172442477196455,
-0.053985919803380966,
-0.03371775895357132,
-0.00681691849604249,
0.016538653522729874,
0.04643663018941879,
0.018344484269618988,
0.023378806188702583,
0.02579294890165329,
-0.010740071535110474,
-0.020445069298148155,
0.04573711007833481,
-0.03989030793309212,
0.025730427354574203,
-0.0008552016224712133,
0.0359373614192009,
-0.0186106339097023,
0.013693789951503277,
-0.07661567628383636,
-0.005541839636862278,
0.030702216550707817,
-0.01314874179661274,
-0.0059949541464447975,
-0.028107134625315666,
0.0021416000090539455,
0.012923487462103367,
-0.035551249980926514,
-0.014983722940087318,
0.048855580389499664,
-0.025745026767253876,
-0.029074368998408318,
-0.013050231151282787,
0.02830422669649124,
0.09438353776931763,
-0.027801094576716423,
-0.022346703335642815,
-0.016629349440336227,
-0.010729710571467876,
-0.04558192566037178,
-0.010227908380329609,
0.03526323288679123,
0.010944107547402382,
-0.013372071087360382,
-0.05061986297369003,
-0.0029182068537920713,
0.021470369771122932,
-0.05729449540376663,
-0.004630555398762226,
-0.009670218452811241,
-0.005539221689105034,
0.004725615959614515,
-0.027163580060005188,
-0.03351188078522682,
0.03705577924847603,
0.02223476953804493,
-0.02821699157357216,
0.011597305536270142,
-0.015562771819531918,
-0.010055414400994778,
0.021599408239126205,
0.0019717917311936617,
-0.006892924662679434,
0.026065858080983162,
0.07695458084344864,
-0.007128095719963312,
0.02307548187673092,
-0.02360403910279274,
-0.02308313548564911,
0.0639692023396492,
0.003210905008018017,
-0.02689141035079956,
-0.0280869472771883,
0.024790074676275253,
-0.01773614063858986,
-0.016088245436549187,
-0.013350889086723328,
-0.016653409227728844,
0.05411941558122635,
0.03548228368163109,
0.060724690556526184,
0.04146674647927284,
0.012218593619763851,
-0.009755703620612621,
-0.05285101756453514,
0.008895116858184338,
0.02414822019636631,
-0.005849821027368307,
0.03596503287553787,
0.012534640729427338,
0.047181252390146255,
-0.0010125269182026386,
-0.04050157591700554,
0.009572187438607216,
0.02155696228146553,
0.018404383212327957,
0.019679885357618332,
0.04619573801755905,
-0.07180536538362503,
-0.03583281487226486,
0.0307167898863554,
-0.04302137717604637,
0.03191186487674713,
-0.053128041326999664,
-0.036130305379629135,
0.026367655023932457,
0.06215432658791542,
-0.009289545938372612,
-0.0533662848174572,
-0.006610560696572065,
-0.1039942279458046,
0.007790755480527878,
0.004166088066995144,
-0.04952263459563255,
0.030765024945139885,
0.009042729623615742,
0.04361932352185249,
0.013446248136460781,
0.02496163174510002,
-0.019396984949707985,
-0.04462006315588951,
-0.016975777223706245,
0.0009450258803553879,
-0.008226416073739529,
0.03133392333984375,
-0.014176908880472183,
0.020760158076882362,
0.0018065858166664839,
-0.026163317263126373,
0.035414744168519974,
0.031094452366232872,
-0.0007310637156479061,
-0.015848636627197266,
0.04608561098575592,
-0.00511693861335516,
0.021706992760300636,
-0.017151663079857826,
0.016119694337248802,
0.11873268336057663,
0.10458550602197647,
0.012979015707969666,
-0.06862436980009079,
-0.006145913153886795,
0.018301984295248985,
0.005105358548462391,
-0.023469898849725723,
0.033994629979133606,
-0.00478665204718709,
0.005481719505041838,
0.06010196730494499,
0.03315931558609009,
-0.00521796615794301,
0.0030353027395904064,
0.07178244739770889,
-0.004035134334117174,
0.004809493664652109,
0.00905110128223896,
0.03463543951511383,
0.014120012521743774,
0.008066345006227493,
-0.089327372610569,
0.04926592856645584,
-0.02374277450144291,
-0.033037442713975906,
-0.019449541345238686,
-0.013174518011510372,
-0.012312659993767738,
0.00316070974804461,
-0.002188214799389243,
-0.0003373606305103749,
0.007125978823751211,
-0.008738691918551922,
-0.0015517877181991935,
0.00839073583483696,
0.01992684416472912,
-0.07018793374300003,
0.010273410938680172,
0.031908806413412094,
0.0031521995551884174,
-0.0014875259948894382,
0.019970279186964035,
0.024277329444885254,
-0.054247524589300156,
-0.025172503665089607,
-0.027570530772209167,
0.03730542212724686,
-0.025395434349775314,
-0.036257822066545486,
-0.027770819142460823,
-0.027812976390123367,
-0.005467613227665424,
-0.04247985780239105,
0.003253309288993478,
0.010353640653192997,
0.010767378844320774,
-0.03972712159156799,
-0.009157933294773102,
0.01122406218200922,
-0.002416553208604455,
0.015861589461565018,
0.033730119466781616,
0.004864143673330545,
-0.0009643998346291482,
-0.026442326605319977,
-0.019174855202436447,
0.03961600363254547,
0.03611772134900093,
-0.004094334319233894,
0.0020102353300899267,
-0.025233270600438118,
0.0237150639295578,
-0.0014563557924702764,
-0.011074425652623177,
0.005782746709883213,
0.02897731028497219,
0.020567497238516808,
0.00947121623903513,
-0.03829903155565262,
-0.05029165372252464,
0.0429128035902977,
-0.02835155837237835,
0.009259581565856934,
-0.06691145896911621,
-0.03775407746434212,
0.014052705839276314,
0.02545718103647232,
0.05043249949812889,
0.02527754008769989,
0.012140421196818352,
0.08485287427902222,
0.025565432384610176,
-0.03370866924524307,
0.00909644179046154,
0.014595285058021545,
-0.042054180055856705,
0.031823597848415375,
0.0101866340264678,
0.09941425919532776,
0.03742561116814613,
0.0036332192830741405,
-0.024300698190927505,
0.0388764813542366,
-0.03626628220081329,
0.0027563448529690504,
0.02602168172597885,
-0.05223073065280914,
-0.0067377276718616486,
0.0014376725303009152,
-0.014548864215612411,
-0.03896570950746536,
0.0031250754836946726,
-0.018648982048034668,
-0.017043016850948334,
-0.026113593950867653,
0.011548505164682865,
-0.0002169426588807255,
-0.013608906418085098,
-0.032546672970056534,
0.026184000074863434,
-0.011493629775941372,
-0.012810603715479374,
0.0011673183180391788,
-0.032029759138822556,
-0.004656196106225252,
0.013723118230700493,
-0.022205304354429245,
-0.005171814933419228,
0.04320260137319565,
0.014331495389342308,
0.016263475641608238,
0.03603402525186539,
0.035413242876529694,
-0.016288721933960915,
0.007302068639546633,
-0.019313322380185127,
0.00040787120815366507,
-0.004558257292956114,
-0.0013196844374760985,
0.05972651392221451,
0.004995958413928747,
-0.033917248249053955,
0.03808039426803589,
-0.01332915760576725,
0.011667902581393719,
-0.003005938371643424,
-0.029372990131378174,
-0.028357790783047676,
0.04157942533493042,
-0.010211717337369919,
-0.031558383256196976,
-0.04069368913769722,
0.03396515175700188,
-0.016004888340830803,
-0.0273596178740263,
0.022926731035113335,
-0.00033772914321161807,
-0.01708781160414219,
0.03136107325553894,
0.0150699932128191,
0.013272952288389206,
-0.006901073269546032,
-0.0011654443806037307,
-0.0023599250707775354,
0.012600881978869438,
-0.02195664495229721,
0.033887408673763275,
0.016194753348827362,
0.014595916494727135,
-0.02108592726290226,
0.03203471377491951,
-0.025116246193647385,
-0.011209937743842602,
-0.08642998337745667,
-0.031143028289079666,
0.01429353654384613,
0.019149595871567726,
0.043182943016290665,
-0.04178769513964653,
-0.008612566627562046,
0.04978449270129204,
-0.035026032477617264,
0.04710773006081581,
-0.03823951631784439,
0.006660437677055597,
-0.0557316318154335,
0.005079622380435467,
-0.016756564378738403,
-0.0021183770149946213,
-0.010168571025133133,
0.002012580865994096,
0.01999620907008648,
0.03193096071481705,
0.004552198573946953,
-0.012845593504607677,
0.004016744904220104,
0.01599423959851265,
0.033343181014060974,
-0.09049522131681442,
0.024377260357141495,
-0.034762606024742126,
0.030017798766493797,
0.013176457956433296,
-0.016185667365789413,
0.008032066747546196,
-0.018126949667930603,
0.007517893332988024,
-0.0011860571103170514,
0.0474960096180439,
0.05295775830745697,
0.04728955030441284,
0.008236057125031948,
-0.041109099984169006,
0.04203338548541069,
0.020515410229563713,
-0.02585926465690136,
0.011420759372413158,
0.03936983272433281,
-0.013497801497578621,
-0.008543728850781918,
-0.005787814501672983,
-0.006679876707494259,
-0.014716552570462227,
-0.0028749024495482445,
0.03518754988908768,
-0.012843449600040913,
-0.022973328828811646,
0.012853909283876419,
-0.04556872695684433,
-0.015956606715917587,
0.08354537189006805,
0.03041643276810646,
-0.03993162885308266,
0.019726071506738663,
-0.02100788988173008,
-0.019288666546344757,
0.02100755274295807,
0.008069522678852081,
-0.024207593873143196,
-0.09750871360301971,
0.008936465717852116,
-0.04348980262875557,
-0.029274694621562958,
-0.023297231644392014,
0.008509431034326553,
-0.013683199882507324,
0.06563489139080048,
-0.012232611887156963,
0.004080220125615597,
0.017576850950717926,
-0.013068398460745811,
-0.03374132886528969,
-0.07570679485797882,
0.05754740908741951,
0.02180350199341774,
-0.044030044227838516,
-0.02051502652466297,
-0.038173023611307144,
-0.0635647177696228,
0.02254915051162243,
0.049837417900562286,
0.03739464282989502,
0.01859775371849537,
-0.021585702896118164,
0.009456233121454716,
0.017493611201643944,
-0.05900001525878906,
0.042894840240478516,
-0.03021399863064289,
-0.0162894818931818,
-0.028751838952302933,
-0.019078390672802925,
0.018192468211054802,
-0.03230800852179527,
0.00839844811707735,
-0.019360680133104324,
0.025995668023824692,
0.033742282539606094,
0.014690997079014778,
0.025287460535764694,
-0.0023303870111703873,
-0.0267967376857996,
0.021357320249080658,
-0.016037452965974808,
-0.00506456708535552,
0.03809588402509689,
0.017051642760634422,
-0.08784034848213196,
-0.002416320377960801,
0.006802463438361883,
-0.01865958981215954,
-0.014636664651334286,
0.016878485679626465,
0.0024117736611515284,
-0.07507850974798203,
0.02217111736536026,
0.013060233555734158,
-0.051861997693777084,
0.003741944907233119,
0.015313197858631611,
-0.03806362673640251,
0.03975739702582359,
0.0018711986485868692,
0.030515581369400024,
0.011307118460536003,
-0.027218112722039223,
0.02455367147922516,
0.019047915935516357,
0.00910692848265171,
0.015020559541881084,
-0.02701995149254799,
0.04318192973732948,
0.005149737931787968,
0.020246002823114395,
-0.0010872763814404607,
0.05256051570177078,
-0.007641972508281469,
-0.025705857202410698,
0.0236227847635746,
-0.016024792566895485,
0.0296053234487772,
0.016291489824652672,
-0.026137929409742355,
0.005617127753794193,
-0.00843960139900446,
-0.007556704338639975,
-0.035943470895290375,
-0.0005397544009611011,
-0.016036050394177437,
0.009688845835626125,
-0.003830944886431098,
0.01852601394057274,
-0.03042685054242611,
0.021788328886032104,
0.019029436632990837,
0.024992767721414566,
-0.007699836511164904,
-0.020810171961784363,
0.06141570210456848,
-0.03091343864798546,
0.002518624998629093,
-0.009896515868604183,
-0.017981063574552536,
-0.02682994119822979,
-0.008158938027918339,
-0.0116264708340168,
0.02444491907954216,
0.029354773461818695,
0.010649756528437138,
-0.033532071858644485,
-0.020894471555948257,
0.03619831055402756,
-0.02216777764260769,
0.01814781315624714,
-0.006774689070880413,
0.009896918199956417,
-0.062144774943590164,
-0.030670005828142166
] |
<p>I am using R for data analysis. R provides a <code>corr</code> function for calculating the correlation. <a href="http://www.statmethods.net/stats/correlations.html">This function</a> provides three different approaches/algorithms to estimating the <code>corr</code> which are Pearson, Spearman and Kendall. When should I use each of each of these methods? What factors determine which method should be used?</p> | 74,047 | [
-0.053956057876348495,
0.004227392375469208,
-0.01374144945293665,
0.00302721094340086,
-0.009809420444071293,
0.012089591473340988,
-0.02087061107158661,
-0.036181338131427765,
0.03590767830610275,
0.00436793826520443,
0.028202537447214127,
0.052284713834524155,
0.039728034287691116,
0.06458882987499237,
0.046489614993333817,
0.006023284047842026,
0.01938270404934883,
-0.021485526114702225,
-0.018330877646803856,
-0.006870109587907791,
-0.016021164134144783,
0.01076293084770441,
-0.007964731194078922,
-0.018335316330194473,
-0.026949001476168633,
0.05488329380750656,
-0.009591647423803806,
-0.013791008852422237,
0.04705549031496048,
0.01586812362074852,
-0.017181165516376495,
-0.018438421189785004,
0.011596404016017914,
0.02712148241698742,
0.01820206269621849,
-0.017905209213495255,
-0.04196234419941902,
-0.014260668307542801,
-0.021071869879961014,
0.03959937021136284,
-0.050488244742155075,
-0.027419576421380043,
-0.004070893861353397,
0.020510384812951088,
-0.030569830909371376,
0.01992056705057621,
-0.03214530646800995,
-0.03400878980755806,
0.006493486929684877,
-0.02828296460211277,
0.05289251357316971,
0.011933165602385998,
0.014915548264980316,
0.048170898109674454,
0.0002005266142077744,
0.00935673713684082,
0.045027755200862885,
0.04288985952734947,
-0.01688063144683838,
-0.060199201107025146,
0.0009135259315371513,
-0.03496814891695976,
-0.023783674463629723,
-0.034408800303936005,
-0.0048369416035711765,
0.041855987161397934,
0.01660776510834694,
-0.0017454164335504174,
0.03905016928911209,
-0.028312504291534424,
0.024518176913261414,
0.03292930871248245,
0.03980895131826401,
-0.01725255325436592,
0.020787622779607773,
-0.0557192787528038,
-0.005209121387451887,
0.019707124680280685,
0.048547565937042236,
0.05371665954589844,
0.014763974584639072,
-0.017601385712623596,
0.05530206859111786,
0.03318855166435242,
0.049270108342170715,
-0.014561338350176811,
0.07332286983728409,
-0.025613591074943542,
-0.0028906716033816338,
0.016981398686766624,
0.006993441376835108,
0.011564896441996098,
0.04414809122681618,
0.02601618878543377,
-0.005149066913872957,
0.0264024268835783,
-0.027543354779481888,
0.05265982449054718,
-0.002438898663967848,
-0.002649016445502639,
0.013014952652156353,
-0.022117482498288155,
0.011807930655777454,
0.053988389670848846,
-0.01734018884599209,
-0.003877210197970271,
-0.02606741525232792,
-0.002892446471378207,
-0.0013000024482607841,
-0.041410963982343674,
-0.03265678137540817,
0.02729853428900242,
-0.018317682668566704,
0.021236922591924667,
0.0398595929145813,
0.007430924568325281,
-0.009145090356469154,
-0.013333904556930065,
0.07617224752902985,
0.08119639754295349,
0.02901548333466053,
-0.0229262113571167,
-0.025529645383358,
-0.025052295997738838,
-0.03341691941022873,
0.015354995615780354,
0.013193919323384762,
-0.0224971454590559,
-0.04242853820323944,
0.055181391537189484,
0.008780130185186863,
-0.04115388169884682,
0.0020979794207960367,
-0.0063103968277573586,
-0.0015907492488622665,
0.00310424598865211,
-0.10134018957614899,
-0.03816542029380798,
0.0407809242606163,
-0.0018912378000095487,
0.02564290538430214,
-0.039730336517095566,
0.009698383510112762,
-0.012210547924041748,
0.04576963186264038,
0.0018123392947018147,
0.05573263019323349,
-0.003916966263204813,
0.03275822475552559,
0.0012319486122578382,
-0.09090674668550491,
-0.024968670681118965,
-0.028925443068146706,
-0.023086678236722946,
-0.027079587802290916,
-0.07460205256938934,
-0.005896632559597492,
-0.013357886113226414,
0.023890860378742218,
0.001261032186448574,
0.045786090195178986,
-0.0026691698003560305,
-0.034442752599716187,
-0.0059739975258708,
0.007425511255860329,
-0.012815824709832668,
0.04577053710818291,
0.013411503285169601,
0.0494469590485096,
-0.004252053331583738,
-0.0007187231676653028,
0.02855977788567543,
-0.010213849134743214,
0.04032212495803833,
0.044351592659950256,
-0.045126236975193024,
0.012049280107021332,
0.010654306970536709,
-0.003837066236883402,
0.001174328732304275,
-0.04091423377394676,
-0.016085267066955566,
0.021802043542265892,
-0.035294875502586365,
0.03661035746335983,
0.024052297696471214,
0.010690211318433285,
-0.013434115797281265,
0.048507120460271835,
-0.016992686316370964,
-0.06566240638494492,
-0.0866781696677208,
-0.0027292424347251654,
-0.015396823175251484,
-0.05994543433189392,
0.03329325094819069,
0.009653912857174873,
0.06408669799566269,
-0.01061418280005455,
-0.00158907740842551,
-0.00930724572390318,
0.021550264209508896,
0.04673287644982338,
-0.01161462627351284,
0.004639679566025734,
0.009157434105873108,
0.04088783264160156,
-0.042594458907842636,
0.036655839532613754,
-0.05525290220975876,
-0.03640592843294144,
-0.004826903343200684,
-0.026164736598730087,
0.011896288953721523,
-0.015985814854502678,
-0.049067478626966476,
0.016633976250886917,
0.011509929783642292,
-0.018759990110993385,
0.011815179139375687,
-0.038850899785757065,
0.06313081830739975,
0.06165052577853203,
0.02745557203888893,
-0.004023106303066015,
-0.01548011228442192,
0.007507103029638529,
0.005979998502880335,
-0.02305423840880394,
-0.022311776876449585,
-0.040347591042518616,
0.012770182453095913,
0.02418489009141922,
-0.00682256743311882,
-0.04972388222813606,
0.003553534159436822,
0.05073266848921776,
0.030883368104696274,
-0.02336318977177143,
0.012875087559223175,
-0.029351698234677315,
-0.008688820526003838,
0.0040761190466582775,
0.036349933594465256,
0.014280365779995918,
0.009463638067245483,
0.014115214347839355,
0.007164828013628721,
0.05203835293650627,
0.0038567236624658108,
-0.026711754500865936,
0.05696216970682144,
-0.0138265835121274,
0.008230817504227161,
-0.009795015677809715,
-0.04288506880402565,
0.02706100605428219,
-0.04920882731676102,
0.026720993220806122,
0.004004128742963076,
-0.00803438201546669,
-0.021918082609772682,
0.03707610070705414,
-0.03665538504719734,
-0.0009959646267816424,
0.0475725494325161,
-0.01419631578028202,
0.0020645868498831987,
0.000355300260707736,
-0.01909259706735611,
0.01376877911388874,
-0.013154971413314342,
-0.004488353617489338,
-0.028520328924059868,
-0.014917170628905296,
0.0427122600376606,
-0.016183577477931976,
0.05171658843755722,
-0.04363097995519638,
0.0038476709742099047,
-0.025315014645457268,
-0.03790861368179321,
0.0060263751074671745,
-0.008640659041702747,
-0.0927903950214386,
-0.017149977385997772,
0.0057640704326331615,
-0.02293337509036064,
-0.011738189496099949,
-0.03543756157159805,
-0.010205189697444439,
0.022071698680520058,
0.020014150068163872,
-0.06503072381019592,
-0.014146708883345127,
0.00843682512640953,
0.02148803509771824,
-0.014476794749498367,
-0.0307477880269289,
0.0358925461769104,
-0.019280163571238518,
-0.01659630425274372,
-0.0035130619071424007,
-0.06458734720945358,
-0.03493470326066017,
-0.003256165189668536,
0.006993841379880905,
-0.003214702708646655,
0.005256315227597952,
-0.03605765476822853,
0.020146219059824944,
-0.03444544970989227,
-0.04482952877879143,
-0.059037644416093826,
-0.049386538565158844,
0.045375775545835495,
0.009648613631725311,
0.008516726084053516,
-0.0008967301691882312,
-0.013720895163714886,
0.03032011166214943,
0.015903105959296227,
-0.030683228746056557,
-0.042926620692014694,
-0.01803131029009819,
-0.014648664742708206,
0.010251314379274845,
0.013113866560161114,
0.03527588024735451,
0.024534637108445168,
0.0004074466123711318,
-0.004390205256640911,
0.035483963787555695,
0.05582020431756973,
-0.009383663535118103,
0.014585733413696289,
0.022646160796284676,
0.007534593343734741,
-0.043173205107450485,
0.06516987085342407,
0.024843642488121986,
-0.05243678763508797,
0.007353347726166248,
-0.019833972677588463,
-0.007812974974513054,
0.00854357797652483,
-0.04060456529259682,
0.0006096601136960089,
0.003168376162648201,
0.02294228784739971,
-0.047371432185173035,
0.009187796153128147,
0.010388667695224285,
-0.030333463102579117,
0.016826797276735306,
0.019448328763246536,
0.010287723504006863,
-0.05316806584596634,
-0.006629650015383959,
0.03762590512633324,
0.03638939931988716,
-0.0006866370094940066,
-0.0013676874805241823,
-0.03644568845629692,
-0.03956598788499832,
0.01756105199456215,
-0.05786567181348801,
-0.01696845516562462,
0.059582002460956573,
0.030087238177657127,
0.010472406633198261,
0.01145900972187519,
-0.048283662647008896,
-0.0013521889923140407,
-0.07767767459154129,
0.0013163842959329486,
-0.015531645156443119,
0.06274136900901794,
0.030896177515387535,
0.045259688049554825,
0.027946854010224342,
-0.024459613487124443,
0.03888174518942833,
0.00415391381829977,
-0.051304347813129425,
0.06064695492386818,
-0.00022388840443454683,
-0.01450491975992918,
0.01210105698555708,
-0.05386028438806534,
0.007577148266136646,
-0.015870099887251854,
0.02404044196009636,
0.010328189469873905,
0.01698618195950985,
0.0017185311298817396,
0.012180173769593239,
-0.004545466974377632,
-0.03131735324859619,
-0.0036565023474395275,
0.022012265399098396,
0.018403122201561928,
-0.006129108369350433,
0.05095415189862251,
0.08372191339731216,
0.013836761005222797,
-0.004138690419495106,
0.003842343809083104,
-0.014313094317913055,
0.030666619539260864,
0.029862191528081894,
0.008837359957396984,
-0.00613947631791234,
-0.03200748190283775,
0.03417520970106125,
0.010811012238264084,
0.03794584423303604,
0.0447293259203434,
-0.05678880959749222,
-0.03153008222579956,
0.016655415296554565,
0.02654046192765236,
0.007286602631211281,
0.004839006345719099,
0.014353476464748383,
-0.00345613737590611,
0.0669369176030159,
0.03986639529466629,
-0.03756719082593918,
0.020322958007454872,
0.0814799964427948,
0.05218037962913513,
0.027230551466345787,
-0.03477522358298302,
0.017940018326044083,
0.03103666380047798,
-0.014990692026913166,
0.021680397912859917,
0.0039228047244250774,
0.002306612441316247,
0.023091880604624748,
0.03407812491059303,
-0.04345066845417023,
-0.004313931334763765,
-0.0008075606892816722,
0.03633938729763031,
0.038847457617521286,
-0.011724190786480904,
-0.04192278906702995,
-0.0070715234614908695,
0.018736964091658592,
0.014323374256491661,
-0.01896369270980358,
0.007212504744529724,
-0.04310271143913269,
0.009485890157520771,
0.05923135578632355,
0.05074569955468178,
-0.05247402563691139,
-0.0002874015481211245,
-0.01538163237273693,
-0.01596209406852722,
0.05010949447751045,
-0.04983489587903023,
0.009470175951719284,
-0.005107419565320015,
0.007429097313433886,
-0.04390648752450943,
-0.021679911762475967,
-0.0643700659275055,
0.03620545193552971,
-0.015373919159173965,
0.026292653754353523,
-0.01517513394355774,
-0.007005343679338694,
-0.01818511076271534,
-0.009890933521091938,
0.012177364900708199,
0.05179885774850845,
-0.035075604915618896,
0.018200907856225967,
0.018994955345988274,
0.016678035259246826,
0.021113036200404167,
-0.0441499687731266,
-0.00535128079354763,
-0.009843123145401478,
0.00038568765739910305,
0.05240878462791443,
-0.0010779787553474307,
-0.04761883616447449,
-0.005538464058190584,
0.0110366465523839,
0.008411718532443047,
0.008470074273645878,
-0.023967096582055092,
0.062170352786779404,
0.041151318699121475,
0.006409503519535065,
0.06981208175420761,
0.01339622214436531,
-0.038874879479408264,
-0.011956685222685337,
-0.054643403738737106,
-0.012821529991924763,
0.005824640858918428,
-0.044113412499427795,
-0.030218834057450294,
0.009694075211882591,
-0.03015705570578575,
0.0466853603720665,
0.015282897278666496,
0.050339143723249435,
-0.07959111034870148,
0.05419750139117241,
0.016561411321163177,
0.02981811948120594,
-0.05600390210747719,
0.013107514940202236,
0.005676346365362406,
-0.015802936628460884,
0.002435116795822978,
-0.026665713638067245,
0.0459422767162323,
-0.00384868448600173,
-0.029319165274500847,
0.01598278246819973,
-0.032052960246801376,
0.023072777315974236,
-0.008300665766000748,
-0.02857501246035099,
0.008265882730484009,
-0.010846009477972984,
0.024948343634605408,
0.03228552266955376,
0.030097385868430138,
-0.002798074157908559,
-0.03835966810584068,
-0.010014324449002743,
0.0082198865711689,
-0.027276961132884026,
0.047960150986909866,
-0.005591185763478279,
0.03729304298758507,
-0.024243798106908798,
-0.00031981203937903047,
-0.04785878211259842,
-0.06040345877408981,
0.03994613140821457,
0.005145312752574682,
-0.020755376666784286,
-0.0032479758374392986,
0.03435855731368065,
-0.011713437736034393,
-0.01825214922428131,
-0.007970806211233139,
0.05007476359605789,
-0.010909445583820343,
0.014704559929668903,
-0.019330346956849098,
0.008358373306691647,
0.05962164327502251,
-0.004861070774495602,
0.0251963809132576,
0.028254300355911255,
-0.00968805979937315,
-0.02564270980656147,
0.027115944772958755,
0.019450893625617027,
-0.020494742318987846,
-0.02723134122788906,
-0.04706326872110367,
-0.014333497732877731,
0.06922802329063416,
0.0060568456538021564,
-0.027202067896723747,
-0.012621830217540264,
0.0013338845456019044,
-0.033619362860918045,
-0.052868571132421494,
-0.012787971645593643,
0.01328176911920309,
0.01066089328378439,
-0.0043142419308424,
-0.017046410590410233,
-0.052282046526670456,
-0.018020259216427803,
0.015378948301076889,
0.01778901182115078,
-0.021129416301846504,
0.012772581540048122,
0.05811305344104767,
-0.019691303372383118,
0.03849881887435913,
-0.022845571860671043,
-0.01910966821014881,
0.02568613737821579,
-0.0010090910363942385,
0.01829058676958084,
0.009311232715845108,
0.037518881261348724,
-0.021899474784731865,
-0.02834337390959263,
-0.02999868616461754,
0.018263379111886024,
0.08437631279230118,
-0.044825468212366104,
0.06059688329696655,
0.06660237908363342,
-0.007635684683918953,
0.005686517339199781,
0.010617385618388653,
-0.02475193329155445,
-0.02590193785727024,
0.05012686178088188,
0.030782435089349747,
-0.040897127240896225,
-0.025643497705459595,
0.04668477177619934,
-0.0009824546286836267,
0.002663170453161001,
0.040802452713251114,
-0.03069343976676464,
0.04300876334309578,
-0.02399730682373047,
-0.019550278782844543,
-0.04020179808139801,
-0.006427323911339045,
-0.012999827973544598,
0.03325500711798668,
-0.025844871997833252,
-0.02749035693705082,
0.0336102694272995,
0.05106203630566597,
-0.01095537468791008,
-0.06572392582893372,
-0.027543039992451668,
-0.04332318156957626,
-0.01416842732578516,
0.007769604213535786,
-0.04740457981824875,
0.004191295709460974,
0.01538375299423933,
0.0479339137673378,
0.0033496692776679993,
0.05002592131495476,
-0.039930883795022964,
-0.11105046421289444,
-0.034851543605327606,
0.003490050323307514,
-0.027006465941667557,
0.031664662063121796,
0.005857081618160009,
-0.04081105440855026,
0.0005000844830647111,
-0.017556453123688698,
0.012672624550759792,
0.012318619526922703,
0.031242849305272102,
-0.0215213131159544,
0.04332517087459564,
-0.02368973381817341,
-0.007818958722054958,
0.01141187734901905,
0.007313354406505823,
0.1067567989230156,
0.0780908614397049,
0.04719117656350136,
-0.07168834656476974,
0.02897675335407257,
0.0022331385407596827,
0.01841803640127182,
-0.03771281614899635,
0.03846271336078644,
0.0027758560609072447,
0.0013892619172111154,
0.05699693039059639,
0.03345441818237305,
0.0031214552000164986,
0.006337607279419899,
0.05429660156369209,
-0.04459034278988838,
-0.019508371129631996,
-0.017560187727212906,
0.030183928087353706,
-0.007647374179214239,
-0.027142701670527458,
-0.011113614775240421,
-0.00011056414223276079,
-0.015355273149907589,
-0.020886436104774475,
-0.019499845802783966,
-0.0001437049504602328,
-0.004468824248760939,
0.007835720665752888,
-0.030230578035116196,
0.023262426257133484,
0.009388837032020092,
0.005767518188804388,
0.015701085329055786,
0.019428692758083344,
0.020222961902618408,
-0.07808031141757965,
0.03940965235233307,
-0.016073092818260193,
-0.005934507120400667,
-0.007151184603571892,
0.01710672304034233,
0.029023366048932076,
-0.03610359504818916,
0.007854592986404896,
-0.02067696303129196,
0.011279229074716568,
0.002625961322337389,
0.014113516546785831,
-0.02805754542350769,
0.021397309377789497,
0.00956686120480299,
-0.03917521610856056,
-0.006711964495480061,
0.00802953727543354,
0.01495512668043375,
-0.05299229174852371,
0.009426590986549854,
-0.0431336909532547,
-0.02438318356871605,
-0.02335297130048275,
0.04951014369726181,
0.022709470242261887,
-0.02842661924660206,
-0.0027720120269805193,
-0.054035384207963943,
0.03215136006474495,
-0.020742982625961304,
0.010822352021932602,
0.0034982352517545223,
0.0034660559613257647,
-0.06298545002937317,
-0.010157746262848377,
0.018673254176974297,
0.003491700626909733,
0.018340665847063065,
0.011299863457679749,
0.006648828275501728,
-0.029775258153676987,
-0.0363922156393528,
0.020988954231142998,
-0.0013710143975913525,
-0.011652329005300999,
-0.05665477737784386,
-0.019758937880396843,
0.05181609094142914,
0.008278951048851013,
0.026496633887290955,
0.04153492674231529,
-0.022717967629432678,
0.0445251427590847,
0.033857569098472595,
-0.023566439747810364,
-0.02039928361773491,
-0.0026648484636098146,
-0.047795116901397705,
-0.03635866940021515,
-0.040029916912317276,
0.03454964980483055,
0.0070053511299192905,
-0.002239583060145378,
-0.02781948447227478,
0.002567463554441929,
-0.011277548968791962,
0.012899243272840977,
-0.008768639527261257,
-0.006742609199136496,
0.012003199197351933,
0.005593650043010712,
0.00885179452598095,
-0.04782956466078758,
0.007802690379321575,
-0.03149280324578285,
-0.016445325687527657,
0.01520839985460043,
-0.01785978488624096,
-0.008288941346108913,
0.011310621164739132,
-0.004281103610992432,
0.021986350417137146,
-0.02991362102329731,
0.029163271188735962,
-0.034869611263275146,
0.005402449518442154,
-0.012796105816960335,
0.03630104660987854,
-0.012910387478768826,
0.06288901716470718,
-0.023031333461403847,
0.03735226392745972,
0.04947466030716896,
-0.001023991615511477,
0.01797308959066868,
-0.013006005436182022,
-0.010623468086123466,
-0.0031235504429787397,
0.04473946616053581,
0.0010664815781638026,
-0.005880276672542095,
0.020927874371409416,
-0.05208811163902283,
-0.022016288712620735,
-0.009940768592059612,
-0.004058570135384798,
-0.024215664714574814,
0.0025184324476867914,
0.008339549414813519,
-0.0154655110090971,
0.014540833421051502,
-0.044429149478673935,
-0.012188085354864597,
-0.05182885378599167,
0.028276529163122177,
0.04450122267007828,
0.004276617895811796,
0.0008217549184337258,
0.023478535935282707,
-0.02389535866677761,
0.021762914955615997,
0.05359889939427376,
-0.014871896244585514,
0.0024193429853767157,
-0.019249331206083298,
-0.003147521987557411,
-0.027338506653904915,
0.01727120205760002,
-0.0426422543823719,
0.03523457050323486,
0.08895380049943924,
-0.03262938931584358,
0.06291935592889786,
0.022473169490695,
-0.005523467902094126,
-0.08782254159450531,
-0.025731515139341354,
0.025841644033789635,
-0.022498909384012222,
0.009822440333664417,
-0.0435049794614315,
-0.015303277410566807,
0.04716794937849045,
-0.021639203652739525,
0.06964851915836334,
-0.0047037857584655285,
0.0007849382818676531,
-0.010826079174876213,
0.050568852573633194,
0.04563303664326668,
0.041450731456279755,
0.02985980547964573,
-0.017848750576376915,
0.032098881900310516,
0.03750097379088402,
0.02963131107389927,
0.001753917895257473,
-0.017636816948652267,
0.008037257008254528,
0.02358814887702465,
-0.07097985595464706,
0.029822563752532005,
-0.04795665293931961,
-0.022488776594400406,
0.035533059388399124,
-0.060306940227746964,
0.05650027096271515,
0.028421716764569283,
0.024225251749157906,
-0.03298293799161911,
0.036554284393787384,
0.02753327414393425,
-0.03708972781896591,
-0.016119949519634247,
0.021389462053775787,
0.020750876516103745,
0.017959607765078545,
-0.011826242320239544,
0.010668342001736164,
-0.0029653673991560936,
-0.005855761002749205,
-0.008031541481614113,
0.020645461976528168,
-0.016236411407589912,
-0.041156038641929626,
-0.0057684448547661304,
0.004940116312354803,
0.039151426404714584,
0.010768221691250801,
0.02712712250649929,
-0.03150418773293495,
-0.004840275272727013,
0.010202617384493351,
0.02357354946434498,
-0.0328223891556263,
-0.011254250071942806,
-0.03380584716796875,
-0.026222040876746178,
0.010123781859874725,
-0.0013841713080182672,
-0.0034052575938403606,
-0.05369139090180397,
0.016171760857105255,
0.006007804069668055,
-0.02769133448600769,
-0.022659851238131523,
-0.01037508249282837,
-0.003589161904528737,
0.06766410917043686,
-0.030425358563661575,
-0.02153831720352173,
0.015388905070722103,
-0.015381616540253162,
-0.003722829045727849,
-0.05286695435643196,
0.06225358694791794,
0.00730304978787899,
-0.017739590257406235,
-0.05949520692229271,
-0.001471597352065146,
-0.0536465048789978,
0.021525194868445396,
0.07782810926437378,
0.0068444120697677135,
0.03307494893670082,
-0.015527589246630669,
0.02892570197582245,
-0.016288183629512787,
-0.04310724511742592,
0.019607361406087875,
-0.012646122835576534,
-0.029686100780963898,
0.010381774976849556,
0.01103590801358223,
0.03168044239282608,
0.007450030650943518,
-0.018071169033646584,
-0.05069815367460251,
0.07518253475427628,
0.006230825092643499,
-0.00734297651797533,
0.01286114752292633,
0.020815342664718628,
-0.012459143996238708,
0.02483101561665535,
-0.03771402686834335,
0.03068147785961628,
0.06408316642045975,
-0.01655261032283306,
-0.018546469509601593,
0.0485789030790329,
-0.029987167567014694,
-0.03204679861664772,
0.043377771973609924,
-0.005307747982442379,
-0.00809798575937748,
-0.06730712205171585,
-0.0068361335434019566,
0.042152874171733856,
-0.03150341287255287,
0.020931918174028397,
0.052051253616809845,
0.014088692143559456,
0.023698249831795692,
0.0015646109823137522,
0.0013943563681095839,
0.0003677377535495907,
-0.03846846520900726,
-0.00036190400714986026,
0.02390480227768421,
0.0431782491505146,
-0.010338111780583858,
-0.0022499575279653072,
0.029043879359960556,
-0.012435008771717548,
0.027622520923614502,
-0.036689672619104385,
0.03859136253595352,
-0.030680645257234573,
-0.01903856173157692,
0.0049140420742332935,
-0.02047320455312729,
0.0030001152772456408,
0.011880864389240742,
-0.009649410843849182,
0.020329877734184265,
-0.052128441631793976,
-0.008390825241804123,
-0.02148963324725628,
-0.01470643188804388,
-0.009398186579346657,
0.011890830472111702,
-0.012839601375162601,
0.017751727253198624,
0.0027590570971369743,
-0.009445177391171455,
0.007521618157625198,
-0.00018226895190309733,
0.019772345200181007,
-0.0029507551807910204,
0.03497736155986786,
-0.02379385381937027,
0.011850024573504925,
-0.04049251601099968,
0.005139944143593311,
-0.023310361430048943,
-0.0037496837321668863,
0.02542656660079956,
0.0257106926292181,
0.019209228456020355,
-0.0034472288098186255,
-0.011563563719391823,
-0.00925880204886198,
0.05950859561562538,
-0.0610128715634346,
-0.025724586099386215,
-0.031045451760292053,
0.01159458328038454,
0.004262223374098539,
0.00728126335889101
] |
<p>I manipulate in R time series that can present <strong>revisions</strong>.
I use in general the package 'xts' but it doesn't support revisions.</p>
<p>Is there a package that deals with that?</p>
<p>Alternatively, is there a best practice to store and manipulate revisions?</p> | 36,687 | [
0.029091326519846916,
0.027759404852986336,
-0.0017501113470643759,
-0.0022650877945125103,
0.01109570637345314,
0.0267277043312788,
-0.016116658225655556,
-0.006696028634905815,
-0.01541148778051138,
-0.026841426268219948,
0.03013206459581852,
0.08324085175991058,
0.039348386228084564,
0.005948734004050493,
0.00789892952889204,
-0.03344521299004555,
-0.00485180364921689,
-0.020365893840789795,
-0.01432971190661192,
-0.010947956703603268,
-0.019390998408198357,
-0.0020273777190595865,
-0.04016433283686638,
0.006859592627733946,
0.005939573515206575,
0.02105015702545643,
0.028125856071710587,
0.02194739691913128,
-0.02600245364010334,
0.07894134521484375,
-0.06119581684470177,
-0.028533486649394035,
-0.003015084657818079,
0.051620446145534515,
-0.004674050956964493,
-0.01824958622455597,
-0.013386785052716732,
-0.062451619654893875,
-0.006650825496762991,
0.0282625462859869,
-0.03304934874176979,
0.019983680918812752,
-0.002124055754393339,
0.055139169096946716,
-0.038340065628290176,
0.03515227884054184,
-0.010927381925284863,
0.014086229726672173,
0.03799055144190788,
-0.015772785991430283,
0.034641869366168976,
-0.021098345518112183,
0.0070524620823562145,
0.04862716421484947,
-0.05499628558754921,
0.03592871502041817,
0.044590629637241364,
0.053621724247932434,
0.006833604536950588,
-0.039904408156871796,
-0.007569628302007914,
-0.01343894749879837,
-0.000285125570371747,
-0.028593918308615685,
-0.04395138844847679,
0.025071797892451286,
-0.01625463180243969,
-0.027327219024300575,
0.01784072443842888,
-0.05616194009780884,
0.014998230151832104,
0.00570646533742547,
0.010182419791817665,
0.014779526740312576,
0.008017897605895996,
-0.05491989478468895,
0.026414664462208748,
-0.019614694640040398,
0.057891566306352615,
0.0587630458176136,
0.007437486667186022,
0.03611188009381294,
0.031821802258491516,
-0.026939311996102333,
-0.002737822476774454,
-0.007842851802706718,
0.0937638059258461,
-0.014973408542573452,
0.01728740893304348,
0.03492005914449692,
0.01133194100111723,
-0.03089619241654873,
0.051068633794784546,
-0.013385419733822346,
-0.02878377214074135,
-0.015744969248771667,
-0.03307220712304115,
0.04709021374583244,
-0.04823481664061546,
0.005305567756295204,
-0.001550485729239881,
-0.04844865947961807,
0.024813922122120857,
0.041951440274715424,
-0.018748674541711807,
-0.03036232478916645,
-0.013821154832839966,
-0.06397534161806107,
-0.0249231718480587,
-0.046151187270879745,
0.013652922585606575,
-0.022489827126264572,
-0.02816978469491005,
0.020473724231123924,
-0.009475368075072765,
0.004322922322899103,
-0.018656285479664803,
-0.03765767812728882,
0.07662265747785568,
0.07905278354883194,
0.07630223780870438,
-0.03232579678297043,
0.03489374369382858,
-0.026821009814739227,
-0.05277811735868454,
0.05179014801979065,
-0.0008057216764427722,
-0.001992500387132168,
-0.0515829399228096,
0.05927710235118866,
-0.017427001148462296,
-0.042127665132284164,
0.044659677892923355,
-0.010794628411531448,
0.03387797251343727,
0.0022578651551157236,
-0.08711884915828705,
-0.06602735072374344,
0.030208883807063103,
-0.017631908878684044,
-0.01728585548698902,
-0.07445912063121796,
0.03220212459564209,
0.03700866177678108,
0.04336834326386452,
0.018782155588269234,
0.012607560493052006,
0.06449005007743835,
0.02475019358098507,
0.01197801437228918,
-0.052960559725761414,
0.011087005957961082,
0.012066613882780075,
-0.015807056799530983,
-0.023599958047270775,
-0.05656702071428299,
0.04476221278309822,
0.04930713027715683,
-0.010253363288939,
0.01424142811447382,
0.0374404601752758,
-0.008642774075269699,
0.008769320324063301,
-0.012496579438447952,
0.030624454841017723,
-0.042657334357500076,
0.10665981471538544,
-0.021551912650465965,
0.020819751545786858,
0.008055050857365131,
-0.00034215222694911063,
0.02307548187673092,
0.020797230303287506,
0.04180173575878143,
0.002087563741952181,
0.0012724061962217093,
-0.01496312115341425,
0.009231489151716232,
-0.05748816207051277,
0.027440641075372696,
-0.018297655507922173,
-0.011681786738336086,
-0.0042356583289802074,
-0.039005301892757416,
0.03454533591866493,
0.030454058200120926,
-0.007277484051883221,
-0.0076472037471830845,
0.025884633883833885,
-0.06969635933637619,
-0.025939276441931725,
-0.04530004784464836,
0.021402105689048767,
-0.03431650251150131,
-0.00562444981187582,
0.004642347805202007,
-0.013454724103212357,
0.03190687671303749,
0.002861796645447612,
-0.0363759770989418,
-0.018001142889261246,
0.012167156673967838,
0.01941254734992981,
-0.05616509169340134,
-0.034967102110385895,
0.01645781472325325,
0.041819456964731216,
-0.024176757782697678,
0.02326865680515766,
0.008795822970569134,
-0.061395615339279175,
0.022422073408961296,
-0.08306503295898438,
0.026912186294794083,
-0.019251681864261627,
-0.022970853373408318,
-0.0075243436731398106,
0.008137080818414688,
-0.010794712230563164,
0.008142040111124516,
-0.03825944662094116,
0.010336245410144329,
0.05497278645634651,
0.004072447307407856,
0.028206614777445793,
-0.016397759318351746,
-0.008219501003623009,
0.011567998677492142,
0.010319708846509457,
-0.013639001175761223,
-0.06487160176038742,
0.019801734015345573,
0.04544059932231903,
0.03581788018345833,
-0.022522734478116035,
0.03982752561569214,
0.0308124627918005,
0.00016654115461278707,
0.03366706147789955,
0.04351465031504631,
-0.0013867138186469674,
-0.009062054567039013,
0.024063149467110634,
-0.03398984298110008,
0.044056836515665054,
0.008790410123765469,
0.0026511603500694036,
0.0008168917265720665,
0.023737609386444092,
0.010667357593774796,
-0.006472246255725622,
-0.005131599958986044,
0.0004233326471876353,
-0.023534884676337242,
-0.00949828326702118,
-0.03524935245513916,
0.06379130482673645,
-0.02335355430841446,
0.013373460620641708,
0.017759529873728752,
0.028485257178544998,
0.022774796932935715,
0.05880823731422424,
0.013648438267409801,
0.02804250456392765,
0.0010958294151350856,
-0.04977623000741005,
-0.01351386308670044,
0.01479187048971653,
-0.0074448296800255775,
0.034581251442432404,
-0.051457516849040985,
-0.01367751695215702,
-0.01619763858616352,
0.012200052849948406,
0.03499174863100052,
0.007556968834251165,
0.01584077626466751,
-0.00789558794349432,
-0.010196981020271778,
-0.0015498241409659386,
0.0013852810952812433,
0.007478763815015554,
0.02032969519495964,
-0.0014728173846378922,
0.01741822436451912,
0.013671976514160633,
-0.038767509162425995,
0.010924659669399261,
-0.011203780770301819,
-0.0032391168642789125,
0.03368278965353966,
-0.01383356936275959,
-0.05008980631828308,
-0.04060019552707672,
-0.006429316475987434,
-0.004861928056925535,
-0.018381379544734955,
-0.02638222835958004,
0.015076576732099056,
0.010380876250565052,
-0.007938889786601067,
0.01332898996770382,
-0.06098821759223938,
0.02736608125269413,
-0.03968822583556175,
0.009226193651556969,
0.02348245307803154,
-0.01078192051500082,
-0.025099709630012512,
0.054489199072122574,
-0.012302400544285774,
-0.025046013295650482,
-0.059164196252822876,
-0.042990632355213165,
-0.006482954137027264,
-0.023703835904598236,
0.033092088997364044,
-0.024547327309846878,
-0.013158906251192093,
0.015568233095109463,
0.0026614663656800985,
-0.0003524099010974169,
-0.035763319581747055,
0.0031345339957624674,
-0.010343416593968868,
-0.06585654616355896,
0.013693147338926792,
-0.01329069398343563,
-0.0076950364746153355,
-0.01711675524711609,
0.0009501272579655051,
0.0016856309957802296,
0.047983888536691666,
0.02088373340666294,
-0.03855375945568085,
0.003139085602015257,
-0.023207539692521095,
0.052981581538915634,
0.007690357510000467,
0.020070755854249,
0.013105538673698902,
0.01336041372269392,
-0.019583264365792274,
0.05770222470164299,
0.0062800124287605286,
-0.029384437948465347,
-0.00237807584926486,
0.00059931306168437,
0.014733328483998775,
-0.004776380490511656,
0.045500531792640686,
-0.0083578210324049,
-0.020154902711510658,
-0.039327606558799744,
0.03664637729525566,
0.014739533886313438,
-0.013994874432682991,
0.0007225046283565462,
0.019795667380094528,
0.05075891315937042,
-0.05806350335478783,
-0.008545558899641037,
-0.018751615658402443,
0.0028424386400729418,
0.012272744439542294,
-0.03353998064994812,
0.02999761700630188,
0.053062114864587784,
0.007995898835361004,
0.028341790661215782,
-0.012234707362949848,
-0.03348391130566597,
0.029004612937569618,
-0.08597909659147263,
0.025092607364058495,
0.0194561630487442,
0.0428321398794651,
0.030572570860385895,
0.04448423907160759,
0.013372555375099182,
0.01428237371146679,
0.03659297525882721,
-0.021436773240566254,
-0.04006022587418556,
0.03171804919838905,
-0.007601753808557987,
0.022078106179833412,
0.01279886718839407,
0.003675076412037015,
0.006954161450266838,
-0.006443945690989494,
0.01654077135026455,
-0.03084282949566841,
-0.010225873440504074,
-0.03229561448097229,
0.002686444204300642,
-0.017507608979940414,
-0.015074721537530422,
0.0003877108683809638,
0.008219138719141483,
0.06964956969022751,
-0.0453156903386116,
0.05614569038152695,
0.013628500513732433,
0.002967298962175846,
0.010069713927805424,
-0.01860744133591652,
-0.010142054408788681,
0.004882930312305689,
0.02283652499318123,
0.028127063065767288,
0.017170578241348267,
-0.007772822864353657,
0.03712235391139984,
0.04226388409733772,
0.041028428822755814,
0.03329269215464592,
0.025586707517504692,
-0.011768022552132607,
-0.0012074626283720136,
0.0038721179589629173,
0.023290323093533516,
-0.002808555494993925,
-0.01054170448333025,
0.007358754053711891,
0.05640384554862976,
0.04142331704497337,
-0.05681128054857254,
0.008797351270914078,
0.03470980376005173,
0.01755361631512642,
0.0031568193808197975,
0.006765157449990511,
0.00043724896386265755,
0.01208833884447813,
-0.013100603595376015,
0.010417969897389412,
0.02946510538458824,
0.007342484313994646,
0.020835870876908302,
-0.014818371273577213,
0.0016991195734590292,
-0.0824342593550682,
0.005311792716383934,
0.004837397951632738,
0.034379687160253525,
0.021673500537872314,
0.04546768218278885,
0.032905980944633484,
0.0526258647441864,
0.001016431488096714,
0.03235052525997162,
-0.005178503692150116,
-0.10548991709947586,
0.03605009987950325,
0.057637326419353485,
0.04034141078591347,
-0.012061217799782753,
-0.04539700597524643,
-0.06450118124485016,
-0.048817139118909836,
0.0526222363114357,
-0.03834319859743118,
0.008165366016328335,
-0.01581965573132038,
0.007825259119272232,
-0.05774925649166107,
-0.0245825108140707,
-0.006610044278204441,
0.024196816608309746,
-0.041787054389715195,
0.07441796362400055,
0.013188398443162441,
0.0022442720364779234,
-0.015579200349748135,
0.023571794852614403,
-0.009589121676981449,
0.03465612977743149,
0.01964692771434784,
-0.025132421404123306,
0.02453051693737507,
0.014110797084867954,
-0.03891318663954735,
-0.04400975629687309,
-0.0011854463955387473,
0.023958029225468636,
-0.0016000429168343544,
0.03464268893003464,
0.014972302131354809,
-0.017463086172938347,
0.03211600333452225,
0.01695934124290943,
-0.009525617584586143,
0.020741384476423264,
-0.0021396540105342865,
0.04859860986471176,
0.040669359266757965,
-0.008455322124063969,
0.06512913852930069,
0.07791171222925186,
0.005659700836986303,
0.0030726268887519836,
-0.010225290432572365,
0.004441700875759125,
-0.02593328431248665,
-0.008057274855673313,
-0.04769667237997055,
-0.03295804560184479,
-0.06035089120268822,
-0.0037814867682754993,
0.001337244058959186,
0.031820643693208694,
0.012303631752729416,
0.0012569662649184465,
0.019018258899450302,
0.062420573085546494,
0.015584261156618595,
-0.01884358935058117,
0.027277439832687378,
-0.0049000754952430725,
-0.05043802410364151,
0.022173061966896057,
0.0032805853988975286,
-0.022129401564598083,
-0.04493049159646034,
0.0456048958003521,
-0.05172546207904816,
0.00915685947984457,
-0.004452040418982506,
-0.028027711436152458,
-0.012488176114857197,
0.0032594765070825815,
0.041982825845479965,
-0.00957775954157114,
0.030951740220189095,
0.021790144965052605,
-0.046348556876182556,
0.028027454391121864,
0.031170958653092384,
-0.015283860266208649,
0.0018284975085407495,
-0.0734119787812233,
0.05695382505655289,
-0.006454852409660816,
0.03841644898056984,
-0.04767703637480736,
-0.05121723562479019,
0.021173669025301933,
-0.01117828581482172,
-0.05822478234767914,
-0.03197093680500984,
0.01345464400947094,
-0.0078025879338383675,
0.012334933504462242,
-0.029724016785621643,
0.036116909235715866,
-0.01970820315182209,
-0.007549368776381016,
-0.02509291097521782,
0.04635890945792198,
0.07866934686899185,
0.0020847374107688665,
0.0153547627851367,
0.021231641992926598,
-0.008418180979788303,
-0.01955772377550602,
-0.02179395779967308,
0.009403559379279613,
-0.017149532213807106,
-0.006548032164573669,
-0.001480025239288807,
0.009799353778362274,
0.04583565518260002,
-0.01382367592304945,
0.007415488362312317,
0.07955320179462433,
-0.02821182645857334,
0.033862192183732986,
-0.05939168110489845,
-0.010820582509040833,
-0.06947940587997437,
0.009871473535895348,
-0.06290093809366226,
0.011370700784027576,
0.030877111479640007,
-0.04073779284954071,
-0.007035472895950079,
-0.026508323848247528,
-0.037327442318201065,
0.01845288649201393,
0.06623200327157974,
-0.00942831952124834,
0.017792312428355217,
7.776340567033913e-7,
-0.03349030390381813,
0.015886258333921432,
0.013601274229586124,
0.021699894219636917,
0.009172930382192135,
-0.03916788101196289,
-0.050678499042987823,
-0.022502485662698746,
0.00863719917833805,
-0.0008009578450582922,
0.03930860385298729,
-0.04131872206926346,
0.025909213349223137,
0.02306251786649227,
0.003540166188031435,
0.022550705820322037,
-0.014195107854902744,
-0.029751727357506752,
-0.0073026735335588455,
-0.009735828265547752,
0.06282800436019897,
-0.00029421018552966416,
0.026233239099383354,
0.019571110606193542,
0.015943048521876335,
0.014026978053152561,
0.03985601291060448,
0.013777622953057289,
-0.017050618305802345,
0.012427907437086105,
-0.0292500127106905,
-0.03637677803635597,
0.014234816655516624,
-0.05121638998389244,
0.010492297820746899,
-0.0027879979461431503,
-0.010438702069222927,
0.006181048229336739,
-0.0042813788168132305,
0.02929268404841423,
-0.024404380470514297,
-0.03269515931606293,
-0.05688032507896423,
-0.01437546405941248,
0.007593114860355854,
-0.023596545681357384,
0.020800717175006866,
0.006485462188720703,
0.06412447243928909,
-0.004227213561534882,
0.027041055262088776,
-0.03130422905087471,
-0.08654162287712097,
0.0040908390656113625,
0.004625882022082806,
-0.01814870350062847,
0.04256792366504669,
0.006043039727956057,
0.006099100690335035,
0.007082486990839243,
-0.03659486398100853,
0.01621631719172001,
-0.020484844222664833,
0.04574287310242653,
0.012729471549391747,
0.07312195003032684,
-0.02833627350628376,
0.014453736133873463,
-0.019516702741384506,
-0.010269095189869404,
0.14249588549137115,
0.07987429201602936,
0.0637642964720726,
-0.04555555060505867,
0.015160749666392803,
0.019805781543254852,
0.0193875003606081,
0.002860067179426551,
0.011949781328439713,
0.016689538955688477,
-0.011859125457704067,
0.02046188712120056,
0.06693236529827118,
-0.011716878972947598,
0.0010529238497838378,
0.03957781195640564,
-0.04538671299815178,
0.021059511229395866,
0.00108133046887815,
0.01345487404614687,
0.0006803672877140343,
-0.018178634345531464,
-0.09984048455953598,
-0.0062116049230098724,
0.015520084649324417,
-0.047012463212013245,
-0.01682441309094429,
-0.02901201695203781,
0.004322097636759281,
0.02166309766471386,
-0.021479103714227676,
0.015862444415688515,
0.010175426490604877,
0.05791998282074928,
0.03544678911566734,
-0.009793861769139767,
-0.008595976047217846,
0.01225289050489664,
0.041938185691833496,
0.06844109296798706,
-0.01713077910244465,
-0.002790893195196986,
-0.018538184463977814,
0.022511037066578865,
-0.023285917937755585,
-0.033435288816690445,
-0.07048574835062027,
0.01842191256582737,
-0.01627846620976925,
0.008756272494792938,
-0.027565956115722656,
-0.004919152241200209,
0.004006589762866497,
-0.014413020573556423,
-0.023441504687070847,
0.0277818962931633,
0.009925920516252518,
0.0029939457308501005,
-0.012856720015406609,
0.00003791463313973509,
0.017987806349992752,
-0.024056678637862206,
0.031105242669582367,
0.04880306124687195,
-0.07536125928163528,
0.013742595911026001,
-0.023804573342204094,
0.003967987839132547,
-0.023779308423399925,
0.0008649630472064018,
-0.007103237323462963,
-0.013916403986513615,
-0.011015773750841618,
-0.0390847772359848,
0.0321466438472271,
-0.017822716385126114,
-0.007080970797687769,
-0.012963575311005116,
0.004552009049803019,
-0.006392674520611763,
-0.028256123885512352,
0.033224090933799744,
-0.02666545659303665,
-0.03946910426020622,
-0.008300023153424263,
0.004018919076770544,
0.056728117167949677,
0.004022172652184963,
0.0283406563103199,
0.018787961453199387,
-0.01784648932516575,
0.02762688137590885,
0.039028655737638474,
-0.06750522553920746,
0.000864336034283042,
0.02570938691496849,
-0.03878848999738693,
-0.020578550174832344,
-0.03406166285276413,
0.07962645590305328,
0.006600890774279833,
0.008919322863221169,
0.006169845350086689,
0.03580634295940399,
0.001841458841226995,
0.008766207844018936,
0.020604323595762253,
-0.06894814968109131,
-0.012400518171489239,
-0.004561770241707563,
-0.04383407160639763,
-0.041650544852018356,
-0.018410172313451767,
-0.03243388235569,
0.015399422496557236,
-0.022795045748353004,
-0.017450112849473953,
-0.058086540549993515,
0.04794899746775627,
-0.015188604593276978,
0.019350558519363403,
-0.010441338643431664,
0.02231052704155445,
-0.02307097055017948,
-0.03532746061682701,
0.002128648804500699,
-0.008309992961585522,
-0.0012852158397436142,
0.021295111626386642,
-0.02217021770775318,
0.005667559336870909,
0.017339346930384636,
-0.006232889834791422,
0.019447535276412964,
0.006408628076314926,
-0.038345273584127426,
0.030701270326972008,
0.02409236505627632,
-0.040248803794384,
-0.07205981016159058,
0.0353153720498085,
-0.05623052269220352,
-0.01405048556625843,
0.010691088624298573,
-0.018908360973000526,
0.01567184552550316,
0.007853700779378414,
-0.003324528457596898,
-0.01144539937376976,
0.02765066735446453,
-0.022428521886467934,
-0.0023252370301634073,
0.01913985051214695,
0.05028391256928444,
0.006006783340126276,
0.0007447231328114867,
0.025658370926976204,
0.012422844767570496,
0.0022875771392136812,
0.012217633426189423,
0.042731329798698425,
0.011676621623337269,
-0.018880486488342285,
-0.007803859189152718,
-0.01494063250720501,
0.02787967026233673,
0.01042582280933857,
-0.043805789202451706,
0.06840615719556808,
0.024116966873407364,
-0.050119515508413315,
-0.003040734212845564,
0.004340740852057934,
-0.013662884943187237,
-0.06730720400810242,
0.005067350342869759,
0.008538476191461086,
-0.013512779958546162,
0.017349492758512497,
-0.03828848525881767,
0.026286806911230087,
0.01478872075676918,
-0.009497549384832382,
0.014378893189132214,
-0.021246934309601784,
-0.0011764379451051354,
-0.012738244608044624,
0.0016478166216984391,
-0.03305722028017044,
0.03860243037343025,
0.05021220073103905,
0.006498659495264292,
0.024313831701874733,
-0.002987117040902376,
0.02878149412572384,
-0.040411241352558136,
-0.01269947923719883,
0.003237929893657565,
0.015025944449007511,
-0.053532831370830536,
0.05899358540773392,
-0.042137663811445236,
-0.033301882445812225,
0.010836086235940456,
-0.019909091293811798,
-0.012146648950874805,
-0.0028671487234532833,
-0.00525645911693573,
-0.00855746865272522,
0.05298910662531853,
0.022308940067887306,
-0.025322359055280685,
-0.022063499316573143,
-0.02112310193479061,
0.012795616872608662,
0.03400442376732826,
-0.0016754503594711423,
-0.002825142815709114,
0.008405647240579128,
-0.026631826534867287,
-0.003537409473210573,
0.0025498552713543177,
-0.016398439183831215,
-0.01593923009932041,
-0.01442502997815609,
-0.00782894529402256,
0.010975216515362263,
0.0028573728632181883,
0.01405094563961029,
-0.01359613984823227,
0.02325071394443512,
0.046857163310050964,
-0.011747677810490131,
-0.02317870408296585,
0.018896766006946564,
-0.008366537280380726,
-0.04562157019972801,
0.006490347441285849,
-0.008492345921695232,
-0.004325799643993378,
-0.055580683052539825,
-0.016298091039061546,
0.00921204499900341,
-0.0029267934150993824,
-0.050228316336870193,
0.030392101034522057,
-0.014405835419893265,
0.057314109057188034,
-0.0018099291482940316,
-0.00948285311460495,
-0.004151483997702599,
0.00019132117449771613,
0.02955629862844944,
-0.07855747640132904,
0.03518422693014145,
0.008916663937270641,
-0.03189662843942642,
-0.02246629260480404,
-0.014621340669691563,
-0.04701659828424454,
0.04624481499195099,
0.05036291852593422,
-0.0065877921879291534,
0.0023888887371867895,
0.008111587725579739,
0.055621881037950516,
0.03484226390719414,
-0.032749224454164505,
0.057840775698423386,
-0.035354919731616974,
-0.0268554650247097,
0.00598849868401885,
-0.029451819136738777,
0.012923513539135456,
0.041579026728868484,
0.028737708926200867,
-0.02598557434976101,
-0.00505065405741334,
0.02896166406571865,
0.004878579638898373,
0.026579882949590683,
0.0007013262948021293,
-0.07098232954740524,
-0.007761169690638781,
0.015552939847111702,
0.004002428147941828,
0.029189949855208397,
0.01825729012489319,
-0.021394211798906326,
0.00964221078902483,
-0.06599483639001846,
-0.04257497936487198,
0.004906949121505022,
-0.025140613317489624,
-0.022031908854842186,
-0.04213233292102814,
-0.027412498369812965,
0.029584236443042755,
-0.03503056988120079,
0.040570396929979324,
0.02974317967891693,
0.003730455646291375,
0.05453070253133774,
0.04461466521024704,
0.02939138002693653,
0.004044162575155497,
-0.01942341960966587,
-0.007881490513682365,
0.005231358576565981,
0.02745126187801361,
-0.0002284775982843712,
0.0026174283120781183,
0.0052452231757342815,
-0.015758419409394264,
0.012581282295286655,
-0.005283272359520197,
0.059623755514621735,
-0.0237666554749012,
0.0023965986911207438,
0.01142941415309906,
-0.021248076111078262,
0.015610741451382637,
0.0015667987754568458,
-0.014081796631217003,
0.03361609950661659,
-0.04054778441786766,
-0.00005980022979201749,
-0.06578096002340317,
-0.0023657395504415035,
-0.016889000311493874,
0.018142009153962135,
0.017356855794787407,
0.02750428020954132,
0.00008267898374469951,
0.013192038983106613,
-0.0028951552230864763,
0.004694846458733082,
0.017632190138101578,
-0.023433925583958626,
0.0011107382597401738,
-0.013024874962866306,
-0.01354492548853159,
-0.020024344325065613,
-0.019049543887376785,
-0.014172788709402084,
-0.03489667549729347,
0.01780060864984989,
-0.000736292393412441,
0.00860340055078268,
-0.012457435950636864,
-0.023231402039527893,
-0.004153237212449312,
-0.02663939632475376,
-0.08663012832403183,
-0.001599184121005237,
-0.010011682286858559,
0.024331646040081978,
-0.009985771961510181,
-0.010909329168498516
] |
<p><img src="http://i.stack.imgur.com/qTI9v.jpg" alt="enter image description here"></p>
<p>How can I calculate the mean of the first schema? I don't have the individual values of the sample. Std. Deviation (B) is 0.6441.</p> | 74,048 | [
-0.045762933790683746,
-0.027888223528862,
-0.0039063370786607265,
0.03040740266442299,
0.003696921281516552,
-0.014424234628677368,
0.0018919366411864758,
-0.033256303519010544,
0.013932130299508572,
-0.01781981624662876,
0.07926604896783829,
0.03366868942975998,
0.00995034258812666,
0.055437006056308746,
0.015347626060247421,
0.006359202787280083,
0.017666053026914597,
0.0035878862254321575,
-0.006791091524064541,
-0.017854809761047363,
0.021048760041594505,
-0.0181655865162611,
0.03177770972251892,
-0.021247688680887222,
-0.021584931761026382,
0.06085827201604843,
0.029570279642939568,
-0.021335676312446594,
0.008377648890018463,
0.06606414914131165,
-0.025528931990265846,
-0.03954285755753517,
0.019068477675318718,
-0.005135225597769022,
0.06363356113433838,
-0.007073435001075268,
-0.06862205266952515,
0.007773722521960735,
-0.0038569793105125427,
0.024094102904200554,
-0.008552593179047108,
0.02107441984117031,
-0.02033817395567894,
0.04428607597947121,
-0.002267222385853529,
-0.006707902532070875,
0.008199489675462246,
-0.043514225631952286,
0.026812657713890076,
-0.036028265953063965,
0.07010951638221741,
-0.025142081081867218,
0.03618859499692917,
0.021929781883955002,
-0.023966271430253983,
0.018824046477675438,
0.03232488036155701,
0.03932872414588928,
0.03693188726902008,
-0.025116601958870888,
0.023858986794948578,
-0.0052405307069420815,
0.018513035029172897,
0.01736188307404518,
-0.03677738830447197,
-0.00973191112279892,
-0.019341444596648216,
-0.05310201272368431,
0.04665868356823921,
0.01989118754863739,
0.038861215114593506,
0.028002560138702393,
0.024071546271443367,
-0.025247203186154366,
0.03723941743373871,
-0.022894971072673798,
-0.019696157425642014,
0.0091367457062006,
0.044269535690546036,
0.012967475689947605,
0.028522273525595665,
-0.0011927809100598097,
0.04471249505877495,
0.013737068511545658,
0.022179750725626945,
-0.03557511791586876,
0.0951845571398735,
0.01824306882917881,
-0.038790054619312286,
0.0092674121260643,
-0.0008958239923231304,
-0.007591841742396355,
0.055448852479457855,
-0.005065134726464748,
-0.04644595831632614,
0.050935402512550354,
-0.030927151441574097,
0.059262800961732864,
-0.013702597469091415,
-0.024616487324237823,
-0.0002301148051628843,
-0.03748199716210365,
0.04527207836508751,
0.013142266310751438,
-0.04963017255067825,
-0.010876387357711792,
-0.005809670779854059,
0.03411812335252762,
-0.01103175338357687,
-0.02998911216855049,
0.019128676503896713,
0.041681788861751556,
0.020301194861531258,
0.020291557535529137,
-0.006384353153407574,
-0.0295033548027277,
-0.009916667826473713,
0.013767214491963387,
0.0009023853344842792,
0.06701840460300446,
0.03646824508905411,
-0.016390053555369377,
0.004071590956300497,
0.0035356590524315834,
-0.062130577862262726,
-0.011779597960412502,
0.01658397726714611,
-0.020787276327610016,
-0.04782968759536743,
0.05412478372454643,
-0.02288614772260189,
0.00783402007073164,
0.06467507779598236,
-0.015448235906660557,
0.006259986199438572,
-0.03026185929775238,
-0.07251434773206711,
-0.06378623843193054,
0.024171089753508568,
-0.02203504368662834,
-0.012502851895987988,
-0.05673684924840927,
0.021838277578353882,
0.06768860667943954,
0.012445766478776932,
0.03505667671561241,
0.017605295404791832,
-0.021360309794545174,
0.03666550666093826,
0.03290548548102379,
-0.030339742079377174,
-0.02914278581738472,
-0.027551624923944473,
0.006323313340544701,
-0.013017533347010612,
-0.07735852897167206,
-0.03268825635313988,
-0.010389495640993118,
-0.020959898829460144,
-0.009802911430597305,
0.014779114164412022,
0.025266140699386597,
-0.001947761862538755,
0.00045344323734752834,
0.03070850856602192,
-0.022536683827638626,
0.0880034938454628,
0.01747477613389492,
0.026120176538825035,
0.005286511033773422,
0.01770864985883236,
0.02327338419854641,
0.0014648644719272852,
0.016350114718079567,
0.032701119780540466,
0.011557106859982014,
0.0258721262216568,
0.020981045439839363,
0.057296909391880035,
0.014145671389997005,
-0.05903472378849983,
-0.03424294292926788,
0.0027430569753050804,
0.0202341265976429,
0.03355284035205841,
0.03844175487756729,
-0.018896427005529404,
-0.03986377641558647,
0.004056363366544247,
-0.02573155239224434,
-0.018568627536296844,
-0.06561358273029327,
-0.030176403000950813,
0.0001471726136514917,
-0.026217369362711906,
-0.010642323642969131,
0.015264108777046204,
0.03592289239168167,
0.002237066626548767,
-0.010387890040874481,
-0.027718424797058105,
-0.030415741726756096,
0.03901486098766327,
-0.021412041038274765,
-0.015589891001582146,
0.06668111681938171,
0.06152883917093277,
-0.04913735017180443,
0.03147851303219795,
-0.025934189558029175,
-0.03064833953976631,
0.00498410826548934,
-0.032929908484220505,
0.020489726215600967,
-0.04159066453576088,
0.005802363622933626,
0.001857856521382928,
0.039265524595975876,
0.005830463021993637,
0.000804292387329042,
-0.041488632559776306,
0.05511609464883804,
0.05193255469202995,
0.02752627804875374,
-0.00575945945456624,
0.009544311091303825,
0.06756702810525894,
0.035309288650751114,
0.00009725768177304417,
-0.030588971450924873,
-0.03769447281956673,
0.029766982421278954,
0.028392255306243896,
0.01136943232268095,
-0.0015856262762099504,
-0.022002220153808594,
0.05555177852511406,
-0.013923660852015018,
0.0315362922847271,
0.013877934776246548,
-0.016002442687749863,
0.0165422186255455,
0.012983166612684727,
0.018222160637378693,
0.01739306002855301,
0.0055609275586903095,
0.005313759669661522,
-0.004255868960171938,
0.025559375062584877,
0.02573288604617119,
-0.006686071399599314,
0.021878721192479134,
0.004297018516808748,
-0.014281528070569038,
-0.01963292434811592,
-0.0008851121529005468,
0.06961588561534882,
-0.017867233604192734,
-0.009554438292980194,
0.052203092724084854,
-0.020584892481565475,
-0.033634547144174576,
0.013928213156759739,
-0.020385457202792168,
0.024222029373049736,
0.037885647267103195,
-0.0001602079428266734,
0.003803722793236375,
0.026683414354920387,
-0.03406156226992607,
0.016080526635050774,
-0.01853770762681961,
-0.026108091697096825,
-0.0035372888669371605,
-0.000008173880814865697,
-0.010284632444381714,
-0.0315435566008091,
0.03305598348379135,
-0.029079675674438477,
0.025488652288913727,
-0.014209859073162079,
0.01316305436193943,
-0.0322750099003315,
-0.02495947666466236,
-0.07847335189580917,
0.03017713688313961,
0.008879438042640686,
-0.015265381895005703,
0.0003800120030064136,
0.009744858369231224,
-0.026126738637685776,
0.05380864813923836,
0.006760870572179556,
-0.05070806294679642,
-0.014771477319300175,
0.017018554732203484,
-0.0010502423392608762,
-0.018085284158587456,
0.004289636854082346,
0.029778404161334038,
0.04209291562438011,
-0.008269615471363068,
0.027659889310598373,
-0.058351147919893265,
-0.07534662634134293,
-0.041580699384212494,
0.014739674516022205,
0.026719726622104645,
-0.004434423521161079,
0.006384943146258593,
-0.023286351934075356,
-0.022956959903240204,
0.008292919024825096,
-0.04510267823934555,
-0.04651954770088196,
0.03507593274116516,
-0.0019518419867381454,
-0.0010356884449720383,
-0.016953062266111374,
-0.04842159152030945,
0.08391650766134262,
0.03933388367295265,
-0.04563384875655174,
-0.03399258852005005,
-0.011798717081546783,
0.024190591648221016,
-0.04153386130928993,
0.010172202251851559,
0.0139678455889225,
-0.008409591391682625,
-0.0027345416601747274,
0.01696181483566761,
0.03712042421102524,
0.06345831602811813,
-0.034779928624629974,
-0.0023801405914127827,
0.0215974859893322,
0.022543083876371384,
-0.011902191676199436,
0.08774659037590027,
0.018960097804665565,
0.006187081336975098,
0.027656570076942444,
-0.00929506029933691,
0.04387456923723221,
0.00883819442242384,
-0.051634375005960464,
0.012716741301119328,
0.005743819288909435,
-0.0063705965876579285,
-0.031815849244594574,
0.0431448370218277,
-0.0035928369034081697,
0.0025713713839650154,
-0.01857032999396324,
0.014254778623580933,
0.00677633797749877,
-0.00036885225563310087,
-0.011794863268733025,
0.09381265938282013,
0.023519910871982574,
-0.019461987540125847,
-0.011957313865423203,
0.01695704087615013,
-0.010121352970600128,
0.01878165453672409,
-0.027201630175113678,
-0.05082298442721367,
0.02703215181827545,
0.09090600162744522,
0.03135129064321518,
-0.013359573669731617,
-0.03477716073393822,
-0.012624845840036869,
-0.09192823618650436,
-0.004815009888261557,
-0.027874557301402092,
0.04946168139576912,
0.011216200888156891,
0.03077523037791252,
0.0016184241976588964,
-0.0010825679637491703,
0.0056109800934791565,
-0.0002952870854642242,
-0.02810211107134819,
0.05437270924448967,
0.006681667175143957,
-0.022840134799480438,
-0.012888669967651367,
-0.03550458326935768,
0.01881982386112213,
-0.027023039758205414,
0.014789054170250893,
-0.010989205911755562,
0.010296210646629333,
-0.056092653423547745,
-0.007475248072296381,
-0.0017345169326290488,
0.04887872561812401,
0.0038479845970869064,
0.03760641813278198,
0.007211756426841021,
-0.033411238342523575,
-0.004285149276256561,
0.0341559462249279,
0.01816684752702713,
-0.031391434371471405,
-0.024357466027140617,
0.01860848441720009,
-0.012663201428949833,
0.025756455957889557,
0.03782149404287338,
0.014356550760567188,
-0.058347057551145554,
0.009058400057256222,
-0.00304295402020216,
0.04733366519212723,
0.06453859061002731,
0.002843596739694476,
-0.015734391286969185,
-0.02212238684296608,
-0.019441772252321243,
0.007359244395047426,
-0.0038285593036562204,
0.005588923115283251,
-0.004194207489490509,
0.05527399852871895,
0.01721927523612976,
-0.04339957237243652,
0.012048609554767609,
0.05988093465566635,
0.02126331441104412,
0.024167578667402267,
-0.061784178018569946,
-0.03105047717690468,
-0.007850324735045433,
-0.033780310302972794,
0.04916345328092575,
0.03741282597184181,
0.011635297909379005,
-0.031094461679458618,
0.05002386122941971,
-0.0027449417393654585,
-0.06343179941177368,
-0.01821785606443882,
-0.005471661686897278,
0.01451154425740242,
-0.011434388346970081,
-0.0033687998075038195,
0.02787073887884617,
0.03006121516227722,
0.029515886679291725,
-0.007297799456864595,
0.009658955037593842,
-0.06980741769075394,
0.0015529782976955175,
-0.009421574883162975,
0.033982280641794205,
-0.04087109491229057,
-0.028357401490211487,
-0.02164926566183567,
-0.013488229364156723,
0.03355934098362923,
-0.03276820108294487,
0.025375863537192345,
0.004720753524452448,
0.04156798496842384,
-0.01636573113501072,
-0.010046038776636124,
-0.023254813626408577,
0.014353455975651741,
-0.03468446061015129,
0.035206470638513565,
-0.025734664872288704,
-0.03794563561677933,
-0.028528748080134392,
0.01526050828397274,
0.033470213413238525,
0.019168848171830177,
-0.043005235493183136,
0.0033180213067680597,
-0.004455271176993847,
0.02032761462032795,
-0.03338172659277916,
-0.06444101780653,
-0.01821254938840866,
-0.010998164303600788,
-0.032640907913446426,
0.020349523052573204,
-0.03574714809656143,
-0.05058637261390686,
0.00678239855915308,
-0.009263331070542336,
-0.019056450575590134,
-0.013777201063930988,
-0.01188572309911251,
0.029425324872136116,
0.03580163046717644,
0.014913056045770645,
0.05752474442124367,
-0.005534753203392029,
0.024046720936894417,
-0.005646544508635998,
-0.0237308070063591,
-0.009419708512723446,
0.008264395408332348,
-0.020771993324160576,
-0.047648705542087555,
-0.0010218169772997499,
-0.03045477718114853,
0.0036391515750437975,
-0.006971884053200483,
0.019970446825027466,
-0.017489688470959663,
0.003454923164099455,
0.015607178211212158,
0.017499126493930817,
0.022298576310276985,
-0.01359069999307394,
0.024389732629060745,
0.0008018205408006907,
-0.017309321090579033,
-0.06467034667730331,
0.038694366812705994,
-0.060578860342502594,
-0.023947833105921745,
0.003969576209783554,
-0.024531159549951553,
0.03842097148299217,
-0.04941932111978531,
-0.02983999066054821,
-0.0000694377813488245,
-0.03496384248137474,
0.04026853293180466,
-0.0277201309800148,
0.06801844388246536,
0.03313440829515457,
-0.0064019011333584785,
-0.019756386056542397,
0.006304848473519087,
0.0011798815103247762,
0.016075272113084793,
-0.05333016812801361,
0.0462387353181839,
0.02569720707833767,
0.010047931224107742,
-0.07957002520561218,
-0.04744955524802208,
0.048669829964637756,
0.02365104667842388,
-0.040418945252895355,
-0.02344355918467045,
-0.027696209028363228,
0.010263719595968723,
-0.019800450652837753,
0.00860186293721199,
0.06367523968219757,
-0.012668605893850327,
-0.04822305589914322,
-0.013285428285598755,
0.015646344050765038,
0.07783181965351105,
-0.015599473379552364,
0.04655889794230461,
0.023842323571443558,
-0.017282776534557343,
-0.04356392100453377,
0.014332598075270653,
0.01219250075519085,
-0.00898171216249466,
0.008725720457732677,
-0.03527532145380974,
0.011286558583378792,
0.029047349467873573,
-0.018009871244430542,
0.027510061860084534,
-0.01862679235637188,
0.05973749980330467,
0.01335462648421526,
-0.049941956996917725,
0.007661227136850357,
0.00018125909264199436,
0.027098948135972023,
-0.017387541010975838,
0.04653632640838623,
0.011285683140158653,
0.024723544716835022,
-0.00036128354258835316,
0.05110352858901024,
-0.05383655056357384,
0.001409847871400416,
0.07858097553253174,
-0.006561737507581711,
-0.007506806403398514,
0.03617902845144272,
-0.023233553394675255,
0.016152139753103256,
0.011314282193779945,
-0.01469457522034645,
0.06448309868574142,
0.048698071390390396,
-0.02937346138060093,
0.00851594191044569,
-0.039451245218515396,
0.00765114463865757,
0.05562985688447952,
-0.016933875158429146,
0.09024728089570999,
0.016830839216709137,
0.011716117151081562,
0.021770592778921127,
-0.02440609410405159,
0.00579713424667716,
-0.011387634091079235,
-0.01079966314136982,
0.06790391355752945,
-0.025927500799298286,
-0.006366677116602659,
0.018095411360263824,
0.041325848549604416,
-0.008699002675712109,
0.06510134786367416,
0.04558556526899338,
-0.001206113025546074,
-0.018577098846435547,
-0.03248325735330582,
-0.03365194424986839,
0.031384196132421494,
-0.041456665843725204,
0.06388276815414429,
-0.04292798042297363,
0.005371397826820612,
0.03320907801389694,
0.0017575192032381892,
-0.01696610264480114,
-0.043360497802495956,
-0.007972747087478638,
-0.082381471991539,
-0.007942719385027885,
0.017038626596331596,
0.023359866812825203,
0.027147209271788597,
0.010770829394459724,
0.035284511744976044,
-0.03620772436261177,
0.023659665137529373,
-0.06349802017211914,
-0.044453080743551254,
-0.011322073638439178,
-0.03632894903421402,
-0.07985583692789078,
0.07054247707128525,
0.007459220476448536,
-0.0028090595733374357,
0.045004863291978836,
-0.05324159935116768,
0.05194718390703201,
-0.013125612400472164,
0.04404338076710701,
-0.018750129267573357,
0.06745090335607529,
0.025111807510256767,
0.011566736735403538,
-0.005852142348885536,
-0.007317502982914448,
0.12159626185894012,
0.05280005931854248,
0.02754255384206772,
-0.07681998610496521,
0.0021653850562870502,
0.03187628835439682,
0.004546111915260553,
0.0013623046688735485,
0.013900472782552242,
0.0006979590398259461,
0.0037750829942524433,
0.021968044340610504,
0.04648705571889877,
0.03565526753664017,
-0.019144993275403976,
0.0020861441735178232,
0.02979276143014431,
-0.011256992816925049,
0.02776957117021084,
-0.011694181710481644,
-0.030529972165822983,
0.0022480834741145372,
-0.07281363010406494,
0.025178726762533188,
0.02781769074499607,
0.0010054189478978515,
-0.057049013674259186,
-0.0011311025591567159,
-0.01178736425936222,
-0.0028357566334307194,
0.0399399995803833,
0.03390464559197426,
0.04547380283474922,
0.0047711958177387714,
-0.03706676885485649,
-0.008680537343025208,
0.03176439553499222,
-0.009054317139089108,
-0.0013004132779315114,
0.03676094114780426,
-0.022062761709094048,
-0.0030504984315484762,
-0.00016979464271571487,
0.035235609859228134,
-0.014627513475716114,
-0.003153975820168853,
-0.0031894478015601635,
0.026904838159680367,
-0.005092171486467123,
-0.029271455481648445,
-0.01360483281314373,
-0.004178533796221018,
-0.012102529406547546,
-0.024045079946517944,
0.008990185335278511,
0.022321505472064018,
-0.0009482018067501485,
-0.05454495921730995,
-0.03346801549196243,
-0.03137489780783653,
0.0023438537027686834,
-0.016204481944441795,
-0.009031982161104679,
0.018583163619041443,
-0.0032228869386017323,
-0.030147045850753784,
-0.02915448322892189,
0.04651268571615219,
0.0020028227008879185,
-0.01479171309620142,
-0.0020629188511520624,
-0.05283017456531525,
-0.015376249328255653,
0.009262367151677608,
0.0016060213092714548,
-0.039496421813964844,
0.03183768689632416,
-0.007019230630248785,
-0.00660007493570447,
-0.011647840961813927,
-0.03158903494477272,
0.0024182351771742105,
-0.02222047559916973,
-0.0001436067104805261,
-0.01884283684194088,
-0.02290325239300728,
0.022388508543372154,
0.03979545086622238,
0.006492774933576584,
0.038993265479803085,
0.04817843437194824,
0.010157115757465363,
-0.0009567553643137217,
-0.06137867644429207,
0.0022144950926303864,
-0.0007384251803159714,
-0.031910743564367294,
0.01721317693591118,
-0.008061100728809834,
0.0396682471036911,
0.014491747133433819,
-0.027668975293636322,
0.011532012373209,
0.03184957057237625,
-0.016159886494278908,
0.01686115749180317,
-0.020706655457615852,
-0.052779290825128555,
0.02033468708395958,
0.042922746390104294,
-0.03984355926513672,
0.005836385767906904,
0.014794668182730675,
-0.0074248043820261955,
-0.03432322293519974,
0.02194429561495781,
-0.015202040784060955,
-0.06480485200881958,
-0.004825574811547995,
-0.039420709013938904,
0.012751678936183453,
-0.0007712363731116056,
0.022932862862944603,
-0.04728293418884277,
0.010986569337546825,
0.017124248668551445,
0.010773721151053905,
-0.03443818911910057,
0.013455764390528202,
-0.006712399888783693,
0.019988656044006348,
0.03999698907136917,
-0.012882202863693237,
0.012345321476459503,
0.0017231067176908255,
-0.0029522499535232782,
-0.01959528774023056,
0.033648181706666946,
-0.002326861023902893,
-0.00829264521598816,
0.02798275835812092,
-0.05457528308033943,
0.027343841269612312,
0.01986236497759819,
0.0036038681864738464,
0.018833504989743233,
0.0041826399974524975,
-0.04741508886218071,
0.006568251643329859,
0.07599035650491714,
-0.0664285272359848,
-0.049611326307058334,
-0.04643075540661812,
-0.049718573689460754,
0.023273732513189316,
-0.004038271959871054,
0.016148053109645844,
0.03114132396876812,
-0.03222426027059555,
0.02908041514456272,
0.021983619779348373,
-0.01979120820760727,
0.007607925683259964,
-0.02778739482164383,
0.025547347962856293,
0.007348691578954458,
0.01641390286386013,
-0.0009574241703376174,
0.012275115586817265,
0.03975876420736313,
-0.009029703214764595,
-0.01930641382932663,
-0.046694591641426086,
0.027048248797655106,
-0.02333037741482258,
-0.041654687374830246,
0.011858506128191948,
-0.006401397753506899,
0.03282763808965683,
-0.08439779281616211,
-0.017607392743229866,
0.033944837749004364,
-0.035892270505428314,
-0.010705744847655296,
0.012505128979682922,
-0.04478038102388382,
-0.02190801315009594,
0.030504586175084114,
-0.03292883560061455,
0.02185850590467453,
0.010351525619626045,
0.02157295122742653,
0.03307109698653221,
0.008724326267838478,
0.01578594744205475,
-0.02959453873336315,
-0.02644501067698002,
0.021895838901400566,
0.012323209084570408,
-0.03334809094667435,
-0.013905420899391174,
-0.033215492963790894,
-0.0038943570107221603,
0.04433794319629669,
-0.03527336195111275,
0.010782646015286446,
0.019286973401904106,
0.03541196882724762,
-0.003893593093380332,
0.022390520200133324,
0.008272704668343067,
-0.037423085421323776,
0.01322285644710064,
-0.03571018576622009,
0.024602677673101425,
0.010519114322960377,
-0.018747219815850258,
-0.0003716950595844537,
0.031113918870687485,
0.03590129315853119,
-0.022793428972363472,
0.02357194386422634,
-0.05130522698163986,
-0.037952885031700134,
-0.01824808306992054,
0.040788691490888596,
-0.023855052888393402,
-0.04640815407037735,
0.0024897793773561716,
-0.030095765367150307,
0.05883140489459038,
0.042310405522584915,
-0.0073164296336472034,
-0.05571594089269638,
0.010773919522762299,
0.0026429942809045315,
-0.007229246664792299,
-0.006686253938823938,
0.010829604230821133,
-0.05000172182917595,
-0.0419788584113121,
-0.0007791317766532302,
-0.035047248005867004,
0.012010686099529266,
-0.0007531831506639719,
-0.0013159830123186111,
0.015958068892359734,
0.05352570489048958,
-0.03276453912258148,
0.002607010304927826,
-0.00999036431312561,
-0.008980508893728256,
0.02011702209711075,
-0.07790935039520264,
0.041397158056497574,
0.00840319599956274,
-0.04647783935070038,
-0.058077920228242874,
-0.01990385912358761,
-0.027134744450449944,
0.0056890277191996574,
0.047524504363536835,
0.004651626572012901,
0.03161543607711792,
-0.017671216279268265,
0.006787145975977182,
0.017199445515871048,
-0.03188123181462288,
0.03227223828434944,
-0.024959631264209747,
-0.01198124885559082,
0.018790263682603836,
-0.028728952631354332,
0.04937756434082985,
0.026540394872426987,
-0.009459209628403187,
-0.013324284926056862,
0.01320438738912344,
0.01305101253092289,
-0.0009449176141060889,
0.022804604843258858,
0.0031055095605552197,
-0.01427016407251358,
0.03763291612267494,
0.010636961087584496,
-0.002627655863761902,
0.0014621781883761287,
-0.0095227574929595,
-0.03862924501299858,
0.048859450966119766,
-0.020971065387129784,
0.002153846202418208,
-0.005215965677052736,
0.0017561394488438964,
0.015141480602324009,
-0.06381414085626602,
0.012622767128050327,
-0.010754169896245003,
-0.04611532762646675,
0.013896032236516476,
0.035206977277994156,
-0.022090794518589973,
0.03679483011364937,
-0.04158203676342964,
0.03303353115916252,
-0.03125573694705963,
-0.034283339977264404,
0.01087312400341034,
0.003073282539844513,
-0.0026517671067267656,
-0.004851404577493668,
-0.003829023102298379,
0.06343017518520355,
-0.043241824954748154,
0.02410075068473816,
-0.022336017340421677,
-0.009480672888457775,
-0.017867974936962128,
-0.02590867690742016,
0.009653769433498383,
-0.028906745836138725,
0.003942301031202078,
0.014879539608955383,
-0.008162428624927998,
0.058805011212825775,
-0.03462820127606392,
-0.022272638976573944,
-0.032485175877809525,
-0.020707815885543823,
-0.03519812226295471,
0.002317398088052869,
0.035058893263339996,
-0.008255038410425186,
0.0019950484856963158,
-0.03933798149228096,
0.0030976971611380577,
0.0035673666279762983,
0.04827360063791275,
-0.013532196171581745,
0.018839197233319283,
0.003772422904148698,
0.010389009490609169,
-0.013154899701476097,
0.0037181666120886803,
-0.027249762788414955,
0.015283060260117054,
-0.0025951419956982136,
0.030093034729361534,
-0.003821361344307661,
0.007711147889494896,
-0.0019632065668702126,
-0.01576061360538006,
0.04151167348027229,
-0.05158987641334534,
-0.02967654913663864,
-0.0393889844417572,
-0.00001260372118849773,
-0.010956446640193462,
-0.02130921371281147
] |
<p>This is an ill posed problem I'm faced with at work.</p>
<p>I have observations $X_i$, $i = 1,2,3,...N > M$. I need want to compute $S = \sum_{i=1}^M X_i$. Unfortunately, $M$ is random, and extremely noisy. It turns out, I have some rough "goodness" measures, $w_i$ for each of the $X_i$. That is, $w_i$ low, means I don't trust $X_i$ very much, $w_i$ high, means I trust $X_i$ a lot. </p>
<p>Moreover, "generally" as $i$ gets large, the $X_i$ get small. (There's a lot of dependence between $M$ and the $X_i$)</p>
<p>In this application, it turns out that the <em>average</em> of the $X_i$ can very reliably (i.e. with relatively small standard deviation) be computed by: $A = \frac{\sum_{i=1}^M w_i X_i}{\sum_{i=1}^M w_i}$. We know the standard deviation of $A$ is relatively small by running a number of independent trials, and computing the sample standard deviation.</p>
<p>But, I similarly need a "good" estimate (i.e. small standard deviation) of the straight sum of the $X_i$ and the obvious approach: $M * A$ has far too much variance for our application.</p>
<p>Understand this is pretty vague, but any thoughts on how to proceed?</p> | 74,049 | [
-0.015199785120785236,
0.017971714958548546,
-0.011480073444545269,
-0.052925046533346176,
0.03001980297267437,
0.018600299954414368,
-0.027671560645103455,
-0.009675950743258,
0.02599295601248741,
-0.032242171466350555,
0.05851959437131882,
0.04181971773505211,
0.08751282840967178,
0.03273259475827217,
0.04582970216870308,
-0.008949249982833862,
-0.013338114134967327,
-0.027197908610105515,
0.006432041525840759,
-0.023598605766892433,
0.034324515610933304,
0.04411155730485916,
0.006986013147979975,
-0.03303088620305061,
-0.05159163102507591,
0.013172482140362263,
0.0031514461152255535,
-0.025686316192150116,
0.005168279632925987,
0.07433948665857315,
-0.030419794842600822,
-0.02690950781106949,
0.018506472930312157,
0.0488397479057312,
0.033591754734516144,
0.007617983967065811,
-0.017357267439365387,
-0.014494628645479679,
0.013167155906558037,
0.029198892414569855,
-0.02625630795955658,
-0.027479207143187523,
-0.02817295864224434,
-0.01983627863228321,
-0.02782517485320568,
0.011301541700959206,
0.006745465565472841,
-0.09239999949932098,
0.030224081128835678,
-0.053720612078905106,
0.06422513723373413,
0.015506385825574398,
0.03847070783376694,
0.018486902117729187,
-0.03288782760500908,
-0.01306565385311842,
0.02875594049692154,
0.0767938420176506,
0.02252909168601036,
-0.029696935787796974,
-0.017016611993312836,
-0.01935015432536602,
0.00794189516454935,
-0.004712081979960203,
-0.019952865317463875,
0.0230557881295681,
-0.02800564654171467,
-0.034295909106731415,
0.021909641101956367,
-0.04852793738245964,
0.015558094717562199,
0.007673909422010183,
0.030630294233560562,
0.007756032049655914,
-0.020698927342891693,
0.015380717813968658,
0.010051053017377853,
-0.0014460888924077153,
0.055349789559841156,
0.016525333747267723,
0.00990012101829052,
0.017030445858836174,
0.047747135162353516,
0.026035889983177185,
0.0013287162873893976,
-0.019080381840467453,
0.06272419542074203,
-0.005301718134433031,
0.006605000700801611,
0.028797484934329987,
-0.004525802563875914,
-0.006869732867926359,
0.057039909064769745,
-0.010237615555524826,
-0.025339176878333092,
0.04154074192047119,
-0.02762986347079277,
0.020205767825245857,
-0.003026844933629036,
-0.03248708322644234,
-0.019052013754844666,
-0.037981510162353516,
-0.007018850184977055,
0.058519791811704636,
-0.024736914783716202,
-0.02467784471809864,
-0.015971431508660316,
0.022069286555051804,
-0.014996892772614956,
-0.04695480689406395,
0.02800782211124897,
0.01048270147293806,
0.018763236701488495,
-0.02093474380671978,
0.017985958606004715,
0.03215145319700241,
-0.015841737389564514,
-0.031772054731845856,
0.03920690715312958,
0.0865076556801796,
0.044640425592660904,
-0.008555746637284756,
0.027282191440463066,
-0.034612663090229034,
-0.025036213919520378,
0.014190779998898506,
0.026551682502031326,
-0.03326507657766342,
-0.06852100789546967,
0.06265616416931152,
0.03394682705402374,
-0.029550442472100258,
0.055705126374959946,
0.004509950056672096,
0.0056009441614151,
-0.014438638463616371,
-0.06247031316161156,
-0.04881950840353966,
0.03888440504670143,
-0.03680902719497681,
-0.02195383794605732,
-0.0609612874686718,
0.00837673805654049,
0.06368619948625565,
0.06441306322813034,
0.039010949432849884,
0.03744575381278992,
0.005563965532928705,
0.04704808071255684,
0.015424846671521664,
-0.03968890383839607,
-0.02192254364490509,
-0.021344851702451706,
-0.0003275094204582274,
-0.0035066520795226097,
-0.07040458917617798,
0.04556407034397125,
0.018872041255235672,
-0.011631431058049202,
-0.03384885564446449,
0.02651888132095337,
0.023769348859786987,
0.001291998545639217,
0.011984995566308498,
0.003198664402589202,
-0.010864520445466042,
0.048407021909952164,
0.008600748144090176,
0.04111996665596962,
0.01011340320110321,
-0.002633691532537341,
-0.0009239135542884469,
0.0300703514367342,
0.027788830921053886,
0.061810240149497986,
-0.04616943374276161,
0.024359658360481262,
-0.018885064870119095,
0.023258322849869728,
0.0397537536919117,
-0.015811948105692863,
-0.03776468336582184,
-0.01539526879787445,
0.008024651557207108,
0.034726496785879135,
0.036845993250608444,
-0.00985772255808115,
-0.0057767583057284355,
0.009122751653194427,
-0.03873911499977112,
-0.028699463233351707,
-0.09483741223812103,
-0.014794589951634407,
-0.02168218232691288,
-0.03727781027555466,
0.05170612037181854,
-0.022523116320371628,
-0.0002628116635605693,
0.007309797219932079,
-0.009752621874213219,
0.003930695820599794,
0.002646239474415779,
0.06323247402906418,
-0.029596999287605286,
0.016858119517564774,
0.03889138624072075,
0.03881940245628357,
-0.021492792293429375,
0.05446843057870865,
-0.0161555428057909,
-0.06781315058469772,
-0.03215637803077698,
-0.0282563716173172,
0.01141428668051958,
0.006251456681638956,
-0.01693899929523468,
0.015223526395857334,
-0.06656713783740997,
-0.001998655265197158,
0.003610283136367798,
-0.037896111607551575,
0.07839891314506531,
0.029163310304284096,
0.025999221950769424,
-0.018491949886083603,
0.014011348597705364,
0.045644987374544144,
0.0003307885199319571,
-0.006768292747437954,
-0.03820446506142616,
-0.04167550802230835,
0.0077130054123699665,
0.037725262343883514,
0.05182024836540222,
-0.031490758061409,
-0.002493517939001322,
0.06628423929214478,
0.006885155104100704,
0.015869881957769394,
0.03600989282131195,
-0.03064914233982563,
-0.010064802132546902,
0.004176786635071039,
-0.005665423348546028,
0.025677084922790527,
0.015773797407746315,
-0.022726701572537422,
0.016151675954461098,
0.010628387331962585,
0.02245270647108555,
-0.005060498137027025,
0.01864892989397049,
-0.01986791007220745,
-0.0015590559924021363,
-0.024549126625061035,
-0.032609663903713226,
0.03282498940825462,
-0.018025675788521767,
-0.0017540104454383254,
0.020710160955786705,
-0.001355533953756094,
0.006810250226408243,
-0.01708032935857773,
-0.04529401287436485,
0.027089426293969154,
-0.010023132897913456,
-0.03932778909802437,
0.013956497423350811,
0.002727250335738063,
-0.011519022285938263,
0.009918361902236938,
-0.015355219133198261,
0.003957257606089115,
-0.013542554341256618,
-0.001932406914420426,
0.007795989513397217,
0.007909078150987625,
-0.017005879431962967,
-0.00552251935005188,
-0.026444515213370323,
0.011334310285747051,
-0.00011292555427644402,
0.030922235921025276,
0.014291875995695591,
-0.03828394040465355,
0.002548589836806059,
-0.0075994618237018585,
-0.013801627792418003,
0.046912841498851776,
0.027078034356236458,
0.006039301864802837,
0.014526567421853542,
0.018246913328766823,
-0.06070765107870102,
-0.012379827909171581,
-0.014562264084815979,
0.015810247510671616,
-0.019179634749889374,
-0.019864600151777267,
0.06703400611877441,
0.003218857804313302,
-0.047584909945726395,
0.02006777934730053,
-0.0023703391198068857,
-0.030646376311779022,
-0.035505373030900955,
-0.011387735605239868,
0.009120071306824684,
-0.00588129973039031,
0.02382638491690159,
0.026262369006872177,
-0.02418636716902256,
-0.0011196634732186794,
-0.0925213173031807,
-0.06451061367988586,
0.024561187252402306,
0.011806556023657322,
0.01124398410320282,
0.023549916222691536,
-0.06243036687374115,
0.07776936143636703,
0.027934521436691284,
-0.018350454047322273,
-0.023571975529193878,
0.01541539840400219,
-0.005446508061140776,
-0.04791896417737007,
-0.0008510558400303125,
-0.003642230061814189,
-0.011321195401251316,
0.02333679422736168,
0.02671429142355919,
0.005312889348715544,
0.03711025416851044,
-0.0015000527491793036,
0.01814810186624527,
0.018864037469029427,
-0.021898392587900162,
0.015456398949027061,
0.027685776352882385,
0.0037257021758705378,
0.005104484967887402,
-0.023124275729060173,
0.011959537863731384,
-0.0026750320103019476,
0.014857959002256393,
-0.05019651725888252,
-0.016329582780599594,
-0.034824058413505554,
0.02973739244043827,
-0.04926113039255142,
0.03677075356245041,
0.025304947048425674,
-0.008608861826360226,
0.0047761183232069016,
0.0403098538517952,
0.0036202201154083014,
-0.012721851468086243,
0.01539563573896885,
0.049960583448410034,
0.02970936894416809,
-0.014204481616616249,
-0.03639984875917435,
-0.04291263967752457,
-0.008904575370252132,
0.006107467692345381,
-0.00780264288187027,
-0.012319064699113369,
0.04912172630429268,
0.04892352595925331,
0.01974727027118206,
-0.04446461424231529,
-0.03338775411248207,
0.013050708919763565,
-0.07990402728319168,
-0.028738413006067276,
-0.02172490395605564,
0.05789180099964142,
0.0013215815415605903,
0.018798300996422768,
0.009195978753268719,
-0.02289077267050743,
-0.0046268790028989315,
0.0276634581387043,
-0.05487750470638275,
0.01999312825500965,
-0.02136916294693947,
-0.02508261427283287,
0.011685758829116821,
-0.0048785158433020115,
0.026318633928894997,
-0.005718224681913853,
0.01780514419078827,
-0.012471870519220829,
0.03659489378333092,
-0.022979915142059326,
0.0008207596256397665,
-0.0441049188375473,
-0.030350470915436745,
-0.009414464235305786,
0.01962791569530964,
0.011558647267520428,
-0.03202563524246216,
0.005767413880676031,
0.010970951057970524,
-0.000704901700373739,
-0.03756631910800934,
-0.02011255919933319,
0.026758739724755287,
-0.011058496311306953,
0.015744449570775032,
0.01834672875702381,
0.025205355137586594,
-0.039049625396728516,
0.04318895936012268,
-0.0036407699808478355,
0.05793898180127144,
0.029006779193878174,
0.02561352774500847,
0.010474232956767082,
-0.06308881938457489,
-0.02009465917944908,
0.04578382521867752,
0.013395720161497593,
0.007227422669529915,
-0.009353935718536377,
0.03780926764011383,
0.007712829392403364,
-0.07491940259933472,
0.009497486986219883,
0.06494937092065811,
-0.014734657481312752,
0.00746947294101119,
-0.028556128963828087,
-0.019838010892271996,
0.009671301580965519,
-0.010135740973055363,
0.04193711653351784,
0.0013902484206482768,
0.007895205169916153,
-0.0329292006790638,
0.02080073393881321,
-0.0005721675115637481,
-0.022567719221115112,
-0.0150275444611907,
0.030416805297136307,
0.0430479571223259,
0.018694845959544182,
-0.015698997303843498,
0.012781786732375622,
0.046867258846759796,
0.03366197273135185,
-0.001318255439400673,
-0.0025980547070503235,
-0.09581413865089417,
0.010436223819851875,
0.02812509797513485,
0.07638181746006012,
-0.03548422455787659,
0.00963573157787323,
-0.04774472117424011,
-0.014126739464700222,
0.06554379314184189,
-0.001188448746688664,
0.029961733147501945,
0.01882239244878292,
-0.0178048238158226,
0.0070828828029334545,
0.0014203956816345453,
-0.050158675760030746,
0.016047609969973564,
-0.0019604729022830725,
0.045586857944726944,
-0.039503373205661774,
-0.04177023470401764,
-0.0728374496102333,
-0.008071106858551502,
0.06105487793684006,
0.05815727636218071,
-0.0028535767924040556,
0.0018594322027638555,
0.010696658864617348,
0.05835339426994324,
-0.0017406182596459985,
-0.09139522910118103,
0.01502228807657957,
-0.02726552076637745,
-0.06302108615636826,
0.01766177825629711,
-0.044233888387680054,
-0.06444152444601059,
0.05718104541301727,
0.012766944244503975,
-0.009882064536213875,
-0.007317390758544207,
-0.009738489054143429,
0.03415261581540108,
0.04150718078017235,
0.048695776611566544,
0.07035153359174728,
0.03651493042707443,
0.007791097741574049,
0.0059523512609303,
0.0027694592718034983,
0.0009170310804620385,
-0.024847162887454033,
-0.013735423795878887,
-0.03686951473355293,
-0.016135329380631447,
-0.019050877541303635,
0.0305764339864254,
0.0049821361899375916,
0.019305245950818062,
0.007120892405509949,
-0.04501749575138092,
0.00522369472309947,
0.022993501275777817,
0.008691800758242607,
-0.025382524356245995,
0.05517975613474846,
0.047230590134859085,
-0.0028549523558467627,
-0.02976546250283718,
0.01567898504436016,
0.002163809258490801,
0.015588389709591866,
0.020233474671840668,
-0.05296627804636955,
0.005428916309028864,
-0.05440755560994148,
-0.006628680508583784,
0.0029416820034384727,
-0.009476187638938427,
0.05993599072098732,
-0.009527193382382393,
0.054580606520175934,
-0.0029282644391059875,
-0.051204435527324677,
-0.007008433807641268,
-0.002403481164947152,
0.0011976318201050162,
0.05333211272954941,
-0.04289255663752556,
-0.05187937989830971,
0.007132040336728096,
-0.011747624725103378,
-0.06351485848426819,
-0.020122531801462173,
0.016218552365899086,
0.04398978874087334,
0.001241471036337316,
-0.030335836112499237,
0.019483594223856926,
-0.028353461995720863,
-0.012914004735648632,
-0.027687590569257736,
0.04454018548130989,
-0.026187201961874962,
0.002567217918112874,
0.008195508271455765,
0.04011537507176399,
0.05393033102154732,
-0.019647568464279175,
0.0024120889138430357,
0.0389886349439621,
-0.04035591334104538,
-0.035330500453710556,
-0.001395281171426177,
0.019246872514486313,
-0.056270524859428406,
-0.005343172699213028,
-0.028736285865306854,
-0.017633160576224327,
0.039029207080602646,
-0.029138894751667976,
-0.016839349642395973,
0.011786694638431072,
0.019969236105680466,
0.016100380569696426,
-0.013995761051774025,
0.016689598560333252,
0.008939043618738651,
0.0438399575650692,
-0.017886299639940262,
-0.0008140775607898831,
0.009891731664538383,
0.00959310494363308,
0.04490582272410393,
0.033290669322013855,
-0.027383090928196907,
0.007621408440172672,
0.038965318351984024,
-0.02290286123752594,
-0.024741370230913162,
0.008593359962105751,
0.026257427409291267,
0.025220150128006935,
0.010075011290609837,
0.022298984229564667,
0.03793400898575783,
0.039257243275642395,
-0.04110176861286163,
-0.043544571846723557,
-0.042134858667850494,
-0.0012699643848463893,
0.056935667991638184,
-0.02329934388399124,
0.04205074533820152,
0.030916910618543625,
0.005978586617857218,
-0.032759103924036026,
-0.022908659651875496,
-0.04128910228610039,
-0.01854892633855343,
-0.0060188258066773415,
0.0251651369035244,
-0.010311305522918701,
-0.003172209719195962,
0.031183645129203796,
0.024389196187257767,
0.004511997103691101,
0.00896979495882988,
-0.014633211307227612,
0.01682584173977375,
0.011468862183392048,
-0.005211677402257919,
-0.04993238300085068,
0.04192879796028137,
-0.053524017333984375,
0.005717225838452578,
-0.024563506245613098,
-0.008607875555753708,
0.0443442240357399,
0.03530547022819519,
0.00031078996835276484,
-0.05025460943579674,
-0.033376943320035934,
-0.03549982234835625,
0.021422656252980232,
0.036474134773015976,
-0.024830471724271774,
0.02464103512465954,
0.004858279600739479,
0.0018332607578486204,
-0.010912773199379444,
0.037579428404569626,
-0.024221690371632576,
-0.07579077035188675,
-0.01016626413911581,
-0.014911395497620106,
-0.031894005835056305,
0.03221406042575836,
0.032143015414476395,
-0.03853880986571312,
-0.0066066924482584,
-0.039491914212703705,
0.04827198013663292,
0.0002783461532089859,
0.025983689352869987,
-0.016831275075674057,
0.05028992518782616,
0.012331513687968254,
0.020381512120366096,
0.002443312667310238,
0.0028844804037362337,
0.11445695906877518,
0.055163100361824036,
0.04957820475101471,
-0.0546223483979702,
0.01948065496981144,
-0.019954197108745575,
-0.023090336471796036,
-0.019639385864138603,
0.041235048323869705,
0.010687491856515408,
0.007050785701721907,
-0.008588670752942562,
0.04840558022260666,
0.005029306281358004,
-0.0026614756789058447,
0.052541907876729965,
-0.02710004895925522,
-0.01676943339407444,
0.03122677654027939,
-0.003726131748408079,
0.03445425629615784,
-0.011427782475948334,
-0.021239539608359337,
0.0491248220205307,
-0.013833796605467796,
-0.0238655935972929,
0.0035009889397770166,
0.0005319375195540488,
-0.00593884801492095,
0.006098413374274969,
-0.0214775912463665,
0.023209771141409874,
0.014693669974803925,
0.034350309520959854,
0.006035257130861282,
0.026949265971779823,
0.021004032343626022,
-0.020106466487050056,
0.01791531592607498,
0.01605927012860775,
0.013031652197241783,
0.0034447964280843735,
-0.009758316911756992,
-0.0012808259343728423,
-0.03329070657491684,
-0.06323493272066116,
-0.015288579277694225,
0.051583558320999146,
-0.023822765797376633,
0.034583836793899536,
-0.011145357973873615,
-0.033968959003686905,
-0.0064849527552723885,
-0.03460793197154999,
0.01872960478067398,
0.02290445752441883,
0.010578813962638378,
-0.053404923528432846,
0.0009886989137157798,
-0.010308045893907547,
0.04260054975748062,
-0.01059307437390089,
0.035467542707920074,
0.030632495880126953,
-0.04125451296567917,
-0.03740455582737923,
-0.008039772510528564,
0.030426744371652603,
0.016457773745059967,
-0.009905059821903706,
-0.011997410096228123,
-0.05572379752993584,
-0.014961818233132362,
-0.017278483137488365,
0.012356863357126713,
-0.02728857472538948,
0.03777725622057915,
-0.006523553282022476,
-0.00883061345666647,
0.006971391383558512,
-0.049725599586963654,
-0.014096874743700027,
-0.03522465005517006,
0.009642289951443672,
-0.054552070796489716,
-0.03845442458987236,
-0.014158506877720356,
0.01988726109266281,
0.009631295688450336,
-0.03791309893131256,
0.021466894075274467,
0.06506101787090302,
0.015220907516777515,
-0.029011214151978493,
0.004295495338737965,
-0.016670843586325645,
-0.02602376975119114,
0.0282562505453825,
0.04736311361193657,
0.05109933018684387,
0.04185041785240173,
0.0075958045199513435,
-0.00963128637522459,
0.011040613986551762,
-0.023882173001766205,
0.008991030044853687,
0.02205977588891983,
-0.06414084881544113,
-0.02707139030098915,
0.02994944341480732,
-0.009688303805887699,
0.00020274546113796532,
0.022625833749771118,
-0.021172797307372093,
-0.015121100470423698,
-0.0029570970218628645,
0.0025023112539201975,
-0.03279269114136696,
0.02259521558880806,
-0.0018969542579725385,
0.015807276591658592,
-0.017029331997036934,
-0.006599335931241512,
-0.016876941546797752,
-0.017857559025287628,
-0.014419599436223507,
0.010563445277512074,
0.011043274775147438,
0.01891547068953514,
-0.03031129576265812,
0.0013170078163966537,
0.028265539556741714,
0.011744817718863487,
-0.0015553906559944153,
-0.008306975476443768,
-0.000030487753974739462,
-0.017012571915984154,
0.06659431755542755,
-0.028687428683042526,
-0.03378107026219368,
0.036053694784641266,
-0.04999502748250961,
-0.038645438849925995,
0.008681060746312141,
-0.014072993770241737,
0.045440010726451874,
0.047595128417015076,
-0.04952184855937958,
-0.05196674168109894,
0.015268707647919655,
-0.019870329648256302,
-0.030411651358008385,
-0.009281652979552746,
0.019050324335694313,
0.011171207763254642,
-0.01137337926775217,
0.04652463644742966,
-0.030903730541467667,
0.013490477576851845,
0.0026319019962102175,
0.03654259443283081,
-0.027808940038084984,
-0.030312636867165565,
0.05262051522731781,
0.014283561147749424,
-0.00257576210424304,
-0.005151948891580105,
0.015159900300204754,
0.011103415861725807,
0.06709137558937073,
-0.03913102671504021,
0.03077039308845997,
-0.026656730100512505,
0.0011200809385627508,
-0.08627678453922272,
-0.020984264090657234,
0.00826349575072527,
0.0016717936377972364,
0.035607386380434036,
-0.07098478078842163,
-0.000736590416636318,
0.053021322935819626,
-0.062397390604019165,
0.032640088349580765,
-0.04480898752808571,
-0.01761174201965332,
-0.023126844316720963,
0.011731872335076332,
-0.03257176652550697,
-0.011337758041918278,
-0.020387951284646988,
0.019015563651919365,
0.03876396641135216,
0.024292336776852608,
0.00038141285767778754,
-0.01856835000216961,
-0.029434362426400185,
0.036438949406147,
0.03156062215566635,
-0.06496759504079819,
0.01409354992210865,
-0.015168274752795696,
-0.03558231517672539,
0.023457476869225502,
-0.0262751467525959,
0.014670412056148052,
-0.026011303067207336,
0.04934472218155861,
-0.010246030986309052,
0.05191190540790558,
-0.0025129618588835,
0.02287227474153042,
0.023112893104553223,
-0.0022974752355366945,
0.038061365485191345,
0.018716998398303986,
-0.0012758681550621986,
0.009037063457071781,
0.05443882942199707,
0.002815914573147893,
-0.033071164041757584,
0.01740807667374611,
0.005405072122812271,
-0.023390458896756172,
-0.002859430620446801,
0.012539857067167759,
0.004561706446111202,
-0.06449936330318451,
0.02864375151693821,
-0.018178289756178856,
0.01109573058784008,
0.027986209839582443,
0.041975438594818115,
-0.02748032473027706,
0.01717924140393734,
0.009950556792318821,
-0.045108359307050705,
0.021925410255789757,
-0.014615653082728386,
-0.01040462963283062,
-0.07019732147455215,
-0.013803640380501747,
0.02928302250802517,
-0.0068788775242865086,
-0.03459334746003151,
-0.013152897357940674,
-0.01782570220530033,
0.053233519196510315,
-0.021090282127261162,
0.019159724935889244,
-0.00046644575195387006,
-0.023118164390325546,
-0.000665965722873807,
-0.09102955460548401,
0.06604722142219543,
0.0016448162496089935,
0.010034854523837566,
0.005577859003096819,
-0.0036859093233942986,
-0.018654001876711845,
-0.029465384781360626,
0.059174299240112305,
-0.000009502667126071174,
0.0002735490270424634,
0.00255778175778687,
0.04538742080330849,
-0.0026652507949620485,
-0.028849931433796883,
0.02521948516368866,
-0.03829851746559143,
0.012778601609170437,
-0.023952964693307877,
-0.036014374345541,
0.04388975352048874,
-0.00854681059718132,
-0.009433094412088394,
-0.024985583499073982,
-0.00839352048933506,
-0.00234375917352736,
-0.00935330055654049,
0.044980380684137344,
-0.0033172008115798235,
-0.010326463729143143,
0.025765299797058105,
-0.006613569334149361,
0.022156156599521637,
0.02013782411813736,
-0.005492475815117359,
-0.05170028284192085,
0.012269721366465092,
-0.04569662734866142,
-0.05656423047184944,
-0.006858608685433865,
0.03514069318771362,
-0.014541094191372395,
-0.05318864434957504,
-0.012377513572573662,
0.03479905053973198,
-0.0187641903758049,
0.013203388080000877,
0.048628102988004684,
0.003024142002686858,
0.045160483568906784,
0.021508371457457542,
-0.0013686094898730516,
0.06134253740310669,
0.0034684850834310055,
-0.025264540687203407,
0.021320156753063202,
0.04698006063699722,
-0.03130965307354927,
0.004234215244650841,
0.0220183152705431,
-0.008255559019744396,
0.014817125163972378,
-0.007627950515598059,
0.03277008980512619,
-0.044898126274347305,
-0.039542488753795624,
0.007846339605748653,
-0.032405197620391846,
0.00020194058015476912,
-0.035509850829839706,
-0.0082298144698143,
0.08146696537733078,
-0.009605399332940578,
-0.00038824559305794537,
-0.05481041222810745,
-0.0072845956310629845,
-0.0009014135575853288,
-0.001803835853934288,
-0.011401087045669556,
0.03055725060403347,
-0.006920294836163521,
-0.023882776498794556,
-0.005701002199202776,
-0.007716764695942402,
0.0336262546479702,
-0.033019036054611206,
0.02279224991798401,
0.000420032418332994,
0.013952907174825668,
-0.052940670400857925,
-0.03413284197449684,
-0.014007779769599438,
-0.03853893652558327,
0.01436342392116785,
0.05617645010352135,
0.037572573870420456,
0.004983674734830856,
-0.012411553412675858,
-0.028610127046704292,
0.05741773545742035,
-0.06181435286998749,
0.018245000392198563,
-0.04549150913953781,
0.00006504180782940239,
0.0002572987286839634,
-0.012772114016115665
] |
<p>Violin players were asked to rate 5 violins from least to most rich on a <code>[0 1]</code>, <code>0.05-increment</code> scale, <code>most always = 1</code> and <code>least always = 0</code>. They were then asked to set a "limit of acceptability," i.e., to set a point along the scale above which violins are considered acceptable in terms of richness. By setting <code>acceptable = 1</code> and <code>not acceptable = 0</code>, a binary variable is obtained for each player, in addition to their rating. So, as an example, for a player I have the variables <code>rating = [0.3 0.45 0 1 0.85]</code> and for a <code>limit = 0.45</code>, <code>acc = [0 1 0 1 1]</code>. I use Lin's concordance correlation coefficient to explore consistency within and between individuals for the case of ratings. However, this is not possible for the "acceptable" variable: when a player sets their <code>limit = 0</code>, then <code>acc = [1 1 1 1 1]</code> and hence the presence of zero variance becomes an issue. I am trying to figure out a good, interesting way to analyze the binary data, perhaps compare consistency in ratings with consistency in acceptability limits, or more in-depth relations between the two variables. I am not very experienced in statistics, so any suggestions and ideas are welcome. I primarily work with MATLAB.</p> | 74,050 | [
-0.026360807940363884,
-0.0017410829896107316,
0.006005232688039541,
-0.014676889404654503,
0.008299744687974453,
0.02630535140633583,
0.003954232670366764,
0.0005466158618219197,
-0.004723300226032734,
-0.025730911642313004,
0.030544733628630638,
0.0010049253469333053,
0.0640207827091217,
0.06644926220178604,
-0.006558153312653303,
-0.0214260071516037,
0.008806022815406322,
-0.016648603603243828,
-0.016982780769467354,
0.00011602238373598084,
-0.009660960175096989,
0.025981523096561432,
-0.007152121514081955,
-0.005271597765386105,
-0.0442388616502285,
0.058432020246982574,
-0.004592554643750191,
-0.01939372718334198,
0.0086431372910738,
0.024138575419783592,
-0.055821023881435394,
-0.016307447105646133,
0.0075219133868813515,
-0.0023680066224187613,
0.06074756756424904,
0.0024433527141809464,
-0.028097642585635185,
-0.0037884782068431377,
-0.00043605989776551723,
0.014334295876324177,
-0.0386689230799675,
-0.025204261764883995,
-0.006610541138797998,
0.008313588798046112,
-0.0078034671023488045,
-0.005617656745016575,
0.017756231129169464,
-0.04929216206073761,
0.0502617321908474,
-0.005981603171676397,
0.08810169249773026,
0.027000349014997482,
0.03217392414808273,
-0.004569686483591795,
0.006112361792474985,
-0.026030994951725006,
0.04620806872844696,
0.05259115248918533,
0.043546561151742935,
-0.046007513999938965,
-0.023613203316926956,
-0.040672771632671356,
-0.013447001576423645,
0.0022840159945189953,
0.014487188309431076,
0.041165173053741455,
0.034145504236221313,
-0.019162937998771667,
0.04846680909395218,
-0.0069418419152498245,
-0.011508912779390812,
0.021541878581047058,
0.03255776688456535,
-0.057385120540857315,
0.04387694224715233,
-0.0006059884908609092,
0.02162063680589199,
-0.00862114503979683,
0.011225609108805656,
0.04040445759892464,
-0.037908896803855896,
0.001977244857698679,
-0.006075556389987469,
0.044424958527088165,
0.0604218989610672,
-0.03428829088807106,
0.05404426530003548,
-0.023051144555211067,
0.022882258519530296,
0.04590778425335884,
0.017491549253463745,
-0.02547374926507473,
0.045351896435022354,
0.028281673789024353,
-0.05839775502681732,
0.005653980188071728,
-0.011597593314945698,
0.05318926274776459,
-0.04708965867757797,
0.011549598537385464,
0.0003907006175722927,
-0.006211298517882824,
0.020217210054397583,
0.02555030584335327,
-0.00894266925752163,
-0.02697295881807804,
-0.041791949421167374,
-0.009036822244524956,
0.011839985847473145,
-0.010615324601531029,
-0.007471961434930563,
0.017056453973054886,
0.06824524700641632,
0.01645561493933201,
0.028994036838412285,
-0.014381174929440022,
0.012182213366031647,
-0.037292614579200745,
0.082613006234169,
0.03488100692629814,
0.02640000358223915,
-0.022396055981516838,
0.026160649955272675,
-0.023069890215992928,
-0.02438846044242382,
0.024559179320931435,
0.029534831643104553,
0.022736921906471252,
-0.04085465893149376,
0.06766808032989502,
-0.01859392784535885,
-0.01563151180744171,
0.03682706132531166,
-0.004334471188485622,
-0.005681730806827545,
-0.04437199980020523,
-0.08631664514541626,
-0.0480998232960701,
0.020147033035755157,
0.020719140768051147,
-0.018200179561972618,
-0.08806038647890091,
-0.017699113115668297,
0.044456906616687775,
0.08334946632385254,
-0.006957989186048508,
0.052388373762369156,
0.007778839208185673,
0.017403336241841316,
0.04202600196003914,
-0.030026648193597794,
-0.024002114310860634,
-0.04400518164038658,
-0.02980734594166279,
-0.029607543721795082,
-0.02915859781205654,
-0.016478028148412704,
0.018929770216345787,
-0.0017383632948622108,
-0.015778785571455956,
0.020868021994829178,
-0.01138486247509718,
-0.02574462816119194,
0.004681441001594067,
0.038541529327631,
0.024694757536053658,
0.0791228637099266,
-0.011204260401427746,
0.033032406121492386,
0.0026343080680817366,
-0.0024988302029669285,
-0.007454823702573776,
0.013917981646955013,
0.0323849618434906,
0.058847542852163315,
-0.03191713988780975,
-0.007043677382171154,
-0.016486994922161102,
0.019419720396399498,
0.03913140669465065,
-0.02104131691157818,
-0.025122158229351044,
-0.04838816449046135,
-0.015418395400047302,
0.031174086034297943,
0.043130818754434586,
-0.027668757364153862,
0.01815028488636017,
0.028463998809456825,
-0.045638103038072586,
-0.022921564057469368,
-0.045905958861112595,
-0.0005766793037764728,
0.018900582566857338,
-0.054824020713567734,
0.03994876518845558,
-0.007103620562702417,
0.006741909775882959,
0.0025378246791660786,
0.04460468888282776,
-0.0292984526604414,
-0.035692159086465836,
0.043198540806770325,
-0.02760796807706356,
-0.006001085974276066,
0.04335395246744156,
0.023352421820163727,
-0.008136453106999397,
0.057188037782907486,
-0.016673341393470764,
-0.06591468304395676,
0.005071623250842094,
-0.02117110975086689,
0.04614368826150894,
0.03904934972524643,
-0.015883367508649826,
0.027018742635846138,
-0.019490377977490425,
-0.02130870334804058,
-0.00609266571700573,
-0.0077734519727528095,
0.04782016947865486,
0.05766216665506363,
-0.02319679595530033,
-0.00698846485465765,
0.019251519814133644,
0.009995240718126297,
0.0200240146368742,
-0.03936002776026726,
-0.03450118005275726,
-0.04290688410401344,
-0.016614316031336784,
0.032740019261837006,
0.06435282528400421,
-0.033057134598493576,
0.0239466093480587,
0.06282702833414078,
0.012084020301699638,
0.002231024671345949,
0.044737089425325394,
-0.01803298480808735,
0.0004725079343188554,
0.031865958124399185,
0.0140108997002244,
0.05071466788649559,
-0.01847095787525177,
-0.020997295156121254,
0.011554190889000893,
0.031202571466565132,
0.04429803788661957,
0.01869903691112995,
-0.005212720949202776,
0.03249789774417877,
0.008385270833969116,
0.00495259091258049,
0.010487702675163746,
0.024673260748386383,
-0.00823257863521576,
0.0005756861646659672,
0.06599393486976624,
0.02940080687403679,
-0.04089409485459328,
0.021091166883707047,
-0.018589438870549202,
0.006126444321125746,
0.035833947360515594,
0.014792781323194504,
-0.02104349248111248,
-0.0065576075576245785,
-0.013389954343438148,
0.010037466883659363,
-0.026518000289797783,
-0.029688533395528793,
-0.022716563194990158,
0.023323968052864075,
0.048149917274713516,
0.034416984766721725,
0.04681968316435814,
-0.032595161348581314,
-0.025055382400751114,
-0.02625098265707493,
-0.0031292561907321215,
0.012615511193871498,
0.006914343219250441,
-0.07063957303762436,
-0.024994375184178352,
0.037803102284669876,
0.030960457399487495,
0.006737587042152882,
-0.002122320933267474,
0.014663636684417725,
0.034770142287015915,
-0.022633306682109833,
-0.04050624743103981,
-0.009672393091022968,
0.0013795405393466353,
-0.0019634112250059843,
-0.014529682695865631,
-0.01925296150147915,
0.03599611297249794,
0.021126210689544678,
-0.05484047904610634,
0.04402204230427742,
-0.036750271916389465,
-0.025994379073381424,
0.004328235983848572,
0.0001096438427339308,
-0.018529288470745087,
0.016512230038642883,
0.017843399196863174,
0.006479870527982712,
-0.008688508532941341,
-0.024852847680449486,
-0.07223658263683319,
-0.07782211899757385,
0.024184709414839745,
-0.01218735333532095,
0.03724941238760948,
0.027991192415356636,
-0.007368568796664476,
0.08272801339626312,
0.037194184958934784,
0.004932166542857885,
-0.043445974588394165,
0.007769194897264242,
-0.0012620912166312337,
0.0031285302247852087,
-0.012394540011882782,
0.05427640676498413,
-0.01925131492316723,
0.027119403705000877,
0.007197184953838587,
0.053140006959438324,
0.03834808990359306,
-0.0070672486908733845,
-0.027146873995661736,
0.030300170183181763,
-0.009763422422111034,
-0.04870609939098358,
0.051750004291534424,
0.03809116780757904,
0.00005415321356849745,
0.021450011059641838,
-0.0031631842721253633,
-0.03481656685471535,
0.019918140023946762,
-0.04769688472151756,
-0.014937273226678371,
-0.0317351371049881,
0.025265231728553772,
-0.02170865423977375,
-0.0025995918549597263,
0.0329090841114521,
-0.033831894397735596,
-0.005981517024338245,
0.026276536285877228,
0.03151712194085121,
0.023872805759310722,
0.00677687581628561,
0.04289963096380234,
0.036390166729688644,
0.004785685800015926,
0.0126374252140522,
-0.001783728483133018,
0.025109751150012016,
0.03212559223175049,
-0.03468693792819977,
-0.0002963192237075418,
0.04919805750250816,
-0.029205145314335823,
0.022536233067512512,
-0.03640236333012581,
-0.0706246867775917,
0.024059487506747246,
-0.06086436286568642,
0.01164329145103693,
-0.06320136785507202,
0.029827067628502846,
-0.0013557381462305784,
0.012840982526540756,
0.02853371389210224,
0.005433067679405212,
-0.010382809676229954,
-0.000004660984359361464,
-0.07398709654808044,
0.019242309033870697,
-0.01952335797250271,
0.03090529702603817,
0.009463942609727383,
0.0012856947723776102,
-0.008477864786982536,
-0.03991476446390152,
0.02371150441467762,
-0.014323676005005836,
0.04887061566114426,
-0.01952475681900978,
-0.005693803075700998,
-0.0753471776843071,
-0.02065509557723999,
0.018147476017475128,
-0.01223115622997284,
-0.01615605130791664,
-0.03833889588713646,
0.06847810000181198,
-0.011592540889978409,
0.010831006802618504,
-0.004941525869071484,
-0.012232773937284946,
-0.001183613552711904,
0.010520457290112972,
0.04333294928073883,
-0.028921114280819893,
0.04887409880757332,
-0.004207245539873838,
0.021258676424622536,
-0.0018682351801544428,
0.04750136286020279,
0.05066392570734024,
0.00019504819647409022,
0.012824304401874542,
-0.004695456940680742,
-0.027834923937916756,
-0.028324028477072716,
0.033748213201761246,
0.007052088156342506,
-0.006284477189183235,
0.011402377858757973,
0.0236907210201025,
-0.05349694937467575,
0.0178430937230587,
0.0342685841023922,
0.022301409393548965,
0.004988750442862511,
-0.020864350721240044,
-0.04178221523761749,
0.015995915979146957,
0.0002831745077855885,
-0.006778220646083355,
0.04329816251993179,
0.01571708917617798,
0.0007329488871619105,
0.08385840803384781,
0.014334983192384243,
-0.06297577917575836,
-0.017652112990617752,
-0.01639333926141262,
0.06496354192495346,
-0.029980603605508804,
-0.03601088002324104,
-0.011129496619105339,
0.01332925446331501,
0.041147224605083466,
0.04245985671877861,
-0.015340966172516346,
-0.06657348573207855,
-0.00491249468177557,
0.01691211201250553,
0.01729338802397251,
-0.024228248745203018,
0.013385334983468056,
-0.010674377903342247,
-0.04935033246874809,
0.028842296451330185,
0.0228587556630373,
0.04338358715176582,
-0.010825788602232933,
0.04749074578285217,
-0.05904756486415863,
-0.015678009018301964,
-0.043602731078863144,
0.010714033618569374,
-0.01732368767261505,
0.021138889715075493,
0.000744708115234971,
-0.04517905041575432,
-0.061909809708595276,
0.025039149448275566,
0.007018543314188719,
0.04989655315876007,
-0.0333443284034729,
0.007171774283051491,
0.0545944906771183,
0.0047884751111269,
0.01952458918094635,
-0.07626324892044067,
0.04372311010956764,
0.03345498442649841,
-0.006264804862439632,
0.07396472245454788,
0.005350592080503702,
-0.03251441940665245,
-0.015038147568702698,
0.006888709031045437,
-0.01623932272195816,
0.049821335822343826,
-0.012649034149944782,
0.05609717592597008,
0.005193985998630524,
0.004341586492955685,
0.015924639999866486,
0.04196619987487793,
-0.011386597529053688,
-0.024408040568232536,
-0.02361142262816429,
0.008065787144005299,
-0.0308625940233469,
0.01040457934141159,
-0.05724622681736946,
-0.004800482653081417,
-0.04879137873649597,
0.022200724110007286,
0.03594955429434776,
0.06900163739919662,
-0.011859762482345104,
-0.011689786799252033,
0.013522246852517128,
0.00885711144655943,
-0.03106391616165638,
-0.003514094976708293,
-0.012716777622699738,
0.010815389454364777,
-0.008247971534729004,
-0.009342074394226074,
0.03192094340920448,
-0.04704749956727028,
-0.010015458799898624,
0.020237581804394722,
-0.04595452547073364,
0.027064520865678787,
-0.05984468013048172,
-0.022823544219136238,
-0.037259992212057114,
-0.02934115007519722,
0.03936874866485596,
-0.004717523697763681,
0.025233972817659378,
0.010019362904131413,
-0.0028159888461232185,
0.019745267927646637,
0.02627050317823887,
-0.02924800105392933,
0.05136454850435257,
0.0006307197036221623,
0.021935680881142616,
-0.02567806839942932,
-0.01687600091099739,
-0.0607265941798687,
-0.029792435467243195,
0.0012566978111863136,
0.006404828280210495,
0.0075933500193059444,
0.00890965573489666,
0.000209843841730617,
0.0013175966450944543,
0.01755988597869873,
0.01439070887863636,
-0.003828576998785138,
-0.026351094245910645,
-0.028759589418768883,
-0.005393062252551317,
0.019773593172430992,
0.06946816295385361,
-0.02439716085791588,
-0.020844580605626106,
0.023069415241479874,
-0.02991567924618721,
0.0012826138408854604,
0.013244803063571453,
-0.0038733533583581448,
-0.051116880029439926,
-0.037967849522829056,
-0.02269848808646202,
0.0056769028306007385,
0.08393821865320206,
0.029801879078149796,
-0.013438455760478973,
-0.014986655674874783,
-0.021796973422169685,
-0.0028187627904117107,
-0.001723529421724379,
0.02902851067483425,
-0.0051022665575146675,
-0.04756209999322891,
-0.03064759634435177,
-0.01825818233191967,
-0.051556043326854706,
-0.030464230105280876,
-0.0032328458037227392,
0.011682203970849514,
-0.044145435094833374,
-0.00432716915383935,
0.04384418576955795,
0.016475649550557137,
-0.03076929599046707,
0.008272702805697918,
-0.027848241850733757,
0.016752412542700768,
0.011742992326617241,
-0.03132706135511398,
0.00020773154392372817,
0.027402730658650398,
0.00683088693767786,
-0.03487861528992653,
-0.03510235622525215,
0.019006479531526566,
0.05011972412467003,
0.005743460729718208,
0.011260630562901497,
0.047673262655735016,
-0.01725081354379654,
-0.0030622307676821947,
0.011040601879358292,
0.006988176144659519,
-0.014114770106971264,
-0.001575480797328055,
0.05019262805581093,
-0.054673220962285995,
-0.0161764994263649,
0.02944541908800602,
0.042299844324588776,
0.015082129277288914,
0.031407132744789124,
0.0004843320930376649,
0.015414017252624035,
0.034497667104005814,
-0.05439447984099388,
-0.058885231614112854,
0.03259389474987984,
-0.0287636686116457,
0.049704842269420624,
0.004835981875658035,
-0.03162652626633644,
0.005627050995826721,
0.05945925414562225,
-0.005654043052345514,
-0.0794229581952095,
-0.04097646102309227,
-0.034501150250434875,
0.001371196354739368,
0.033816684037446976,
-0.04293326288461685,
0.028657710179686546,
-0.02919507771730423,
0.01145054679363966,
-0.019880086183547974,
0.027101116254925728,
-0.02031729742884636,
-0.07197048515081406,
-0.014909383840858936,
-0.036006830632686615,
-0.045342303812503815,
0.059518177062273026,
-0.0026518371887505054,
-0.015945985913276672,
0.05731963366270065,
-0.0314883328974247,
-0.00029941953835077584,
0.01096679549664259,
0.01276803482323885,
0.015154082328081131,
0.009203794412314892,
-0.00992878433316946,
0.005809427239000797,
0.004748240113258362,
0.01794920675456524,
0.15081673860549927,
0.0644126906991005,
0.040263060480356216,
-0.009905028156936169,
0.05127764865756035,
0.05842209234833717,
-0.006526292767375708,
-0.02323603443801403,
0.03289533779025078,
0.01059067901223898,
0.0035282366443425417,
0.0009178151958622038,
0.026436002925038338,
0.02600027620792389,
0.025195324793457985,
0.06511729210615158,
-0.03424422815442085,
-0.014060969464480877,
0.005667558871209621,
0.04215201735496521,
0.038468100130558014,
-0.03197909891605377,
-0.020668266341090202,
0.01898280158638954,
0.027547311037778854,
-0.029077982529997826,
-0.01678912527859211,
-0.020151754841208458,
0.02381163462996483,
-0.005850756075233221,
0.006458176299929619,
0.008000455796718597,
0.031133679673075676,
0.0032764445059001446,
0.010364348068833351,
-0.009493456222116947,
0.035334836691617966,
-0.0026546602603048086,
-0.003999315667897463,
0.02405424602329731,
-0.00472183246165514,
-0.034346044063568115,
0.020379705354571342,
-0.024416321888566017,
-0.03067309409379959,
-0.049070071429014206,
-0.0439959391951561,
-0.0017067624721676111,
0.007844570092856884,
-0.03055337816476822,
-0.024648090824484825,
-0.015930023044347763,
-0.007444777991622686,
-0.05133005231618881,
-0.020884990692138672,
0.020242471247911453,
0.008639519102871418,
0.007613888010382652,
-0.03955427557229996,
0.003734248923137784,
-0.03757932782173157,
-0.010559889487922192,
-0.012251120992004871,
0.015527197159826756,
-0.039604801684617996,
-0.020871298387646675,
-0.058564960956573486,
0.059949684888124466,
0.013809285126626492,
-0.012065191753208637,
-0.0039705452509224415,
0.012359349057078362,
-0.027935845777392387,
-0.03234772011637688,
-0.023744121193885803,
0.03905342519283295,
0.038999028503894806,
0.038814954459667206,
-0.01610313169658184,
-0.03572729602456093,
-0.04672185331583023,
0.016578154638409615,
-0.01788615807890892,
-0.03540444001555443,
-0.01732637733221054,
-0.02871522307395935,
0.022428208962082863,
0.0024774987250566483,
0.012824923731386662,
0.003230627626180649,
0.017584849148988724,
0.06172405183315277,
-0.020336195826530457,
-0.034829214215278625,
-0.007790681906044483,
-0.00013790730736218393,
-0.05248730257153511,
0.03234654292464256,
0.014578329399228096,
0.06642485409975052,
-0.01006485428661108,
0.004806875251233578,
-0.002579004503786564,
0.04942982643842697,
-0.01107176672667265,
0.011690051294863224,
0.03952736034989357,
-0.06152241677045822,
-0.02900766022503376,
0.026456627994775772,
-0.002016811864450574,
-0.0332249291241169,
-0.06284307688474655,
-0.03424583002924919,
-0.05203225463628769,
-0.011228706687688828,
-0.03151652216911316,
-0.02602342702448368,
-0.0032206031028181314,
0.0001475492026656866,
-0.02589833177626133,
-0.003713172860443592,
-0.014814376831054688,
-0.016596032306551933,
0.017001627013087273,
-0.01718481443822384,
0.040370550006628036,
-0.013823156245052814,
0.04195808619260788,
-0.014826210215687752,
-0.004698908422142267,
0.021007709205150604,
-0.0013082838850095868,
0.01848464272916317,
-0.03813425824046135,
-0.03147139772772789,
0.008684989996254444,
0.039153050631284714,
-0.04403835907578468,
-0.008192175067961216,
0.024528663605451584,
-0.058238085359334946,
-0.0003477590798866004,
-0.0025535374879837036,
-0.004071395844221115,
0.00890619307756424,
-0.010333712212741375,
0.01523815281689167,
-0.03062005341053009,
0.024060871452093124,
-0.034920834004879,
-0.026102999225258827,
-0.011986256577074528,
0.009388666599988937,
0.00650497293099761,
0.02908235788345337,
0.0038905444089323282,
0.017522379755973816,
-0.0492822602391243,
0.02641913667321205,
0.07119116187095642,
0.013198981992900372,
0.015540097840130329,
0.020540647208690643,
-0.035686083137989044,
-0.022946953773498535,
0.002186104189604521,
-0.031083108857274055,
0.024639425799250603,
0.0748821422457695,
-0.02966344729065895,
0.00026057043578475714,
-0.015415266156196594,
-0.012452421709895134,
-0.047364961355924606,
-0.01573735661804676,
-0.005700505338609219,
0.00021569467207882553,
0.0299326591193676,
-0.035553596913814545,
0.024931708350777626,
0.02013942413032055,
-0.03176919370889664,
0.029970839619636536,
-0.023426538333296776,
-0.00830825511366129,
-0.051743559539318085,
0.00704019982367754,
-0.059003692120313644,
0.0019173952750861645,
0.05474290996789932,
0.004348003305494785,
0.06139356270432472,
0.013613016344606876,
-0.011539543978869915,
-0.0030486148316413164,
-0.016597239300608635,
0.0030259506311267614,
0.015085048042237759,
-0.07114274799823761,
-0.004409459885209799,
-0.05909348651766777,
-0.024780211970210075,
0.03978464752435684,
-0.025493711233139038,
-0.00008805005199974403,
0.022382037714123726,
0.00001044111377268564,
-0.011680728755891323,
0.0616924986243248,
-0.0074848574586212635,
-0.001335256383754313,
-0.020652947947382927,
-0.016972651705145836,
0.021712789312005043,
0.007203965447843075,
-0.035749487578868866,
0.022114960476756096,
0.02711406722664833,
-0.014167473651468754,
-0.05782924219965935,
-0.0026524087879806757,
-0.02700211852788925,
-0.017453189939260483,
-0.005518432706594467,
0.013348010368645191,
0.019032102078199387,
-0.021245645359158516,
0.0005575076211243868,
-0.022554468363523483,
0.0032400961499661207,
0.019393058493733406,
0.032763730734586716,
-0.009136809036135674,
-0.024738749489188194,
-0.0031346476171165705,
-0.014954524114727974,
0.018201274797320366,
0.045065365731716156,
-0.0021256476175040007,
-0.011127287521958351,
-0.03692448139190674,
-0.05264905467629433,
0.019285645335912704,
0.01047245692461729,
0.0006316503277048469,
-0.025101253762841225,
0.05824285373091698,
-0.03443779796361923,
-0.011045201681554317,
0.00933501124382019,
-0.04110636189579964,
0.01981278695166111,
-0.0744817852973938,
0.048125673085451126,
0.016191581264138222,
-0.002880585379898548,
-0.02569829858839512,
-0.0009556690929457545,
-0.026743445545434952,
0.013487505726516247,
0.038126539438962936,
-0.0038584412541240454,
-0.0028046215884387493,
0.007148196455091238,
0.0024471431970596313,
0.019441362470388412,
-0.004602034576237202,
0.0424649715423584,
-0.02163158915936947,
-0.007698243949562311,
0.009200474247336388,
0.01376077439635992,
-0.03099949285387993,
-0.021098390221595764,
0.023917458951473236,
-0.01634165830910206,
0.005147239658981562,
0.023186296224594116,
-0.02491629123687744,
0.04921814799308777,
0.012847541831433773,
-0.03656709939241409,
0.03776957467198372,
-0.027314169332385063,
0.0064097801223397255,
0.016260629519820213,
0.010527337901294231,
-0.0712062194943428,
0.08809363096952438,
-0.03287911042571068,
-0.04480322077870369,
-0.03158650919795036,
0.0163020808249712,
-0.017076274380087852,
-0.04623143747448921,
0.019783921539783478,
0.023815525695681572,
-0.022775398567318916,
-0.012592121958732605,
0.0110551118850708,
0.023835226893424988,
0.059902627021074295,
0.02647113800048828,
-0.012066110037267208,
-0.0039892056956887245,
-0.045645784586668015,
-0.00945693626999855,
0.002944546053186059,
0.053235094994306564,
-0.01885322481393814,
-0.014978292398154736,
0.003790078917518258,
-0.0037943157367408276,
0.014261779375374317,
0.016690248623490334,
0.034339189529418945,
-0.03812715411186218,
-0.004588061012327671,
0.05393929034471512,
0.008770955726504326,
0.021147863939404488,
0.016947487369179726,
0.021805407479405403,
0.05088936910033226,
-0.024272596463561058,
-0.029962321743369102,
-0.03157087042927742,
-0.02424115501344204,
-0.01332166325300932,
0.003167038084939122,
-0.01772465370595455,
0.04799741879105568,
-0.015009399503469467,
0.010561062954366207,
-0.018147733062505722,
-0.01580311544239521,
0.026930823922157288,
-0.05071607232093811,
-0.012927158735692501,
0.0020272010006010532,
0.004771439824253321,
0.027280203998088837,
-0.013583192601799965,
-0.02658092975616455,
-0.03289542347192764,
0.03529570251703262,
0.02498389221727848,
0.027638772502541542,
-0.02938026748597622,
-0.04415861889719963,
-0.008839824236929417,
0.033174190670251846,
-0.03312908858060837,
-0.018048148602247238,
-0.05140244960784912,
0.02480083517730236,
0.007112151477485895,
0.017574956640601158
] |
<p>I am computing SVD on a matrix which is the empirical version of $E[XY^{\top}]$ for some $X \in \mathbb{R}^{m \times 1}$ and $Y \in \mathbb{R}^{n \times 1}$.</p>
<p>I am wondering if there are standard ways to preprocess $x_1,\ldots,x_l$ and $y_1,\ldots,y_l$ before doing that (other than subtracting the mean and dividing by standard deviation).</p>
<p>This is related to the question here: <a href="http://stats.stackexchange.com/questions/12200/normalizing-variables-for-svd-pca">"Normalizing" variables for SVD / PCA</a>.</p> | 162 | [
-0.026960575953125954,
0.03763973340392113,
-0.012329121120274067,
-0.019387459382414818,
0.03912655636668205,
-0.011519970372319221,
-0.019909236580133438,
-0.05188700556755066,
0.024218278005719185,
-0.024646513164043427,
0.05606906861066818,
0.03290151059627533,
0.052971962839365005,
0.035779278725385666,
0.027207281440496445,
-0.020668452605605125,
-0.02413121424615383,
-0.01674574241042137,
0.005565410479903221,
0.021643690764904022,
0.023290572687983513,
-0.011202994734048843,
0.01155627891421318,
0.007878538221120834,
-0.005535805132240057,
0.08625762164592743,
0.0014644794864580035,
-0.02319442108273506,
0.022241998463869095,
0.07422924786806107,
-0.018973618745803833,
-0.036942917853593826,
0.03731643408536911,
0.056434519588947296,
-0.023939255625009537,
0.008568745106458664,
-0.003712350269779563,
-0.016413241624832153,
-0.0002545742900110781,
0.0346345454454422,
-0.008484446443617344,
0.007889914326369762,
0.010030772536993027,
0.037721965461969376,
-0.004039393737912178,
0.037936896085739136,
0.0017313294811174273,
-0.04644684121012688,
0.0037823861930519342,
-0.0351857915520668,
0.09580671787261963,
0.011444555595517159,
0.03174393251538277,
0.02765178494155407,
-0.012597604654729366,
-0.0005016598734073341,
0.046897731721401215,
0.04374130442738533,
0.03130168095231056,
-0.06639982759952545,
0.00639721192419529,
-0.014317700639367104,
-0.0020796158351004124,
-0.04035404324531555,
-0.018870985135436058,
0.035308029502630234,
0.000025798752176342532,
-0.013529323041439056,
0.028996901586651802,
-0.036244798451662064,
-0.016924463212490082,
0.01599457673728466,
-0.00037961144698783755,
-0.023192357271909714,
0.0018870050553232431,
-0.007396646309643984,
0.0032899524085223675,
0.04358767345547676,
0.030308736488223076,
0.012049700133502483,
0.03196519985795021,
0.03569483011960983,
0.03154360130429268,
0.016627920791506767,
-0.0050242929719388485,
0.028325483202934265,
0.07725562900304794,
-0.011366275139153004,
0.01194724440574646,
0.01681373082101345,
0.025233225896954536,
0.022686460986733437,
0.06649775803089142,
0.002072354080155492,
-0.054560091346502304,
0.02288474515080452,
0.005275900941342115,
0.03722997382283211,
-0.006492184940725565,
-0.030242450535297394,
-0.004334463272243738,
-0.02807484194636345,
0.0004181418917141855,
0.03885345533490181,
-0.03188950940966606,
-0.0025718992110341787,
-0.055263154208660126,
0.027661157771945,
-0.012346707284450531,
-0.06509242206811905,
-0.01197543554008007,
0.030683105811476707,
-0.019597170874476433,
-0.02229149267077446,
0.008317667990922928,
-0.009800643660128117,
-0.004131931345909834,
0.0009046061895787716,
0.04558360576629639,
0.05693279206752777,
0.024753810837864876,
-0.03182104229927063,
0.028308354318141937,
-0.013552991673350334,
-0.05346241220831871,
0.020085763186216354,
0.03444432467222214,
0.009026476182043552,
-0.058198366314172745,
0.041102420538663864,
0.004153163637965918,
-0.048206087201833725,
0.04569597542285919,
-0.014773991890251637,
0.022909611463546753,
0.020380990579724312,
-0.07552090287208557,
-0.038355469703674316,
0.03641289472579956,
-0.005646387115120888,
0.0038202661089599133,
-0.07081927359104156,
-0.010092346929013729,
0.005889009218662977,
0.03448693826794624,
-0.00013020676851738244,
0.03395010158419609,
0.012632915750145912,
0.02676401473581791,
-0.0037904507480561733,
-0.017205355688929558,
-0.04243477061390877,
-0.03366107866168022,
-0.03000504896044731,
-0.03709202632308006,
-0.03432942181825638,
0.02925090864300728,
0.04356963187456131,
-0.000588623050134629,
0.02788013033568859,
0.018697695806622505,
0.020901774987578392,
-0.024611180648207664,
0.008880768902599812,
0.020401503890752792,
-0.04996046423912048,
0.02692270651459694,
0.006105022970587015,
0.0269454438239336,
0.03499646112322807,
-0.010556070134043694,
0.028363943099975586,
0.003361550159752369,
0.061435408890247345,
0.05629454553127289,
-0.004880610853433609,
-0.00964044313877821,
-0.02081410028040409,
0.03427151218056679,
0.015587085857987404,
-0.07195839285850525,
-0.04832100868225098,
-0.004677349701523781,
0.0006401953287422657,
0.032818425446748734,
0.09914690256118774,
-0.006713893264532089,
-0.031135356053709984,
0.0001163781707873568,
-0.042886603623628616,
-0.007168216165155172,
-0.046839576214551926,
0.01334617380052805,
-0.0130455968901515,
-0.02840779349207878,
0.02753233164548874,
-0.002131382003426552,
0.03580616042017937,
-0.021811457350850105,
-0.009139035828411579,
-0.011741291731595993,
0.006506061647087336,
0.06865911930799484,
-0.07504460215568542,
-0.019323714077472687,
0.03285684064030647,
0.062410611659288406,
0.0022099376656115055,
0.023187322542071342,
-0.03726727515459061,
-0.033936772495508194,
-0.016164671629667282,
-0.032080672681331635,
0.057853374630212784,
-0.01298321969807148,
-0.0009134880383498967,
0.005445508286356926,
0.015213724225759506,
-0.03455749899148941,
-0.0007974238251335919,
-0.022252675145864487,
0.036817409098148346,
0.030496928840875626,
-0.0030273054726421833,
-0.019452091306447983,
-0.011991080828011036,
0.0435774140059948,
0.04015140235424042,
-0.02479994110763073,
-0.0014184406027197838,
-0.01976051926612854,
0.0038716730196028948,
0.051605720072984695,
0.04180143401026726,
-0.08379391580820084,
0.004540490452200174,
0.10252281278371811,
0.054554760456085205,
0.023691918700933456,
0.02407044731080532,
-0.02230263128876686,
-0.01032650750130415,
-0.007775848265737295,
0.0491681769490242,
-0.013370762579143047,
-0.017282819375395775,
0.0018342183902859688,
-0.002044401131570339,
0.050482552498579025,
0.042585186660289764,
-0.029146790504455566,
0.014101392589509487,
-0.02731739543378353,
0.03039136901497841,
-0.025853808969259262,
-0.004848210606724024,
0.05923960730433464,
0.011208423413336277,
0.004603971261531115,
0.01467602327466011,
-0.022738231346011162,
-0.01862310990691185,
0.011896028183400631,
-0.010806428268551826,
0.0032067259307950735,
0.03209741786122322,
-0.051422540098428726,
0.041104238480329514,
0.013203009963035583,
-0.011048086918890476,
0.009879264049232006,
-0.028351692482829094,
-0.050911594182252884,
-0.040547244250774384,
0.006776347756385803,
0.056096091866493225,
-0.02029663883149624,
0.034084051847457886,
-0.032093971967697144,
-0.0020204666070640087,
0.013606484048068523,
-0.013114900328218937,
0.024020656943321228,
0.015553743578493595,
-0.04368441179394722,
0.003080288413912058,
-0.07402021437883377,
-0.011539631523191929,
0.018601804971694946,
-0.012383406050503254,
-0.015982259064912796,
0.030144842341542244,
0.02244834415614605,
-0.02448197826743126,
0.007305148057639599,
-0.008189640939235687,
0.04460902512073517,
-0.007817956618964672,
-0.009752015583217144,
0.0325118787586689,
0.019695177674293518,
-0.04708809778094292,
-0.022419558838009834,
-0.034558575600385666,
-0.014830789528787136,
-0.025801029056310654,
-0.04011918976902962,
-0.011677943170070648,
-0.011819659732282162,
0.015840139240026474,
0.04479188844561577,
-0.03131949529051781,
0.030392823740839958,
-0.05267632007598877,
-0.023942142724990845,
0.029596712440252304,
0.01633945107460022,
0.046266186982393265,
0.014003257267177105,
-0.03676594793796539,
0.0846426784992218,
0.024334702640771866,
-0.02046172320842743,
-0.04080060496926308,
0.027565639466047287,
-0.03313609957695007,
-0.02879437804222107,
-0.01548883505165577,
0.01245922315865755,
0.019242258742451668,
0.031242817640304565,
0.014360309578478336,
-0.014240085147321224,
0.08548202365636826,
0.01292956992983818,
-0.006190819200128317,
0.01975051499903202,
-0.013649584725499153,
0.022406501695513725,
0.055626578629016876,
-0.003574294038116932,
0.024437308311462402,
-0.023721814155578613,
0.016500795260071754,
0.028687849640846252,
0.01226777583360672,
-0.021750526502728462,
-0.0016323699383065104,
-0.050092488527297974,
0.007967489771544933,
-0.011439203284680843,
0.007404441479593515,
0.04001004621386528,
-0.031162917613983154,
0.013667679391801357,
0.04002960026264191,
0.0019222216214984655,
-0.026123683899641037,
0.040924154222011566,
0.05471525341272354,
0.02814214862883091,
0.001945042284205556,
-0.017620593309402466,
0.00990243162959814,
-0.031066857278347015,
0.030299590900540352,
-0.011319012381136417,
-0.010280260816216469,
0.017640966922044754,
0.04447537660598755,
0.015032278373837471,
-0.0003410479112062603,
-0.033263321965932846,
0.030060190707445145,
-0.07309432327747345,
0.011906102299690247,
-0.029935549944639206,
0.028117263689637184,
0.0456460677087307,
0.037638843059539795,
0.014649559743702412,
-0.035756517201662064,
0.0022731684148311615,
-0.016113916411995888,
-0.07018876075744629,
-0.011692728847265244,
-0.02709588035941124,
-0.015437399037182331,
-0.02175711840391159,
0.007970325648784637,
0.055801209062337875,
-0.02026369795203209,
0.0192837156355381,
0.006515423767268658,
0.004876040853559971,
-0.04891762509942055,
-0.024325523525476456,
-0.018310539424419403,
-0.011406278237700462,
-0.049496911466121674,
0.018011778593063354,
0.04029104486107826,
-0.012791113927960396,
0.03716781735420227,
0.0024009132757782936,
-0.016534684225916862,
-0.020767640322446823,
-0.0034224134869873524,
0.0043800524435937405,
0.028024721890687943,
0.029815221205353737,
-0.0028664213605225086,
0.04015948995947838,
-0.03444408252835274,
0.014067639596760273,
-0.0053673433139920235,
0.04474068060517311,
0.026959635317325592,
-0.019314192235469818,
0.004347656853497028,
-0.03687845170497894,
-0.005633451975882053,
0.009083361364901066,
0.02467448078095913,
-0.014394547790288925,
0.018367746844887733,
0.03801165893673897,
0.01851673796772957,
-0.04113568365573883,
0.0022569054272025824,
0.059195853769779205,
0.01578584872186184,
-0.005802607629448175,
-0.03314325213432312,
-0.011886611580848694,
-0.01727977953851223,
-0.0027010065969079733,
0.014483265578746796,
0.004286647774279118,
0.02231569215655327,
-0.02673592045903206,
0.04037421569228172,
-0.02628803811967373,
-0.003528542583808303,
0.0018122961046174169,
0.02945188619196415,
0.06825502216815948,
-0.017919044941663742,
-0.04397201910614967,
0.04042230173945427,
0.04725063219666481,
0.037288494408130646,
0.010774927213788033,
-0.0011174380779266357,
-0.06080746278166771,
0.009240390732884407,
0.020562494173645973,
0.05151785537600517,
-0.01370517909526825,
-0.020903313532471657,
-0.035534877330064774,
0.005267411470413208,
0.03821396827697754,
-0.001421501743607223,
0.016023335978388786,
-0.013182034716010094,
-0.03595823049545288,
-0.04994461312890053,
-0.016953645274043083,
-0.06823984533548355,
0.0015804916620254517,
-0.009216898120939732,
0.06642847508192062,
-0.03029075637459755,
-0.04734008014202118,
-0.05893973633646965,
-0.014337568543851376,
0.0028686297591775656,
0.050471335649490356,
0.00998595729470253,
-0.03198915347456932,
-0.001986387651413679,
0.04218987748026848,
-0.01876864768564701,
-0.0808195248246193,
0.013881748542189598,
0.06128713861107826,
-0.032166074961423874,
0.030733555555343628,
-0.011856386438012123,
-0.07138338685035706,
0.02855609729886055,
0.017955657094717026,
-0.0021580487955361605,
0.0028851821552962065,
0.011818353086709976,
0.05136904865503311,
0.008026154711842537,
0.01494169607758522,
0.05433221906423569,
0.0072406274266541,
0.00022412596445064992,
0.007814250886440277,
-0.051768817007541656,
-0.0016894405707716942,
-0.047684770077466965,
-0.015689793974161148,
-0.05243798717856407,
-0.004853858612477779,
-0.005977074149996042,
0.03838510811328888,
-0.03828436881303787,
0.04049113392829895,
0.00674485182389617,
-0.023448413237929344,
0.006654241122305393,
0.03338637948036194,
-0.009394447319209576,
-0.04283212870359421,
0.01588139496743679,
0.042981356382369995,
-0.023080263286828995,
-0.0008426917484030128,
0.01285620965063572,
-0.019800636917352676,
0.013481714762747288,
-0.002434340538457036,
-0.03344281390309334,
0.006414703093469143,
-0.045858003199100494,
-0.01514520775526762,
0.0026949653401970863,
-0.033184513449668884,
0.032756414264440536,
-0.021147415041923523,
0.03626178950071335,
-0.009882600978016853,
0.01775970123708248,
0.013098834082484245,
0.004341151099652052,
0.004390370566397905,
0.022172333672642708,
-0.048495035618543625,
0.017780302092432976,
-0.006558353081345558,
0.0068963030353188515,
-0.04781820625066757,
-0.05074133351445198,
0.01861093007028103,
-0.002334101125597954,
-0.011753110215067863,
-0.04406595602631569,
0.010862527415156364,
-0.021274354308843613,
-0.036029718816280365,
0.004961033817380667,
0.04030046612024307,
-0.04504543915390968,
-0.020069686695933342,
-0.010220853611826897,
0.04519175365567207,
0.08112259209156036,
-0.0395660363137722,
-0.0021165814250707626,
0.025762030854821205,
-0.02220388501882553,
-0.003960706759244204,
0.014279629103839397,
0.01962226629257202,
-0.05383526161313057,
0.01580209471285343,
-0.04622332751750946,
-0.025142570957541466,
0.01866990700364113,
-0.014776033349335194,
0.0043124486692249775,
0.017904609441757202,
0.020795756950974464,
0.0017928913002833724,
-0.018414784222841263,
0.011608755216002464,
0.008019893430173397,
-0.023422719910740852,
0.003802055958658457,
-0.02423335798084736,
-0.0073218089528381824,
-0.004018146079033613,
0.02066342532634735,
0.002724116202443838,
-0.007127175573259592,
-0.0034579047933220863,
0.09732349216938019,
0.011662830598652363,
0.034865349531173706,
-0.027355294674634933,
-0.008179346099495888,
0.03138534724712372,
0.004610719159245491,
-0.001283705816604197,
0.034163571894168854,
0.0025041531771421432,
-0.020447973161935806,
-0.08108339458703995,
-0.06656581908464432,
-0.011895074509084225,
0.04678114876151085,
0.013889889232814312,
0.08376648277044296,
0.04031747952103615,
-0.015511204488575459,
-0.009985472075641155,
-0.04742210730910301,
-0.01979537308216095,
0.0036247570533305407,
-0.010614786297082901,
0.019075626507401466,
0.007731437683105469,
-0.01415459718555212,
0.044207751750946045,
0.053989287465810776,
-0.012986048124730587,
0.050601210445165634,
0.005069195758551359,
-0.0005515189259313047,
0.029310882091522217,
-0.01330883614718914,
-0.02846481464803219,
0.04527387395501137,
-0.041316960006952286,
0.024084558710455894,
-0.011025352403521538,
-0.014594214037060738,
0.03873931244015694,
0.06668916344642639,
-0.026857953518629074,
-0.031452104449272156,
-0.01024970319122076,
-0.06858571618795395,
0.000596300233155489,
0.04071246460080147,
-0.010455933399498463,
0.01790437288582325,
0.002452309476211667,
0.02020876668393612,
-0.030170291662216187,
0.03342316672205925,
-0.0023551760241389275,
-0.0619366429746151,
-0.006793293170630932,
-0.015642184764146805,
-0.018770480528473854,
0.020470140501856804,
0.00611587380990386,
-0.0031195401679724455,
-0.014485679566860199,
-0.03785362094640732,
0.020522790029644966,
-0.029947416856884956,
0.046815525740385056,
-0.005226894281804562,
0.046515487134456635,
-0.011357921175658703,
-0.0005126595497131348,
-0.02296575717628002,
-0.009383301250636578,
0.09454207122325897,
0.09354625642299652,
0.05898527055978775,
-0.05978299304842949,
0.008390712551772594,
0.029277756810188293,
0.007854373194277287,
-0.02939934842288494,
-0.002454252215102315,
-0.04032116383314133,
-0.0030428345780819654,
0.014189546927809715,
0.024502485990524292,
-0.013664614409208298,
-0.029593482613563538,
0.04274691268801689,
-0.015857050195336342,
-0.018971189856529236,
0.03205381706357002,
-0.005482007749378681,
-0.05099112540483475,
-0.018341263756155968,
-0.039902061223983765,
0.04517916589975357,
-0.02318827621638775,
-0.04817761480808258,
-0.03510536625981331,
0.001834031194448471,
-0.0028304499574005604,
-0.04606858640909195,
-0.013758937828242779,
0.010495088063180447,
0.04259480908513069,
0.003908897750079632,
-0.012813570909202099,
0.012556294910609722,
0.01424168236553669,
-0.033960625529289246,
0.012138426303863525,
0.0045066880993545055,
-0.03144364058971405,
0.0034153710585087538,
0.015101457946002483,
-0.010525544174015522,
-0.040834441781044006,
-0.021009044721722603,
0.004263091832399368,
0.07595960795879364,
-0.011807030066847801,
-0.011623729951679707,
-0.01071241032332182,
-0.008069676347076893,
-0.0392073318362236,
-0.04092125594615936,
0.035432543605566025,
0.016265952959656715,
0.04078058898448944,
0.0029905468691140413,
0.010264432989060879,
-0.023331118747591972,
0.015153764747083187,
-0.010110885836184025,
0.026310797780752182,
0.025901686400175095,
0.0024643540382385254,
-0.02317970246076584,
0.008739879354834557,
0.055348802357912064,
-0.013447172939777374,
-0.029781430959701538,
-0.03227367252111435,
-0.032941434532403946,
-0.009822024963796139,
-0.04733153432607651,
0.012097924016416073,
-0.011826841160655022,
0.04824578016996384,
-0.003307904116809368,
-0.002672447357326746,
-0.045330408960580826,
-0.06779874116182327,
0.002844269620254636,
-0.019588528200984,
-0.0010275017702952027,
-0.04892832785844803,
0.012904452160000801,
0.011877868324518204,
0.03729937598109245,
0.04516961798071861,
-0.012061255984008312,
0.005958144553005695,
0.05856877937912941,
0.030814524739980698,
-0.008115853182971478,
-0.017549550160765648,
-0.0022465544752776623,
-0.012163645587861538,
0.01625100150704384,
0.0020101009868085384,
0.045945145189762115,
0.035628724843263626,
-0.014400885440409184,
-0.028572265058755875,
0.04861239343881607,
-0.006260069087147713,
0.0016725081950426102,
-0.019488545134663582,
-0.05224323272705078,
0.02125486172735691,
-0.012162805534899235,
-0.007971778512001038,
-0.005592806730419397,
-0.0015837239334359765,
-0.011574222706258297,
0.0037971013225615025,
-0.011275592260062695,
-0.007335349917411804,
-0.00559421069920063,
0.00201233453117311,
-0.040292225778102875,
0.031080642715096474,
-0.028445523232221603,
-0.0206715390086174,
0.013959848321974277,
0.019634412601590157,
-0.014748119749128819,
-0.032657187432050705,
-0.026375850662589073,
-0.017128661274909973,
0.01760355941951275,
0.04062501713633537,
0.03659225255250931,
0.021769234910607338,
0.013201680965721607,
-0.05354345962405205,
0.03173244744539261,
-0.012676293961703777,
0.05864395201206207,
-0.018945889547467232,
-0.020848840475082397,
0.010702729225158691,
-0.042998287826776505,
-0.0049157580360770226,
0.0038907763082534075,
0.03234768658876419,
0.04372713714838028,
0.003268084954470396,
-0.01816125400364399,
-0.06634263694286346,
0.023955566808581352,
-0.0070054675452411175,
-0.019991504028439522,
-0.018198620527982712,
-0.018296562135219574,
-0.015472795814275742,
0.04368811473250389,
0.03355177119374275,
-0.017031501978635788,
-0.006512506399303675,
0.035066064447164536,
0.02016635425388813,
-0.02573520317673683,
-0.03221180662512779,
0.04050032049417496,
-0.0003982113266829401,
0.02323552966117859,
0.013177243992686272,
-0.02134212665259838,
0.07106727361679077,
0.038568753749132156,
-0.02353822998702526,
0.004386566579341888,
-0.014996298588812351,
-0.0020097922533750534,
-0.06992772966623306,
-0.022164132446050644,
0.0025794103275984526,
0.0015631893184036016,
0.02378992922604084,
-0.08099482208490372,
0.006294299848377705,
0.0529252327978611,
-0.059190552681684494,
0.01437838189303875,
0.021523041650652885,
-0.017312292009592056,
-0.03161678463220596,
0.0402851440012455,
0.015919923782348633,
-0.011337808333337307,
-0.0012914440594613552,
0.00044899937347508967,
0.013708582147955894,
0.01947796531021595,
0.01814577914774418,
-0.034534014761447906,
-0.015195251442492008,
0.05159389600157738,
-0.005948731675744057,
-0.08245965093374252,
0.0211016982793808,
-0.046230848878622055,
-0.021092072129249573,
0.018570013344287872,
0.02239622175693512,
0.017926005646586418,
0.02581099607050419,
0.057283833622932434,
-0.013233567588031292,
0.031550776213407516,
0.026410464197397232,
0.00617264537140727,
-0.008483369834721088,
-0.0016593413893133402,
0.012510109692811966,
0.03298882767558098,
-0.026360714808106422,
-0.005078424699604511,
0.030441028997302055,
-0.03932624310255051,
-0.03662823140621185,
0.02095809020102024,
-0.02868620678782463,
-0.035817280411720276,
-0.01707417517900467,
-0.039828166365623474,
-0.026872487738728523,
-0.04622281715273857,
0.018006296828389168,
-0.0072605493478477,
-0.01738116890192032,
0.011244019493460655,
-0.01072845607995987,
-0.01777762919664383,
0.017050020396709442,
0.01950027234852314,
-0.045153260231018066,
0.03123345784842968,
0.014072448015213013,
0.007580909412354231,
-0.06887443363666534,
-0.024249590933322906,
0.008160203695297241,
-0.046200357377529144,
-0.02211141400039196,
-0.055380742996931076,
-0.04171530902385712,
0.0346335805952549,
-0.0240209698677063,
0.014935631304979324,
-0.0014174382667988539,
-0.0022265289444476366,
-0.008189814165234566,
-0.03057650849223137,
0.04917379468679428,
0.010021088644862175,
-0.05521102994680405,
0.012608055025339127,
0.01869063451886177,
-0.041639216244220734,
-0.02082950621843338,
0.056681569665670395,
0.024708496406674385,
0.020143549889326096,
-0.0231512151658535,
0.022944366559386253,
-0.00010097811900777742,
-0.08467268943786621,
0.04309389367699623,
-0.026879478245973587,
-0.0050040194764733315,
-0.022718625143170357,
-0.03153587132692337,
0.03395581617951393,
0.022316621616482735,
0.03530048206448555,
-0.017035815864801407,
-0.013907832093536854,
0.01978575438261032,
-0.019259629771113396,
0.053679246455430984,
0.036369688808918,
-0.023361843079328537,
0.03425503149628639,
0.03350221365690231,
0.0005626390338875353,
0.00638608681038022,
-0.018810350447893143,
-0.001208454486913979,
0.01493422407656908,
-0.05023236572742462,
-0.016173388808965683,
0.003136748680844903,
0.015800047665834427,
0.026026656851172447,
-0.08175735175609589,
-0.01125827431678772,
0.03501778468489647,
-0.051851361989974976,
0.02086339145898819,
0.015304910019040108,
-0.006299846805632114,
0.028815163299441338,
0.01682395674288273,
0.058589812368154526,
0.034258414059877396,
-0.007583077065646648,
0.010625630617141724,
-0.007534276228398085,
0.04626452177762985,
0.011770271696150303,
-0.023268571123480797,
0.022230807691812515,
-0.0031850554514676332,
0.05281177908182144,
-0.016093125566840172,
0.030614549294114113,
-0.03415112942457199,
-0.0129884984344244,
0.03526843339204788,
-0.01858423836529255,
-0.0019617744255810976,
-0.04167784005403519,
-0.03483272343873978,
0.047630928456783295,
-0.046624556183815,
-0.02495969831943512,
-0.07251600921154022,
-0.023515308275818825,
0.006718162912875414,
-0.028808578848838806,
-0.00016191968461498618,
0.016598908230662346,
0.008929857984185219,
0.0005595411639660597,
-0.008058592677116394,
-0.018757330253720284,
0.01572951301932335,
-0.015148279257118702,
0.047723058611154556,
-0.006297240033745766,
0.023429647088050842,
0.007662021555006504,
-0.026468154042959213,
-0.022799843922257423,
-0.008109654299914837,
0.024647030979394913,
0.026957852765917778,
0.03929822891950607,
-0.010085230693221092,
-0.025272555649280548,
0.006001361180096865,
0.024454699829220772,
-0.04598948732018471,
-0.03934071213006973,
-0.008791602216660976,
0.010350843891501427,
-0.004967574030160904,
-0.0016407030634582043
] |
<p>I have two models. First,
$$z=\alpha_1x+\alpha_2+\epsilon$$
and second,
$$z=\beta_1x+\beta_2y+\beta_3+\epsilon.$$</p>
<p>What factors affect whether $\alpha_1\approx\beta_1$? Note that I don't care how accurately either model predicts $z$. I only care about how similar the coefficient of the $x$ term is in both models.</p>
<p>Assume both $x$ and $y$ actually predict $z$ and don't interact.</p> | 36,691 | [
-0.03157174959778786,
-0.032970577478408813,
-0.02958039566874504,
0.012229904532432556,
0.02491799369454384,
0.02944980561733246,
-0.005366509314626455,
-0.01733776554465294,
0.05311841145157814,
-0.009423998184502125,
0.007087525445967913,
-0.001618396257981658,
0.09872657060623169,
-0.003594044828787446,
0.02695257030427456,
0.0019829063676297665,
-0.025757579132914543,
0.0178405549377203,
0.0014728510286659002,
0.0058942739851772785,
0.012821570038795471,
0.033273085951805115,
0.024682827293872833,
0.024575529620051384,
-0.043773818761110306,
0.06512819230556488,
0.045283231884241104,
-0.025706501677632332,
-0.0028691617771983147,
0.008954296819865704,
-0.003905654652044177,
-0.015045367181301117,
0.006394247990101576,
0.0704386755824089,
0.02664080448448658,
-0.005045897793024778,
-0.019344788044691086,
-0.024520795792341232,
-0.02708769403398037,
0.04578610882163048,
-0.052429404109716415,
-0.024225477129220963,
-0.014356457628309727,
0.01339713018387556,
-0.0009973776759579778,
-0.004155282396823168,
-0.04185868427157402,
-0.04104340821504593,
0.03813672438263893,
-0.0059689730405807495,
0.04190120846033096,
-0.014350015670061111,
0.021649781614542007,
0.06329333037137985,
-0.019553741440176964,
-0.025816956534981728,
0.05055064707994461,
0.08642600476741791,
-0.010166332125663757,
-0.032912153750658035,
-0.0074140639044344425,
-0.005047986749559641,
0.016165178269147873,
0.006320674903690815,
-0.05285909026861191,
0.04388817027211189,
0.0014541358686983585,
-0.025266475975513458,
0.020148156210780144,
-0.02502523548901081,
0.006904848385602236,
0.02742554247379303,
0.01657884009182453,
0.023516042158007622,
0.0037617175839841366,
-0.022123469039797783,
-0.0024556447751820087,
0.07994599640369415,
0.06020163744688034,
0.03480236232280731,
-0.030602265149354935,
0.007546279113739729,
0.04217338562011719,
0.015279408544301987,
0.02607749029994011,
0.01130321528762579,
0.045711539685726166,
-0.011915543116629124,
-0.024802014231681824,
0.020545832812786102,
-0.03816166892647743,
0.02906237542629242,
0.03074047900736332,
-0.014678677543997765,
-0.017689025029540062,
0.0310805831104517,
-0.01595006138086319,
0.014659801498055458,
0.024281108751893044,
-0.01786494255065918,
-0.0024008373729884624,
-0.02622588910162449,
-0.01829066500067711,
0.07052261382341385,
0.003714288817718625,
-0.04185380041599274,
-0.035190925002098083,
-0.0378747321665287,
-0.032737649977207184,
-0.05174868553876877,
-0.001948278397321701,
0.03654495254158974,
-0.0036744752433151007,
-0.016786912456154823,
0.019705239683389664,
-0.004848804324865341,
0.007947566919028759,
-0.03283468633890152,
0.050856441259384155,
0.05952782183885574,
0.035670049488544464,
-0.023550113663077354,
-0.012564634904265404,
-0.007033565081655979,
-0.01933843456208706,
-0.016708428040146828,
0.04027751833200455,
-0.06621948629617691,
-0.04382522776722908,
0.04276452958583832,
0.025957737118005753,
-0.033886611461639404,
-0.0018482964951545,
-0.02782142162322998,
0.028702545911073685,
0.021084243431687355,
-0.06119846552610397,
-0.051631487905979156,
0.003568854182958603,
-0.02524113655090332,
0.014833217486739159,
-0.03496543690562248,
-0.0040301051922142506,
0.047679927200078964,
0.060190413147211075,
0.015683338046073914,
0.05463114008307457,
0.04181285202503204,
0.03392866998910904,
0.04827742278575897,
-0.027391990646719933,
-0.0340559184551239,
-0.028068505227565765,
0.01097846683114767,
-0.025961337611079216,
-0.0302721057087183,
0.009442005306482315,
-0.00998271256685257,
-0.03624795377254486,
0.00608475599437952,
0.06908081471920013,
0.005438154097646475,
-0.01441890187561512,
-0.002061298117041588,
0.04523257538676262,
-0.029394639655947685,
0.04576144739985466,
0.004071742761880159,
0.0652993768453598,
0.037257470190525055,
-0.026047300547361374,
0.024591056630015373,
0.004956157878041267,
0.041264548897743225,
0.07224483042955399,
0.012787564657628536,
-0.042731866240501404,
-0.02516990154981613,
-0.0263608880341053,
0.026761015877127647,
-0.06469075381755829,
-0.04309461638331413,
-0.04587605968117714,
0.002703845500946045,
-0.02538672462105751,
0.04801173880696297,
0.00637928256765008,
-0.016091329976916313,
0.03178410604596138,
-0.012535473331809044,
-0.05516932159662247,
-0.05481741204857826,
0.0056848726235330105,
0.002245834795758128,
-0.008942527696490288,
0.0695328339934349,
-0.014808409847319126,
-0.0007037929026409984,
-0.0003773889038711786,
-0.0013449297985062003,
-0.018057381734251976,
0.012182044796645641,
0.04422813281416893,
-0.044615957885980606,
0.036066293716430664,
0.057448241859674454,
0.07159018516540527,
-0.04213450103998184,
0.06543395668268204,
-0.023250877857208252,
-0.059669602662324905,
0.03501711040735245,
-0.02971588261425495,
0.0027192288544028997,
-0.045458290725946426,
-0.004751462955027819,
0.009672955609858036,
-0.014127994887530804,
0.010880201123654842,
0.028603561222553253,
-0.06826400011777878,
0.0436854362487793,
0.06729669123888016,
-0.01344592310488224,
-0.024206742644309998,
0.005487292539328337,
-0.0075947255827486515,
0.05756743997335434,
-0.029767120257019997,
-0.03899282589554787,
-0.03240536153316498,
-0.04533955454826355,
0.035132911056280136,
0.028085073456168175,
-0.04111640155315399,
0.01704462431371212,
0.044309258460998535,
0.0067119598388671875,
0.00938438531011343,
0.03963562846183777,
0.01326226256787777,
0.005208649672567844,
0.0008499434334225953,
0.00848844088613987,
0.025463048368692398,
0.007746389601379633,
0.008798382245004177,
-0.001378939370624721,
0.02619645558297634,
-0.03175982087850571,
-0.000983312726020813,
0.05700543150305748,
0.007154893130064011,
0.019688621163368225,
-0.025914905592799187,
-0.010626837611198425,
0.022185049951076508,
-0.034539468586444855,
0.004935842473059893,
0.03108350932598114,
0.006866601761430502,
0.00197707605548203,
0.03485647961497307,
0.0128195621073246,
0.013550616800785065,
0.06656841933727264,
-0.039308205246925354,
0.015976278111338615,
0.03229312598705292,
-0.05440176650881767,
0.010556599125266075,
-0.022481773048639297,
-0.011235824786126614,
0.010518177412450314,
-0.012115484103560448,
0.019040696322917938,
-0.006625681184232235,
0.004624280612915754,
-0.03202911093831062,
-0.01445978693664074,
0.02112574316561222,
-0.008190130814909935,
0.03752617537975311,
0.018452467396855354,
-0.05651266127824783,
0.0037756545934826136,
-0.042342741042375565,
0.006628419738262892,
0.029247857630252838,
0.015925602987408638,
-0.0020058462396264076,
0.019894694909453392,
-0.032008714973926544,
-0.06599518656730652,
-0.036663513630628586,
-0.0458320714533329,
0.008183589205145836,
-0.02893766015768051,
-0.021476993337273598,
0.034163910895586014,
0.020332541316747665,
-0.05512518063187599,
0.008376805111765862,
-0.009952413849532604,
-0.013849526643753052,
-0.00581651646643877,
-0.004407442640513182,
-0.001154090161435306,
-0.011389732360839844,
0.023028621450066566,
0.03452276811003685,
-0.026538722217082977,
0.008763696998357773,
-0.039961136877536774,
-0.050556909292936325,
0.010247096419334412,
0.01313745230436325,
0.028857726603746414,
0.003235948970541358,
-0.02646883763372898,
0.09027823060750961,
0.017966121435165405,
-0.015224665403366089,
-0.0336371548473835,
-0.011009368114173412,
-0.0361609123647213,
-0.02069530263543129,
0.031285692006349564,
0.020884960889816284,
0.0004968752036802471,
0.035904690623283386,
0.002941007725894451,
0.03775982931256294,
0.011881058104336262,
0.0204501710832119,
0.012543382123112679,
0.03020419552922249,
0.04149193689227104,
-0.03282822668552399,
0.009191309101879597,
-0.007172010838985443,
-0.013772455975413322,
0.007144029252231121,
0.008654420264065266,
0.031026117503643036,
0.013347195461392403,
-0.046850334852933884,
0.007793471682816744,
-0.007450491655617952,
0.012728645466268063,
0.007737088482826948,
0.06292004883289337,
0.03082132525742054,
-0.04258591681718826,
-0.017134642228484154,
0.02251608483493328,
0.05731735751032829,
-0.014800840988755226,
0.008455490693449974,
0.03210600093007088,
0.0416673943400383,
-0.02324778027832508,
0.018484823405742645,
-0.06243790313601494,
-0.003745462978258729,
0.0016685243463143706,
-0.028813263401389122,
-0.02640404924750328,
0.03314903378486633,
0.018508661538362503,
-0.02348862960934639,
-0.023457791656255722,
-0.01747329905629158,
-0.024771153926849365,
-0.07749807834625244,
-0.022805500775575638,
-0.04452836140990257,
0.03671538829803467,
0.008371609263122082,
0.05583483725786209,
-0.015747154131531715,
-0.008432394824922085,
0.020296037197113037,
-0.005811518989503384,
-0.07689770311117172,
0.04147408902645111,
-0.02401203103363514,
0.007581548765301704,
0.007102618459612131,
0.004827715456485748,
0.016762487590312958,
-0.011763643473386765,
0.005198819562792778,
-0.013874905183911324,
0.003947842866182327,
-0.019833765923976898,
0.0012272094609215856,
-0.05349588394165039,
-0.035324569791555405,
0.017735308036208153,
0.03260368853807449,
-0.008738831616938114,
-0.03846191242337227,
0.02885725349187851,
0.010912902653217316,
-0.023726556450128555,
-0.024422267451882362,
-0.04960669204592705,
0.028690354898571968,
0.0005896365037187934,
0.02311369962990284,
0.055516619235277176,
-0.0013514107558876276,
0.0065865302458405495,
-0.00144101376645267,
0.040345627814531326,
0.029106194153428078,
0.037456560879945755,
0.02906971611082554,
-0.038757890462875366,
-0.04145865887403488,
-0.03758497163653374,
0.02057952620089054,
0.022980542853474617,
-0.009919499047100544,
0.01459193043410778,
0.04410720616579056,
0.04029567167162895,
0.004676428157836199,
0.024083318188786507,
0.03929276019334793,
0.044555652886629105,
-0.0056677404791116714,
-0.015552851371467113,
-0.013254556804895401,
-0.008181873708963394,
0.010444861836731434,
0.03170880675315857,
-0.01094970665872097,
0.01149847824126482,
-0.009918115101754665,
0.0005420015077106655,
-0.023336267098784447,
-0.020917905494570732,
0.03680190071463585,
0.016899652779102325,
0.048325102776288986,
0.017946386709809303,
-0.04759212210774422,
-0.012184768915176392,
0.04065687581896782,
0.06086146831512451,
0.0044872998259961605,
-0.0052795931696891785,
-0.04479697346687317,
-0.003940153401345015,
0.0390152782201767,
0.010488254018127918,
-0.023698072880506516,
-0.019165148958563805,
-0.051853619515895844,
-0.02252034842967987,
0.03817768022418022,
-0.006777032744139433,
0.027474017813801765,
0.014951098710298538,
-0.029371438547968864,
0.013086644932627678,
-0.027118977159261703,
-0.0764017403125763,
0.01699591614305973,
0.028906656429171562,
0.050625029951334,
-0.006575117353349924,
-0.002381223486736417,
-0.03956478089094162,
0.012531337328255177,
0.04525906965136528,
0.06126514822244644,
-0.00006284649862209335,
-0.030186878517270088,
-0.02002505026757717,
0.002361360937356949,
-0.009236241690814495,
-0.06662095338106155,
0.021851899102330208,
0.009297081269323826,
-0.021934766322374344,
0.01099182479083538,
-0.027446255087852478,
-0.048226866871118546,
0.024102147668600082,
0.002319508930668235,
-0.01683087646961212,
-0.024699082598090172,
-0.0015094788977876306,
0.04232129082083702,
0.05706742778420448,
0.017579760402441025,
0.053999435156583786,
0.02343173511326313,
0.013925915583968163,
-0.014208416454494,
-0.005205362569540739,
-0.03297486901283264,
-0.005000958684831858,
-0.014439217746257782,
-0.044540200382471085,
-0.02923795022070408,
-0.012082899920642376,
0.038243912160396576,
-0.021625075489282608,
0.01042916625738144,
-0.03980701044201851,
-0.0038135380018502474,
-0.00353790121152997,
0.025364087894558907,
-0.05148415267467499,
-0.0017707194201648235,
0.007260169368237257,
0.040037963539361954,
-0.03216163069009781,
0.008524389937520027,
0.019773833453655243,
-0.024684591218829155,
-0.0007827747031114995,
0.010327118448913097,
-0.04673298820853233,
0.031274694949388504,
-0.012657011859118938,
0.008990132249891758,
0.004712202120572329,
-0.0008594737737439573,
0.011673941276967525,
-0.04496043920516968,
0.02138465829193592,
0.027609610930085182,
-0.026235226541757584,
-0.017364557832479477,
0.031002359464764595,
0.0007792534306645393,
0.039186906069517136,
0.0035171136260032654,
0.018027031794190407,
0.004660287406295538,
-0.040198296308517456,
-0.061401236802339554,
-0.057704679667949677,
0.033965401351451874,
0.015478983521461487,
0.0026803549844771624,
-0.0036781970411539078,
0.0034282375127077103,
-0.024159284308552742,
-0.0419125072658062,
-0.022254548966884613,
0.026052772998809814,
-0.0033854967914521694,
-0.025956427678465843,
-0.009167823009192944,
0.019234132021665573,
0.06725943833589554,
0.026312919333577156,
0.024490047246217728,
0.025352291762828827,
-0.03554992750287056,
0.012097016908228397,
0.019080473110079765,
0.041275739669799805,
-0.04322921484708786,
-0.0007790758972987533,
-0.019289910793304443,
-0.007936671376228333,
0.052169181406497955,
-0.029905742034316063,
-0.0006747099687345326,
0.030040517449378967,
0.021629951894283295,
0.01439360436052084,
-0.0015496860723942518,
-0.01181357353925705,
-0.008894153870642185,
0.006078872364014387,
-0.009524730034172535,
-0.004078700672835112,
-0.016160763800144196,
0.021174490451812744,
0.021716872230172157,
0.011457300744950771,
-0.028652867302298546,
-0.017841849476099014,
0.07326287031173706,
0.00546390563249588,
0.03495560586452484,
-0.0020358392503112555,
0.0033088575582951307,
0.08382952213287354,
-0.012919443659484386,
0.02755442075431347,
0.016680225729942322,
0.04469455033540726,
-0.025671320036053658,
-0.05405118688941002,
-0.0495411641895771,
0.027690446004271507,
0.059387754648923874,
-0.030384335666894913,
0.05014951899647713,
0.022400101646780968,
0.004476661793887615,
-0.016913464292883873,
-0.034564048051834106,
-0.023373020812869072,
-0.013590042479336262,
-0.023509517312049866,
0.022794781252741814,
-0.031552739441394806,
-0.03243366256356239,
0.006909047719091177,
0.01346905343234539,
-0.008148705586791039,
-0.004416257608681917,
0.031765591353178024,
0.03333625569939613,
0.027831867337226868,
-0.034511350095272064,
-0.011137156747281551,
0.027466071769595146,
-0.022107325494289398,
0.005688794422894716,
-0.034150246530771255,
-0.01145238894969225,
0.07098705321550369,
0.05882616713643074,
0.021956006065011024,
-0.08002492785453796,
-0.05806709825992584,
-0.025740383192896843,
0.01068937685340643,
-0.0005860289093106985,
0.023575667291879654,
0.06671716272830963,
0.01594271883368492,
0.0075903283432126045,
0.002474087756127119,
0.032838791608810425,
-0.03877098485827446,
-0.11538729071617126,
0.011468439362943172,
-0.003488518064841628,
-0.04519443213939667,
0.011378093622624874,
0.007547428365796804,
-0.052779413759708405,
0.03544890135526657,
-0.05040236562490463,
0.009386288933455944,
-0.011308777146041393,
-0.007420036476105452,
-0.01900940202176571,
0.024491293355822563,
-0.00509516429156065,
-0.00406898558139801,
-0.0026356708258390427,
-0.00735242385417223,
0.09806407988071442,
0.08497213572263718,
0.036495473235845566,
-0.0741790235042572,
0.03776264935731888,
-0.01020751241594553,
-0.03173063322901726,
-0.03835251182317734,
0.007817934267222881,
0.010243669152259827,
-0.017031408846378326,
0.02722019888460636,
0.056370969861745834,
-0.003079537535086274,
-0.023125121369957924,
0.05309870466589928,
-0.05455106869339943,
0.04011332988739014,
0.0029776371084153652,
0.0036860762629657984,
0.03719395399093628,
-0.018765216693282127,
0.01796584576368332,
0.028435420244932175,
-0.037920016795396805,
-0.01770895905792713,
-0.03644800931215286,
-0.030973730608820915,
0.018492115661501884,
-0.015474062412977219,
-0.029166124761104584,
0.025382298976182938,
0.014284846372902393,
0.010690515860915184,
0.00514104263857007,
0.05458269268274307,
0.05724574625492096,
-0.0378689281642437,
0.011336125433444977,
0.0164845772087574,
-0.016730358824133873,
0.015640676021575928,
0.01572129875421524,
0.005770615767687559,
-0.04262116551399231,
-0.032735418528318405,
-0.043276235461235046,
0.035901736468076706,
0.0017368061235174537,
-0.029224654659628868,
-0.006970463320612907,
0.017004959285259247,
-0.001845325343310833,
-0.04259004071354866,
-0.04229521378874779,
0.03409577161073685,
0.0027989635709673166,
-0.058649275451898575,
0.015299118123948574,
0.01667685993015766,
0.034932736307382584,
-0.015097073279321194,
0.03576606884598732,
-0.00479216780513525,
-0.08355473726987839,
0.0013767469208687544,
-0.001271139015443623,
0.05966982617974281,
0.03066571243107319,
-0.007348085753619671,
0.011559064500033855,
0.0056925565004348755,
-0.021268796175718307,
-0.015270868316292763,
0.011307611130177975,
0.014257696457207203,
0.010397794656455517,
0.003371932776644826,
0.009806928224861622,
-0.0032796876039355993,
-0.048114482313394547,
0.015420055016875267,
-0.01178122777491808,
0.027078423649072647,
-0.06471437960863113,
-0.016025938093662262,
0.04343465343117714,
0.033467017114162445,
0.028608553111553192,
-0.00440328661352396,
-0.038237933069467545,
0.05369731783866882,
0.023156289011240005,
-0.048062629997730255,
-0.04614691063761711,
0.0005806531407870352,
-0.053981538861989975,
-0.009564359672367573,
-0.01663891412317753,
0.06818091869354248,
0.024366283789277077,
0.035606224089860916,
0.016527878120541573,
0.005449726711958647,
-0.025834571570158005,
0.038650915026664734,
-0.00834757462143898,
-0.03790432587265968,
-0.018288085237145424,
0.04151257500052452,
0.022279979661107063,
-0.014140406623482704,
-0.00453626224771142,
-0.02278931997716427,
-0.008910934440791607,
0.00015421400894410908,
-0.03728252276778221,
-0.03529701754450798,
0.019220275804400444,
0.003928712569177151,
0.01719171553850174,
-0.042476553469896317,
-0.02167537808418274,
-0.01111517008394003,
0.015752948820590973,
0.03483564779162407,
-0.004016317427158356,
0.010709849186241627,
0.007018117234110832,
-0.017876947298645973,
-0.011495482176542282,
0.04247666522860527,
-0.00884512159973383,
0.02145352214574814,
-0.029495125636458397,
0.00453980453312397,
-0.0073791085742414,
0.037012722343206406,
-0.048944246023893356,
-0.06484374403953552,
0.02512044832110405,
-0.03998938575387001,
-0.03537603095173836,
0.014066485688090324,
-0.038792628794908524,
0.007034949492663145,
0.009407480247318745,
0.027362503111362457,
-0.03793223202228546,
0.0341760516166687,
-0.02318686433136463,
-0.0029887270648032427,
-0.0043418630957603455,
0.03888362646102905,
-0.0031939763575792313,
-0.01403678860515356,
-0.002628663321956992,
0.020298132672905922,
0.004976782947778702,
0.007569656241685152,
0.03365495800971985,
-0.004804374650120735,
-0.00997359212487936,
-0.010060392320156097,
0.015094181522727013,
-0.02794467657804489,
-0.029927056282758713,
0.0035358997993171215,
0.037490684539079666,
0.0372246578335762,
-0.01999121531844139,
0.017344454303383827,
0.02492581307888031,
-0.001867252984084189,
-0.08200939744710922,
-0.03171787038445473,
0.023885920643806458,
0.012756772339344025,
0.028065377846360207,
-0.04113127291202545,
0.0632743164896965,
-0.0035302708856761456,
-0.06457521766424179,
0.031230071559548378,
0.025686368346214294,
0.009527088142931461,
-0.03275962546467781,
-0.020373553037643433,
-0.010020404122769833,
-0.0006764460122212768,
0.02025410532951355,
-0.007301372475922108,
-0.018343616276979446,
0.010730821639299393,
0.0023399502970278263,
-0.03788062185049057,
-0.012090320698916912,
-0.021651189774274826,
-0.029753535985946655,
-0.03937922418117523,
0.02514035627245903,
-0.050900548696517944,
-0.05435679107904434,
0.02518746629357338,
0.014222721569240093,
0.00427887961268425,
-0.004463138524442911,
-0.0011972594074904919,
0.01912308670580387,
0.05071563273668289,
0.022912856191396713,
0.00508005591109395,
-0.035291485488414764,
-0.011421418748795986,
-0.00494934618473053,
0.0005562859587371349,
0.010807150043547153,
0.013252940028905869,
0.024023734033107758,
0.008970989845693111,
-0.020112179219722748,
-0.03430367261171341,
0.023877495899796486,
-0.026675906032323837,
-0.010184520855545998,
0.01704316772520542,
-0.006952645722776651,
-0.01901271380484104,
-0.01538950577378273,
-0.04589878395199776,
-0.014852854423224926,
0.05403735116124153,
0.0500735267996788,
-0.049583375453948975,
-0.004896202124655247,
-0.013475694693624973,
-0.05623369291424751,
0.019046232104301453,
0.0042321705259382725,
0.0032541314139962196,
-0.009976890869438648,
0.003804201493039727,
0.0118801798671484,
0.01943296194076538,
-0.0030405388679355383,
-0.07162720710039139,
-0.0478239506483078,
0.04303142800927162,
-0.04270059987902641,
0.0006977918674238026,
0.0014001436065882444,
-0.016078826040029526,
-0.018163388594985008,
-0.04342786222696304,
0.048988327383995056,
-0.022102858871221542,
-0.03772105276584625,
-0.034643497318029404,
-0.005036295857280493,
-0.05155162513256073,
-0.025106629356741905,
0.05028892681002617,
0.008471228182315826,
-0.013569086790084839,
0.005904880352318287,
0.04680284112691879,
-0.0025413434486836195,
-0.05149448290467262,
0.058940231800079346,
0.01794045977294445,
-0.00998049695044756,
0.0015251731965690851,
0.002641166327521205,
0.00893547385931015,
0.03544069081544876,
0.020692022517323494,
-0.022901102900505066,
0.017639849334955215,
-0.009698796086013317,
0.0030281359795480967,
0.02186044305562973,
-0.01755441352725029,
0.013507824391126633,
0.056524500250816345,
0.0302396509796381,
0.029178345575928688,
0.011194050312042236,
0.005234721582382917,
-0.04065170884132385,
0.04672820866107941,
-0.001434731064364314,
-0.009914608672261238,
-0.010787311010062695,
-0.010624018497765064,
-0.00654908362776041,
-0.0513320155441761,
0.004480903502553701,
0.023607375100255013,
-0.02126835472881794,
-0.005212860647588968,
0.030378473922610283,
0.022363614290952682,
0.03683318942785263,
-0.023757029324769974,
0.006382829509675503,
0.018942592665553093,
-0.0002026050497079268,
-0.0015443615848198533,
0.006920160260051489,
0.05008171498775482,
0.007729449309408665,
0.024440938606858253,
0.0474211648106575,
0.010227073915302753,
-0.004625935107469559,
-0.024072913452982903,
0.0013161655515432358,
0.004169979132711887,
-0.024870852008461952,
0.04054168239235878,
-0.020838970318436623,
0.016973048448562622,
-0.013541962951421738,
0.011713419109582901,
0.06380653381347656,
-0.087040014564991,
0.02110796421766281,
-0.051235176622867584,
0.01117582619190216,
-0.04058179259300232,
0.00935274362564087,
0.0014054955681785941,
-0.0010338779538869858,
0.01617511361837387,
-0.0182114839553833,
-0.0025554124731570482,
-0.02192576229572296,
0.007662829011678696,
-0.01927443966269493,
-0.027453264221549034,
-0.01253755483776331,
-0.0011030574096366763,
-0.0340590737760067,
0.000769653997849673,
-0.06621263176202774,
-0.027005106210708618,
0.06860122084617615,
0.06871183216571808,
0.012772325426340103,
-0.017964618280529976,
-0.05294947698712349,
-0.014067738316953182,
0.03375701233744621,
-0.08163021504878998,
-0.01576284132897854,
-0.005516025237739086,
0.021671418100595474,
0.021987732499837875,
-0.022426599636673927
] |
<p>We have two time series: $X_t$ and $R_t$, and a model saying that $R_{t+1} = (\mu(X_t) - \frac{1}{2}\sigma^2(X_t))\Delta T + \sigma(X_t) \sqrt{\Delta T} \epsilon_t$,
where $\Delta T$ is given constant and $\epsilon_t$-s are independent normally distributed with zero mean and unit variance. Further we assume that the functions $\mu(x)$ and $\sigma(x)$ are linear for simplicity. I would like to use some standard method (MLE comes to my mind) to estimate parameters of functions $\mu(x)$ and $\sigma(x)$, but I am not sure how to do this. </p>
<p>I would be grateful for detailed answers, because I am not really experienced with statistics.</p> | 74,051 | [
-0.003042625030502677,
-0.030911492183804512,
-0.01656482182443142,
0.0150003582239151,
-0.015552436001598835,
-0.010622008703649044,
0.010111267678439617,
-0.04050695523619652,
0.021539585664868355,
-0.03809848055243492,
0.03379826992750168,
0.035642921924591064,
0.06417567282915115,
-0.0166787076741457,
0.058266300708055496,
0.0031951384153217077,
-0.03200516104698181,
0.008124224841594696,
-0.034662920981645584,
0.00036394796916283667,
-0.018758784979581833,
0.05062044411897659,
0.023558564484119415,
-0.020548878237605095,
-0.02509748376905918,
0.049672938883304596,
0.021968791261315346,
0.007882755249738693,
-0.017316292971372604,
0.042359862476587296,
-0.0429513193666935,
-0.024492690339684486,
0.01800992153584957,
0.07296527177095413,
-0.016104232519865036,
0.012896263971924782,
-0.037058476358652115,
-0.026522327214479446,
-0.0177397970110178,
0.049081508070230484,
-0.06886018067598343,
-0.015853047370910645,
-0.00007326138438656926,
0.025884544476866722,
-0.01031214278191328,
0.014812161214649677,
-0.03520893305540085,
-0.05985429883003235,
0.03832513466477394,
-0.022054558619856834,
0.083905890583992,
-0.011497187428176403,
0.06426745653152466,
0.011233825236558914,
-0.015767257660627365,
0.003279291093349457,
0.054152678698301315,
0.06302819401025772,
-0.011888965032994747,
-0.043828461319208145,
-0.008652973920106888,
-0.02035679668188095,
0.014214301481842995,
0.006247150711715221,
-0.031072597950696945,
-0.01179287489503622,
-0.00824138056486845,
-0.01441802829504013,
0.037390902638435364,
-0.019101597368717194,
0.039362676441669464,
0.013226166367530823,
0.05557938665151596,
0.013617632910609245,
-0.013634965755045414,
-0.004365892149507999,
-0.018765810877084732,
0.01626651920378208,
0.012943250127136707,
0.02973124012351036,
0.010149732232093811,
-0.014129776507616043,
0.04719902575016022,
0.02743178978562355,
0.02141955867409706,
0.02964717522263527,
0.06193256378173828,
-0.0005217007710598409,
0.03661637008190155,
0.02075093798339367,
-0.025900041684508324,
0.0002531162463128567,
0.05369430035352707,
-0.022613810375332832,
-0.05295589938759804,
0.050015199929475784,
-0.027918741106987,
0.0036800873931497335,
0.023903604596853256,
-0.014964243397116661,
-0.008292358368635178,
-0.045698437839746475,
0.006062767934054136,
0.06217768043279648,
-0.0017368115950375795,
-0.004058073274791241,
0.0213260967284441,
-0.0311599001288414,
-0.023526344448328018,
-0.04898418113589287,
-0.03110734187066555,
-0.006924101617187262,
-0.0014775090385228395,
-0.01347713079303503,
0.03168462589383125,
0.0399443656206131,
-0.02366209216415882,
-0.03142242878675461,
0.04388218745589256,
0.07096314430236816,
0.013407285325229168,
-0.018561452627182007,
0.0047078849747776985,
0.0048139821738004684,
-0.04072205722332001,
0.05207841470837593,
0.005533404182642698,
-0.03768954426050186,
-0.0618269108235836,
0.07501061260700226,
0.0066869440488517284,
-0.026706034317612648,
0.033195771276950836,
-0.03092697449028492,
0.06339256465435028,
0.007434015162289143,
-0.047774724662303925,
-0.053847674280405045,
0.004981336183845997,
-0.0384981743991375,
0.012671124190092087,
-0.06927141547203064,
-0.001746480935253203,
0.05530327558517456,
0.05239691957831383,
0.018210764974355698,
0.03349952772259712,
0.028418296948075294,
0.011045181192457676,
0.030885057523846626,
-0.017205366864800453,
-0.03850659355521202,
-0.029151301831007004,
0.010807624086737633,
-0.01726555824279785,
-0.058443229645490646,
-0.03231581673026085,
0.008317399770021439,
-0.016334732994437218,
0.009920072741806507,
0.04862285777926445,
0.04748173803091049,
-0.002610857831314206,
0.010950719006359577,
0.04479500651359558,
-0.0647476315498352,
0.06203807517886162,
-0.011185616254806519,
0.010199282318353653,
-0.02193795144557953,
-0.007315732538700104,
0.006305286195129156,
0.04694058746099472,
0.05070674046874046,
0.052233923226594925,
-0.019358357414603233,
-0.015563135966658592,
-0.0022228651214390993,
-0.013121156021952629,
0.033334583044052124,
-0.043172385543584824,
-0.019295519217848778,
-0.018259599804878235,
-0.00041852364665828645,
0.016018984839320183,
0.05735758692026138,
0.005787301808595657,
-0.014933107420802116,
0.019183803349733353,
-0.06359685212373734,
0.002216125139966607,
-0.08468173444271088,
-0.007359773851931095,
-0.005598204676061869,
-0.006452801637351513,
0.041212037205696106,
-0.029242562130093575,
0.019236572086811066,
-0.02687058039009571,
-0.04940887540578842,
-0.00585196865722537,
0.02092856355011463,
0.03293183073401451,
-0.022127743810415268,
0.019122276455163956,
0.02660292014479637,
0.05853521078824997,
0.022370407357811928,
0.023010240867733955,
-0.007503644097596407,
-0.034366998821496964,
0.02020912431180477,
-0.06926258653402328,
0.011569483205676079,
-0.019522853195667267,
-0.026838697493076324,
0.017629774287343025,
-0.01917918585240841,
-0.02021494135260582,
0.029292726889252663,
-0.04426877945661545,
0.03581668809056282,
0.05013523995876312,
0.017282523214817047,
-0.007361401338130236,
0.011248520575463772,
0.0433855876326561,
0.039957448840141296,
-0.063152976334095,
-0.009832333773374557,
-0.037681788206100464,
0.0013414277927950025,
0.05118035525083542,
0.05069251358509064,
-0.03122624382376671,
-0.002496123779565096,
0.0779528021812439,
0.003180931555107236,
0.04154669865965843,
0.05662250518798828,
0.008594169281423092,
-0.01569986529648304,
-0.012054629623889923,
-0.04999803006649017,
0.006675853859633207,
0.022621771320700645,
0.029235519468784332,
0.00008590721699874848,
0.015273470431566238,
0.00486308429390192,
0.007313162554055452,
0.01677197590470314,
0.026410507038235664,
0.011871065013110638,
-0.009737602435052395,
-0.0016279751434922218,
0.02702050656080246,
-0.0025398966390639544,
-0.003664713818579912,
0.015278643928468227,
0.007035485468804836,
0.008201191201806068,
0.031500183045864105,
0.03244084119796753,
0.035374924540519714,
0.014539270661771297,
-0.02929445169866085,
-0.01017239224165678,
0.022762278094887733,
-0.045329704880714417,
-0.0049201371148228645,
-0.0021998416632413864,
-0.01196218840777874,
-0.01947208307683468,
-0.030299240723252296,
-0.014084487222135067,
0.045596472918987274,
0.04234691709280014,
-0.00891141127794981,
-0.035012830048799515,
0.029585929587483406,
-0.01594328135251999,
0.02901632897555828,
0.010869452729821205,
0.005236441735178232,
0.006886713672429323,
-0.009469286538660526,
-0.013727247714996338,
0.027145864441990852,
0.011723571456968784,
0.007783607579767704,
0.015406212769448757,
-0.02174294926226139,
-0.06797424703836441,
-0.040167830884456635,
-0.0444825254380703,
0.011191276833415031,
0.008642373606562614,
0.0006858357810415328,
0.0546363890171051,
0.005910171661525965,
-0.038834940642118454,
0.04276926815509796,
-0.051434196531772614,
-0.021704712882637978,
-0.04898034408688545,
0.010506301186978817,
0.0000556670747755561,
-0.0217807125300169,
0.039983123540878296,
0.030048398301005363,
-0.02587628737092018,
0.010437275283038616,
-0.043907202780246735,
-0.03912244364619255,
0.015603497624397278,
0.02117213048040867,
0.05668191984295845,
0.015623729676008224,
-0.05011981725692749,
0.07304851710796356,
0.005814188625663519,
0.010387282818555832,
-0.02598661370575428,
0.00024420968838967383,
-0.01579786092042923,
-0.017776845023036003,
0.02274390310049057,
0.025241846218705177,
-0.006832259241491556,
0.02504449337720871,
-0.004223068710416555,
0.004646530374884605,
0.04595638066530228,
0.020237399265170097,
0.0018045060569420457,
-0.00279686669819057,
-0.013374141417443752,
0.0071578435599803925,
0.049656566232442856,
-0.009125789627432823,
0.015579912811517715,
0.026608778163790703,
0.020648159086704254,
-0.00849278923124075,
0.007091051898896694,
-0.03045571781694889,
0.029291953891515732,
-0.029882078990340233,
-0.03126279264688492,
-0.03441120684146881,
0.046805333346128464,
0.03444846346974373,
-0.028293611481785774,
-0.052421100437641144,
-0.010047693736851215,
0.0028882003389298916,
0.01401348877698183,
0.013719615526497364,
0.024109303951263428,
0.01600644551217556,
0.006107646971940994,
-0.04540413245558739,
-0.013624723069369793,
-0.00016029112157411873,
0.017406923696398735,
-0.042382314801216125,
-0.02864442579448223,
0.03824172541499138,
0.0077256266959011555,
0.004215868189930916,
-0.016594361513853073,
-0.014023439958691597,
-0.02456122636795044,
-0.07266206294298172,
0.018577920272946358,
-0.020207371562719345,
0.05627220496535301,
0.01597822643816471,
0.02281998284161091,
0.021885963156819344,
-0.016307111829519272,
0.022517602890729904,
-0.0031857735011726618,
-0.04766010120511055,
0.04049418866634369,
-0.021427713334560394,
-0.04078146442770958,
-0.004572340752929449,
0.008812438696622849,
0.030044957995414734,
-0.028821701183915138,
0.042316656559705734,
-0.0018582878401502967,
0.008107693865895271,
-0.04003605246543884,
-0.009184777736663818,
-0.04361934959888458,
0.008845528587698936,
0.0036080442368984222,
0.03243584558367729,
-0.0023817725013941526,
-0.06408955901861191,
0.00020886134007014334,
0.014473147690296173,
-0.013830476440489292,
-0.02239396795630455,
-0.034080974757671356,
0.010081866756081581,
0.004020279739052057,
0.02657916396856308,
0.0447186641395092,
-0.01016950886696577,
-0.015135584399104118,
0.045145899057388306,
0.03829321637749672,
0.055651579052209854,
0.02663053385913372,
0.014180880039930344,
-0.03202049061655998,
-0.027935216203331947,
-0.012112094089388847,
-0.0026906782295554876,
0.03311408683657646,
0.013333488255739212,
0.02274695411324501,
0.060639455914497375,
0.017186909914016724,
-0.043113823980093,
0.001681061345152557,
0.0634569525718689,
-0.005901372991502285,
-0.016186468303203583,
-0.02741045504808426,
-0.0003831844951491803,
-0.0036504187155514956,
0.004180225543677807,
0.020651396363973618,
0.0108554158359766,
-0.026711056008934975,
-0.014886343851685524,
0.04471524804830551,
-0.0028474698774516582,
-0.02844342403113842,
-0.011635074391961098,
0.07053731381893158,
0.06063830479979515,
-0.00388797908090055,
-0.0372161939740181,
0.005587906576693058,
0.06429871171712875,
0.04495948553085327,
0.009959808550775051,
0.01648567244410515,
-0.06528878211975098,
0.0029667143244296312,
0.004810434766113758,
0.006205152720212936,
-0.025072641670703888,
-0.014065501280128956,
-0.037329722195863724,
0.01536274328827858,
0.03313692659139633,
-0.012870324775576591,
0.015355143696069717,
0.014017611742019653,
-0.004203305579721928,
-0.0027186996303498745,
-0.02650287188589573,
-0.05158846080303192,
0.005121657159179449,
-0.028991540893912315,
0.01641983725130558,
-0.02800351195037365,
-0.03022831119596958,
-0.045355260372161865,
-0.001000300981104374,
0.006443739868700504,
0.08956462889909744,
-0.015642477199435234,
-0.01457251701503992,
-0.0032445320393890142,
0.062293317168951035,
-0.009152954444289207,
-0.07276506721973419,
0.004968038760125637,
0.015807250514626503,
-0.0174418818205595,
0.040440600365400314,
-0.014776868745684624,
-0.019031433388590813,
0.02964433655142784,
0.016331329941749573,
-0.03968366980552673,
-0.008346881717443466,
0.0008403384708799422,
0.03587314859032631,
0.04605530947446823,
0.044177230447530746,
0.0670350044965744,
0.028254011645913124,
0.003332065651193261,
0.007334496825933456,
0.005740975961089134,
0.013537258841097355,
-0.02398655004799366,
-0.024851862341165543,
-0.03476717695593834,
-0.009165002033114433,
-0.029676910489797592,
0.03691600635647774,
-0.01349073089659214,
0.06308815628290176,
-0.016818204894661903,
-0.003265359438955784,
0.035210102796554565,
0.04620220884680748,
0.0024507942143827677,
-0.008320657536387444,
0.02055223099887371,
0.01428327988833189,
-0.032937102019786835,
-0.01555312518030405,
-0.03618629276752472,
-0.012642692774534225,
0.007327051367610693,
0.015344780869781971,
-0.07313581556081772,
0.031383976340293884,
-0.01513031218200922,
-0.05497865006327629,
-0.00905526988208294,
-0.018387632444500923,
0.017635928466916084,
-0.01838286593556404,
0.04177967086434364,
0.01928694359958172,
-0.04377828538417816,
0.008289305493235588,
0.014475717209279537,
0.021409453824162483,
0.02202642150223255,
-0.03589155897498131,
0.03204086795449257,
0.018926231190562248,
-0.016110658645629883,
-0.07712555676698685,
-0.035153262317180634,
0.017424317076802254,
0.0009458056883886456,
-0.021419430151581764,
-0.04626420885324478,
0.04520225152373314,
-0.03165234252810478,
-0.018387455493211746,
-0.01713002845644951,
0.05335821211338043,
0.006542838178575039,
-0.019892755895853043,
-0.026133015751838684,
0.03143301606178284,
0.06267000734806061,
-0.0007923721568658948,
0.012327756732702255,
0.008370831608772278,
-0.027515912428498268,
-0.0367107167840004,
0.011537331156432629,
0.05516914650797844,
-0.041331540793180466,
0.02194768376648426,
-0.02709302492439747,
-0.019853852689266205,
0.0424572229385376,
-0.05081457272171974,
-0.03817495331168175,
0.03446297347545624,
0.03675585985183716,
0.020420853048563004,
-0.016528576612472534,
-0.0028618096839636564,
-0.026306528598070145,
0.020676927641034126,
0.011572043411433697,
-0.008577292785048485,
-0.026788609102368355,
0.00985234696418047,
0.0395546592772007,
0.01844644919037819,
-0.008203214034438133,
0.026908911764621735,
0.06063887104392052,
0.02059207111597061,
-0.005530319642275572,
0.0270839836448431,
0.028970299288630486,
0.048989925533533096,
0.000005697369942936348,
0.012742660939693451,
0.03273875266313553,
0.0049539352767169476,
-0.04630943015217781,
-0.05057787895202637,
-0.004793393891304731,
-0.025983063504099846,
0.060982100665569305,
-0.03313798829913139,
0.08024970442056656,
0.03174353018403053,
-0.017716998234391212,
-0.03377440571784973,
-0.04013247787952423,
-0.008990337140858173,
-0.01840072125196457,
-0.03517080843448639,
0.03307582437992096,
-0.008681120350956917,
0.003924571443349123,
0.004244051408022642,
-0.02577531524002552,
0.0054243928752839565,
0.044547658413648605,
0.011366447433829308,
0.0408993698656559,
0.03633195161819458,
-0.014670172706246376,
0.013331002555787563,
0.022231878712773323,
-0.0296914204955101,
0.027462562546133995,
-0.04478943720459938,
0.019706901162862778,
0.02744140475988388,
0.03967567905783653,
-0.00542783597484231,
-0.027502985671162605,
-0.028715094551444054,
-0.07008443027734756,
-0.009169060736894608,
0.03661090135574341,
-0.013153203763067722,
0.05371777340769768,
0.06964029371738434,
0.02335163578391075,
0.0036308804992586374,
0.04234693571925163,
-0.0628451257944107,
-0.0731717050075531,
-0.003834634553641081,
0.002623818814754486,
-0.034326717257499695,
0.060494475066661835,
-0.004335539881139994,
-0.025420773774385452,
0.02006985805928707,
-0.029826531186699867,
0.00951757188886404,
0.00747451838105917,
0.011262401938438416,
-0.05281652510166168,
0.11992249637842178,
0.005231535993516445,
-0.013635518029332161,
-0.013379894196987152,
0.030196573585271835,
0.08558208495378494,
0.09238580614328384,
0.04062642157077789,
-0.06281474232673645,
0.0037862183526158333,
-0.019332263618707657,
-0.016119953244924545,
-0.03933927044272423,
0.02326328493654728,
0.028204452246427536,
-0.02250712923705578,
0.004092696122825146,
0.02845415100455284,
0.014984727837145329,
-0.05060524120926857,
0.025954309850931168,
-0.0005129934870637953,
-0.005337022244930267,
-0.0031099480111151934,
-0.009624949656426907,
0.013652283698320389,
0.0206118393689394,
-0.029858505353331566,
0.032111529260873795,
-0.04273078590631485,
-0.002909364877268672,
-0.03570762649178505,
-0.03665906563401222,
-0.025581292808055878,
-0.04072453826665878,
-0.03348406404256821,
0.011606235057115555,
0.034140460193157196,
0.0321456640958786,
-0.014035451225936413,
-0.0126466890797019,
-0.005980176851153374,
-0.004303691443055868,
0.02730650082230568,
0.020136110484600067,
-0.010331658646464348,
0.011928645893931389,
0.013082599267363548,
-0.004914250690490007,
-0.046130433678627014,
-0.015407215803861618,
-0.06320209056138992,
0.04688252508640289,
-0.011919916607439518,
-0.02185685746371746,
0.013266890309751034,
0.007408967241644859,
-0.011334425769746304,
-0.05128839612007141,
-0.01682151108980179,
0.008644768968224525,
0.04245973750948906,
-0.040448594838380814,
0.015360808931291103,
-0.05119561403989792,
0.038780856877565384,
-0.0054960548877716064,
0.034455668181180954,
0.002596246311441064,
-0.04491085559129715,
0.00622260756790638,
0.0008544338052161038,
0.027325445786118507,
-0.0027965933550149202,
-0.014714554883539677,
0.00880077388137579,
-0.025797322392463684,
-0.01708397828042507,
0.0378638356924057,
0.04844754934310913,
-0.019470104947686195,
0.04059803858399391,
-0.013231337070465088,
0.006180961150676012,
-0.010792694054543972,
-0.071790412068367,
0.024643918499350548,
-0.03306564688682556,
0.014901439659297466,
-0.03664213791489601,
-0.012980370782315731,
0.053188543766736984,
0.05175917595624924,
-0.004477860406041145,
-0.006315924227237701,
0.010032660327851772,
0.02883816510438919,
0.045873455703258514,
-0.07600580900907516,
-0.01652429811656475,
0.0033136599231511354,
-0.009029911831021309,
0.005611104425042868,
-0.03982046619057655,
0.03389851003885269,
0.037352193146944046,
0.02858857624232769,
-0.04152604192495346,
0.01655091531574726,
-0.02187258005142212,
0.008918211795389652,
0.007428934797644615,
-0.04486183449625969,
-0.02758006751537323,
-0.0005541483405977488,
0.02787151001393795,
0.017036937177181244,
-0.011185347102582455,
-0.01665092445909977,
0.008485027588903904,
-0.038753341883420944,
-0.022658776491880417,
-0.03780345991253853,
0.028505509719252586,
-0.018317384645342827,
-0.016674144193530083,
-0.020290857180953026,
0.014038877561688423,
0.0038691202644258738,
0.0035451443400233984,
0.018296675756573677,
-0.026531832292675972,
-0.022700374945998192,
0.012488170526921749,
-0.01331372745335102,
-0.015292876400053501,
0.005167969968169928,
0.008482683449983597,
0.01970168575644493,
-0.009350701235234737,
0.004529532510787249,
-0.012538856826722622,
0.028356533497571945,
-0.0334646999835968,
-0.02877461165189743,
0.016899144276976585,
-0.061467040330171585,
-0.013580761849880219,
0.022978588938713074,
0.0257745161652565,
0.03950472176074982,
0.007907960563898087,
-0.018292194232344627,
-0.01618139073252678,
-0.0023578638210892677,
-0.037308793514966965,
-0.0134186502546072,
-0.036189280450344086,
0.019161047413945198,
0.003955991007387638,
-0.044588714838027954,
0.04115154966711998,
-0.0010859791655093431,
0.03563353419303894,
0.007719202432781458,
0.016152996569871902,
-0.04526925086975098,
0.00754508376121521,
0.01844754070043564,
-0.013504795730113983,
0.019695820286870003,
-0.01382480375468731,
0.022828157991170883,
0.0500706247985363,
0.04274008423089981,
-0.038264431059360504,
0.03764168918132782,
-0.014828436076641083,
-0.027856258675456047,
-0.07037912309169769,
0.020855890586972237,
0.017885468900203705,
-0.0017547305906191468,
0.042635634541511536,
-0.056709565222263336,
-0.02250971458852291,
0.04459933936595917,
-0.014744737185537815,
-0.03564067557454109,
-0.02435034140944481,
-0.003235927317291498,
-0.020861968398094177,
-0.029359543696045876,
-0.008763886988162994,
0.005519221071153879,
0.029867753386497498,
0.030193250626325607,
0.03067360632121563,
0.03345124423503876,
-0.0013689810875803232,
-0.0013131045270711184,
-0.007702562026679516,
-0.016933845356106758,
0.05211732164025307,
-0.09067123383283615,
0.011897624470293522,
-0.06818899512290955,
-0.02121555060148239,
0.032165274024009705,
0.0077086156234145164,
0.01692345179617405,
-0.009861713275313377,
0.02375020831823349,
-0.0013978499919176102,
0.04990832880139351,
0.008694804273545742,
-0.023109588772058487,
0.0017223823815584183,
-0.02430560439825058,
0.017449235543608665,
0.022121679037809372,
-0.02753630466759205,
-0.021865500137209892,
0.0069298166781663895,
-0.01209552027285099,
-0.01825430989265442,
0.025663895532488823,
-0.028161754831671715,
-0.032879579812288284,
0.04357855021953583,
-0.007666763849556446,
0.02008729614317417,
-0.03758130967617035,
0.010734536685049534,
-0.025616830214858055,
0.03147411718964577,
0.03735721483826637,
0.030091170221567154,
-0.0428808256983757,
0.00467426935210824,
-0.009349506348371506,
-0.04454576596617699,
0.025969848036766052,
0.004705014172941446,
-0.024626944214105606,
-0.07691589742898941,
-0.029325902462005615,
0.012754430994391441,
-0.01938878931105137,
-0.04694949835538864,
-0.009430108591914177,
0.0021384546998888254,
0.03652563318610191,
-0.021741921082139015,
0.0276979748159647,
-0.010277831926941872,
0.005356800276786089,
0.0005373152671381831,
-0.05716748908162117,
0.04849370941519737,
0.02277589961886406,
-0.019215146079659462,
-0.012083462439477444,
-0.03193165734410286,
-0.042685817927122116,
-0.03950177878141403,
0.05592324212193489,
-0.0166434608399868,
-0.012490292079746723,
0.00005507954119821079,
0.04364645853638649,
0.03467308357357979,
-0.02939167246222496,
0.023992057889699936,
-0.02107331156730652,
-0.035690270364284515,
-0.027894312515854836,
-0.036597609519958496,
0.027165653184056282,
0.005826957523822784,
0.00895234476774931,
-0.01083958987146616,
0.006846730597317219,
0.03328144922852516,
-0.011288071051239967,
-0.010051674209535122,
0.035536348819732666,
-0.024353934451937675,
0.03222071751952171,
0.0077052609995007515,
0.009715860709547997,
0.0361376628279686,
0.015234810300171375,
-0.060175132006406784,
0.019352570176124573,
-0.004342023748904467,
-0.014396186918020248,
0.003300536423921585,
0.0025790196377784014,
-0.012908395379781723,
-0.05186298489570618,
-0.035565681755542755,
0.0392158217728138,
-0.03999040648341179,
0.0037806464824825525,
0.05708518251776695,
0.010460041463375092,
0.014470904134213924,
-0.007608881685882807,
0.004914004355669022,
0.013639107346534729,
0.023502644151449203,
-0.017642464488744736,
-0.013969200663268566,
0.03709742799401283,
-0.01012062281370163,
0.008820917457342148,
0.03311237692832947,
-0.027230635285377502,
0.011582465842366219,
-0.05942109599709511,
0.00017818539345171303,
-0.00989541970193386,
-0.0387561172246933,
0.008090988732874393,
-0.011358274146914482,
0.026067141443490982,
0.0049061221070587635,
-0.04519490897655487,
0.06283039599657059,
-0.026814287528395653,
0.026332207024097443,
-0.015247168019413948,
-0.01607566885650158,
-0.01826281100511551,
0.008516654372215271,
0.005796065088361502,
-0.0164999607950449,
0.010244402103126049,
0.02797267958521843,
0.01354969386011362,
0.00015777449880260974,
0.033858153969049454,
-0.05487089976668358,
0.024442335590720177,
0.011342667043209076,
-0.004985136445611715,
-0.029352722689509392,
-0.0406799390912056,
-0.041192200034856796,
-0.0490998737514019,
0.025505078956484795,
0.020264236256480217,
0.018198195844888687,
-0.030308857560157776,
-0.026301443576812744,
0.013979234732687473,
0.0747990608215332,
-0.07347019016742706,
-0.0131157748401165,
-0.007833048701286316,
0.0037024538032710552,
-0.007375177461653948,
-0.015309950336813927
] |
<p>I'm only a linguist, so my knowledge of statistics is very basic.</p>
<p>I fitted a logistic regression model with R (with <code>lrm(formula, y=T, x=T)</code>), and when I use the option <code>validate(lrm)</code>, I get some statistics I don't really understand.</p>
<pre><code>index.orig training test optimism index.corrected n
Dxy 0.5984 0.6112 0.5461 0.0651 0.5333 40
R2 0.3258 0.3676 0.2929 0.0747 0.2511 40
Intercept 0.0000 0.0000 -0.0105 0.0105 -0.0105 40
Slope 1.0000 1.0000 0.8427 0.1573 0.8427 40
Emax 0.0000 0.0000 0.0399 0.0399 0.0399 40
D 0.2713 0.3176 0.2394 0.0782 0.1931 40
U -0.0177 -0.0177 0.0092 -0.0269 0.0092 40
Q 0.2890 0.3353 0.2302 0.1051 0.1839 40
B 0.1864 0.1772 0.1972 -0.0201 0.2064 40
g 1.4632 1.6642 1.3460 0.3182 1.1449 40
gp 0.2840 0.3011 0.2703 0.0308 0.2532 40
</code></pre>
<p>I don't really understand most of that. I think <code>R2</code> and <code>Dxy</code> are supposed to be statistics of how good the predictors are, but I'm not sure how I should interpret the values, does the corrected <code>Dyx = 0.651</code> mean that there is a strong correlation, while the corrected <code>R2 = 0.0747</code> means that the correlation is very weak? I think the model is overfitted, but I'm not sure if I'm right.</p>
<p>Also, the other statistics are totally strange to me. What are <code>Emax, D, U, Q, B, g</code>, and <code>gp</code>?</p> | 1,722 | [
-0.03886494040489197,
0.0011796519393101335,
-0.0013598445802927017,
-0.0021436873357743025,
0.04970363900065422,
0.029808368533849716,
0.013121562078595161,
-0.03847891837358475,
0.03399205952882767,
-0.047043513506650925,
0.06486968696117401,
0.06962864100933075,
0.04916170611977577,
0.051906391978263855,
0.02221936732530594,
0.014974119141697884,
0.023440757766366005,
0.003805210581049323,
0.025655614212155342,
0.009999406524002552,
0.0026675902772694826,
0.007776415441185236,
0.01274870429188013,
-0.003977642860263586,
-0.002984221326187253,
0.06855541467666626,
0.03275230526924133,
-0.01882256008684635,
0.00839816965162754,
0.00976602267473936,
-0.04304898902773857,
-0.0205436572432518,
0.01373671181499958,
-0.011211012490093708,
0.016921482980251312,
0.03153061866760254,
0.018129300326108932,
-0.01438577938824892,
-0.018174590542912483,
0.04749051854014397,
0.000016980464351945557,
-0.03256147727370262,
0.053292807191610336,
0.0115154217928648,
0.009060352109372616,
0.028941158205270767,
-0.004637149162590504,
-0.015585140325129032,
0.050490330904722214,
0.0017251837998628616,
0.04856417700648308,
0.02682235836982727,
0.029406826943159103,
0.04108751192688942,
-0.019311081618070602,
0.011019526980817318,
0.05817457661032677,
0.07567305862903595,
0.00066549883922562,
-0.0610724501311779,
0.00899476557970047,
-0.03048139438033104,
0.011445015668869019,
0.02214023470878601,
-0.005228541325777769,
0.0400322750210762,
-0.007603920064866543,
-0.006596317980438471,
0.0701621025800705,
0.0038550111930817366,
0.033213067799806595,
0.01013256050646305,
0.015578500926494598,
-0.02035829983651638,
0.036166854202747345,
-0.009662234224379063,
0.008434704504907131,
0.013325812295079231,
0.002600311301648617,
0.022058691829442978,
0.005358340684324503,
0.011207680217921734,
0.018161166459321976,
0.06131349131464958,
0.007323858793824911,
-0.014828217215836048,
0.061932340264320374,
-0.016207363456487656,
0.032637398689985275,
0.02191794477403164,
-0.00744041008874774,
0.02488197200000286,
0.025887208059430122,
-0.0026435076724737883,
-0.013006229884922504,
0.023033762350678444,
-0.0038787557277828455,
0.0522029735147953,
0.013121698051691055,
0.010798952542245388,
-0.04457548260688782,
-0.029302382841706276,
-0.002396786119788885,
0.03988964110612869,
-0.03829019144177437,
-0.051729291677474976,
-0.02577516809105873,
-0.013215008191764355,
-0.01351527962833643,
-0.034683723002672195,
0.005486250389367342,
0.015569930896162987,
-0.02573518082499504,
-0.018435854464769363,
0.019368676468729973,
-0.03971660137176514,
-0.006533651612699032,
-0.010550630278885365,
0.04420197010040283,
0.04076042398810387,
0.023980729281902313,
-0.020181631669402122,
0.014253870584070683,
-0.0025680826511234045,
-0.036212824285030365,
-0.0008997108670882881,
0.01762891560792923,
0.006611865013837814,
0.016622042283415794,
0.050659749656915665,
-0.0204706359654665,
-0.04482891038060188,
0.004550865385681391,
0.018171170726418495,
0.030180953443050385,
0.015226372517645359,
-0.07028327882289886,
-0.061366163194179535,
0.04042067751288414,
0.00582920154556632,
0.03215966373682022,
-0.047373924404382706,
-0.007940875366330147,
0.024856921285390854,
0.05233104154467583,
0.019105367362499237,
0.040594108402729034,
0.022030271589756012,
-0.006168931256979704,
0.018607445061206818,
-0.07130107283592224,
-0.004002335015684366,
-0.06147841364145279,
-0.021351177245378494,
-0.021134106442332268,
-0.0687352865934372,
0.0006224358221516013,
0.004083386156708002,
0.00290888175368309,
-0.004121432546526194,
0.01505443174391985,
-0.013900699093937874,
0.00007549035217380151,
-0.02855621837079525,
-0.04189390689134598,
-0.01749381609261036,
0.07796771079301834,
0.011290375143289566,
0.014499949291348457,
0.04602741077542305,
-0.0392085500061512,
0.015510942786931992,
0.007789153605699539,
0.03354529291391373,
0.05525507777929306,
-0.006079983431845903,
0.008515077643096447,
-0.06911643594503403,
-0.00020860438235104084,
-0.024102261289954185,
-0.06631113588809967,
-0.05263165012001991,
-0.04349163919687271,
-0.027203187346458435,
0.018037445843219757,
0.02671085111796856,
0.018685441464185715,
0.00336477137170732,
0.05681098997592926,
-0.05473422631621361,
-0.07219203561544418,
-0.04561520740389824,
0.001025912119075656,
-0.028576958924531937,
-0.019066689535975456,
-0.0049757021479308605,
0.017231503501534462,
0.018492523580789566,
-0.00037793631781823933,
0.0075208027847111225,
-0.04741434007883072,
-0.0019388343207538128,
0.04984796792268753,
-0.012051001191139221,
0.019637947902083397,
0.04209192097187042,
0.014237473718822002,
0.005272078327834606,
0.049572549760341644,
-0.03539269044995308,
-0.05438391491770744,
0.029507316648960114,
-0.0007690529455430806,
0.007651900872588158,
-0.04484092444181442,
-0.06409885734319687,
0.02718891203403473,
0.023686189204454422,
-0.024882182478904724,
-0.013453668914735317,
-0.09555649012327194,
0.04761858284473419,
0.019168123602867126,
-0.014549227431416512,
0.005131720565259457,
0.004556227009743452,
-0.018356136977672577,
0.053684573620557785,
-0.055343735963106155,
0.017659036442637444,
-0.05032319948077202,
-0.010092082433402538,
0.05544424057006836,
0.020400259643793106,
-0.044607773423194885,
-0.012916219420731068,
0.057355042546987534,
0.013410470448434353,
-0.0017914482159540057,
0.014114764519035816,
-0.015669062733650208,
-0.028957229107618332,
0.004711170215159655,
0.018915487453341484,
0.00904871802777052,
-0.016426224261522293,
0.00871994998306036,
0.048429638147354126,
0.003499382408335805,
-0.0015516846906393766,
-0.019435308873653412,
0.02816411666572094,
0.005761481821537018,
-0.03532472997903824,
-0.029380878433585167,
-0.03197488933801651,
0.03158160671591759,
-0.0013577688951045275,
-0.0023843797389417887,
0.048750922083854675,
0.018193626776337624,
-0.01453638356178999,
0.008989814668893814,
-0.01661500707268715,
0.027317054569721222,
0.07945475727319717,
-0.012526053935289383,
-0.02712639980018139,
0.007279492914676666,
-0.04801688343286514,
0.006812666077166796,
-0.03415728732943535,
-0.039221249520778656,
-0.025253918021917343,
0.01791187934577465,
0.046217892318964005,
0.02261124923825264,
-0.014410731382668018,
-0.01665213331580162,
-0.02866685763001442,
-0.011718470603227615,
-0.01182208675891161,
0.03763214498758316,
0.004922245163470507,
-0.06337057799100876,
-0.021969042718410492,
-0.023985998705029488,
0.008837533183395863,
0.050845954567193985,
0.014921911992132664,
-0.05602008476853371,
0.01581556536257267,
-0.029345592483878136,
-0.05850578099489212,
-0.05594862997531891,
-0.028151730075478554,
0.027194123715162277,
-0.020544148981571198,
-0.03696315735578537,
0.05412139371037483,
-0.018991656601428986,
-0.0069817001931369305,
0.005158501211553812,
-0.06715941429138184,
-0.010810035280883312,
-0.030264679342508316,
-0.014029460959136486,
-0.0047904145903885365,
0.025378938764333725,
-0.021935196593403816,
0.015766210854053497,
-0.03353997692465782,
-0.008273771964013577,
-0.07189921289682388,
-0.040401022881269455,
0.011499065905809402,
0.0015199020272120833,
0.008210151456296444,
-0.013773873448371887,
-0.0009643150260671973,
0.06681627035140991,
0.0024785022251307964,
-0.038429390639066696,
-0.05045171454548836,
0.02931744046509266,
-0.043740082532167435,
0.002628341084346175,
-0.008804600685834885,
0.0413627028465271,
0.07290808856487274,
0.048232950270175934,
-0.01418348215520382,
0.03378607705235481,
0.03580005094408989,
0.023209312930703163,
0.009903957135975361,
0.04819139838218689,
-0.016449689865112305,
-0.015078666619956493,
0.036382727324962616,
0.03913344442844391,
-0.03147803246974945,
0.008620142936706543,
0.010224778205156326,
0.016072459518909454,
0.00522626331076026,
-0.04808899387717247,
0.012456908822059631,
-0.009031730704009533,
0.0178694985806942,
-0.029277432709932327,
0.019618185237050056,
0.013509414158761501,
-0.06084571033716202,
-0.027326054871082306,
-0.01269984059035778,
0.06257781386375427,
0.006375438999384642,
0.02675407938659191,
0.04204379767179489,
0.03428833559155464,
-0.02330242469906807,
0.01086956262588501,
-0.010395923629403114,
-0.027769168838858604,
0.011997392401099205,
-0.05194852128624916,
-0.010260352864861488,
0.06787151098251343,
0.013734808191657066,
0.0037230735179036856,
0.000982088502496481,
-0.014113707467913628,
0.03364438936114311,
-0.03544162958860397,
0.004371310584247112,
-0.023056024685502052,
0.039119940251111984,
0.02632126398384571,
0.04747624322772026,
-0.006973041221499443,
-0.0024062739685177803,
0.020510196685791016,
0.00838643778115511,
-0.05114341527223587,
0.049889251589775085,
0.00116838444955647,
-0.039381369948387146,
0.02259574644267559,
-0.04212823510169983,
0.017479419708251953,
-0.0664309412240982,
-0.007257587742060423,
0.00851078424602747,
-0.014782057143747807,
-0.01019606925547123,
0.03975015878677368,
0.032732971012592316,
0.0023611774668097496,
-0.02869284152984619,
-0.009987941011786461,
-0.006219879724085331,
-0.0066023580729961395,
0.02205394208431244,
0.058154504746198654,
0.008077193051576614,
0.01544591411948204,
-0.02470238506793976,
-0.0016063551884144545,
0.082738496363163,
0.02740253508090973,
0.04361889138817787,
0.028427258133888245,
-0.05339924618601799,
0.01939222775399685,
0.04606550559401512,
0.025419557467103004,
0.06432502716779709,
0.0043022590689361095,
-0.0003817995311692357,
0.0182153582572937,
0.008261808194220066,
-0.0014030709862709045,
-0.002626919886097312,
0.0055504669435322285,
-0.006615464575588703,
0.04276639595627785,
0.04912238568067551,
-0.03981563821434975,
0.008677667006850243,
0.04895275831222534,
0.0012987864902243018,
0.0047322711907327175,
-0.02259649708867073,
-0.027048414573073387,
0.009971619583666325,
0.046668119728565216,
0.0359429307281971,
-0.02532317489385605,
-0.014821462333202362,
-0.004500517621636391,
0.046495843678712845,
-0.023609619587659836,
-0.06634065508842468,
-0.022819889709353447,
0.020274199545383453,
0.004681223072111607,
0.020305411890149117,
-0.05582590401172638,
-0.00827744696289301,
0.044398631900548935,
0.01703505404293537,
0.005602240562438965,
-0.004455600865185261,
-0.09318146109580994,
0.02184659242630005,
0.029619349166750908,
0.05967043712735176,
-0.049998145550489426,
-0.029961515218019485,
-0.035500235855579376,
-0.008181864395737648,
0.003830342087894678,
-0.012050767429172993,
-0.008565320633351803,
0.000986867700703442,
0.022632194682955742,
-0.017230533063411713,
-0.02121070958673954,
-0.07209700345993042,
-0.021265093237161636,
-0.020889772102236748,
0.007808386813849211,
-0.018504753708839417,
-0.053887415677309036,
-0.0066930451430380344,
-0.007635665591806173,
-0.014394194819033146,
0.04618631303310394,
-0.05792073532938957,
-0.02631337381899357,
0.02329166978597641,
0.0006059093866497278,
0.02991972677409649,
-0.05900002270936966,
-0.01896529272198677,
0.014179898425936699,
-0.0062627894803881645,
0.06101539358496666,
-0.002546808449551463,
-0.028407961130142212,
0.015326985158026218,
0.03104601614177227,
0.024642668664455414,
-0.019099831581115723,
-0.0398809090256691,
0.02662276290357113,
0.030725382268428802,
-0.0014981157146394253,
0.03376049920916557,
0.0007646236917935312,
-0.022546159103512764,
0.011229977011680603,
-0.08342673629522324,
-0.01816314086318016,
-0.00300316559150815,
-0.010404971428215504,
-0.05169210210442543,
-0.014355135150253773,
0.007652611471712589,
0.008666365407407284,
0.0012257868656888604,
-0.004750685300678015,
-0.04410208761692047,
0.013165205717086792,
0.02665671519935131,
0.004306348506361246,
-0.01570230908691883,
-0.0330413356423378,
0.04389997199177742,
0.017010491341352463,
-0.02562006376683712,
-0.02813297137618065,
0.013448440469801426,
-0.03320249170064926,
-0.001975961262360215,
0.04480021074414253,
-0.02441459335386753,
-0.029940959066152573,
0.024909336119890213,
-0.03631369769573212,
0.01353607326745987,
0.004211231600493193,
0.01152772270143032,
0.03479494899511337,
0.03657194599509239,
-0.035580143332481384,
-0.0007623870624229312,
-0.03299355506896973,
0.03167145699262619,
0.011020487174391747,
0.01474717166274786,
0.00879251305013895,
0.031887754797935486,
-0.009515426121652126,
-0.019270403310656548,
-0.02976190857589245,
-0.021833166480064392,
0.019666193053126335,
-0.02123219333589077,
-0.0741489827632904,
-0.028472844511270523,
-0.037341780960559845,
-0.009097409434616566,
-0.023310460150241852,
0.0230114683508873,
0.03691158443689346,
-0.017416726797819138,
-0.019123246893286705,
-0.0027523937169462442,
-0.010298876091837883,
0.05795915424823761,
0.005735910031944513,
-0.031731683760881424,
0.03576955199241638,
-0.008322570472955704,
-0.023352177813649178,
0.020028000697493553,
-0.044957369565963745,
-0.040018487721681595,
-0.024256369099020958,
-0.04189873859286308,
0.04575515165925026,
0.01175029668956995,
0.010148892179131508,
-0.03507525473833084,
0.0090585732832551,
-0.005752038210630417,
0.013914504088461399,
-0.04476829618215561,
-0.02775806002318859,
-0.04456881433725357,
-0.001115152146667242,
-0.0073318458162248135,
-0.004136634059250355,
-0.018995191901922226,
0.028090456500649452,
0.017873188480734825,
0.002259095199406147,
-0.004564056638628244,
0.04631534591317177,
0.056250590831041336,
0.00376536650583148,
0.009576824493706226,
-0.022134127095341682,
-0.03337620571255684,
0.046424176543951035,
0.01705380156636238,
-0.006251770071685314,
0.014271559193730354,
0.04792100191116333,
-0.010013028047978878,
-0.028919560834765434,
-0.032907962799072266,
0.0004984370316378772,
0.06659721583127975,
0.0010391692630946636,
0.010580729693174362,
0.007244584616273642,
-0.02071012742817402,
0.017648981884121895,
-0.02798134833574295,
-0.0373629629611969,
0.020966537296772003,
-0.005272517446428537,
0.0135495625436306,
-0.011808919720351696,
-0.03161393105983734,
0.02960331179201603,
-0.002400635974481702,
0.04373646900057793,
0.007818341255187988,
0.028946993872523308,
0.008996552787721157,
-0.017554674297571182,
-0.03287019580602646,
-0.052922323346138,
0.03362097218632698,
-0.039631348103284836,
0.00204628542996943,
-0.03868154063820839,
0.015286579728126526,
0.028765790164470673,
0.04756941273808479,
0.008937804959714413,
-0.04281799867749214,
-0.005848664790391922,
-0.0504690445959568,
-0.017089614644646645,
0.01561691053211689,
-0.04264271631836891,
0.02720671519637108,
-0.009839060716331005,
0.024877360090613365,
0.0022633415646851063,
0.0138459587469697,
-0.021936945617198944,
-0.09310948848724365,
-0.02649552747607231,
0.017439281567931175,
-0.01944395713508129,
0.0758041962981224,
0.01992558129131794,
-0.024972036480903625,
0.02214575745165348,
-0.05870922654867172,
-0.00944242998957634,
0.023496361449360847,
0.04203192517161369,
-0.00008937390521168709,
0.06358864903450012,
-0.008595546707510948,
0.009406636469066143,
-0.0032707469072192907,
-0.0681237056851387,
0.1385534703731537,
0.10794748365879059,
0.02649727091193199,
-0.0632363110780716,
0.011653602123260498,
0.04089541733264923,
0.010122210718691349,
-0.008862928487360477,
-0.03168538212776184,
0.004430591594427824,
-0.029551036655902863,
0.05925671011209488,
0.020927822217345238,
0.029575105756521225,
0.0025863610208034515,
0.027485601603984833,
-0.022124653682112694,
-0.038299016654491425,
0.010359375737607479,
0.017082637175917625,
0.007107914425432682,
-0.027544710785150528,
-0.028038183227181435,
-0.029771912842988968,
-0.0003142489294987172,
-0.0012056628474965692,
-0.02820264920592308,
0.007688875775784254,
0.005907934159040451,
-0.0005152187659405172,
0.00025083875516429543,
-0.021887699142098427,
-0.006802020128816366,
0.022664356976747513,
0.02564143016934395,
-0.022458907216787338,
0.015083828940987587,
-0.028241204097867012,
0.008150036446750164,
0.009052376262843609,
-0.019937552511692047,
0.012983893044292927,
-0.0016315969405695796,
0.03709118440747261,
-0.03819198161363602,
-0.0258370041847229,
-0.0348292738199234,
0.03183084353804588,
-0.011724074371159077,
-0.013452875427901745,
0.024157404899597168,
0.021855417639017105,
0.007311777211725712,
-0.0047873202711343765,
-0.026622043922543526,
0.04209912568330765,
-0.00020993800717405975,
-0.018768638372421265,
-0.013955991715192795,
-0.03912344574928284,
0.028949273750185966,
0.005042893346399069,
0.04177352786064148,
0.02928769402205944,
-0.017678093165159225,
-0.012171720154583454,
-0.07002788782119751,
0.06151236593723297,
-0.00902895163744688,
0.04524116590619087,
0.008085058070719242,
0.01865718699991703,
-0.011325475759804249,
-0.012606020085513592,
0.026951313018798828,
0.021238848567008972,
0.0321020744740963,
-0.016317544505000114,
-0.02893264964222908,
-0.05673541873693466,
-0.025050871074199677,
0.04039866849780083,
-0.02039295621216297,
-0.0031495082657784224,
-0.06573208421468735,
-0.026442740112543106,
-0.017072977498173714,
0.03052886575460434,
0.041499294340610504,
0.0633903443813324,
-0.05110730603337288,
0.03606467321515083,
-0.015530641190707684,
-0.0502578504383564,
-0.0358521044254303,
0.01425042375922203,
-0.028404846787452698,
-0.029471665620803833,
0.0014036528300493956,
0.05084274709224701,
0.03591952472925186,
0.003320835530757904,
-0.010059714317321777,
0.02015591226518154,
-0.005265766754746437,
-0.04261652007699013,
0.020947763696312904,
-0.005319020710885525,
-0.006126865278929472,
0.01129212323576212,
-0.01892692968249321,
-0.02230469323694706,
-0.006843043025583029,
-0.049619752913713455,
-0.06651830673217773,
0.018625255674123764,
0.00487637659534812,
-0.05891379341483116,
0.022708440199494362,
0.02375100739300251,
-0.007995306514203548,
-0.005312301684170961,
-0.025011977180838585,
-0.03554724529385567,
0.01180288102477789,
-0.03436196967959404,
-0.02994385175406933,
-0.00815728958696127,
-0.006573385559022427,
-0.007182172499597073,
0.018207311630249023,
0.032984014600515366,
0.010256486013531685,
-0.021685320883989334,
-0.015418746508657932,
0.00873496849089861,
0.013435541652143002,
0.03073664754629135,
-0.008983013220131397,
0.008028232492506504,
-0.02173616550862789,
-0.039206210523843765,
-0.05370359867811203,
0.03392091020941734,
0.016241734847426414,
0.0320783294737339,
-0.007561937440186739,
0.0212596133351326,
-0.011817456223070621,
0.05131078511476517,
-0.02449488639831543,
-0.006248025689274073,
-0.02089058980345726,
-0.0006905951886437833,
0.019511612132191658,
-0.0018249754793941975,
0.011568515561521053,
0.011224436573684216,
-0.007663646247237921,
0.02938072942197323,
0.07270470261573792,
-0.017959732562303543,
0.017666378989815712,
0.012622582726180553,
-0.03944753482937813,
-0.01035927515476942,
0.01338091678917408,
-0.011980393901467323,
0.007613762281835079,
0.055954162031412125,
0.018851326778531075,
0.04322657734155655,
0.005857172422111034,
0.02201237343251705,
-0.08753853291273117,
-0.02265228144824505,
0.031296469271183014,
0.005869472865015268,
0.044248394668102264,
-0.05850113183259964,
-0.0022966472897678614,
0.014328667894005775,
-0.02067692205309868,
-0.0010527163976803422,
-0.01748119480907917,
0.021930057555437088,
-0.0010399274760857224,
-0.009145714342594147,
-0.031618427485227585,
0.02672288753092289,
0.020984482020139694,
0.012795169837772846,
0.052188195288181305,
0.010099707171320915,
0.018436836078763008,
-0.0356176421046257,
-0.03588693216443062,
0.030844278633594513,
0.02935003489255905,
-0.03430488705635071,
0.027776332572102547,
-0.026261044666171074,
-0.01158927846699953,
0.014405968599021435,
-0.004204956814646721,
0.024046534672379494,
0.029035186395049095,
0.025112558156251907,
0.03176027908921242,
0.023465728387236595,
0.0387239046394825,
0.0011018543737009168,
0.006310450378805399,
0.018716802820563316,
0.01764855533838272,
0.023458000272512436,
-0.02810717560350895,
0.012406368739902973,
-0.033295173197984695,
0.013739779591560364,
-0.021113639697432518,
0.042243506759405136,
-0.02510152943432331,
0.03655219078063965,
0.01243560016155243,
-0.005256170406937599,
-0.0031578605994582176,
-0.02344747632741928,
0.00324780261144042,
-0.027667371556162834,
0.004409993067383766,
0.021890820935368538,
0.05535605177283287,
-0.032255884259939194,
0.026127023622393608,
-0.0014384840615093708,
-0.023195872083306313,
-0.0077994223684072495,
-0.02114020101726055,
-0.009246651083230972,
-0.0177683774381876,
0.003242647275328636,
0.0183220524340868,
-0.021171271800994873,
-0.005770160350948572,
0.021416587755084038,
-0.04428703337907791,
0.02688748762011528,
-0.013373504392802715,
-0.011518293991684914,
0.008863457478582859,
-0.022046729922294617,
0.050871338695287704,
-0.08288604766130447,
0.058904558420181274,
0.0038035099860280752,
-0.011604632250964642,
-0.011546316556632519,
-0.0012282866518944502,
-0.04350621998310089,
0.04781888797879219,
0.039650365710258484,
0.03356606513261795,
-0.01013004407286644,
0.0016260129632428288,
0.0390176959335804,
0.011736993677914143,
-0.03969963639974594,
0.037431586533784866,
-0.0002164704055758193,
0.004921748302876949,
-0.024196665734052658,
-0.009459798224270344,
-0.0005935015506111085,
0.019016413018107414,
0.0315973237156868,
-0.031661923974752426,
0.02293393574655056,
0.02740318886935711,
0.0062929862178862095,
0.04675471782684326,
-0.007849588058888912,
-0.02511466108262539,
0.04900602251291275,
-0.019467700272798538,
0.004348886199295521,
0.0829240009188652,
-0.01967017911374569,
-0.09028664231300354,
0.02861708775162697,
0.016752740368247032,
0.0006593113066628575,
0.024340223520994186,
0.0024393920321017504,
0.0034178905189037323,
-0.03562396019697189,
0.022281035780906677,
0.030983489006757736,
-0.016696983948349953,
-0.0008425167761743069,
0.026032211259007454,
0.031909357756376266,
0.044851768761873245,
-0.029901321977376938,
0.023471422493457794,
-0.005452414974570274,
-0.046674858778715134,
0.019789427518844604,
-0.0057586561888456345,
0.04471409320831299,
0.012133042328059673,
0.038465727120637894,
0.007619482930749655,
-0.01840481348335743,
0.0024439787957817316,
-0.0071177673526108265,
0.027828995138406754,
-0.07924896478652954,
-0.01013276632875204,
-0.0008102852734737098,
-0.011211087927222252,
0.03516702726483345,
-0.002257916610687971,
-0.011587575078010559,
0.01140500232577324,
-0.05651580169796944,
-0.006667269393801689,
-0.039293184876441956,
-0.024086810648441315,
-0.02523418515920639,
-0.011969649232923985,
0.02854245901107788,
-0.010544627904891968,
0.04515865445137024,
0.036785922944545746,
0.02266104146838188,
-0.016807597130537033,
0.0003386499884072691,
-0.0019433944253250957,
-0.0006155654555186629,
0.010194879025220871,
0.009226789698004723,
-0.0231804046779871,
-0.004297640174627304,
-0.025275269523262978,
-0.03784232586622238,
0.03896608203649521,
0.020764123648405075,
-0.0007787278736941516,
-0.08699469268321991,
-0.02065526880323887,
0.02703120931982994,
0.023891182616353035,
-0.040985796600580215,
-0.002702187281101942,
-0.02317674830555916,
0.013588299043476582,
0.02051279880106449,
-0.0456254705786705
] |
<p>i try to implement a simple gaussian process regression in java. I almost got every step from the book <a href="http://www.GaussianProcess.org/gpml" rel="nofollow">http://www.GaussianProcess.org/gpml</a> .</p>
<p>With my implementation of algorithm 2.1 on page 19 i'm able to produce results but:</p>
<p>I have the strange behavior that all predicted datapoints where i do not have any target tend to be of zero value. Does anyone know this behavior or can explain where i could have taken a mistake?</p>
<p>In my plot the red line marks the predicted values, black are the targets.</p>
<p>Here is the prediction and covariance java code. The parameter array includes length scale and noise, I work with the idexes of the arrays as x inputs for the covaiance function:</p>
<pre><code>private double generateCOV_RADIAL(int i, int j) {
double covar = Math.pow(parameter[1], 2.0) * Math.exp(-1.0 * (Math.pow(i - j, 2.0)/(2 * Math.pow(parameter[0], 2.0))));
if(i==j)
covar += Math.pow(parameter[2], 2);
return covar;
}
public void predict(int predictFuture) throws IllegalArgumentException, IllegalAccessException, InvocationTargetException{
RealMatrix y = MatrixUtils.createColumnRealMatrix(this.targets);
double mean = StatUtils.mean(this.targets);
for(int i = 0; i < this.targets.length;i++)
{
targets[i] -= mean;
}
RealMatrix K = MatrixUtils.createRealMatrix(cov);
//identity matrix for I
RealMatrix k_eye = MatrixUtils.createRealIdentityMatrix(cov.length);
//choleski(K + sigman^2*I)
CholeskyDecomposition L = null;
try {
L = new CholeskyDecompositionImpl(
K.add(
k_eye.scalarMultiply(Math.pow(parameter[2], 2))
)
);
} catch (NonSquareMatrixException e) {
e.printStackTrace();
} catch (NotSymmetricMatrixException e) {
e.printStackTrace();
} catch (NotPositiveDefiniteMatrixException e) {
e.printStackTrace();
}
//inverse of Ltranspose for left devision
RealMatrix L_transpose_1 = new LUDecompositionImpl(L.getLT()).getSolver().getInverse();
//inverse of Ltranspose for left devision
RealMatrix L_1 = new LUDecompositionImpl(L.getL()).getSolver().getInverse();
//alpha = L'\(L\y)
RealMatrix alpha = L_transpose_1.multiply(L_1).multiply(y);
double L_diag = 0.0;
for(int i = 0; i < L.getL().getColumnDimension();i++)
{
L_diag += Math.log(L.getL().getEntry(i, i));
}
double logpyX = - y.transpose().multiply(alpha).scalarMultiply(0.5).getData()[0][0]
- L_diag
- predictFuture * Math.log(2 * Math.PI) * 0.5;
double[] fstar = new double[targets.length + predictFuture];
double[] V = new double[targets.length + predictFuture];
for(int i = 0;i < targets.length + predictFuture;i++)
{
double[] kstar = new double[targets.length];
for(int j = 0; j < targets.length;j++)
{
double covar = (Double)covMethod.invoke(this,j,i);
kstar[j] = covar;
}
//f*=k_*^T * alpha
fstar[i] = MatrixUtils.createColumnRealMatrix(kstar).transpose().multiply(alpha).getData()[0][0];
fstar[i] += mean;
//v = L\k_*
RealMatrix v = L_1.multiply(MatrixUtils.createColumnRealMatrix(kstar));
//V[fstar] = k(x_*,x_*) - v^T*v
double covar = (Double)covMethod.invoke(this,i,i);
V[i] = covar - v.transpose().multiply(v).getData()[0][0] + Math.pow(parameter[2],2);
}
this.predicted_mean = fstar;
this.predicted_variance = V;
}
</code></pre>
<p>Thank you</p>
<p><img src="http://i.stack.imgur.com/hfjBL.jpg" alt="GP Example"></p> | 74,052 | [
-0.02569788321852684,
-0.03651247173547745,
0.00006890942313475534,
-0.013123072683811188,
0.05842537432909012,
-0.013457710854709148,
-0.060220152139663696,
-0.058578893542289734,
0.003384198760613799,
-0.009504827670753002,
0.0644085705280304,
0.01667480356991291,
0.044002655893564224,
0.05257216468453407,
0.0030793575569987297,
0.008875371888279915,
-0.0724329799413681,
0.017329541966319084,
0.02519931271672249,
-0.008796079084277153,
-0.003338976763188839,
0.0422055721282959,
0.009476072154939175,
-0.03885059431195259,
-0.0173815730959177,
0.033317770808935165,
0.013639980927109718,
-0.029050959274172783,
0.005064623896032572,
0.032300543040037155,
-0.07007832825183868,
-0.004224937409162521,
0.01215630304068327,
-0.006611121352761984,
0.033158767968416214,
0.0422632098197937,
0.0030194169376045465,
-0.060100238770246506,
-0.0502595417201519,
0.0014089732430875301,
0.003363176481798291,
-0.029305515810847282,
0.005816433113068342,
0.03591315448284149,
0.027429495006799698,
0.01614639163017273,
-0.01915222965180874,
-0.013132691383361816,
0.07653931528329849,
-0.021799910813570023,
0.08304354548454285,
0.007365442346781492,
0.032715655863285065,
0.007314604707062244,
-0.0466565378010273,
0.001146249589510262,
0.05315995216369629,
0.05655646696686745,
-0.020312273874878883,
-0.05131573975086212,
0.007325686048716307,
-0.0018609482795000076,
-0.009531179443001747,
0.009698139503598213,
-0.019826704636216164,
0.02269129827618599,
0.010909488424658775,
-0.016445215791463852,
0.024922622367739677,
-0.010996979661285877,
0.05209425091743469,
-0.024129090830683708,
-0.009508389979600906,
-0.018804052844643593,
0.02712937444448471,
0.014944499358534813,
-0.01892634853720665,
0.03035668283700943,
0.044859979301691055,
-0.007219533436000347,
0.038348082453012466,
0.031266454607248306,
-0.018715959042310715,
-0.008770161308348179,
0.0008211974054574966,
0.04646971449255943,
0.033393844962120056,
-0.035260751843452454,
0.0056035700254142284,
0.062003202736377716,
-0.01772487163543701,
-0.021412694826722145,
0.048826996237039566,
-0.003587067127227783,
0.006470941007137299,
0.06409045308828354,
-0.010946886613965034,
0.04867439717054367,
-0.014125729911029339,
0.01991458423435688,
-0.03730454295873642,
-0.0237319003790617,
0.018907370045781136,
0.03857666999101639,
-0.018665602430701256,
-0.0017240492161363363,
-0.011222759261727333,
-0.0014748607063665986,
-0.025062918663024902,
-0.052513569593429565,
-0.019507527351379395,
0.009146853350102901,
0.008666453883051872,
-0.0051042018458247185,
0.022238850593566895,
-0.012866132892668247,
-0.032406553626060486,
0.010911588557064533,
0.007526662200689316,
0.04830346256494522,
0.04932320863008499,
0.020737145096063614,
0.005366223864257336,
-0.015917235985398293,
-0.01650427281856537,
0.004984491970390081,
0.04453715309500694,
-0.010800978168845177,
-0.060269445180892944,
0.038983460515737534,
0.02738317660987377,
-0.021812452003359795,
0.024760747328400612,
-0.0021520599257200956,
0.03223804011940956,
-0.006445680279284716,
-0.08244084566831589,
-0.03785146400332451,
0.03196180984377861,
-0.04510178416967392,
0.024849724024534225,
-0.07281875610351562,
-0.03755360469222069,
0.012739942409098148,
0.056248653680086136,
-0.02095210552215576,
0.017008688300848007,
0.021627651527523994,
0.056197330355644226,
-0.005799205508083105,
0.003080911934375763,
-0.015879446640610695,
-0.06646305322647095,
-0.029664112254977226,
-0.018639760091900826,
-0.04716561362147331,
0.020231051370501518,
0.012874381616711617,
-0.01891462877392769,
-0.003855967428535223,
0.05635024979710579,
0.011158746667206287,
0.03095608577132225,
0.021279452368617058,
-0.020677607506513596,
-0.03533080592751503,
0.06874221563339233,
0.03538459911942482,
0.04538213834166527,
0.015291829593479633,
-0.022131159901618958,
0.03605971485376358,
-0.007498926483094692,
0.022069983184337616,
0.03981207311153412,
-0.0045665353536605835,
0.016178542748093605,
-0.038681063801050186,
-0.011872023344039917,
-0.002857608487829566,
-0.03223956376314163,
-0.053675808012485504,
0.026220202445983887,
0.00035839181509800255,
0.03163807839155197,
0.03951127827167511,
0.018999040126800537,
0.000962449936196208,
0.016272690147161484,
-0.03800252452492714,
-0.002904157619923353,
-0.032923031598329544,
0.0058227661065757275,
0.013735723681747913,
-0.046316761523485184,
0.002129720523953438,
-0.018501916900277138,
0.024945955723524094,
0.0203882846981287,
-0.015228421427309513,
-0.04326934367418289,
-0.014273370616137981,
0.027450822293758392,
-0.03291679173707962,
0.05603097006678581,
0.05333704128861427,
0.020428892225027084,
-0.028183819726109505,
0.0579061359167099,
-0.003089446108788252,
-0.01564835198223591,
0.009336836636066437,
-0.017337137833237648,
-0.0050673517398536205,
0.023096024990081787,
-0.034673698246479034,
-0.0032698288559913635,
0.010854072868824005,
-0.008383121341466904,
0.018589036539196968,
-0.03397165238857269,
0.01610533706843853,
0.07579568773508072,
-0.015567435882985592,
-0.006874049082398415,
0.046130578964948654,
-0.034640513360500336,
0.030781526118516922,
-0.010269172489643097,
-0.023107454180717468,
-0.034054819494485855,
-0.02413765713572502,
-0.004878349136561155,
0.05618945136666298,
-0.03596249967813492,
-0.0233073141425848,
0.07716082781553268,
0.034314218908548355,
0.016389142721891403,
0.018460696563124657,
0.03389671444892883,
-0.009195507504045963,
0.06170506775379181,
0.0018080574227496982,
0.006195696070790291,
-0.015126239508390427,
-0.0006258963840082288,
0.007306417915970087,
0.0439397394657135,
0.008145177736878395,
-0.04008113965392113,
0.02055293694138527,
-0.0039473725482821465,
-0.004057139158248901,
-0.04329749196767807,
0.007517724763602018,
0.011124235577881336,
0.007900538854300976,
0.00821582693606615,
0.07043958455324173,
0.007774145342409611,
-0.007800261490046978,
-0.031049516052007675,
-0.032940078526735306,
-0.02384595386683941,
0.03902175650000572,
-0.014446175657212734,
0.014746411703526974,
-0.0010147352004423738,
-0.04747014492750168,
0.005136270076036453,
0.017990365624427795,
-0.010774313472211361,
-0.03220762312412262,
0.012915592640638351,
0.015350705944001675,
0.016363468021154404,
0.0013097448972985148,
-0.01537416409701109,
-0.0391719788312912,
-0.03282346576452255,
0.0020201706793159246,
0.052160780876874924,
0.013257818296551704,
-0.058549270033836365,
0.006872761994600296,
-0.048169806599617004,
0.010127555578947067,
0.03882588818669319,
-0.028941769152879715,
-0.006983843166381121,
0.057185590267181396,
-0.028447864577174187,
-0.045255064964294434,
-0.059097595512866974,
-0.01234442088752985,
-0.009438199922442436,
-0.0430082306265831,
-0.0007961955852806568,
0.057608217000961304,
0.009239946492016315,
-0.03843415901064873,
0.039492376148700714,
0.017214467748999596,
0.0007102785748429596,
-0.05610041692852974,
-0.046482112258672714,
0.012965700589120388,
-0.0026244292967021465,
0.05247543007135391,
0.017402106896042824,
-0.018752500414848328,
0.047681912779808044,
-0.059776876121759415,
-0.07046365737915039,
-0.02924160286784172,
0.01769256591796875,
0.024474600329995155,
-0.02427176758646965,
0.026817932724952698,
0.0547606498003006,
0.011651590466499329,
-0.03037092089653015,
-0.060986265540122986,
-0.00016724495799280703,
-0.037165671586990356,
-0.04889023303985596,
0.0071830167435109615,
-0.004007119685411453,
0.0370914600789547,
-0.0023944673594087362,
-0.031209426000714302,
0.02935858815908432,
0.05227700620889664,
-0.003311535343527794,
0.014367605559527874,
0.01967419497668743,
-0.008670462295413017,
-0.027696220204234123,
0.0735291913151741,
-0.00040017618448473513,
0.0012811501510441303,
-0.006577590946108103,
0.02470291033387184,
-0.00028732066857628524,
0.009932231158018112,
-0.03458437696099281,
0.00003929318700102158,
-0.0526941679418087,
0.030854878947138786,
-0.03927759826183319,
0.03145084157586098,
0.008198565803468227,
-0.03262240067124367,
-0.05250022932887077,
0.017151983454823494,
0.04556901752948761,
-0.021881025284528732,
-0.006809022277593613,
0.03245023265480995,
0.0033317403867840767,
-0.00856619980186224,
0.0272346343845129,
-0.02182222157716751,
-0.005948454607278109,
0.04650993272662163,
0.024407939985394478,
-0.019687103107571602,
0.04705708473920822,
0.01656763255596161,
-0.02680387534201145,
0.004366649314761162,
-0.015606211498379707,
-0.03280016407370567,
-0.03499317169189453,
0.020275793969631195,
-0.05119464173913002,
0.06588225811719894,
-0.002294090809300542,
0.05728515610098839,
0.044672053307294846,
-0.020586354658007622,
-0.015099842101335526,
-0.003105812706053257,
-0.04444406181573868,
0.006160651333630085,
-0.012428998947143555,
-0.030149664729833603,
0.010017079301178455,
-0.049397338181734085,
-0.04267353564500809,
-0.007481596898287535,
0.022045698016881943,
0.03906989470124245,
0.02113782800734043,
-0.04867870733141899,
0.01903156191110611,
-0.0231028962880373,
-0.02434461936354637,
-0.036157626658678055,
0.023597562685608864,
0.03776417300105095,
-0.011454355902969837,
0.04761655628681183,
0.041901182383298874,
-0.017971979454159737,
-0.00031062457128427923,
-0.020597778260707855,
-0.0037704294081777334,
0.01814216375350952,
0.0477016344666481,
0.02708769403398037,
0.027821648865938187,
-0.001337251509539783,
0.033931758254766464,
0.008971072733402252,
0.023900769650936127,
0.07894385606050491,
-0.01209612563252449,
0.00436613941565156,
-0.055075909942388535,
-0.007413351442664862,
0.06397276371717453,
0.014832374639809132,
0.005669193807989359,
-0.009015634655952454,
0.032233722507953644,
-0.015908926725387573,
0.030012542381882668,
-0.012407772243022919,
0.10559503734111786,
0.0009892290690913796,
0.025738956406712532,
-0.018516553565859795,
-0.007422863971441984,
0.0007891099085099995,
-0.011454306542873383,
0.015551134943962097,
-0.01538422703742981,
-0.03414681553840637,
-0.005540403537452221,
0.04048244282603264,
-0.007424077484756708,
-0.00779681233689189,
-0.0025340591091662645,
0.0034163801465183496,
0.023683011531829834,
-0.015017091296613216,
-0.0018088892102241516,
0.038882482796907425,
0.016131801530718803,
-0.0030671856366097927,
0.031410105526447296,
0.022248167544603348,
-0.026974737644195557,
0.03102085366845131,
0.03723685070872307,
-0.00015794136561453342,
-0.01126258447766304,
0.0005323193036019802,
-0.05597492307424545,
-0.027185488492250443,
-0.01708395592868328,
-0.03913072869181633,
0.02535407803952694,
-0.03471364453434944,
-0.0004238256369717419,
-0.011283624917268753,
-0.01858232170343399,
-0.038505956530570984,
-0.007643934804946184,
-0.043569594621658325,
0.015228690579533577,
-0.048668984323740005,
-0.011916017159819603,
-0.02916361205279827,
0.011120656505227089,
0.0014192481758072972,
0.037364110350608826,
-0.07354661822319031,
-0.0026559841353446245,
-0.004995947238057852,
0.009892570786178112,
-0.003901831107214093,
-0.02467757649719715,
0.025996312499046326,
0.009383289143443108,
0.0160372294485569,
0.07644384354352951,
-0.021355003118515015,
-0.039549604058265686,
0.016132185235619545,
0.029430631548166275,
-0.016914192587137222,
-0.03154343366622925,
-0.03522219508886337,
-0.008539795875549316,
0.021533269435167313,
-0.01351078785955906,
0.06929324567317963,
0.027835911139845848,
-0.04973466694355011,
-0.0019890957046300173,
-0.06618739664554596,
-0.004284805618226528,
0.003910397179424763,
-0.033794429153203964,
-0.06156653165817261,
0.00013557536294683814,
0.012035098858177662,
-0.019385863095521927,
0.015951259061694145,
0.026194674894213676,
-0.05039268732070923,
0.01587180607020855,
0.030831430107355118,
0.01683465950191021,
-0.048092421144247055,
0.007796678226441145,
0.0029347226954996586,
0.01951131410896778,
-0.005513226613402367,
-0.010012679733335972,
0.030830413103103638,
-0.024209098890423775,
-0.00466156005859375,
0.02947167307138443,
-0.03865717723965645,
-0.014064314775168896,
-0.04639994725584984,
0.021166685968637466,
0.013157682493329048,
-0.0690818727016449,
0.016628989949822426,
0.004401562735438347,
0.034200266003608704,
0.05294366553425789,
-0.030952882021665573,
-0.023290036246180534,
-0.02467215806245804,
-0.02891581319272518,
0.01853509061038494,
0.004773297812789679,
-0.002896752906963229,
-0.035185929387807846,
0.006916256621479988,
-0.060911789536476135,
-0.031006360426545143,
-0.008421744219958782,
-0.06398104131221771,
-0.03571571782231331,
0.00914047472178936,
-0.05698872730135918,
-0.023332390934228897,
-0.015500618144869804,
-0.02205999568104744,
0.038306087255477905,
-0.025001823902130127,
-0.008516923524439335,
0.04314897209405899,
0.006648240610957146,
0.06806442141532898,
-0.004946005064994097,
-0.02414575219154358,
0.03523937985301018,
-0.015096787363290787,
-0.04614464193582535,
0.01950877718627453,
0.03150894492864609,
-0.020737091079354286,
-0.021165473386645317,
-0.024232743307948112,
0.00736478203907609,
0.006846378091722727,
-0.022133508697152138,
-0.03276250138878822,
-0.0035451010335236788,
0.00022718062973581254,
-0.007218015380203724,
-0.03273061662912369,
-0.03232130780816078,
0.002740351017564535,
-0.052476681768894196,
-0.002269305754452944,
-0.017605366185307503,
-0.0204036682844162,
-0.018360164016485214,
-0.00058410206111148,
-0.008278627879917622,
0.008140952326357365,
0.01819515787065029,
0.0282051432877779,
0.020533913746476173,
-0.009409270249307156,
0.006642954424023628,
-0.042804088443517685,
0.025706538930535316,
0.0057068634778261185,
0.015937957912683487,
0.02263864316046238,
0.004653189331293106,
-0.046794820576906204,
-0.02373609133064747,
-0.05228189751505852,
0.037578921765089035,
0.07650987058877945,
-0.03089396096765995,
0.05321840941905975,
0.03096100129187107,
0.024609196931123734,
-0.019851213321089745,
-0.04617161676287651,
-0.0032671696972101927,
-0.03540186583995819,
0.007715484127402306,
0.029307479038834572,
-0.009864160791039467,
-0.005216173827648163,
0.008575543761253357,
0.035542044788599014,
0.028415411710739136,
0.01478180754929781,
-0.000005980918558634585,
0.031271375715732574,
-0.04566456377506256,
-0.022210843861103058,
-0.02027958072721958,
0.027868645265698433,
-0.013643370941281319,
0.026800278574228287,
-0.02027343399822712,
-0.011926505714654922,
0.005512102972716093,
0.04013562574982643,
0.0021765371784567833,
-0.03866208717226982,
-0.007485385052859783,
-0.017948288470506668,
0.01493839081376791,
0.004875035025179386,
-0.027491051703691483,
0.004162345547229052,
0.024068379774689674,
0.025084827095270157,
0.026149656623601913,
0.039245449006557465,
-0.06565193086862564,
-0.08263427019119263,
-0.057299576699733734,
-0.04942016303539276,
-0.04597179964184761,
0.050072189420461655,
0.0326843336224556,
-0.07025855779647827,
-0.0058200666680932045,
-0.004183385521173477,
0.058952514082193375,
0.026911206543445587,
-0.008650819770991802,
-0.001947262091562152,
0.07884323596954346,
-0.006576430983841419,
-0.004397984594106674,
-0.002293709199875593,
0.039408691227436066,
0.1458483785390854,
0.07327310740947723,
0.026734065264463425,
-0.030350971966981888,
-0.02461215667426586,
-0.016319315880537033,
0.001583849429152906,
-0.022347254678606987,
0.006272088270634413,
-0.018331803381443024,
-0.03857763484120369,
0.015648821368813515,
0.0024565611965954304,
0.010765395127236843,
0.02280140109360218,
0.004712996073067188,
-0.02270282246172428,
-0.027466459199786186,
-0.01125896256417036,
-0.013134467415511608,
-0.0069646756164729595,
0.02382568083703518,
-0.03206060081720352,
0.02154584415256977,
-0.03706882894039154,
-0.005828636698424816,
-0.027694951742887497,
0.008712055161595345,
0.010096102021634579,
0.01309429295361042,
-0.010409649461507797,
0.026121340692043304,
0.020393870770931244,
0.02034706622362137,
0.01561987679451704,
0.015682589262723923,
0.009991073049604893,
-0.03951171785593033,
-0.004854011349380016,
-0.005841529928147793,
-0.005619636736810207,
0.01795319654047489,
0.03625846281647682,
0.017277544364333153,
-0.0024080793373286724,
-0.04030165448784828,
-0.04248125106096268,
0.07353676110506058,
-0.028301779180765152,
-0.02395608276128769,
-0.011171630583703518,
0.016608620062470436,
0.012862375937402248,
-0.09879902005195618,
0.011126498691737652,
-0.012017141096293926,
0.014345169998705387,
-0.020337454974651337,
-0.044967904686927795,
-0.006732405163347721,
0.03942306712269783,
0.017752384766936302,
0.009316697716712952,
0.029571086168289185,
-0.038174379616975784,
-0.01882300153374672,
-0.04104221239686012,
0.07287003099918365,
-0.017677143216133118,
0.009393628686666489,
0.02491339109838009,
-0.033521540462970734,
0.006306578870862722,
-0.05233711376786232,
0.011195807717740536,
-0.013144489377737045,
0.026909951120615005,
-0.00036737718619406223,
-0.02838677167892456,
-0.037300437688827515,
-0.04065068066120148,
-0.0014624580508098006,
-0.02547970972955227,
-0.026032041758298874,
-0.022174200043082237,
-0.011527596972882748,
-0.005034325178712606,
0.0396663062274456,
0.007729955483227968,
0.012340929359197617,
-0.02247496321797371,
0.03997291252017021,
0.005087061319500208,
-0.039152842015028,
-0.038356248289346695,
0.018205566331744194,
-0.020822638645768166,
0.001960985129699111,
-0.01899138279259205,
0.09201227873563766,
0.027346719056367874,
0.03542717918753624,
0.006774520501494408,
0.05453258007764816,
-0.022826194763183594,
-0.017744051292538643,
0.0025364398024976254,
-0.024105127900838852,
0.005749387200921774,
-0.02470264956355095,
-0.0008192826062440872,
-0.02472379058599472,
0.009605473838746548,
-0.018056990578770638,
-0.05153217539191246,
0.016297124326229095,
-0.015475490130484104,
-0.04762353375554085,
0.013692903332412243,
-0.03659480810165405,
-0.010060195811092854,
0.003918483853340149,
-0.009895742870867252,
-0.011168260127305984,
-0.005399677436798811,
-0.034817446023225784,
-0.020913325250148773,
-0.031787529587745667,
0.029760250821709633,
-0.028642702847719193,
0.033131103962659836,
0.013922157697379589,
0.010440092533826828,
0.019365394487977028,
0.04162853956222534,
0.05675377696752548,
-0.015429317951202393,
0.04540426656603813,
-0.009811474941670895,
0.022753015160560608,
0.019115377217531204,
-0.022977007552981377,
-0.036120712757110596,
-0.013885125517845154,
0.015710553154349327,
0.047950465232133865,
0.01525837555527687,
-0.0026129768230021,
-0.022667663171887398,
0.08491449058055878,
-0.0013598616933450103,
0.037509143352508545,
-0.0415947325527668,
0.011757584288716316,
0.03303734213113785,
0.00572357140481472,
0.03522694855928421,
-0.018943117931485176,
-0.010700923390686512,
0.006766403093934059,
0.006648949813097715,
0.00021060141443740577,
0.025170957669615746,
0.011496719904243946,
-0.015349720604717731,
-0.009338882751762867,
0.012417031452059746,
0.009248936548829079,
0.001789411879144609,
0.04225766286253929,
-0.0059432461857795715,
0.027570482343435287,
-0.02290719747543335,
0.036756809800863266,
-0.05578669160604477,
-0.034070901572704315,
-0.007207788992673159,
0.007944419048726559,
0.025281423702836037,
-0.018205005675554276,
-0.008071999065577984,
0.0578860342502594,
-0.05904974788427353,
0.02129742130637169,
0.0019312432268634439,
-0.016288001090288162,
-0.05138305574655533,
0.007033715955913067,
-0.017489714547991753,
0.018613411113619804,
0.05373041704297066,
0.012742617167532444,
0.047509461641311646,
0.05078239366412163,
0.0009205075330100954,
-0.027956927195191383,
-0.04132752865552902,
0.033403344452381134,
-0.013795613311231136,
0.00384468212723732,
0.01249186135828495,
-0.012472806498408318,
0.01540427003055811,
0.02196977287530899,
-0.014303767122328281,
0.005274046678096056,
-0.01990876905620098,
0.051197491586208344,
0.06395483762025833,
0.06225525215268135,
0.041161105036735535,
0.004452868364751339,
0.032079409807920456,
-0.006216853857040405,
-0.0016329447971656919,
0.0035702441819012165,
0.011259838938713074,
0.0404488630592823,
0.03199392929673195,
0.020174391567707062,
-0.004307036753743887,
0.028412088751792908,
-0.016494624316692352,
-0.027788344770669937,
-0.001061611226759851,
0.0384720042347908,
-0.01368433702737093,
-0.034407760947942734,
0.034169070422649384,
-0.039979539811611176,
0.010866272263228893,
0.018446531146764755,
0.004575826693326235,
-0.027707615867257118,
-0.013856538571417332,
-0.00000869599807629129,
-0.01808054931461811,
0.02170291729271412,
0.0065125213004648685,
-0.03272966295480728,
-0.029497649520635605,
0.023768970742821693,
-0.009014847688376904,
-0.004165529739111662,
-0.014024336822330952,
-0.022452544420957565,
-0.044113196432590485,
0.03958391025662422,
0.023891057819128036,
0.027586450800299644,
0.0026849773712456226,
-0.016811663284897804,
0.006124132312834263,
-0.10518528521060944,
0.05840756744146347,
-0.0005283296341076493,
-0.02989019639790058,
-0.03353213518857956,
0.01962159015238285,
0.007351509761065245,
0.037380654364824295,
0.017326196655631065,
-0.007702789269387722,
0.04083750396966934,
0.0042917183600366116,
0.003763084067031741,
-0.022442255169153214,
-0.03883076459169388,
0.03568929061293602,
0.055827826261520386,
-0.04352615773677826,
-0.0007526708650402725,
-0.01150194089859724,
-0.008292849175632,
0.0655185878276825,
0.017323380336165428,
0.020691873505711555,
0.011844241060316563,
-0.0016077214386314154,
-0.0377599261701107,
0.005976625252515078,
-0.005805245600640774,
0.007345431484282017,
0.06944835186004639,
-0.03321225941181183,
0.03371603414416313,
0.009034285321831703,
0.006688049994409084,
-0.05628169700503349,
0.0008423824328929186,
-0.021490901708602905,
-0.027217302471399307,
-0.027817659080028534,
-0.030284471809864044,
0.021871652454137802,
-0.02633371390402317,
0.005566406063735485,
0.07531515508890152,
-0.0028658024966716766,
-0.006485248450189829,
0.0549473837018013,
0.0014211076777428389,
0.008680740371346474,
0.021942490711808205,
0.013323364779353142,
-0.002284159418195486,
-0.00566260376945138,
0.049341026693582535,
0.04166721925139427,
0.01706244796514511,
0.022816214710474014,
-0.02403552457690239,
0.031584616750478745,
-0.026890970766544342,
-0.012194779701530933,
-0.023131925612688065,
0.05804939568042755,
-0.04673667997121811,
-0.014781391248106956,
-0.004885162226855755,
-0.03583873063325882,
0.016868583858013153,
0.013008850626647472,
0.0027192803099751472,
0.0349402092397213,
-0.019277803599834442,
0.000024633436623844318,
-0.02413835935294628,
0.010020586661994457,
-0.002179966075345874,
-0.003276330651715398,
0.0011514381039887667,
0.01389855332672596,
-0.0047257342375814915,
0.029162608087062836,
0.00937699805945158,
0.008593939244747162,
0.03972288593649864,
-0.07758095115423203,
0.016922175884246826,
0.02972964197397232,
-0.009465756826102734,
0.008605300448834896,
0.009404224343597889,
-0.01479396503418684,
-0.019736777991056442,
0.028636787086725235,
0.011020979844033718,
-0.02020370028913021,
-0.045105740427970886,
0.014654112979769707,
0.012359866872429848,
0.05544113367795944,
-0.08155541867017746,
0.006773203145712614,
0.007082980126142502,
0.03433431684970856,
-0.03644697740674019,
0.025099139660596848
] |
<p>I want to create an equation that consists of two independent variables "duration" and "data_transferred", and one dependent variable "meeting_quality"</p>
<p>This is what I want:</p>
<p>meeting_quality would be good, if more data is transferred in less duration.</p>
<p>meeting_quality would be bad, if less data is transferred in more duration.</p>
<p>What should be the equation presentation of above sentence? Thanks in advance.</p>
<p>In fact, I want to use the values above equation in regression analysis. I would really be grateful for any further advice.</p> | 74,053 | [
-0.020131435245275497,
-0.003503335639834404,
-0.0032955592032521963,
0.01608288288116455,
0.027618462219834328,
0.022134171798825264,
-0.01346532255411148,
-0.025795578956604004,
0.052584875375032425,
0.0067350552417337894,
0.05952902138233185,
0.027561597526073456,
0.06564114987850189,
0.024366192519664764,
0.014412835240364075,
0.014983457513153553,
0.008292837999761105,
0.018523352220654488,
-0.010039678774774075,
-0.011488424614071846,
0.008215210400521755,
-0.013907959684729576,
0.03190118074417114,
0.012268537655472755,
-0.003767108777537942,
0.05312461033463478,
0.04511203244328499,
-0.006821973714977503,
-0.03263549879193306,
0.07029565423727036,
-0.018358642235398293,
-0.051645342260599136,
0.012718778103590012,
0.05822708457708359,
0.026336515322327614,
0.025758113712072372,
-0.042686570435762405,
-0.0032165730372071266,
0.01848340779542923,
0.019359387457370758,
-0.023333262652158737,
-0.008287680335342884,
0.050997912883758545,
0.056245021522045135,
-0.027191108092665672,
-0.0008376632467843592,
0.04365319386124611,
-0.037803635001182556,
0.012212757021188736,
-0.05471213161945343,
0.08621116727590561,
-0.014549457468092442,
0.07167496532201767,
0.0063763875514268875,
-0.01980091817677021,
0.031803570687770844,
0.028523797169327736,
0.04837363585829735,
-0.0005395664484240115,
-0.05066089704632759,
0.004263502545654774,
0.012069030664861202,
0.01722734607756138,
0.016316020861268044,
-0.012160814367234707,
0.004376955796033144,
-0.0175032801926136,
0.021629950031638145,
0.016690922901034355,
-0.03523785620927811,
-0.009138709865510464,
0.02282874658703804,
0.09043635427951813,
-0.0004913079901598394,
0.02645685523748398,
-0.051262833178043365,
0.03589308634400368,
0.025818560272455215,
0.018042370676994324,
0.05883987993001938,
-0.017928684130311012,
-0.001763506093993783,
0.009875571355223656,
0.0017125415615737438,
-0.009007581509649754,
-0.026015471667051315,
0.07766378670930862,
-0.017294777557253838,
0.02236095257103443,
0.01846890151500702,
-0.01656828634440899,
0.005987937096506357,
0.01716150902211666,
0.05729108303785324,
0.018602710217237473,
-0.02216656319797039,
0.005820547230541706,
0.033599160611629486,
0.026500532403588295,
-0.005190229043364525,
0.005942565854638815,
-0.03449907526373863,
-0.033035121858119965,
0.010986847802996635,
-0.02580021508038044,
0.0013512009754776955,
-0.01804949715733528,
-0.04476543143391609,
-0.0072422148659825325,
-0.024684526026248932,
-0.014676065184175968,
-0.0204851683229208,
0.020062357187271118,
0.013769582845270634,
0.004062974825501442,
-0.04662635549902916,
-0.027733391150832176,
0.010966709814965725,
0.05458793789148331,
0.08556243777275085,
0.0537787489593029,
-0.047353971749544144,
0.07389917224645615,
0.012236016802489758,
-0.03726010397076607,
0.016298547387123108,
-0.01884961500763893,
-0.016729088500142097,
-0.02025822550058365,
0.04666613042354584,
-0.012805652804672718,
-0.001182209001854062,
0.032209888100624084,
-0.017768878489732742,
0.01512119174003601,
0.03275167569518089,
-0.0583888478577137,
-0.020107032731175423,
0.004887514282017946,
0.0031440563034266233,
0.019347742199897766,
-0.07477855682373047,
0.007982163690030575,
0.021919438615441322,
0.05695438012480736,
0.01821725070476532,
0.026275120675563812,
0.004463141784071922,
-0.0005680609028786421,
-0.0030979709699749947,
-0.03440195322036743,
-0.012541348114609718,
-0.01410083007067442,
0.008719824254512787,
0.006593305617570877,
-0.047933463007211685,
-0.014258175157010555,
0.06027306616306305,
-0.020294953137636185,
0.027585642412304878,
0.04393305256962776,
0.007096785120666027,
-0.015160173177719116,
0.029271159321069717,
0.02560701221227646,
-0.02960430085659027,
0.05370001494884491,
0.029789024963974953,
-0.005381800699979067,
0.009899748489260674,
0.028280114755034447,
0.028252646327018738,
0.005149883218109608,
0.00020533223869279027,
-0.006865983363240957,
-0.0032990442123264074,
0.009055476635694504,
0.03831222280859947,
-0.012967384420335293,
0.022317014634609222,
-0.03655629977583885,
-0.055717822164297104,
-0.0068124160170555115,
0.019108325242996216,
0.0022344132885336876,
0.03993966057896614,
-0.013787507079541683,
0.01013854704797268,
0.035784024745225906,
-0.02166254073381424,
-0.036397647112607956,
-0.060927435755729675,
0.01434185728430748,
-0.025499925017356873,
-0.022075530141592026,
-0.0035252796951681376,
-0.0076877642422914505,
-0.017911255359649658,
-0.009297888725996017,
-0.0033521917648613453,
-0.034918319433927536,
-0.007530735805630684,
0.029204605147242546,
-0.01240769773721695,
0.0063177417032420635,
0.07427091896533966,
0.06603682041168213,
0.012465336360037327,
-0.0035729140508919954,
-0.0018756220815703273,
0.0020753396674990654,
0.008515299297869205,
-0.04513251781463623,
0.04596666246652603,
-0.00964574795216322,
-0.035950906574726105,
0.031011706218123436,
0.0024895661044865847,
-0.0056014773435890675,
0.0320073738694191,
-0.03918527439236641,
0.019768549129366875,
0.0775788351893425,
0.02274404838681221,
0.015908315777778625,
-0.0071660797111690044,
0.02556244470179081,
0.048677317798137665,
-0.03340901434421539,
-0.04170903563499451,
0.00823310948908329,
0.02216983214020729,
-0.005392090883105993,
0.001415353617630899,
-0.030845502391457558,
0.0016778173157945275,
0.07512478530406952,
0.014430602081120014,
0.02021736465394497,
0.05593491345643997,
0.014362466521561146,
0.019900336861610413,
0.01666267029941082,
-0.0014535197988152504,
0.017954571172595024,
-0.0057571507059037685,
-0.0059338100254535675,
0.017819389700889587,
0.03625497967004776,
0.01777101494371891,
0.027482712641358376,
0.0423535592854023,
-0.010883134789764881,
0.005092242732644081,
-0.012281039729714394,
-0.012465228326618671,
0.04657784476876259,
-0.050858255475759506,
0.03190329298377037,
0.05312404781579971,
0.00568067841231823,
-0.013371529057621956,
0.03692568466067314,
0.001747072790749371,
-0.003308410057798028,
0.026893258094787598,
-0.01745900698006153,
0.03160816431045532,
0.02336469292640686,
-0.02026563510298729,
0.02565493807196617,
0.0124882897362113,
-0.019913116469979286,
-0.059690117835998535,
-0.03569073975086212,
0.029557563364505768,
0.011853226460516453,
0.0447823628783226,
-0.004769249819219112,
-0.02460404299199581,
0.015551832504570484,
-0.026004314422607422,
-0.02634914591908455,
-0.036179255694150925,
-0.041393719613552094,
0.01206890493631363,
-0.0013490102719515562,
-0.019456570968031883,
0.05331761762499809,
0.0011166700860485435,
-0.00748855248093605,
0.01601315662264824,
0.004176207818090916,
-0.04377928003668785,
-0.04660763218998909,
-0.010046398267149925,
0.024300340563058853,
0.014620231464505196,
-0.018913455307483673,
0.053527332842350006,
0.002350526861846447,
-0.034703150391578674,
0.024128030985593796,
-0.05238477513194084,
-0.042002007365226746,
-0.010114206001162529,
0.008844800293445587,
0.024371016770601273,
-0.02134547010064125,
0.016305912286043167,
0.012506891041994095,
-0.0495830737054348,
-0.012063084170222282,
-0.10386306792497635,
-0.11208657175302505,
0.031938083469867706,
0.006851251237094402,
0.037728551775217056,
0.0090398034080863,
-0.05208325758576393,
0.07255125045776367,
0.005100581794977188,
-0.03545209392905235,
-0.03786155581474304,
-0.005150396842509508,
-0.02243513986468315,
-0.053326837718486786,
0.03525400161743164,
0.004117089789360762,
0.02496715635061264,
0.004105960018932819,
0.011031966656446457,
0.03429543972015381,
0.041830796748399734,
0.003975215367972851,
-0.006025642156600952,
-0.033524226397275925,
0.007907915860414505,
-0.018025869503617287,
0.04175443947315216,
0.028056621551513672,
-0.04161151498556137,
0.003152130637317896,
-0.002629050984978676,
0.04679674282670021,
0.013907923363149166,
-0.049406323581933975,
-0.03941303491592407,
-0.010813324712216854,
0.0065616718493402,
-0.023324444890022278,
0.007961397059261799,
-0.006314595229923725,
-0.000415150192566216,
-0.0324559286236763,
0.043375398963689804,
0.019486581906676292,
-0.04519961029291153,
0.0030984815675765276,
0.0542851947247982,
0.039752356708049774,
-0.015418685041368008,
-0.028046740218997,
-0.009858635254204273,
0.022728582844138145,
0.028864679858088493,
-0.00244592921808362,
-0.02639530599117279,
0.054325103759765625,
0.004438538569957018,
0.005768490489572287,
0.011940390802919865,
-0.0060188304632902145,
0.03281950578093529,
-0.0690251961350441,
0.011731717735528946,
0.001270315726287663,
0.06756158918142319,
0.01755652017891407,
0.03709074482321739,
0.02342194877564907,
-0.02948937751352787,
0.04638831317424774,
-0.012673724442720413,
-0.05468117818236351,
0.04248601570725441,
-0.00971632543951273,
-0.029284721240401268,
0.05116239935159683,
-0.010007445700466633,
0.004312129225581884,
-0.05736524984240532,
-0.008043462410569191,
0.020299967378377914,
0.04578162357211113,
-0.0431823767721653,
0.004741196054965258,
-0.02119382657110691,
-0.0030829226598143578,
-0.02223885990679264,
0.01935035176575184,
0.05483580380678177,
-0.01105236355215311,
0.014005417004227638,
0.055997226387262344,
-0.014310812577605247,
-0.04390636458992958,
-0.00583939254283905,
-0.0392165407538414,
0.046325743198394775,
0.0458589531481266,
0.008223372511565685,
0.016246037557721138,
-0.050335440784692764,
0.06261122226715088,
-0.026240523904561996,
0.005420842207968235,
-0.00469997338950634,
0.0075871869921684265,
-0.018762091174721718,
-0.0019366774940863252,
0.0022355904802680016,
0.01769077219069004,
0.015759877860546112,
0.006605715490877628,
-0.023395834490656853,
0.02763250842690468,
-0.02043537236750126,
-0.03992069140076637,
0.03431690111756325,
0.08719564229249954,
0.024656284600496292,
-0.026413679122924805,
-0.015522067435085773,
-0.011387161910533905,
0.06061664596199989,
-0.02933342754840851,
-0.007091970182955265,
0.044930752366781235,
0.0091482475399971,
-0.005955431144684553,
0.010831511579453945,
0.017178775742650032,
-0.013363073579967022,
0.008553534746170044,
0.01991547830402851,
-0.01022052951157093,
0.004544892348349094,
-0.052314452826976776,
0.0012131030671298504,
0.06191686540842056,
-0.0013311608927324414,
0.019344236701726913,
0.006320884916931391,
-0.11048202961683273,
0.031084943562746048,
0.012782718986272812,
0.04789276048541069,
-0.01122752483934164,
-0.03203550726175308,
-0.012502506375312805,
-0.016163131222128868,
0.013929443433880806,
-0.046928223222494125,
0.053909558802843094,
-0.01985926739871502,
-0.0188337080180645,
0.0014441172825172544,
-0.006470277439802885,
-0.04796670749783516,
0.02655389904975891,
-0.014548590406775475,
0.03478270396590233,
0.0033312432933598757,
-0.02631171979010105,
0.0023343407083302736,
0.03183254599571228,
0.01993218995630741,
0.04058995842933655,
0.01262830663472414,
-0.03487521782517433,
0.0159901212900877,
-0.003901213873177767,
-0.05628141388297081,
-0.041969433426856995,
0.015961866825819016,
0.04478288069367409,
0.01370874885469675,
0.025617310777306557,
-0.0052136764861643314,
-0.0030157663859426975,
-0.004771585110574961,
0.010458852164447308,
-0.020476972684264183,
-0.0073517728596925735,
-0.05313621833920479,
0.016811933368444443,
0.004116656258702278,
0.016107117757201195,
0.0525541789829731,
0.07477061450481415,
-0.01483394019305706,
-0.0009627676918171346,
-0.017507754266262054,
0.015855906531214714,
-0.004629937931895256,
-0.013766098767518997,
-0.01751537062227726,
-0.0020178055856376886,
-0.017818467691540718,
-0.011617484502494335,
-0.04131116718053818,
0.01838918961584568,
-0.04461400955915451,
-0.02221539616584778,
0.0007038293988443911,
0.06879160553216934,
0.012969011440873146,
-0.035544682294130325,
0.0025448850356042385,
-0.009892529807984829,
0.0010838508605957031,
-0.03565776348114014,
0.020596414804458618,
-0.059925660490989685,
-0.011322212405502796,
0.03289642557501793,
-0.012650780379772186,
0.012753862887620926,
-0.031094465404748917,
-0.03456112742424011,
0.028398705646395683,
-0.057615816593170166,
0.015895608812570572,
0.014314316213130951,
0.044155288487672806,
0.004027462564408779,
-0.02776050940155983,
-0.02141934260725975,
0.027836240828037262,
0.007483772002160549,
0.04131315276026726,
-0.031553056091070175,
0.03709619864821434,
-0.013722541742026806,
-0.022608838975429535,
-0.1033952534198761,
-0.039215702563524246,
0.0604117177426815,
-0.00849531777203083,
-0.02292238175868988,
-0.030595306307077408,
-0.0038797426968812943,
-0.028509141877293587,
-0.028832310810685158,
-0.012818640097975731,
0.02151251770555973,
0.010533641092479229,
-0.02207486517727375,
-0.010635016486048698,
0.005756511352956295,
0.05081259459257126,
0.06067977100610733,
0.0432596392929554,
0.004502827767282724,
-0.01343789603561163,
-0.030967382714152336,
-0.011724207550287247,
0.0423627607524395,
-0.029511993750929832,
-0.03848884254693985,
-0.04562157392501831,
-0.017994297668337822,
0.01370409969240427,
-0.022978391498327255,
0.0046375822275877,
-0.03607333451509476,
-0.010461404919624329,
-0.0029852385632693768,
-0.05432664602994919,
-0.01809089072048664,
-0.044319864362478256,
-0.004229746758937836,
-0.01173646654933691,
0.022662850096821785,
-0.043755751103162766,
0.022035690024495125,
-0.039411623030900955,
0.010483819991350174,
-0.031537991017103195,
-0.019789688289165497,
0.05232972279191017,
0.03683029115200043,
-0.0012004870222881436,
0.012698885053396225,
-0.0016542593948543072,
0.029812851920723915,
-0.003928511869162321,
-0.02328377217054367,
0.020989013835787773,
0.03879339620471001,
-0.03131776675581932,
-0.007413518149405718,
-0.01983058452606201,
-0.011880897916853428,
0.07322975993156433,
-0.03764801472425461,
0.038949817419052124,
0.05000797659158707,
-0.005868908017873764,
-0.015442593023180962,
-0.039046041667461395,
0.0134243443608284,
-0.011835443787276745,
0.0006334172212518752,
0.05606607347726822,
-0.016126178205013275,
-0.02594347670674324,
0.02087022364139557,
0.04151127487421036,
0.021598028019070625,
0.03998487442731857,
-0.015040801838040352,
-0.010599865578114986,
-0.026559529826045036,
-0.029277661815285683,
-0.0522427074611187,
-0.003067133715376258,
-0.02311353199183941,
0.01874760165810585,
-0.02394109033048153,
-0.017652815207839012,
0.015598802827298641,
0.04545281082391739,
0.0017836831975728273,
-0.05022171884775162,
-0.008989252150058746,
-0.048689741641283035,
-0.007254248019307852,
0.03471953049302101,
-0.045974861830472946,
0.009450453333556652,
0.011390116065740585,
0.03987319394946098,
-0.020254744216799736,
0.029731258749961853,
-0.026193024590611458,
-0.05319029837846756,
0.017794271931052208,
-0.03961760550737381,
-0.016686800867319107,
0.018064066767692566,
-0.013226657174527645,
-0.020820949226617813,
0.006240404676645994,
-0.0009530981769785285,
-0.0033871985506266356,
0.0035315067507326603,
0.025515923276543617,
-0.030602294951677322,
0.04274337366223335,
0.004718178883194923,
-0.027650577947497368,
-0.01636209338903427,
-0.0016689120093360543,
0.12494666874408722,
0.06195357069373131,
0.027996830642223358,
-0.06053338199853897,
0.0811518132686615,
0.017172718420624733,
0.01081851776689291,
-0.03152139484882355,
0.012263849377632141,
0.002568889642134309,
0.0031824323814362288,
0.05686214566230774,
0.03654272481799126,
-0.00237699830904603,
0.025039659813046455,
0.03647942841053009,
-0.022479085251688957,
-0.015406643971800804,
0.008989616297185421,
0.0010728412307798862,
-0.014003261923789978,
-0.0354001559317112,
-0.04693489521741867,
0.019890913739800453,
-0.006489968858659267,
-0.0294477641582489,
-0.002026183996349573,
-0.02674735151231289,
0.017432549968361855,
-0.011162303388118744,
-0.03415271267294884,
-0.02422059141099453,
0.015220372006297112,
0.056894123554229736,
-0.030636394396424294,
-0.027818500995635986,
0.025493670254945755,
-0.04276115819811821,
-0.027896292507648468,
0.041282109916210175,
0.03006926365196705,
-0.023156262934207916,
0.01682155206799507,
0.012699894607067108,
-0.025238152593374252,
0.0057519590482115746,
0.006703213322907686,
0.0017190075013786554,
0.025305816903710365,
-0.02373672090470791,
-0.02245808020234108,
0.052759427577257156,
0.004467287100851536,
-0.055982593446969986,
-0.007864036597311497,
0.060411058366298676,
-0.010899201035499573,
-0.02743764966726303,
0.019570529460906982,
-0.03779394552111626,
0.01551720779389143,
-0.011787516996264458,
0.013288522139191628,
0.027054499834775925,
-0.01163449790328741,
-0.04204149544239044,
-0.045149486511945724,
0.03659455478191376,
-0.011687088757753372,
-0.013058322481811047,
-0.019379789009690285,
-0.05890684574842453,
-0.0359298437833786,
-0.03591470792889595,
0.04386679455637932,
0.059781525284051895,
-0.037880636751651764,
-0.014228396117687225,
-0.004205641336739063,
-0.0417342483997345,
-0.009826981462538242,
0.03880973160266876,
0.031011682003736496,
-0.029368098825216293,
-0.006215551868081093,
0.012676149606704712,
0.0405891090631485,
0.000356270931661129,
0.01501146238297224,
0.0008912869961932302,
-0.020887821912765503,
0.017235375940799713,
0.012716700322926044,
-0.08053695410490036,
0.013990291394293308,
-0.0090467045083642,
-0.011340489611029625,
-0.019194087013602257,
0.007290508598089218,
0.09308990091085434,
-0.008683493360877037,
-0.013371502049267292,
-0.01936511881649494,
0.04081723093986511,
-0.06536861509084702,
0.025010641664266586,
0.0270574688911438,
-0.055330585688352585,
0.00790361687541008,
0.020107930526137352,
0.01741301827132702,
0.01672220416367054,
0.009369240142405033,
-0.005252090748399496,
-0.03652077540755272,
0.004698826465755701,
-0.018292339518666267,
-0.054536085575819016,
0.053830914199352264,
0.013562561012804508,
0.019057560712099075,
-0.028021348640322685,
0.04002881795167923,
-0.08479399979114532,
-0.009503083303570747,
-0.03125598654150963,
-0.030294839292764664,
-0.006249604281038046,
-0.029444333165884018,
-0.03716019168496132,
-0.004978010896593332,
0.024623999372124672,
0.0007439167238771915,
0.03960253670811653,
-0.019842714071273804,
0.02011994458734989,
0.0049551185220479965,
0.05694359168410301,
-0.02390274964272976,
-0.01773490197956562,
0.006584282498806715,
-0.054304055869579315,
0.004260881803929806,
0.03154821693897247,
-0.007408479228615761,
0.034951429814100266,
0.007533187512308359,
-0.008687417022883892,
-0.01875421032309532,
0.09657137095928192,
-0.02014840953052044,
-0.02024650387465954,
-0.018325112760066986,
-0.039580248296260834,
0.008455432951450348,
-0.03798666596412659,
-0.01580399088561535,
-0.0031555627938359976,
-0.024675901979207993,
-0.013420711271464825,
0.0400286465883255,
0.004242571536451578,
-0.02020791918039322,
-0.004814487416297197,
0.039209287613630295,
-0.02193547412753105,
-0.002349751302972436,
-0.018771059811115265,
0.019634101539850235,
0.02162064053118229,
-0.027982739731669426,
-0.0058763292618095875,
0.006374382879585028,
0.030253762379288673,
-0.06743688136339188,
-0.015161558985710144,
0.007863340899348259,
0.01146803516894579,
0.038710132241249084,
-0.052829425781965256,
0.012004341930150986,
0.035205163061618805,
-0.011246121488511562,
0.01087643951177597,
-0.0014731882838532329,
0.01475406251847744,
0.0008128865738399327,
0.02457885816693306,
-0.01718961074948311,
0.039481405168771744,
0.020023910328745842,
0.01994725689291954,
0.026424579322338104,
-0.009564216248691082,
-0.0057741496711969376,
-0.05831560492515564,
0.0010693997610360384,
-0.008414052426815033,
0.02762950398027897,
-0.02456015534698963,
0.034564584493637085,
-0.02159004472196102,
-0.00893719308078289,
0.0672411099076271,
-0.003998110070824623,
0.06561203300952911,
0.03297514468431473,
0.007635816931724548,
0.023577701300382614,
0.02530505321919918,
-0.004500397946685553,
-0.018977217376232147,
-0.007936966605484486,
-0.025101058185100555,
-0.025160852819681168,
0.020456666126847267,
0.01225197035819292,
0.0029640791472047567,
-0.012392605654895306,
-0.012155194766819477,
-0.0636669471859932,
0.026633940637111664,
-0.004088439978659153,
-0.004426248371601105,
-0.01656772755086422,
-0.015571136958897114,
0.0237814299762249,
-0.05805964395403862,
0.007989536970853806,
-0.013193055987358093,
0.0026221408043056726,
0.03168492391705513,
-0.022658906877040863,
-0.03576698526740074,
0.005457114893943071,
-0.027544859796762466,
-0.04136087745428085,
-0.023681648075580597,
0.0024678127374500036,
0.007977204397320747,
-0.03241272270679474,
0.006293758284300566,
-0.0210399329662323,
-0.03293677046895027,
-0.032047808170318604,
0.008865094743669033,
-0.03613164275884628,
0.01850980520248413,
-0.02106470987200737,
0.007737725507467985,
0.011418303474783897,
-0.030626393854618073,
0.03885770961642265,
-0.0598815456032753,
0.04416975751519203,
0.013141315430402756,
0.004440362565219402,
-0.028139544650912285,
-0.04871394485235214,
-0.006079959217458963,
0.012604564428329468,
0.07233338057994843,
-0.005787520203739405,
-0.013116086833178997,
-0.023553602397441864,
0.008397179655730724,
0.018739992752671242,
-0.01762978546321392,
0.03962865471839905,
0.015752701088786125,
-0.0228237584233284,
-0.036326222121715546,
-0.035888541489839554,
0.012523041106760502,
0.030808638781309128,
-0.001969349104911089,
-0.014027683064341545,
0.022635484114289284,
0.013085872866213322,
-0.05111568048596382,
-0.013944782316684723,
0.003745960770174861,
-0.004564832895994186,
0.058326393365859985,
-0.008786606602370739,
0.00019775799592025578,
0.019428318366408348,
-0.023489229381084442,
-0.029370849952101707,
0.010011151432991028,
-0.044414717704057693,
-0.01042711641639471,
0.0006784303695894778,
0.006779804360121489,
-0.006392879411578178,
-0.05243273451924324,
-0.00035837088944390416,
-0.005749387200921774,
-0.036119915544986725,
0.006599771790206432,
0.016207244247198105,
0.07601487636566162,
0.021357793360948563,
-0.007612366694957018,
0.011381379328668118,
-0.03434217721223831,
-0.01888316683471203,
0.01207781583070755,
0.011360655538737774,
-0.0008568178745917976,
0.030927713960409164,
0.0011355915339663625,
0.020757928490638733,
-0.012000427581369877,
0.011532291769981384,
-0.004842022433876991,
0.005052956752479076,
0.0025510666891932487,
-0.019316498190164566,
0.022690769284963608,
0.018397077918052673,
0.010769481770694256,
0.01913149282336235,
0.006381272338330746,
-0.0022403260227292776,
-0.02140749804675579,
0.023418210446834564,
-0.06503158062696457,
0.019754447042942047,
-0.06229325383901596,
0.0482122004032135,
0.03818356990814209,
0.0166496392339468,
-0.014933915808796883,
0.015016269870102406,
0.003734091529622674,
-0.02688790112733841,
-0.01374116912484169,
-0.0032656427938491106,
-0.01837223954498768,
-0.019588075578212738,
-0.05324087664484978,
-0.014852380380034447,
0.0035547553561627865,
-0.03886724263429642,
-0.004196887835860252,
0.04599843919277191,
0.02673744410276413,
0.009291030466556549,
-0.057062190026044846,
-0.026111453771591187,
0.00924237072467804,
0.060117125511169434,
-0.08682426810264587,
-0.033425889909267426,
-0.05507880449295044,
0.02883620746433735,
-0.023375025019049644,
0.005509506445378065
] |
<p>I have a spreadsheet where the content is organized like that:</p>
<pre>
content | category1 | category2 | category3 | ...
_________|___________|___________|___________| ...
content 1| x | | x | ...
content 2| | x | | ...
...
</pre>
<p>How can I present this information more effectively? For example, is there a Javascript library I could use or something like that, where we could choose to show only the rows which are associated to some categories, or set a category to a row, etc?
Thanks in advance</p> | 36,694 | [
-0.06005197390913963,
0.0183941088616848,
0.02476889081299305,
0.04613155126571655,
0.03688818961381912,
0.028283335268497467,
0.022842630743980408,
0.0045384629629552364,
0.023784231394529343,
-0.03208351135253906,
0.020404979586601257,
0.05817797780036926,
0.016166329383850098,
0.04980434849858284,
0.06325116008520126,
-0.0024136528372764587,
-0.005896408576518297,
0.008063089102506638,
-0.0002550711506046355,
-0.011906364001333714,
-0.019286220893263817,
0.009858271107077599,
0.004669498652219772,
0.04138435795903206,
-0.014027517288923264,
0.032032616436481476,
0.055481404066085815,
0.010495515540242195,
0.01595730520784855,
0.07107499986886978,
-0.03039044514298439,
-0.03460751846432686,
-0.0012157034361734986,
-0.0030722282826900482,
0.0440293550491333,
-0.02261197753250599,
-0.03330538794398308,
-0.019328122958540916,
-0.005144902039319277,
-0.01983635686337948,
-0.03939775004982948,
-0.0048408606089651585,
-0.03336756303906441,
0.023478081449866295,
-0.07203439623117447,
0.0294167660176754,
-0.037991996854543686,
-0.005428322125226259,
-0.024458879604935646,
-0.0644218847155571,
0.08094529807567596,
0.020360402762889862,
0.07428694516420364,
0.043295588344335556,
-0.04687179625034332,
0.030177496373653412,
0.014966974034905434,
0.08385579288005829,
0.005333158653229475,
-0.05816436558961868,
-0.02686179429292679,
-0.07053709030151367,
0.0022635250352323055,
-0.04001231491565704,
-0.030594872310757637,
0.03602141514420509,
-0.014646566472947598,
0.010527344420552254,
0.055356863886117935,
-0.0005975827225483954,
-0.01435139961540699,
-0.016133524477481842,
0.04225746542215347,
-0.0006032888195477426,
0.000211366917937994,
-0.070597343146801,
0.03138799965381622,
-0.008763105608522892,
0.042465437203645706,
0.030333803966641426,
-0.009958317503333092,
0.009346856735646725,
-0.014030271209776402,
0.019952870905399323,
0.05520673096179962,
-0.0022963290102779865,
0.06758903712034225,
-0.06353627890348434,
0.016147449612617493,
0.019211608916521072,
-0.02805083803832531,
-0.026248309761285782,
0.02530970610678196,
0.04017087072134018,
-0.019846025854349136,
0.01325886882841587,
-0.04245958849787712,
0.016509611159563065,
0.003930089995265007,
0.03625477850437164,
0.006778804585337639,
0.016116466373205185,
0.012048706412315369,
0.027872061356902122,
-0.03669146075844765,
0.012609416618943214,
-0.0454215370118618,
-0.02495821751654148,
0.0346134714782238,
-0.021878397092223167,
0.024631328880786896,
0.0034666811116039753,
0.04031835496425629,
-0.01637769117951393,
0.0332682840526104,
-0.0329432375729084,
-0.005089157726615667,
0.0026336272712796926,
0.03983893245458603,
0.0658385157585144,
0.07665017247200012,
-0.04811495169997215,
0.05685795843601227,
-0.03551027923822403,
-0.05681682750582695,
-0.00534025439992547,
-0.02084806002676487,
-0.009704411961138248,
-0.042003385722637177,
0.047319553792476654,
-0.03422825038433075,
0.022213224321603775,
0.04970106855034828,
-0.0322408452630043,
0.025818338617682457,
0.01545480452477932,
-0.06363986432552338,
-0.042009543627500534,
0.01593439280986786,
-0.0007413005805574358,
-0.006720525212585926,
-0.013039284385740757,
0.014795253053307533,
0.013217000290751457,
0.05138920992612839,
0.02373593859374523,
0.008271806873381138,
0.05040574073791504,
-0.014115587808191776,
0.02248809114098549,
-0.041087131947278976,
-0.0010619170498102903,
0.020441466942429543,
-0.0010448225075379014,
-0.01815444603562355,
-0.06694287061691284,
0.006720211356878281,
-0.006878230720758438,
0.022604789584875107,
-0.015320248901844025,
0.036188166588544846,
0.004726184066385031,
-0.010127952322363853,
0.003430545562878251,
0.031029371544718742,
-0.002114169532433152,
0.10013130307197571,
-0.006290041375905275,
0.030497323721647263,
0.02063579484820366,
0.03551299497485161,
0.00037622766103595495,
0.021862506866455078,
0.028275923803448677,
0.04608669504523277,
-0.004120963625609875,
-0.002896962920203805,
0.0071222372353076935,
0.017026638612151146,
-0.01717817783355713,
-0.017295248806476593,
-0.07633812725543976,
0.037197571247816086,
0.0186363123357296,
0.036201659590005875,
0.012657937593758106,
0.002448630053550005,
-0.038355063647031784,
0.038580261170864105,
-0.03600842133164406,
-0.011496287770569324,
-0.06347163766622543,
0.0161161907017231,
-0.007307393942028284,
-0.002673148876056075,
0.012387105263769627,
0.011204982176423073,
0.0029292588587850332,
0.006311268545687199,
0.0003915651759598404,
-0.013572731986641884,
-0.02172885648906231,
-0.01743723452091217,
-0.031601693481206894,
-0.03363369405269623,
0.025799565017223358,
0.020554114133119583,
-0.044448450207710266,
0.020032839849591255,
0.007618220988661051,
-0.03780382499098778,
-0.0012580986367538571,
-0.03089071810245514,
0.05319543182849884,
-0.007884016260504723,
-0.01729503646492958,
0.01373350527137518,
0.03262883424758911,
-0.0007159283850342035,
0.025895021855831146,
-0.03111785650253296,
0.06773761659860611,
0.019397152587771416,
-0.0026284768246114254,
0.034274280071258545,
-0.04960033670067787,
0.021901659667491913,
-0.004375043790787458,
0.005929307080805302,
-0.021343212574720383,
-0.04853794351220131,
0.030655020847916603,
0.061327848583459854,
0.006042564287781715,
-0.03894014284014702,
0.007018636912107468,
0.046924568712711334,
-0.011458723805844784,
0.03598622605204582,
0.02606990747153759,
-0.03669564798474312,
0.0278179869055748,
0.027166660875082016,
0.011218939907848835,
0.030279114842414856,
-0.022153446450829506,
-0.011727655306458473,
0.03537414222955704,
0.04041759669780731,
-0.03333202376961708,
-0.018550576642155647,
0.03278697654604912,
-0.011351726949214935,
0.0067048086784780025,
-0.00028039197786711156,
-0.0405113622546196,
0.041479047387838364,
-0.03661268949508667,
0.009124553762376308,
0.013477238826453686,
0.04642307013273239,
-0.026299897581338882,
-0.013804861344397068,
-0.06323273479938507,
-0.02061561681330204,
0.030261902138590813,
-0.0665220320224762,
-0.022245224565267563,
0.012888448312878609,
0.004711219575256109,
0.026087075471878052,
0.007596728857606649,
-0.010752273723483086,
-0.060980793088674545,
0.01994376629590988,
0.024210026487708092,
-0.04348002374172211,
-0.0007518245256505907,
-0.013129008002579212,
-0.048572979867458344,
-0.03957045078277588,
0.0009654202731326222,
0.02566690929234028,
-0.02685731090605259,
-0.049857284873723984,
-0.04152947664260864,
0.024138597771525383,
-0.026724018156528473,
0.06458067148923874,
-0.0005880345124751329,
-0.0435548759996891,
-0.0080303018912673,
-0.01938438042998314,
-0.036116842180490494,
-0.007555311545729637,
-0.012263529933989048,
0.04198829457163811,
-0.04185008257627487,
-0.01288331113755703,
0.04134887084364891,
-0.03587688133120537,
-0.031766753643751144,
0.01763024739921093,
-0.0904587134718895,
-0.01712380349636078,
-0.02312312461435795,
0.021675389260053635,
-0.027383066713809967,
-0.02275562658905983,
-0.020338527858257294,
0.01593533530831337,
0.013915481977164745,
0.022902915254235268,
-0.021372413262724876,
-0.0402214378118515,
-0.004551878198981285,
0.011525590904057026,
0.03401869535446167,
0.02007736638188362,
-0.00895776692777872,
0.040577955543994904,
0.0011454561026766896,
-0.044782932847738266,
-0.08222289383411407,
-0.041646089404821396,
-0.003203759668394923,
-0.024281401187181473,
0.03792925179004669,
0.0182941984385252,
-0.01418039109557867,
-0.01777622289955616,
0.0019891520496457815,
-0.0010926676914095879,
0.033595096319913864,
0.012283182702958584,
-0.011819700710475445,
0.0008554284577257931,
-0.011791191063821316,
-0.024757739156484604,
0.02017144300043583,
0.05001416429877281,
-0.01599421538412571,
0.013644320890307426,
-0.0379086509346962,
0.028705213218927383,
-0.002395592164248228,
-0.014337259344756603,
-0.009122627787292004,
-0.043360281735658646,
0.04268154501914978,
0.040899209678173065,
0.031076252460479736,
-0.004158190917223692,
-0.00794787798076868,
-0.0034297192469239235,
0.04592765122652054,
0.012282400391995907,
-0.013204842805862427,
-0.010069778189063072,
0.0742269977927208,
0.04511116072535515,
-0.05550188571214676,
0.029029270634055138,
0.003490670118480921,
-0.005873804911971092,
0.03711723908782005,
-0.02601337432861328,
-0.027391506358981133,
0.028236262500286102,
0.02138308808207512,
0.007356839254498482,
0.022310229018330574,
-0.02008873037993908,
-0.0020336087327450514,
-0.08536553382873535,
-0.022270388901233673,
-0.009459830820560455,
0.05703384801745415,
0.008286231197416782,
0.06284046173095703,
0.028579557314515114,
0.006753294728696346,
0.017589053139090538,
0.02985122613608837,
-0.0871979147195816,
-0.006258247885853052,
0.02200627140700817,
0.0587368980050087,
0.01358370017260313,
-0.001651362399570644,
-0.013605771586298943,
-0.04299400374293327,
-0.021194439381361008,
0.02653460018336773,
-0.01123050320893526,
-0.0722501203417778,
-0.015476756729185581,
0.012353571131825447,
0.032538432627916336,
-0.015316433273255825,
0.0035591674968600273,
0.03693768382072449,
0.02432238683104515,
0.07236462086439133,
0.033063508570194244,
-0.015893947333097458,
0.012898477725684643,
-0.009124819189310074,
0.016382377594709396,
0.006456397008150816,
0.014463867992162704,
-0.01308199018239975,
0.020419292151927948,
-0.020714443176984787,
-0.0034007246140390635,
-0.03949690982699394,
0.011159109883010387,
0.032671231776475906,
-0.0006461003213189542,
0.042033594101667404,
-0.037885669618844986,
0.04410475492477417,
-0.012995016761124134,
0.01512790285050869,
0.0008096996461972594,
0.028194254264235497,
0.016756344586610794,
0.04778195172548294,
-0.05719315633177757,
0.010498293675482273,
0.07148270308971405,
0.03978670760989189,
-0.041405562311410904,
-0.013807045295834541,
-0.01871972531080246,
-0.0027885022573173046,
-0.022163765504956245,
0.001861672499217093,
-0.0034582803491503,
-0.0028803786262869835,
0.03716349974274635,
-0.011046873405575752,
-0.04955839738249779,
-0.0284432265907526,
-0.010360291227698326,
-0.020147481933236122,
0.019299976527690887,
-0.016991065815091133,
-0.03666102886199951,
0.03260430693626404,
0.03180061653256416,
0.03184741362929344,
-0.008450083434581757,
-0.007989912293851376,
-0.11450178921222687,
0.011278660967946053,
0.07871971279382706,
0.027460861951112747,
-0.037485744804143906,
-0.03752327337861061,
0.011409531347453594,
-0.017775017768144608,
0.03158951923251152,
-0.03741290792822838,
0.0038207273464649916,
-0.06625937670469284,
0.017393669113516808,
0.00435548136010766,
-0.0005191601230762899,
0.021550685167312622,
0.004614084959030151,
-0.031733062118291855,
-0.0012549611274152994,
0.02354627661406994,
-0.02119697630405426,
-0.05538944527506828,
0.047776445746421814,
0.001611608429811895,
0.021140705794095993,
-0.014780855737626553,
-0.02368868701159954,
0.01203286461532116,
0.014732606709003448,
-0.04702967777848244,
-0.027236495167016983,
0.021746966987848282,
0.02165987715125084,
0.0005244390922598541,
0.03285034000873566,
0.004556508269160986,
-0.014653139747679234,
-0.009822199121117592,
0.004171432927250862,
-0.007559482008218765,
0.02465028315782547,
0.00502566434442997,
0.004941960331052542,
0.00048679293831810355,
-0.02083439938724041,
0.04211382940411568,
0.05370473489165306,
-0.022989459335803986,
-0.0047858539037406445,
-0.004896155092865229,
0.023681145161390305,
0.0010356749407947063,
-0.007802403066307306,
-0.028333038091659546,
0.019891751930117607,
-0.04358767345547676,
0.009909476153552532,
-0.005776567384600639,
0.013261869549751282,
-0.04810478165745735,
-0.023493977263569832,
-0.032320793718099594,
0.04075689613819122,
0.03546497970819473,
-0.008466523140668869,
0.017629774287343025,
-0.008270255289971828,
-0.009751726873219013,
-0.016282493248581886,
0.026131270453333855,
-0.04629478603601456,
-0.004544433206319809,
0.01182327326387167,
-0.007520790211856365,
0.013433614745736122,
-0.03141789510846138,
-0.021273035556077957,
-0.011896206066012383,
-0.003477891208603978,
0.031717441976070404,
0.00494524696841836,
0.054650478065013885,
0.0039973631501197815,
-0.04078356921672821,
-0.0038573977071791887,
0.0663813054561615,
0.0001785038475645706,
0.014385465532541275,
-0.02681158483028412,
0.026503076776862144,
-0.0006928904913365841,
-0.026331422850489616,
-0.05678678676486015,
-0.07495187222957611,
0.020568879321217537,
0.014807325787842274,
-0.008427861146628857,
-0.044895004481077194,
0.008717798627912998,
0.002732750726863742,
-0.030764741823077202,
-0.009951095096766949,
0.004458965267986059,
-0.011860269121825695,
0.015265090391039848,
0.02466840110719204,
-0.010348238050937653,
0.07178732007741928,
0.022174984216690063,
-0.003985988441854715,
-0.004733973648399115,
0.019749514758586884,
-0.009950308129191399,
-0.018643314018845558,
-0.007803166750818491,
-0.004064986482262611,
-0.022209225222468376,
-0.04290686920285225,
0.026541978120803833,
0.047148093581199646,
-0.032115865498781204,
0.02397840842604637,
0.010334220714867115,
0.023663347586989403,
-0.03720695152878761,
-0.058573655784130096,
0.0002473484491929412,
0.00789820309728384,
-0.022960038855671883,
-0.028230460360646248,
0.014527538791298866,
-0.05380336195230484,
-0.010225920006632805,
0.012386372312903404,
-0.015246571972966194,
-0.008812358602881432,
0.010015454143285751,
0.05873193219304085,
-0.01386343501508236,
0.013737472705543041,
0.01900598593056202,
0.01680433750152588,
0.07481583207845688,
0.016434697434306145,
-0.006895816419273615,
0.01147953886538744,
0.042329590767621994,
-0.010585587471723557,
0.0016134426696226,
0.027027677744627,
-0.03271844610571861,
0.02801409922540188,
-0.01386546902358532,
0.011896285228431225,
0.05525475740432739,
0.019781338050961494,
0.011769698932766914,
-0.007236804347485304,
-0.008424133993685246,
0.005780291277915239,
0.02722632698714733,
0.05888170748949051,
-0.010025758296251297,
0.046477947384119034,
0.023492617532610893,
-0.016037141904234886,
0.02381160482764244,
0.04219814017415047,
0.03159171715378761,
0.003991617355495691,
0.030318763107061386,
-0.010278962552547455,
-0.013768273405730724,
0.017464661970734596,
-0.05005814880132675,
0.02431870438158512,
-0.027197888121008873,
-0.04754243046045303,
0.008003553375601768,
0.016206175088882446,
-0.025342009961605072,
-0.022964371368288994,
-0.04140011966228485,
-0.03655054420232773,
0.04441157355904579,
-0.001647160854190588,
0.00567963719367981,
-0.00005458448868012056,
0.00861861277371645,
0.037390585988759995,
-0.03407973423600197,
-0.00860596913844347,
0.009710961021482944,
-0.04981982707977295,
-0.018105395138263702,
-0.03852326422929764,
-0.02334846556186676,
0.018463870510458946,
0.008811975829303265,
0.0005622272146865726,
0.002112729474902153,
-0.022355608642101288,
-0.0345928929746151,
0.03925742954015732,
0.04773620516061783,
-0.006695278454571962,
0.034483540803194046,
0.006313030607998371,
0.008646063506603241,
0.012884980998933315,
-0.02872166968882084,
0.09286335110664368,
0.09256167709827423,
0.032777898013591766,
-0.07172317802906036,
-0.00017114158254116774,
0.05392671748995781,
-0.03464850038290024,
-0.04420969635248184,
-0.007298903539776802,
0.014268395490944386,
-0.014162663370370865,
0.007880175486207008,
0.04808672517538071,
0.027880867943167686,
0.02487827278673649,
0.037649836391210556,
-0.022364651784300804,
0.0002504807198420167,
0.01694950833916664,
-0.0035870508290827274,
0.0007938367780297995,
-0.00468528363853693,
-0.08299928158521652,
-0.018644871190190315,
0.0950271412730217,
-0.022689690813422203,
-0.042590491473674774,
-0.037781499326229095,
-0.004467719234526157,
0.020964961498975754,
-0.022071903571486473,
-0.008425761945545673,
0.002015458419919014,
0.019061880186200142,
0.028061384335160255,
0.009402492083609104,
0.00021384462888818234,
-0.011887832544744015,
0.012578234076499939,
-0.004485026933252811,
0.0021889633499085903,
-0.027059832587838173,
0.0032821123022586107,
0.017111843451857567,
-0.044937316328287125,
-0.020698370411992073,
-0.043429408222436905,
-0.007239489816129208,
0.005061553791165352,
-0.0016128537245094776,
0.01394606288522482,
0.04364284873008728,
-0.01824638433754444,
-0.03737157955765724,
-0.030554775148630142,
0.04619193449616432,
-0.00628078356385231,
-0.010701082646846771,
-0.023788196966052055,
-0.015992475673556328,
0.032260388135910034,
-0.048949792981147766,
0.01813308708369732,
0.01738179288804531,
0.0014862518291920424,
0.02194448560476303,
-0.049167875200510025,
0.020653510466217995,
0.00013257216778583825,
0.002973060356453061,
0.02458278089761734,
-0.016688933596014977,
-0.017696376889944077,
-0.04189169779419899,
0.020021744072437286,
0.01162649318575859,
-0.005730444099754095,
-0.005483167711645365,
0.0010644259164109826,
0.029103973880410194,
0.003908616490662098,
0.026232654228806496,
-0.01966155134141445,
-0.017042456194758415,
-0.03534751757979393,
0.012420552782714367,
0.09312854707241058,
-0.015608604066073895,
0.011260062456130981,
0.04796711355447769,
-0.02391085959970951,
0.04359360411763191,
-0.011911562643945217,
-0.026743214577436447,
-0.05975975841283798,
0.021083228290081024,
-0.047160398215055466,
0.002408453729003668,
0.0068114507012069225,
0.0730055719614029,
-0.018534397706389427,
-0.029388148337602615,
-0.011519747786223888,
0.03698529675602913,
0.02275349758565426,
0.021010959520936012,
0.008692204020917416,
-0.04976349696516991,
0.0016256847884505987,
0.010278175584971905,
-0.01475112047046423,
-0.0006176735041663051,
0.013052953407168388,
-0.023567406460642815,
0.0056464457884430885,
0.03362448513507843,
0.002858078572899103,
-0.006102862302213907,
0.024556612595915794,
-0.0015442363219335675,
0.03870849683880806,
-0.02451411820948124,
0.0016479301266372204,
-0.04486885666847229,
-0.050460416823625565,
-0.012907205149531364,
-0.024931970983743668,
-0.0484476201236248,
0.01079836767166853,
-0.013443212024867535,
0.02182392030954361,
-0.0073245191015303135,
-0.0030782900284975767,
0.011668846011161804,
-0.01608067750930786,
0.017034631222486496,
0.007628812920302153,
0.04846968874335289,
-0.03964122012257576,
-0.015888245776295662,
0.014182526618242264,
-0.017847368493676186,
-0.012480426579713821,
-0.029120273888111115,
-0.026187531650066376,
0.04253270849585533,
0.002528300043195486,
0.016764536499977112,
0.013839038088917732,
0.06341173499822617,
0.01247004047036171,
-0.030481042340397835,
-0.0021474123932421207,
-0.007287967950105667,
0.029673172160983086,
0.02260918915271759,
-0.02383914589881897,
0.0008780425996519625,
-0.030061332508921623,
0.02053256519138813,
0.07052158564329147,
0.023559004068374634,
-0.04688465595245361,
0.02500472217798233,
0.05278819426894188,
0.04651128500699997,
0.02642865665256977,
-0.0009520169114693999,
-0.0027035169769078493,
0.00402528140693903,
-0.09285429120063782,
0.012985565699636936,
0.026524070650339127,
-0.003602611366659403,
-0.033050063997507095,
-0.028741514310240746,
0.019845198839902878,
-0.021578321233391762,
-0.017900483682751656,
-0.0559091679751873,
0.013032186776399612,
0.016909366473555565,
-0.0074010128155350685,
0.04053152725100517,
0.02097499370574951,
-0.0000011257093319727574,
0.014828553423285484,
0.02530147135257721,
-0.02195875346660614,
0.013018599711358547,
0.03184743970632553,
0.03555416315793991,
0.014423751272261143,
-0.00655049504712224,
-0.001344619900919497,
-0.040759455412626266,
-0.0120847187936306,
0.011988922022283077,
0.01663380116224289,
-0.03781428560614586,
0.017152978107333183,
-0.004260384943336248,
-0.041338298469781876,
0.032428156584501266,
-0.03618636727333069,
0.0034657095093280077,
0.04165787622332573,
0.01775875873863697,
0.02280436083674431,
0.022717436775565147,
0.0060677663423120975,
-0.017445780336856842,
-0.03618497774004936,
0.029077155515551567,
0.02297905646264553,
-0.0035332178231328726,
-0.0014872039901092649,
0.06197160854935646,
0.012579403817653656,
0.004237493500113487,
-0.025213005021214485,
-0.011366909369826317,
-0.01992376334965229,
0.009371599182486534,
-0.04985529184341431,
-0.006130232010036707,
0.04492120444774628,
-0.006503565236926079,
-0.011453818529844284,
-0.0587250255048275,
0.02832375466823578,
0.016387904062867165,
-0.0231410451233387,
0.03932023048400879,
0.016388675197958946,
-0.001385173643939197,
-0.02289673499763012,
-0.027086855843663216,
0.03675343468785286,
-0.005829633679240942,
-0.05281974747776985,
-0.015999073162674904,
0.004617920611053705,
-0.007767991162836552,
-0.021679693832993507,
-0.012313933111727238,
0.010508464649319649,
0.03964649885892868,
-0.005863938946276903,
-0.011133874766528606,
0.01989743672311306,
0.014144563116133213,
0.011583438143134117,
-0.05537744238972664,
0.04941295459866524,
0.040876492857933044,
-0.007190162781625986,
-0.014572776854038239,
-0.019617902114987373,
-0.051058538258075714,
0.030567677691578865,
0.05554964765906334,
-0.0495087169110775,
-0.016106657683849335,
-0.06165043264627457,
0.03127427399158478,
0.014491808600723743,
-0.024135643616318703,
0.028287237510085106,
-0.005811605136841536,
-0.05872233957052231,
0.006477548740804195,
-0.003971935249865055,
0.004267327021807432,
-0.03234138712286949,
-0.0049505983479321,
-0.007726808078587055,
-0.044315170496702194,
-0.0379771813750267,
-0.03475720062851906,
0.014931868761777878,
0.01878083124756813,
-0.04203783720731735,
0.04668870195746422,
-0.0199404489248991,
0.013673755340278149,
0.043379951268434525,
0.029164185747504234,
-0.017206162214279175,
0.02535533346235752,
-0.07558786123991013,
-0.020725678652524948,
0.0027346760034561157,
0.038548629730939865,
0.013317545875906944,
-0.10591505467891693,
0.018068430945277214,
-0.0021736901253461838,
-0.0603468157351017,
0.017591068521142006,
0.05385861545801163,
0.00677227508276701,
0.058526456356048584,
-0.0028222822584211826,
0.019992925226688385,
-0.026576325297355652,
-0.025250647217035294,
-0.006185447797179222,
0.000982404686510563,
0.015165707096457481,
0.024361994117498398,
0.03309928998351097,
0.05552240461111069,
-0.007517736405134201,
0.03952592983841896,
-0.005059652030467987,
0.031323712319135666,
0.005497102625668049,
0.04308727756142616,
0.011578541249036789,
-0.038093291223049164,
0.0026634300593286753,
-0.018438341096043587,
-0.013202974572777748,
-0.0019792208913713694,
-0.0440933033823967,
0.003922715783119202,
-0.0618949756026268,
-0.011035766452550888,
-0.041842855513095856,
-0.015585890971124172,
0.00882608164101839,
0.028509855270385742,
-0.03929004818201065,
-0.0020642944145947695,
0.032519739121198654,
-0.033038947731256485,
0.02430933527648449,
0.043280716985464096,
-0.002326070098206401,
-0.0516386404633522,
-0.026497717946767807,
0.04111608490347862,
-0.030433189123868942,
-0.007028327323496342,
0.011570277623832226,
0.040195122361183167,
0.014279024675488472,
0.009683365002274513,
-0.010972324758768082,
0.0208845604211092,
-0.0007625048165209591,
-0.02998427115380764,
-0.0557107999920845,
0.002508055418729782,
-0.03170106187462807,
0.00024317561474163085,
-0.015951314941048622,
0.009307543747127056
] |
<p>In <code>R</code>, I would like to give multiline names to some data sets in <code>boxplot</code>, like this:</p>
<pre><code>boxplot(rnorm(10), rnorm(10, mean=2), names=c("Normal", "Shifted\n*"))
</code></pre>
<p>Here, the names seem to be aligned with their bottom lines, which causes the text to overlap with the axis. How can I have multiline names which simply extend to the bottom instead of upwards?</p> | 36,695 | [
-0.031196175143122673,
0.003564096288755536,
-0.03275862708687782,
-0.006871503312140703,
-0.010966618545353413,
0.007132166996598244,
-0.037132423371076584,
-0.013741196133196354,
0.0085498271510005,
-0.02412238158285618,
0.07839041203260422,
0.02877689339220524,
0.046307556331157684,
-0.013476992025971413,
0.03459255397319794,
-0.020410165190696716,
-0.017145821824669838,
-0.007828955538570881,
-0.0012898053973913193,
-0.027526121586561203,
0.0022412920370697975,
0.0024964800104498863,
0.03252198174595833,
0.020891914144158363,
0.0036941964644938707,
0.08898770064115524,
0.04354041814804077,
0.010326569899916649,
0.021711142733693123,
0.0352042056620121,
-0.011287372559309006,
-0.013438562862575054,
0.045230187475681305,
0.00902576930820942,
0.024265198037028313,
-0.0077776783145964146,
-0.004914369899779558,
-0.02106465771794319,
0.020637143403291702,
0.012289502657949924,
-0.04154887795448303,
0.0010769892251119018,
0.0413668230175972,
0.014318639412522316,
-0.011667403392493725,
0.017550868913531303,
-0.00381452776491642,
0.012337317690253258,
0.008265664801001549,
-0.003636073786765337,
0.04036999121308327,
-0.006203003693372011,
0.04335480183362961,
0.06276440620422363,
-0.06116519868373871,
0.017504775896668434,
0.06189292296767235,
0.08958616852760315,
0.010853658430278301,
-0.07611125707626343,
0.006647445727139711,
-0.026691962033510208,
-0.013138840906322002,
-0.0031263846904039383,
-0.05812818184494972,
0.03034849278628826,
-0.0633627250790596,
0.008604641072452068,
0.009453123435378075,
-0.07237173616886139,
-0.010205253958702087,
0.012694718316197395,
0.020223692059516907,
-0.0696767196059227,
-0.018507856875658035,
-0.01913580670952797,
0.05833040550351143,
-0.012640397995710373,
0.034153737127780914,
0.03489990904927254,
0.01903165690600872,
0.02978648617863655,
0.0324268601834774,
0.01934797130525112,
0.0160820372402668,
0.011653834022581577,
0.05531201511621475,
-0.024277569726109505,
0.06277552992105484,
0.05135566368699074,
0.027273891493678093,
0.007228496950119734,
0.04797408729791641,
0.05316165089607239,
-0.010962139815092087,
0.02266884595155716,
-0.0032547698356211185,
0.03506510704755783,
-0.005953044630587101,
-0.04869275540113449,
0.0021275831386446953,
-0.017822833731770515,
0.00729282246902585,
0.03862801194190979,
-0.015372538939118385,
-0.0019190729362890124,
-0.0626663863658905,
-0.031124010682106018,
-0.009294673800468445,
0.025916267186403275,
0.005229232367128134,
0.009050512686371803,
-0.040809109807014465,
-0.015441503375768661,
0.02884291484951973,
-0.054832931607961655,
-0.0009422007715329528,
0.03001970238983631,
0.04258119687438011,
0.054449331015348434,
0.03813668712973595,
-0.033518362790346146,
0.07136847078800201,
-0.005616073962301016,
-0.07057394832372665,
-0.000054450196330435574,
0.0060396622866392136,
0.004804187919944525,
-0.04407752677798271,
0.03421451896429062,
-0.015932584181427956,
-0.0011474969796836376,
0.04033647105097771,
0.0013136601774021983,
0.014127880334854126,
-0.01045522466301918,
-0.06856255233287811,
-0.049514081329107285,
0.02539278194308281,
-0.024670632556080818,
-0.005597818177193403,
-0.041292283684015274,
0.005419224034994841,
-0.006154156755656004,
0.040172677487134933,
0.009959840215742588,
0.007861156947910786,
0.02926008217036724,
0.018194356933236122,
-0.015020131133496761,
0.0018148901872336864,
0.02028745785355568,
-0.011967126280069351,
-0.0010460722260177135,
0.011483240872621536,
-0.07516572624444962,
-0.006237654481083155,
0.011542933993041515,
-0.026973456144332886,
-0.025104738771915436,
0.03888719528913498,
-0.05152444168925285,
0.04630427435040474,
-0.04148228093981743,
-0.019209420308470726,
-0.049261029809713364,
0.05632268637418747,
0.02372536063194275,
0.02523437887430191,
0.049678388983011246,
-0.03916649892926216,
0.03223814442753792,
-0.01355833187699318,
0.05239171162247658,
0.061588354408741,
-0.056209996342659,
0.004854283761233091,
0.015064695850014687,
0.020791783928871155,
0.05435125157237053,
-0.009588673710823059,
-0.023656204342842102,
-0.014478031545877457,
-0.00820839125663042,
0.02654867433011532,
0.029340611770749092,
0.0007116468623280525,
-0.0028355333488434553,
0.015274100936949253,
-0.08019156754016876,
0.005048628896474838,
-0.08602208644151688,
0.039602506905794144,
-0.013188760727643967,
-0.04308671876788139,
-0.03314165398478508,
0.021374082192778587,
0.041579049080610275,
-0.00458330474793911,
0.007466469891369343,
-0.02472108043730259,
0.018372980877757072,
0.05219430476427078,
-0.032568540424108505,
-0.039715372025966644,
0.0383620522916317,
0.06979984045028687,
-0.02746029756963253,
0.030220087617635727,
-0.01840769313275814,
-0.0022566630505025387,
0.022143550217151642,
-0.0011745080118998885,
0.014040297828614712,
-0.034293439239263535,
0.00133299280423671,
0.030505109578371048,
0.04016784578561783,
0.0012429566122591496,
0.020478926599025726,
-0.005823240615427494,
0.0235830657184124,
0.05937919393181801,
0.018910184502601624,
-0.014088459312915802,
-0.031101901084184647,
0.02076876349747181,
0.05034381151199341,
-0.007561761420220137,
-0.0034028352238237858,
-0.043235938996076584,
-0.033738214522600174,
0.03298352286219597,
0.007500180974602699,
-0.040398430079221725,
0.007612105458974838,
0.05222742259502411,
0.013473193161189556,
0.01270152349025011,
0.053378909826278687,
-0.010737325996160507,
-0.0009326663566753268,
0.0028284634463489056,
0.009598609060049057,
0.03612430766224861,
-0.013386528007686138,
0.0514804907143116,
-0.007901211269199848,
0.06685776263475418,
-0.001318061025813222,
-0.020298724994063377,
-0.0013809425290673971,
0.005107739474624395,
-0.006818415597081184,
0.011289047077298164,
-0.023139484226703644,
0.02319379523396492,
-0.04011589288711548,
-0.017183640971779823,
0.04825405776500702,
0.04438973590731621,
-0.02458202838897705,
0.025963151827454567,
-0.010463114827871323,
-0.03647362440824509,
0.04919864609837532,
-0.0044545442797243595,
-0.028445934876799583,
0.013192226178944111,
-0.05203021317720413,
0.01927734725177288,
-0.021114526316523552,
-0.021990645676851273,
-0.024891572073101997,
0.024149760603904724,
0.06363725662231445,
0.020690489560365677,
0.020287884399294853,
-0.022016560658812523,
-0.0311606265604496,
0.04277742654085159,
-0.028618620708584785,
0.03034035861492157,
-0.030680011957883835,
-0.04834095388650894,
0.018869498744606972,
-0.01782013103365898,
-0.05274953693151474,
0.03678801283240318,
0.005783975590020418,
-0.04710401967167854,
0.02354172244668007,
-0.004617644939571619,
-0.013598212972283363,
-0.011309787631034851,
-0.028542496263980865,
0.0373636893928051,
-0.00988167803734541,
0.003039731178432703,
0.07631625235080719,
0.009492574259638786,
-0.035166990011930466,
0.02842327207326889,
-0.060646578669548035,
-0.020561277866363525,
-0.01674928516149521,
-0.011900212615728378,
0.02775200456380844,
0.013400140218436718,
0.01811751164495945,
0.02147400751709938,
-0.035130273550748825,
-0.028231611475348473,
-0.02183912880718708,
-0.05505659058690071,
0.018787052482366562,
0.01135519053786993,
0.022988934069871902,
0.019863352179527283,
0.008077689446508884,
0.060309428721666336,
0.003796151839196682,
-0.051495008170604706,
-0.056306105107069016,
-0.030654067173600197,
0.016473552212119102,
-0.027920087799429893,
-0.0010023181093856692,
-0.005395802669227123,
0.024014189839363098,
0.001176150981336832,
0.03750896826386452,
0.01618967577815056,
0.04224099963903427,
-0.021074295043945312,
-0.007668354082852602,
-0.011918410658836365,
-0.018135052174329758,
-0.029916970059275627,
0.002322740852832794,
0.036811623722314835,
-0.009559287689626217,
0.006788249593228102,
-0.018374335020780563,
-0.003912697080522776,
-0.00592871243134141,
-0.032199427485466,
-0.0004798274312634021,
-0.03621545061469078,
0.037008028477430344,
0.0010754760587587953,
-0.011370833963155746,
0.052813515067100525,
-0.02778417058289051,
-0.02758517675101757,
0.020268861204385757,
0.06529799848794937,
-0.04647792875766754,
0.009487650357186794,
0.020876342430710793,
0.025379648432135582,
-0.024490658193826675,
0.005517083220183849,
0.020006241276860237,
-0.0063197314739227295,
0.01777658797800541,
-0.016697227954864502,
-0.018361642956733704,
0.017476540058851242,
0.037880830466747284,
0.007600307464599609,
0.05935804918408394,
-0.032224416732788086,
0.09384068846702576,
-0.05160021409392357,
0.019860031083226204,
0.004233749117702246,
0.048101287335157394,
0.03306058049201965,
0.012694844976067543,
0.022680873051285744,
0.002530008088797331,
0.02350562810897827,
0.0044031934812664986,
-0.03295743465423584,
0.03492532670497894,
0.020301762968301773,
-0.004666567780077457,
-0.012037407606840134,
-0.03303985297679901,
0.009559914469718933,
-0.02093641087412834,
0.033914029598236084,
-0.00276616751216352,
0.003211893839761615,
-0.025919996201992035,
0.006468530278652906,
-0.0342935249209404,
-0.0006950502283871174,
-0.000008174521099135745,
0.03722814470529556,
0.061196569353342056,
-0.0005740004708059132,
0.019047748297452927,
0.008953291922807693,
0.004406239837408066,
-0.043523840606212616,
-0.023501336574554443,
0.024849260225892067,
0.019554652273654938,
0.029917290434241295,
0.03270974010229111,
0.008187491446733475,
-0.0031722283456474543,
0.012114502489566803,
-0.031063783913850784,
0.052937835454940796,
0.020044531673192978,
0.004108356311917305,
0.014163514599204063,
-0.011923985555768013,
-0.0002059565158560872,
0.010342035442590714,
0.036298349499702454,
-0.00933182705193758,
-0.012415202334523201,
0.02904607728123665,
0.04156486317515373,
-0.048482708632946014,
0.009329987689852715,
0.057446613907814026,
0.04830152913928032,
-0.00400233268737793,
-0.018376639112830162,
-0.010575980879366398,
-0.01540559995919466,
-0.005723212845623493,
-0.0011061481200158596,
-0.004303753841668367,
-0.024522216990590096,
0.0215790793299675,
-0.01682811789214611,
-0.05322408303618431,
-0.030693894252181053,
0.007487588562071323,
0.01863797940313816,
0.03965834155678749,
-0.0032830608543008566,
0.02311462163925171,
-0.02361697517335415,
0.038253165781497955,
0.017826257273554802,
-0.007585320621728897,
-0.03452161327004433,
-0.08598770201206207,
0.0008001228561624885,
0.02736002765595913,
0.019932961091399193,
0.0025932423304766417,
-0.056936778128147125,
-0.016723131760954857,
0.00956486165523529,
0.0756307989358902,
-0.03832223266363144,
-0.002979894168674946,
-0.024653373286128044,
-0.0027853604406118393,
-0.007474862039089203,
-0.0002110579371219501,
-0.0676693320274353,
-0.001759996172040701,
-0.05181896686553955,
0.012001355178654194,
0.026095973327755928,
-0.020199453458189964,
-0.062401190400123596,
0.02754383161664009,
-0.02513277344405651,
0.04469676688313484,
-0.03386129066348076,
-0.02796294167637825,
-0.010288204997777939,
0.006608420517295599,
-0.0015319024678319693,
-0.014687965624034405,
0.0001386940712109208,
-0.00886012613773346,
-0.00999679695814848,
0.06567703187465668,
0.004884062800556421,
0.004239991772919893,
0.0016139126382768154,
0.0009034271934069693,
-0.001240433077327907,
-0.01476904097944498,
-0.002213466679677367,
0.0051751877181231976,
0.030171679332852364,
0.03313383087515831,
0.0285272765904665,
0.05471868813037872,
-0.00216057151556015,
0.02814297378063202,
-0.06502658128738403,
0.08269494771957397,
-0.026086129248142242,
-0.009693030267953873,
-0.05021071434020996,
0.008246773853898048,
-0.0033973013050854206,
0.015884321182966232,
-0.0029648940544575453,
-0.004847716074436903,
-0.05726635083556175,
0.01646357588469982,
0.025730600580573082,
0.05048016831278801,
0.005039917770773172,
-0.04492189735174179,
0.025965794920921326,
0.015586448833346367,
-0.0014588781632483006,
0.0006848492776043713,
0.03186044842004776,
-0.029026655480265617,
-0.008764336816966534,
0.023290909826755524,
-0.04021676629781723,
0.019188718870282173,
-0.014130203984677792,
0.0017735649598762393,
-0.007249530404806137,
-0.012528949417173862,
0.002907109446823597,
-0.017018098384141922,
0.00725150341168046,
-0.004819360561668873,
-0.05783040076494217,
0.017629988491535187,
0.038707178086042404,
-0.020700281485915184,
-0.009362099692225456,
-0.049593470990657806,
0.04955097660422325,
0.031498052179813385,
0.01887337677180767,
-0.03936509042978287,
-0.0527338832616806,
-0.0014061190886422992,
-0.015366052277386189,
0.01795998588204384,
-0.03273702785372734,
-0.01696908101439476,
0.0029221447184681892,
0.01970558427274227,
-0.021866369992494583,
0.004676742013543844,
-0.025926008820533752,
-0.01061515137553215,
0.002211804734542966,
-0.00842532142996788,
0.0644221305847168,
0.010642750188708305,
0.01589673012495041,
0.004950125236064196,
-0.004021132830530405,
-0.0066102007403969765,
0.00766505254432559,
0.025395233184099197,
-0.024540387094020844,
-0.015519415028393269,
-0.011181899346411228,
0.009715741500258446,
0.030857644975185394,
0.015010698698461056,
0.04524075612425804,
-0.0030361611861735582,
-0.0005006831488572061,
0.0001354203704977408,
-0.05001368373632431,
-0.002638715784996748,
-0.05729338154196739,
-0.03676306828856468,
-0.04186677560210228,
-0.008670859038829803,
-0.016206365078687668,
-0.016449812799692154,
-0.027679244056344032,
0.008569695055484772,
0.012032045051455498,
0.002496658591553569,
0.07233089953660965,
-0.012878965586423874,
0.0033734964672476053,
-0.02650652825832367,
-0.01683519408106804,
0.04235628992319107,
0.03709718957543373,
-0.009936428628861904,
0.01844741217792034,
-0.02050998993217945,
-0.006139886099845171,
0.00831687357276678,
-0.013797149993479252,
-0.00781844649463892,
0.052333928644657135,
-0.025483250617980957,
0.06321988254785538,
0.022109756246209145,
0.0004377499863039702,
0.026346134021878242,
-0.02029282972216606,
-0.022530298680067062,
-0.0022824399638921022,
0.014505883678793907,
0.0852394849061966,
-0.007284896448254585,
0.01620071567595005,
0.007687718141824007,
-0.0047940826043486595,
0.050174444913864136,
0.04607295244932175,
-0.0004399997415021062,
-0.011727492325007915,
-0.025339175015687943,
0.02742992714047432,
-0.0421038419008255,
0.019986843690276146,
-0.036251671612262726,
0.006900059524923563,
0.019338710233569145,
-0.028583776205778122,
0.014079398475587368,
0.017150385305285454,
-0.05061233043670654,
0.009015318006277084,
-0.03113093227148056,
-0.02916823886334896,
-0.003996291197836399,
0.025974363088607788,
-0.013092008419334888,
0.017969124019145966,
-0.024614034220576286,
0.06573151797056198,
-0.046586986631155014,
0.015138098038733006,
-0.04611216485500336,
-0.06184607371687889,
-0.03940968215465546,
-0.06028507277369499,
-0.05223165452480316,
0.03439689055085182,
-0.003148461924865842,
0.024188755080103874,
-0.0020622252486646175,
-0.04256504774093628,
0.015165767632424831,
-0.021053237840533257,
0.02276509627699852,
0.01280954573303461,
0.04411745071411133,
-0.004215571563690901,
0.01871441677212715,
0.026892108842730522,
-0.08648888766765594,
0.1135452538728714,
0.0693543553352356,
0.07083271443843842,
-0.080194853246212,
0.04028613865375519,
0.010966971516609192,
-0.03708334639668465,
-0.020230991765856743,
0.003328966908156872,
-0.014709613285958767,
0.022678829729557037,
0.012504267506301403,
0.05721971020102501,
0.014531662687659264,
0.048706989735364914,
0.022626234218478203,
-0.04357468709349632,
-0.012040439993143082,
0.03398401662707329,
0.016231628134846687,
0.008138347417116165,
-0.03178900480270386,
-0.12326407432556152,
0.0063901725225150585,
0.034234363585710526,
-0.00589725049212575,
-0.03167691081762314,
-0.018084514886140823,
0.011601204983890057,
0.04707816243171692,
-0.011808657087385654,
0.020904572680592537,
0.024256525561213493,
-0.0005797713529318571,
0.010688820853829384,
-0.027460142970085144,
0.03899447247385979,
-0.011661413125693798,
0.0290692038834095,
0.024380899965763092,
0.02631324902176857,
0.0011168160708621144,
-0.0024431836791336536,
0.00985042005777359,
-0.04000943526625633,
-0.01946118287742138,
-0.024557609111070633,
-0.0011640033917501569,
-0.05470430478453636,
-0.018648846074938774,
0.005229994188994169,
0.048667289316654205,
-0.00649226875975728,
-0.032483626157045364,
0.004327347036451101,
0.03738902509212494,
0.013059866614639759,
0.010035918094217777,
0.0029772953130304813,
0.0015233185840770602,
0.02101207710802555,
0.009039757773280144,
-0.012142394669353962,
0.0008955802186392248,
-0.0028378507122397423,
0.018425658345222473,
-0.04472780600190163,
0.029871338978409767,
0.003235411364585161,
0.006698396988213062,
0.007270790170878172,
0.0006279950030148029,
-0.04414460062980652,
-0.00862883310765028,
0.007768499664962292,
0.016979336738586426,
-0.025852138176560402,
0.018673015758395195,
-0.008697395212948322,
-0.01225552149116993,
-0.015186077915132046,
0.03311673179268837,
-0.029538080096244812,
-0.039728496223688126,
-0.01729203201830387,
-0.02518046647310257,
0.06214375048875809,
0.025920061394572258,
0.031221287325024605,
0.02264302968978882,
-0.027597058564424515,
0.053156778216362,
0.01958487182855606,
-0.005416286643594503,
-0.02521817572414875,
0.009814804419875145,
0.00021956165437586606,
-0.008076912723481655,
-0.020959891378879547,
0.06617976725101471,
0.023087142035365105,
-0.000564189103897661,
-0.01605374552309513,
0.023474963381886482,
-0.00787174329161644,
-0.006677031517028809,
0.011714150197803974,
-0.03395120054483414,
0.052354712039232254,
0.019043121486902237,
0.0029615219682455063,
-0.05112490803003311,
-0.023231176659464836,
-0.046183619648218155,
-0.058960627764463425,
0.03095296397805214,
0.011148754507303238,
-0.024421069771051407,
0.02237905189394951,
-0.008928315714001656,
0.014902736991643906,
-0.028282029554247856,
0.012039486318826675,
-0.06308352202177048,
-0.027813823893666267,
0.007015227805823088,
-0.03794495761394501,
-0.033650968223810196,
0.028161056339740753,
-0.028292903676629066,
0.015821510925889015,
0.01152823120355606,
0.021564152091741562,
0.011634033173322678,
0.005390658974647522,
0.018122820183634758,
0.027162430807948112,
0.03367745131254196,
-0.029020728543400764,
-0.032049451023340225,
-0.017003418877720833,
-0.06148484721779823,
-0.03675010800361633,
-0.019887376576662064,
-0.02601435035467148,
0.020250407978892326,
-0.009468866512179375,
-0.006420067977160215,
-0.04804559424519539,
0.0424419641494751,
-0.018468214198946953,
-0.04085744172334671,
-0.022176172584295273,
-0.01001787930727005,
0.034996397793293,
0.015064387582242489,
-0.014856413006782532,
-0.026872951537370682,
-0.014343775808811188,
0.011626746505498886,
0.05621878057718277,
0.04667367413640022,
-0.04149314761161804,
-0.007474519312381744,
-0.0026428119745105505,
0.030741525813937187,
-0.010723315179347992,
-0.010206565260887146,
0.038669127970933914,
0.019504597410559654,
-0.07959549129009247,
0.023651817813515663,
-0.017707008868455887,
0.008712287992238998,
-0.07543176412582397,
0.005521747283637524,
-0.002229445381090045,
-0.04051414877176285,
0.06139427423477173,
-0.0416063517332077,
-0.013151868246495724,
0.002294621430337429,
-0.019291577860713005,
0.029399294406175613,
-0.004493434447795153,
-0.021138843148946762,
-0.009188574738800526,
0.022768156602978706,
-0.028230976313352585,
0.021266059949994087,
0.04739794507622719,
0.032098621129989624,
0.007585588842630386,
-0.025129161775112152,
-0.013324787840247154,
-0.004258840344846249,
-0.039576150476932526,
0.023577943444252014,
0.005261408630758524,
-0.05032363533973694,
0.01222307700663805,
-0.0011421473463997245,
-0.022747045382857323,
0.022947976365685463,
0.01983291283249855,
-0.006820654962211847,
0.021884629502892494,
-0.004001904278993607,
0.003288557520136237,
0.03501120209693909,
-0.020138397812843323,
-0.021245531737804413,
-0.012681860476732254,
0.023016614839434624,
0.016412226483225822,
-0.004994513001292944,
0.0019756443798542023,
-0.017947444692254066,
0.015336675569415092,
-0.021086569875478745,
-0.04187477007508278,
0.04998993128538132,
-0.03180542588233948,
-0.0003231434093322605,
-0.05911421775817871,
0.000514889950864017,
0.05246323347091675,
-0.03492198511958122,
0.012738924473524094,
-0.03234691917896271,
0.02312280796468258,
0.025332843884825706,
0.007332456763833761,
-0.013769475743174553,
0.011396180838346481,
0.022742051631212234,
-0.04588647559285164,
-0.03369149565696716,
0.039832185953855515,
-0.011312371119856834,
-0.056183770298957825,
-0.004053717944771051,
-0.010208933614194393,
-0.037091489881277084,
-0.02878378890454769,
-0.020976753905415535,
-0.019614432007074356,
0.0027500023134052753,
-0.013772154226899147,
0.04372609034180641,
0.025680402293801308,
0.003659741720184684,
0.002988369669765234,
-0.08446689695119858,
0.035103946924209595,
0.01115028653293848,
0.00868335273116827,
-0.04698627069592476,
-0.007327624596655369,
-0.02554401010274887,
0.016290606930851936,
0.07495728880167007,
0.01059985812753439,
0.006136855110526085,
-0.05935961753129959,
0.03861968219280243,
0.014998756349086761,
-0.03555503115057945,
0.053218670189380646,
0.010558460839092731,
-0.029756154865026474,
-0.001083311508409679,
-0.023453237488865852,
0.007730521727353334,
0.03499629721045494,
0.011041298508644104,
-0.019372394308447838,
-0.007901716977357864,
0.010942431166768074,
-0.06683969497680664,
-0.022090546786785126,
-0.023561781272292137,
-0.03629711642861366,
0.05016564577817917,
0.021362895146012306,
-0.02094334550201893,
0.049521658569574356,
-0.0008297361782751977,
-0.01069014985114336,
0.03071868233382702,
-0.03997858986258507,
-0.016398848965764046,
-0.03976927697658539,
0.006954663898795843,
-0.018212242051959038,
-0.03955330699682236,
0.052267882972955704,
0.008971204981207848,
-0.039372365921735764,
0.004611004143953323,
0.049957722425460815,
0.030741015449166298,
0.016451070085167885,
0.010823234915733337,
-0.00535491481423378,
-0.025812026113271713,
-0.0384637787938118,
0.0027890687342733145,
-0.010267293080687523,
-0.017579583451151848,
0.005762429907917976,
0.036956917494535446,
0.03356930613517761,
-0.03309597447514534,
0.037667714059352875,
-0.01536289881914854,
0.047244470566511154,
-0.03645215928554535,
-0.01710135117173195,
0.01646958477795124,
-0.0015687918057665229,
0.011515520513057709,
-0.04433624818921089,
-0.012273039668798447,
-0.010989073663949966,
-0.03972718492150307,
0.038986846804618835,
-0.07663152366876602,
-0.06350638717412949,
-0.041886743158102036,
0.01468306127935648,
-0.0160180926322937,
0.043482210487127304,
-0.014826029539108276,
0.029679827392101288,
0.004659822676330805,
-0.001392926787957549,
0.0425490103662014,
-0.0044546350836753845,
0.0027225827798247337,
-0.062022965401411057,
0.03143196552991867,
0.026914281770586967,
0.02044413425028324,
0.005067957565188408,
-0.0022777817212045193,
0.01905234530568123,
0.011048189364373684,
0.013439805246889591,
-0.03160202130675316,
0.01455030869692564,
0.013080064207315445,
0.012264883145689964,
-0.05189904198050499,
-0.019890345633029938,
-0.02800297737121582,
-0.012991877272725105,
0.05166419595479965,
0.0026524674613028765
] |
<p>I wanted to create a bubble chart which means a scatter plot with a separate variable indicating diameter of bubble. Is there any way to use bubble then as pie chart? I would really like to do this in MS Excel but I just don't know whether it is possible. </p>
<hr>
<p>I have another problem with the code proposed earlier in the post. Now that the first problem appears to be solved there is a problem in the line </p>
<p><code>Set rngRow = Range(ThisWorkbook.Names(“PieChartValues”).RefersTo)</code></p>
<p>and I tried to replace PieChartValues with the range from the first row to the last in which the pie charts values ( the values from which the pie chart is generated) - like "A1:G12" and all the data are in that range. The tab in the sheet I am working in is called "B" without quotes should I write </p>
<p><code>Set rngRow = Range(ThisWorkbook.Names(“B”).RefersTo)</code></p>
<hr>
<p>i tried to implement the code of a link proposed earlier in VBA this is</p>
<pre><code>Sub PieMarkers()
Dim chtMarker As Chart
Dim chtMain As Chart
Dim intPoint As Integer
Dim rngRow As Range
Dim lngPointIndex As Long
Application.ScreenUpdating = False
Set chtMarker = ActiveSheet.ChartObjects(“chtMarker”).Chart
Set chtMain = ActiveSheet.ChartObjects(“chtMain”).Chart
Set chtMain = ActiveSheet.ChartObjects(“chtMain”).Chart
Set rngRow = Range(ThisWorkbook.Names(“PieChartValues”).RefersTo)
For Each rngRow In Range(“PieChartValues”).Rows
chtMarker.SeriesCollection(1).Values = rngRow
chtMarker.Parent.CopyPicture xlScreen, xlPicture
lngPointIndex = lngPointIndex + 1
chtMain.SeriesCollection(1).Points(lngPointIndex).Paste
Next
lngPointIndex = 0
Application.ScreenUpdating = True
End Sub
</code></pre>
<p>when I execute the code I get an error pointing to the line
Set chtMarker = ActiveSheet.ChartObjects(“chtMarker”).Chart</p>
<p>does anybody have an idea why? I have an object a pie chart named exactly chtMarker so the object should be there</p> | 36,696 | [
-0.01177468802779913,
-0.0028139781206846237,
0.046028926968574524,
0.005278428550809622,
-0.0030852798372507095,
-0.007398561108857393,
-0.050271980464458466,
-0.022962020710110664,
0.031979531049728394,
-0.03879421204328537,
0.0174093134701252,
0.05009504035115242,
0.05110522359609604,
0.026922157034277916,
0.043250277638435364,
-0.009457365609705448,
0.0028505318332463503,
-0.0022207628935575485,
0.008066468872129917,
-0.0487971231341362,
0.007867749780416489,
-0.01315050944685936,
0.012671269476413727,
-0.0031645495910197496,
0.030118731781840324,
0.036519855260849,
0.0021079417783766985,
-0.0191822312772274,
-0.011317137628793716,
0.049424849450588226,
-0.02518126368522644,
-0.020271524786949158,
0.03913095220923424,
-0.0027156907599419355,
0.03248027339577675,
-0.0010786190396174788,
-0.030283726751804352,
-0.014570450410246849,
0.0011424325639382005,
0.011133149266242981,
-0.06255324929952621,
0.01252883579581976,
0.01909349113702774,
0.03699420765042305,
-0.02355370484292507,
-0.045067958533763885,
-0.0441584549844265,
-0.01745716482400894,
0.03346835449337959,
-0.04311642423272133,
0.04771590977907181,
-0.011690795421600342,
0.05529947206377983,
0.02672800049185753,
-0.04173143208026886,
0.00292360782623291,
0.028008554130792618,
0.03188532590866089,
-0.010323140770196915,
-0.01365808304399252,
0.027542388066649437,
-0.01788773573935032,
-0.00173675874248147,
-0.054671820253133774,
-0.04904172942042351,
-0.013807756826281548,
-0.011247341521084309,
0.029682563617825508,
0.007450227625668049,
-0.034551773220300674,
0.02917601726949215,
0.0049800262786448,
-0.004992175847291946,
-0.016401831060647964,
0.04690011590719223,
-0.05413182079792023,
-0.00027855654479935765,
-0.03192770481109619,
0.04513763636350632,
0.061814919114112854,
-0.0003531690454110503,
0.0634494349360466,
0.04032459482550621,
0.0016180906677618623,
0.01898566447198391,
0.01947229728102684,
0.0678844004869461,
-0.01829575002193451,
0.05061233043670654,
0.05322451889514923,
-0.00633435882627964,
-0.04311050474643707,
0.01580630987882614,
0.03387801721692085,
-0.006479781121015549,
0.03883541375398636,
-0.034475114196538925,
0.012144798412919044,
-0.008115507662296295,
0.004947420675307512,
0.030452605336904526,
-0.000532289850525558,
0.050114914774894714,
0.03640051931142807,
-0.030133193358778954,
-0.027716606855392456,
-0.020947039127349854,
-0.02547483704984188,
0.06269755214452744,
-0.030956648290157318,
-0.03374473750591278,
0.022545255720615387,
-0.01489285472780466,
-0.00743255065754056,
0.037436265498399734,
-0.002009788528084755,
0.006363157648593187,
0.030264606699347496,
0.02479691244661808,
0.015621867030858994,
0.006161999423056841,
-0.00994153693318367,
0.030879497528076172,
-0.01233768742531538,
-0.04894388094544411,
0.021726226434111595,
0.01090689841657877,
-0.006238420959562063,
-0.06883478164672852,
0.03764807805418968,
0.008811050094664097,
-0.03320402279496193,
0.03507477417588234,
0.0068149203434586525,
0.050755131989717484,
-0.02295399270951748,
-0.09681415557861328,
-0.06837214529514313,
0.02472737804055214,
0.021261733025312424,
-0.01842096634209156,
-0.04237247630953789,
0.03031391277909279,
0.041983965784311295,
0.025362210348248482,
0.01657630316913128,
-0.03558417782187462,
0.028890354558825493,
0.04506741836667061,
0.02397429570555687,
-0.0018174927681684494,
0.010709036141633987,
0.0194135420024395,
-0.05595003813505173,
-0.015362666919827461,
-0.06840609759092331,
0.03510574251413345,
0.020413869991898537,
-0.0354592427611351,
-0.02840392291545868,
0.011834615841507912,
-0.0033610619138926268,
0.011614126153290272,
0.026878688484430313,
0.023384766653180122,
-0.04609639570116997,
0.10711000859737396,
0.028663231059908867,
0.020935365930199623,
0.035081785172224045,
-0.03356437012553215,
0.025220656767487526,
-0.010031308978796005,
0.010417654179036617,
0.07767711579799652,
0.04290219023823738,
-0.013770662248134613,
0.013953741639852524,
0.01881449483335018,
0.017915891483426094,
-0.011109528131783009,
-0.0339517779648304,
0.011714513413608074,
-0.010970229282975197,
0.06810189038515091,
0.04239705577492714,
-0.010442464612424374,
-0.028924917802214622,
0.030079910531640053,
-0.048513296991586685,
0.00906458217650652,
-0.04471037536859512,
0.010557466186583042,
0.006521556992083788,
0.01220803614705801,
-0.0095902094617486,
-0.015959829092025757,
0.00826783012598753,
0.0399446114897728,
-0.006486352067440748,
-0.0014370529679581523,
-0.02421635575592518,
0.00985116045922041,
-0.0883348137140274,
-0.00606251135468483,
0.04886990785598755,
0.017496930435299873,
-0.04978214204311371,
0.04583559185266495,
-0.029066871851682663,
0.04145025461912155,
0.001397567568346858,
-0.005994366016238928,
0.01976749114692211,
-0.0180464219301939,
0.01756279170513153,
0.025511883199214935,
0.037409745156764984,
-0.009476158767938614,
0.03974322974681854,
-0.01422953698784113,
0.02635842375457287,
0.02953733503818512,
-0.005898823495954275,
0.017988355830311775,
-0.041751179844141006,
0.07662677764892578,
0.03745684400200844,
0.0074355751276016235,
-0.019258154556155205,
-0.040486015379428864,
0.007179345935583115,
0.02274947799742222,
0.02172822691500187,
-0.04311970993876457,
-0.027089513838291168,
0.07135128229856491,
0.007302041165530682,
0.0297421682626009,
0.02144775167107582,
0.009232817217707634,
0.028453117236495018,
0.022970782592892647,
0.03851495310664177,
0.020876437425613403,
0.04181360825896263,
0.0032473639585077763,
-0.012192564085125923,
0.041147176176309586,
-0.029287617653608322,
-0.023121992126107216,
-0.003092784434556961,
0.02396283484995365,
-0.023826763033866882,
-0.014301766641438007,
0.0023500488605350256,
0.05203951522707939,
-0.04927152022719383,
0.03852267935872078,
0.03621629253029823,
0.01187681220471859,
-0.04252912849187851,
0.01779814437031746,
-0.026875946670770645,
-0.025003651157021523,
0.05161198228597641,
-0.022546809166669846,
-0.057061903178691864,
-0.0006220185314305127,
-0.02174469642341137,
0.03229796513915062,
-0.0076379175297915936,
-0.01869383081793785,
-0.011594472452998161,
0.016611719503998756,
0.020312517881393433,
0.012674261815845966,
0.030562492087483406,
-0.024711264297366142,
-0.03132247552275658,
-0.025233712047338486,
-0.004078234545886517,
-0.0054775807075202465,
-0.02245361916720867,
-0.053400591015815735,
-0.0017375466413795948,
0.028566516935825348,
-0.004839770495891571,
0.04586099088191986,
0.014755266718566418,
-0.02413957379758358,
0.017100438475608826,
-0.005456811282783747,
-0.05235115438699722,
0.007620200049132109,
-0.036934711039066315,
0.02003743313252926,
-0.04157806187868118,
0.005573626141995192,
0.06548824906349182,
0.01922520622611046,
-0.03788622096180916,
0.033307477831840515,
-0.04993859678506851,
-0.001556510105729103,
-0.0550394281744957,
0.013221176341176033,
-0.0036606916692107916,
-0.041918255388736725,
0.01911618746817112,
0.020350879058241844,
-0.011203587986528873,
0.005645154044032097,
-0.025840792804956436,
-0.03841371461749077,
0.0012003808515146375,
0.02392895147204399,
0.03207683563232422,
0.020806588232517242,
-0.023986373096704483,
0.07901660352945328,
0.013045763596892357,
-0.04648968204855919,
-0.033640604466199875,
-0.006429670378565788,
0.02800023928284645,
-0.023600347340106964,
0.021462982520461082,
0.0215953029692173,
-0.03949262201786041,
-0.03015943430364132,
-0.012716716155409813,
0.03851540759205818,
0.03136714547872543,
-0.028792718425393105,
0.026895882561802864,
0.007102876901626587,
0.0179543886333704,
-0.03711911290884018,
0.03547922521829605,
0.014397169463336468,
-0.005342642776668072,
-0.0037964533548802137,
-0.015529310330748558,
0.03220672905445099,
0.018075698986649513,
-0.04026397690176964,
0.0070307012647390366,
-0.046471234411001205,
0.05984232574701309,
0.037000179290771484,
0.030838392674922943,
0.015060298144817352,
-0.007902750745415688,
-0.012937743216753006,
0.03301345184445381,
0.0401620976626873,
-0.05297356843948364,
-0.0393923856317997,
0.08520329743623734,
0.012081539258360863,
-0.03523198515176773,
0.009574558585882187,
0.019550681114196777,
-0.018044034019112587,
0.037856318056583405,
-0.03212844952940941,
0.013517131097614765,
0.012424828484654427,
0.03935370594263077,
-0.0034272007178515196,
0.03796151280403137,
-0.08436579257249832,
0.024809326976537704,
-0.03333314135670662,
-0.018511343747377396,
-0.02092157118022442,
0.04859489947557449,
-0.00845102034509182,
0.04367799684405327,
0.07727102935314178,
0.008806671015918255,
0.049721211194992065,
0.0029178205877542496,
-0.03474407270550728,
0.02196919173002243,
0.024417389184236526,
-0.027874814346432686,
-0.003936217166483402,
-0.03697512298822403,
0.0012087303912267089,
0.017468038946390152,
-0.003127703908830881,
-0.027529004961252213,
-0.014899821020662785,
-0.0327601321041584,
-0.0011391820153221488,
-0.0035189834889024496,
0.0237449798732996,
-0.05136283114552498,
0.04818306118249893,
0.009163209237158298,
0.00040754399378784,
0.046772293746471405,
0.026983531191945076,
-0.038998208940029144,
-0.042546916753053665,
-0.02692023664712906,
-0.016239525750279427,
0.02165563590824604,
0.0038056084886193275,
-0.016435712575912476,
-0.012282995507121086,
-0.020521603524684906,
-0.00014164797903504223,
-0.004328690003603697,
0.027216460555791855,
0.017215050756931305,
-0.00725958589464426,
-0.003958575893193483,
-0.03279721736907959,
-0.028255097568035126,
0.01606075093150139,
0.03215824440121651,
-0.018243156373500824,
0.006574220955371857,
0.016908906400203705,
-0.0015256471233442426,
-0.0016483989311382174,
0.026477856561541557,
0.07733564078807831,
0.06654797494411469,
-0.0033209139946848154,
-0.037378810346126556,
-0.016694022342562675,
-0.022665340453386307,
-0.02001883089542389,
0.015752388164401054,
0.0024494072422385216,
-0.02050761692225933,
-0.013615330681204796,
0.0269634872674942,
0.004244972951710224,
-0.03546960651874542,
-0.024963943287730217,
0.004722688812762499,
0.0363934189081192,
-0.03675207495689392,
-0.04368295148015022,
0.027334410697221756,
-0.00031704307184554636,
0.017003417015075684,
0.04189158231019974,
0.004124450031667948,
-0.10104817152023315,
0.0003779302933253348,
0.03016483411192894,
0.020282737910747528,
-0.04480910301208496,
-0.04155402630567551,
-0.01642688922584057,
-0.004031464457511902,
0.04726821556687355,
-0.08477484434843063,
0.028893865644931793,
-0.0700487494468689,
0.041776057332754135,
-0.021268172189593315,
-0.041138142347335815,
-0.008989427238702774,
0.028729014098644257,
-0.04173747077584267,
0.015568261034786701,
-0.04371190071105957,
-0.006714500952512026,
-0.008499943651258945,
-0.017961883917450905,
-0.016338543966412544,
0.09057680517435074,
-0.011507230810821056,
-0.04062749445438385,
0.0006004872848279774,
-0.018187370151281357,
-0.0324726440012455,
-0.024995263665914536,
0.0031501525081694126,
-0.010931749828159809,
0.018395721912384033,
0.049627117812633514,
0.022174295037984848,
-0.041250817477703094,
0.000795909552834928,
0.0019261549459770322,
0.0037794613745063543,
-0.01969795860350132,
-0.015857456251978874,
0.005468039307743311,
0.020212236791849136,
-0.048592276871204376,
0.06780511885881424,
0.07162740081548691,
-0.0375589095056057,
0.028497297316789627,
-0.016322221606969833,
0.006657105404883623,
-0.02190132811665535,
-0.04044891521334648,
-0.050706688314676285,
0.019690630957484245,
-0.015020974911749363,
0.015515291132032871,
0.02471386268734932,
-0.014596853405237198,
-0.0514826737344265,
-0.03643549978733063,
0.010771081782877445,
0.007809753529727459,
0.02306082658469677,
0.016897276043891907,
-0.006814784836024046,
0.040746789425611496,
0.03181721270084381,
-0.023711690679192543,
0.004180419258773327,
0.005453084595501423,
0.0003541705955285579,
0.0368591733276844,
0.0028922336641699076,
-0.008188559673726559,
-0.012876279652118683,
0.026643089950084686,
-0.03543134406208992,
-0.024895822629332542,
0.024465229362249374,
0.0058106533251702785,
0.030490802600979805,
-0.003684139112010598,
-0.05525005981326103,
-0.009173423051834106,
0.05014732480049133,
-0.020962772890925407,
0.011458647437393665,
-0.049382831901311874,
0.03909984976053238,
0.02853473275899887,
0.00022678496316075325,
-0.040383752435445786,
-0.05020490288734436,
-0.02121633291244507,
0.027789583429694176,
0.00675535760819912,
0.002820933936163783,
-0.03845835477113724,
0.033123914152383804,
0.01943628489971161,
0.009873617440462112,
0.0012509453808888793,
-0.0029405970126390457,
-0.021734576672315598,
0.04483160004019737,
0.015791885554790497,
0.07531151920557022,
0.055367257446050644,
-0.009982856921851635,
-0.01438939943909645,
-0.0021435776725411415,
-0.03052397444844246,
0.04259826987981796,
-0.0017074529314413667,
-0.02302141673862934,
-0.03086056560277939,
-0.022800087928771973,
0.013342345133423805,
0.044347867369651794,
0.00040570710552856326,
0.02930513024330139,
0.010047545656561852,
-0.02843235246837139,
0.008032585494220257,
-0.06169850379228592,
0.00941027794033289,
-0.03172379359602928,
-0.01504905428737402,
-0.043947648257017136,
0.04330797865986824,
-0.029329275712370872,
-0.003783604595810175,
-0.04122481867671013,
0.006630371790379286,
-0.0010689793853089213,
0.02602807991206646,
0.046244293451309204,
-0.03330041468143463,
-0.010920067317783833,
-0.021183203905820847,
-0.026267075911164284,
0.0004117319767829031,
0.006665886379778385,
0.0009647064143791795,
0.0004593916528392583,
0.028167221695184708,
-0.013375373557209969,
0.00884732510894537,
-0.02873994968831539,
0.0057950811460614204,
0.026401609182357788,
0.010572700761258602,
0.028335051611065865,
0.003683476708829403,
-0.023649880662560463,
-0.01776052638888359,
-0.0741029903292656,
-0.010637281462550163,
-0.03884559124708176,
-0.004431716166436672,
0.09343979507684708,
0.01885603368282318,
-0.006080701947212219,
0.02631998434662819,
-0.00469264667481184,
0.036602992564439774,
-0.008399819023907185,
0.023116307333111763,
0.009393579326570034,
-0.014139147475361824,
-0.012525863014161587,
-0.030633270740509033,
0.045225631445646286,
-0.02034112438559532,
0.03912358731031418,
0.019018620252609253,
-0.04844138026237488,
0.020849330350756645,
0.02573639713227749,
-0.03724612295627594,
-0.03226425126194954,
-0.05966290831565857,
-0.02484983205795288,
0.025035174563527107,
-0.0211799219250679,
-0.01901007629930973,
0.011176207102835178,
0.007616986054927111,
-0.005246024113148451,
-0.057612478733062744,
0.022762523964047432,
-0.04092610999941826,
-0.043089933693408966,
-0.04205953702330589,
-0.0351409874856472,
-0.022241313010454178,
0.03461948037147522,
-0.041935909539461136,
-0.025387311354279518,
0.002558392472565174,
-0.01802128180861473,
-0.008315597660839558,
-0.0034118862822651863,
0.02915586717426777,
0.009209003299474716,
0.10467543452978134,
0.010191201232373714,
0.010402608662843704,
0.034791044890880585,
-0.04711659625172615,
0.1313733458518982,
0.06606043130159378,
0.012271839193999767,
-0.04130536690354347,
0.005677735898643732,
0.02663942240178585,
0.00029040288063697517,
-0.01593088172376156,
0.00215919385664165,
-0.036188844591379166,
0.013908101245760918,
0.06569457054138184,
0.04110398516058922,
-0.018003180623054504,
0.0353960283100605,
0.05268231779336929,
0.0034883003681898117,
0.004682105965912342,
-0.010765986517071724,
-0.0029519409872591496,
-0.013015661388635635,
0.0008915810030885041,
-0.06691960245370865,
0.0023980510886758566,
-0.004829722922295332,
-0.010950526222586632,
0.02653038501739502,
-0.021685171872377396,
0.023957068100571632,
0.022897670045495033,
-0.025428084656596184,
0.006184765137732029,
0.0342174656689167,
-0.00015160210023168474,
0.01098571252077818,
-0.023940935730934143,
0.021437035873532295,
-0.02227611094713211,
-0.0021006378810852766,
0.0498521514236927,
-0.002309736330062151,
-0.025044605135917664,
-0.013224965892732143,
0.031324129551649094,
-0.03923037648200989,
0.0035108288284391165,
-0.01505300309509039,
0.01585542969405651,
-0.01535575371235609,
-0.01675204187631607,
0.022446103394031525,
0.05175687372684479,
-0.040014564990997314,
-0.03234455734491348,
-0.004977927543222904,
0.009249480441212654,
-0.0032576960511505604,
-0.009489773772656918,
-0.045072704553604126,
0.0077965050004422665,
0.010463686659932137,
0.0009956683497875929,
0.034707922488451004,
0.011137417517602444,
-0.05872205272316933,
0.013338243588805199,
-0.058974433690309525,
-0.004553286358714104,
-0.022229941561818123,
-0.025062916800379753,
0.045615050941705704,
0.029015885666012764,
-0.03056269884109497,
-0.013502193614840508,
-0.008178310468792915,
0.016862738877534866,
0.023490289226174355,
0.012653034180402756,
0.0006737675284966826,
-0.00504924776032567,
-0.0599166564643383,
0.036881327629089355,
-0.020393922924995422,
-0.030131470412015915,
-0.011636354960501194,
0.002141593722626567,
0.09809716790914536,
0.05123153328895569,
-0.010025781579315662,
-0.023060856387019157,
-0.051976487040519714,
0.07683782279491425,
0.011583955027163029,
-0.050708986818790436,
-0.020779648795723915,
0.03473053500056267,
-0.0814499780535698,
0.002858214545994997,
0.0015123176854103804,
0.08834530413150787,
0.04155169427394867,
-0.010510619729757309,
-0.008952926844358444,
0.05026257410645485,
-0.004046949557960033,
0.011225271970033646,
-0.00392213836312294,
-0.01978171057999134,
0.013047227635979652,
-0.038838453590869904,
-0.009289717301726341,
-0.02560773305594921,
-0.01986367255449295,
-0.03315646946430206,
0.0025351776275783777,
0.010656097903847694,
-0.00009060135926119983,
-0.033903565257787704,
0.0042145890183746815,
-0.012687450274825096,
-0.03536532446742058,
-0.04452119022607803,
0.020009689033031464,
-0.0185512974858284,
-0.02791602909564972,
0.007227254565805197,
-0.014783913269639015,
-0.024046219885349274,
0.05136619880795479,
-0.01502214651554823,
0.015193122439086437,
0.023286981508135796,
0.07005932182073593,
-0.004638483747839928,
-0.02755836769938469,
0.014812097884714603,
0.014232737012207508,
0.0026880865916609764,
-0.010088006965816021,
-0.010021503083407879,
0.027126101776957512,
-0.00022743118461221457,
-0.05670963600277901,
0.008910342119634151,
0.0006164720398373902,
0.01115491334348917,
0.002388925291597843,
0.014855892397463322,
-0.022955799475312233,
0.024177726358175278,
0.04204060882329941,
-0.03183573856949806,
-0.01012676116079092,
0.0028461834881454706,
0.018971269950270653,
0.015584331005811691,
0.02628946304321289,
-0.015474112704396248,
0.0015595877775922418,
-0.006447196938097477,
0.034171223640441895,
0.015983080491423607,
-0.011025157757103443,
-0.019682450219988823,
0.0033540879376232624,
0.00009143575880443677,
0.008366787806153297,
0.010921123437583447,
0.03506471589207649,
0.016306597739458084,
-0.03703496977686882,
0.031912583857774734,
0.009836391545832157,
-0.04068455845117569,
-0.07466869056224823,
-0.056697994470596313,
-0.01511378027498722,
-0.0066558681428432465,
0.01423485204577446,
-0.029985550791025162,
0.03539608046412468,
0.05374903604388237,
-0.054332435131073,
0.0016127944691106677,
0.03486863896250725,
0.032586339861154556,
-0.03035632334649563,
0.02926311455667019,
-0.0039002953562885523,
-0.0033672235440462828,
0.05481243506073952,
-0.0015469805803149939,
-0.0071496786549687386,
-0.009674164466559887,
0.026505377143621445,
-0.015549496747553349,
-0.007079086732119322,
0.028539227321743965,
0.022954415529966354,
-0.0359201543033123,
0.007736478466540575,
-0.06427855044603348,
0.0035666199401021004,
0.0038348063826560974,
-0.031953442841768265,
0.04495351016521454,
-0.004156156443059444,
-0.02370741218328476,
0.027263043448328972,
0.02567763812839985,
-0.027526820078492165,
0.0057739149779081345,
-0.035693854093551636,
0.020486723631620407,
0.030503908172249794,
0.010965372435748577,
-0.01460595615208149,
0.013092470355331898,
-0.003554917173460126,
-0.020090505480766296,
-0.0479014553129673,
-0.02756076119840145,
0.005446732509881258,
0.015415331348776817,
-0.020524730905890465,
0.009857230819761753,
0.04656977578997612,
-0.02785557508468628,
0.017197629436850548,
-0.052548907697200775,
0.027493823319673538,
0.010443153791129589,
-0.03727510944008827,
0.00046954589197412133,
-0.0013435943983495235,
0.005775118712335825,
-0.024838926270604134,
-0.008957453072071075,
0.030995089560747147,
-0.009507942013442516,
-0.015221555717289448,
-0.030224725604057312,
0.0030646990053355694,
-0.01880803517997265,
-0.013111947104334831,
0.02292621321976185,
0.017241155728697777,
0.02218099683523178,
0.006417905446141958,
-0.013425316661596298,
-0.008195972070097923,
0.04856575280427933,
-0.01316127274185419,
-0.05825662985444069,
0.02931676059961319,
0.01838034950196743,
-0.06036818400025368,
-0.03610982373356819,
-0.022940825670957565,
0.001555072609335184,
0.02267027273774147,
0.049625568091869354,
-0.011213744059205055,
0.033316534012556076,
-0.02355579473078251,
0.003292080480605364,
0.01717696338891983,
-0.022889312356710434,
0.019470402970910072,
0.023144908249378204,
-0.061895761638879776,
0.0016429582610726357,
0.027284063398838043,
-0.010822086594998837,
0.015409328043460846,
0.023658275604248047,
0.00027836087974719703,
-0.014004787430167198,
0.029659314081072807,
-0.030695976689457893,
-0.005900330375880003,
0.0007296644616872072,
-0.06589671224355698,
0.051739562302827835,
0.006726464722305536,
-0.026925263926386833,
0.024856485426425934,
-0.013655743561685085,
-0.052392978221178055,
0.02505568414926529,
-0.05017910152673721,
0.005196570418775082,
-0.004612169694155455,
-0.006863029208034277,
-0.008383074775338173,
-0.07939355075359344,
0.028177352622151375,
-0.031178629025816917,
-0.0028775795362889767,
0.017973819747567177,
0.03198309242725372,
-0.014012935571372509,
0.03004518337547779,
-0.016932880505919456,
0.011120130307972431,
-0.03319786116480827,
-0.011173662729561329,
-0.0035830256529152393,
-0.01334297377616167,
0.0019180398667231202,
-0.017284490168094635,
0.04275394603610039,
0.026052990928292274,
0.036661483347415924,
0.02671767584979534,
-0.00928310863673687,
0.0500514879822731,
0.05710191652178764,
-0.0044694761745631695,
0.025031160563230515,
-0.036591846495866776,
-0.0028444051276892424,
0.03154613450169563,
0.004181960131973028,
0.03173879534006119,
-0.05657459422945976,
0.028409048914909363,
-0.03945423290133476,
-0.04051736369729042,
-0.03658474609255791,
0.035639528185129166,
0.005301571451127529,
0.02911888249218464,
-0.0028012196999043226,
0.015414719469845295,
0.03019014373421669,
0.005103390663862228,
0.019693493843078613,
-0.01332960743457079,
-0.016646338626742363,
-0.05321585014462471,
0.023455532267689705,
-0.004618086386471987,
0.021966272965073586,
-0.03235756605863571,
0.01935247890651226,
0.039297934621572495,
0.022879699245095253,
-0.029964428395032883,
0.0012568479869514704,
-0.025417495518922806,
0.013995817862451077,
0.024320542812347412,
-0.04104632884263992,
-0.0376187264919281,
-0.0032898765057325363,
0.012533933855593204,
0.015673251822590828,
-0.023307261988520622
] |
<p>What is the PDF of the difference of two i.i.d Laplace distributed random variables?</p>
<p>I know that the difference of two i.i.d Normal variables is still the Normal distribution. Since the properties of the Laplace distribution are similar to the Normal distribution, I am guessing that the difference is also the Laplace distribution.</p>
<p>I have tried to solve this using Mathematica. Neither <code>PDF</code> nor <code>Integrate</code> functions give a correct answer. Thank you!</p> | 74,054 | [
-0.013752980157732964,
-0.010235194116830826,
-0.005094065796583891,
-0.039931464940309525,
-0.007769405841827393,
0.012595804408192635,
-0.04760800302028656,
-0.0198915284126997,
0.028311509639024734,
-0.02255430445075035,
0.03725453093647957,
0.015304100699722767,
0.06444064527750015,
0.04584266617894173,
0.06285272538661957,
-0.0030230770353227854,
-0.022437430918216705,
0.03881445527076721,
0.012739652767777443,
-0.011500071734189987,
0.007757178973406553,
0.003938577137887478,
0.03132777661085129,
-0.01638743467628956,
-0.02971763350069523,
0.02974218688905239,
0.021050507202744484,
-0.016124416142702103,
0.02189510501921177,
0.08132980018854141,
-0.06649146974086761,
-0.0184268057346344,
-0.0027585537172853947,
0.04576748609542847,
-0.017888817936182022,
0.0074587068520486355,
-0.06817096471786499,
-0.01522346492856741,
-0.03257255628705025,
0.02768023870885372,
-0.030896726995706558,
0.0067298077046871185,
0.015019524842500687,
0.036880988627672195,
-0.006074313074350357,
0.033686500042676926,
-0.0007806285284459591,
-0.033148910850286484,
0.013661976903676987,
-0.043034978210926056,
0.06268008053302765,
-0.011286433786153793,
0.06950073689222336,
0.0300796777009964,
-0.015876637771725655,
-0.0034554535523056984,
0.03502274677157402,
0.08937329053878784,
-0.017522193491458893,
-0.0778181403875351,
-0.012652575969696045,
-0.0379740446805954,
0.011978279799222946,
-0.040265120565891266,
-0.03635445237159729,
0.013447415083646774,
-0.02824486792087555,
-0.04111117124557495,
0.0041582463309168816,
-0.005183176137506962,
0.013528778217732906,
0.04572831839323044,
-0.004346681758761406,
-0.042246945202350616,
0.026673346757888794,
-0.003029721789062023,
0.0072996835224330425,
0.006269299425184727,
0.019358349964022636,
0.05241744965314865,
0.011146211996674538,
-0.012938324362039566,
0.04104803130030632,
0.02246474288403988,
0.05805202201008797,
-0.03358651325106621,
0.1139904260635376,
0.006628958508372307,
0.0027842894196510315,
0.002598455175757408,
-0.013933212496340275,
0.017948206514120102,
0.03916530683636665,
-0.012606345117092133,
0.0008180928998626769,
0.06602313369512558,
0.009359733201563358,
0.027965962886810303,
-0.026469623669981956,
-0.04431350529193878,
-0.005001903511583805,
-0.05891511216759682,
0.022156964987516403,
0.07515228539705276,
-0.015412888489663601,
-0.017670052126049995,
-0.0027560479938983917,
-0.015253301709890366,
-0.025429818779230118,
0.00495398323982954,
-0.0005052108899690211,
0.04726645350456238,
0.01329423300921917,
-0.018326271325349808,
0.020245375111699104,
-0.007041629869490862,
0.013989638537168503,
-0.01701814867556095,
0.02664121985435486,
0.07378870993852615,
0.04014352336525917,
-0.0419921875,
-0.008102502673864365,
-0.019198689609766006,
-0.03300004079937935,
0.035082194954156876,
0.045149024575948715,
0.02124011144042015,
-0.03713979572057724,
0.04832226783037186,
-0.052569374442100525,
0.02263214997947216,
0.022973325103521347,
0.009739329107105732,
0.029421932995319366,
0.0055815610103309155,
-0.0529562309384346,
-0.033082425594329834,
0.006886014249175787,
-0.01887146383523941,
0.0007535755867138505,
-0.07186207920312881,
0.003073434578254819,
0.010425425134599209,
0.060652099549770355,
0.0076476759277284145,
0.016070090234279633,
-0.014828767627477646,
0.04993205517530441,
0.012503230012953281,
-0.016127202659845352,
-0.015113689936697483,
0.006538966670632362,
-0.03769693523645401,
-0.006815867964178324,
-0.04963319003582001,
-0.00013047766697127372,
0.025655820965766907,
-0.042562276124954224,
0.005474310368299484,
0.018090177327394485,
0.007667538244277239,
-0.00019653845811262727,
-0.03471941500902176,
0.014761833474040031,
-0.040627796202898026,
0.10311032831668854,
0.0017995685338974,
0.0279205534607172,
0.03750132769346237,
-0.019627416506409645,
0.006983060389757156,
-0.037582263350486755,
0.04123469814658165,
0.055715881288051605,
-0.02088395692408085,
-0.039654430001974106,
0.0007796227582730353,
0.017044035717844963,
0.019100822508335114,
-0.03164589777588844,
-0.003187623107805848,
-0.041196309030056,
-0.014164826832711697,
0.011689511127769947,
0.007625020574778318,
0.026438046246767044,
-0.009731150232255459,
-0.022431630641222,
-0.054434504359960556,
-0.029911546036601067,
-0.043808531016111374,
0.01982640102505684,
0.004306726157665253,
-0.051065344363451004,
0.001183635089546442,
0.017231767997145653,
0.011795503087341785,
-0.012484963051974773,
-0.02772863395512104,
-0.039463575929403305,
-0.0178812425583601,
-0.0020845576655119658,
-0.029257046058773994,
-0.001182787586003542,
0.06631547957658768,
0.053715210407972336,
-0.014864356257021427,
0.08070869743824005,
-0.01207262184470892,
-0.026056231930851936,
0.0050088707357645035,
-0.04749073088169098,
0.030129840597510338,
-0.011583632789552212,
-0.0006514832493849099,
0.00974056776612997,
0.010648434981703758,
0.0072331903502345085,
-0.00652662105858326,
-0.014515207149088383,
0.04301417991518974,
0.07118874788284302,
0.024540085345506668,
-0.015370013192296028,
0.004285963252186775,
0.021264683455228806,
0.030245013535022736,
-0.018705079331994057,
-0.025876305997371674,
-0.046654507517814636,
-0.015999268740415573,
0.05468668416142464,
0.03233126178383827,
-0.06286288052797318,
0.01765834540128708,
0.05909835919737816,
-0.015344568528234959,
0.06745551526546478,
-0.00707385316491127,
-0.003862217999994755,
-0.05017263442277908,
0.012159088626503944,
-0.0025735434610396624,
-0.009994402527809143,
-0.00918588787317276,
0.014819907955825329,
0.004972686059772968,
0.07224217057228088,
-0.032940834760665894,
-0.026369528844952583,
0.01855187490582466,
-0.028673257678747177,
0.05245564505457878,
0.0035829213447868824,
0.011649643070995808,
0.038543663918972015,
-0.010179663076996803,
0.009102528914809227,
0.020664462819695473,
-0.01907401718199253,
-0.005385938566178083,
0.019009828567504883,
-0.02447519078850746,
0.023717796429991722,
0.04110153391957283,
-0.015658533200621605,
-0.015616907738149166,
0.011427978985011578,
-0.02800852805376053,
0.013460593298077583,
0.007178937084972858,
-0.03270295262336731,
-0.022924989461898804,
0.012151812203228474,
0.017562955617904663,
0.019333356991410255,
0.007970108650624752,
-0.011217663995921612,
-0.01263250783085823,
0.022913407534360886,
-0.008150365203619003,
-0.01151704415678978,
-0.035511985421180725,
-0.0352422259747982,
0.023705707862973213,
-0.006661492865532637,
-0.018596617504954338,
0.03711709380149841,
-0.011349217034876347,
0.015024776570498943,
0.04337123781442642,
-0.004024263005703688,
-0.07540352642536163,
0.0014449033187702298,
-0.02390224114060402,
0.04374127835035324,
-0.0029802878852933645,
0.005057077389210463,
0.054441794753074646,
-0.008676217868924141,
-0.05327918007969856,
0.03313285484910011,
-0.016185952350497246,
-0.031067699193954468,
-0.05666498839855194,
-0.01881968230009079,
0.03204324096441269,
-0.0036467849276959896,
0.0012698821956291795,
0.02245723083615303,
-0.03391939029097557,
-0.015475855208933353,
-0.04114614799618721,
-0.05269769951701164,
0.016470400616526604,
-0.02615157514810562,
0.04316456988453865,
-0.00866703875362873,
-0.049878500401973724,
0.04756689816713333,
0.02163649909198284,
-0.03244686499238014,
0.008358370512723923,
-0.018394269049167633,
-0.012914830818772316,
0.0006341514526866376,
0.0175773985683918,
0.004522521048784256,
-0.0106436712667346,
0.06097981706261635,
0.038980577141046524,
0.015167511999607086,
0.03826674446463585,
-0.006102037616074085,
-0.007061203010380268,
0.03804146870970726,
0.04550548642873764,
-0.014342473819851875,
0.034745730459690094,
0.004214707296341658,
-0.003656988497823477,
0.002602467080578208,
0.018278619274497032,
0.02022118680179119,
0.020379051566123962,
-0.02640451304614544,
0.04932413250207901,
-0.0073693240992724895,
0.01079410407692194,
-0.04351375624537468,
0.02627076581120491,
-0.002135810675099492,
-0.029235590249300003,
0.005449437070637941,
0.004507148172706366,
0.038180362433195114,
-0.009619501419365406,
0.008452150970697403,
0.05040132626891136,
0.028110411018133163,
-0.045822687447071075,
-0.02635146491229534,
-0.04617714509367943,
-0.025973763316869736,
0.031464628875255585,
-0.016274863854050636,
-0.015672022476792336,
0.03285866230726242,
0.025530222803354263,
0.015848873183131218,
0.0047861249186098576,
-0.02099638432264328,
0.016260389238595963,
-0.041232313960790634,
0.02807747572660446,
0.014257394708693027,
0.0397905558347702,
0.018935294821858406,
0.030229240655899048,
0.0033117143902927637,
0.005512451287358999,
0.024905042722821236,
-0.018220631405711174,
-0.08485908061265945,
0.06140165403485298,
0.012355883605778217,
-0.02506786398589611,
-0.05323226749897003,
-0.020556386560201645,
0.025910336524248123,
0.0228220596909523,
0.022154882550239563,
-0.020603960379958153,
0.0015327585861086845,
-0.05039379000663757,
0.0035918622743338346,
-0.03239031508564949,
-0.03563831001520157,
-0.039225127547979355,
0.03021078184247017,
-0.022702818736433983,
-0.02909909561276436,
0.02879251167178154,
0.028861628845334053,
-0.013732599094510078,
-0.01668396405875683,
-0.02482607401907444,
0.014593054540455341,
-0.0021713445894420147,
0.0403444729745388,
0.031005337834358215,
0.018354292958974838,
0.020252320915460587,
0.035255856812000275,
-0.0004864619404543191,
0.04517287015914917,
0.052965257316827774,
-0.02990230917930603,
-0.0037688049487769604,
-0.04466252401471138,
-0.014446857385337353,
-0.014195851050317287,
0.05331490561366081,
-0.02807607874274254,
0.0025857379660010338,
0.001857880619354546,
0.0256249587982893,
0.0033220655750483274,
0.03709122911095619,
0.058378078043460846,
0.014326191507279873,
0.018088748678565025,
-0.019469741731882095,
-0.004601802211254835,
-0.03145085275173187,
-0.016018357127904892,
0.015097525902092457,
0.03046240843832493,
-0.01442855503410101,
-0.03267465531826019,
0.049720652401447296,
-0.01544526033103466,
-0.010385042987763882,
-0.040836401283741,
0.004393952898681164,
-0.005857557523995638,
0.029306819662451744,
-0.003465988440439105,
0.018779145553708076,
0.04575405269861221,
0.03589444234967232,
0.03224516287446022,
0.032363805919885635,
-0.057297028601169586,
-0.01109746191650629,
0.027904527261853218,
0.04145605117082596,
-0.037954188883304596,
-0.024432102218270302,
-0.08372817933559418,
-0.017244402319192886,
0.06019023433327675,
-0.04647909104824066,
0.0007997062057256699,
-0.006388419773429632,
0.0009692904422990978,
-0.013112388551235199,
-0.0202043317258358,
-0.049280814826488495,
0.020104611292481422,
0.022982001304626465,
0.017495982348918915,
-0.015449265949428082,
-0.024620158597826958,
-0.04428448528051376,
-0.027429819107055664,
0.0423043854534626,
0.11664190143346786,
-0.008949823677539825,
-0.0026588677428662777,
0.004197942558676004,
0.0006538227899000049,
-0.021748753264546394,
-0.06390068680047989,
0.029705526307225227,
0.008172598667442799,
0.030649175867438316,
0.03302406519651413,
-0.03483792394399643,
-0.031795039772987366,
0.021437274292111397,
0.005387214478105307,
-0.004769268445670605,
0.015020188875496387,
0.011233191937208176,
0.038277700543403625,
0.030647510662674904,
0.008139150217175484,
0.060019370168447495,
0.013530028983950615,
-0.016714679077267647,
-0.01717214286327362,
-0.03842880576848984,
0.010298509150743484,
-0.04267978295683861,
-0.03845710679888725,
-0.03216908127069473,
0.014863008633255959,
-0.026719747111201286,
0.01724492944777012,
-0.018269389867782593,
0.01621156930923462,
-0.005502102430909872,
-0.037809208035469055,
-0.006232764571905136,
0.020278511568903923,
-0.016089316457509995,
0.0029092985205352306,
-0.014555618166923523,
-0.03273947164416313,
0.0051083434373140335,
0.0038690660148859024,
0.026888348162174225,
-0.0038725407794117928,
0.003737278748303652,
0.0006483871256932616,
-0.0267143826931715,
0.02599855698645115,
-0.03763556852936745,
-0.021822504699230194,
-0.025241171941161156,
-0.007450819946825504,
-0.014787259511649609,
0.011343181133270264,
0.03684965893626213,
0.014870395883917809,
-0.02502094954252243,
-0.014097708277404308,
0.01680668443441391,
0.0017783252988010645,
0.038015130907297134,
-0.01583716832101345,
0.037978291511535645,
-0.014335216023027897,
-0.023632623255252838,
-0.09504051506519318,
-0.037749502807855606,
0.009124758653342724,
0.004111278336495161,
-0.026933463290333748,
-0.06714898347854614,
-0.04321683943271637,
0.02659064158797264,
-0.021734051406383514,
0.014129298739135265,
0.034311629831790924,
-0.008497824892401695,
-0.02829808183014393,
-0.017580116167664528,
-0.012163707986474037,
0.07289508730173111,
-0.01202390156686306,
0.011474821716547012,
0.00030593021074309945,
-0.05128339305520058,
-0.008668116293847561,
-0.003981208894401789,
0.06880645453929901,
-0.028401924297213554,
0.011056700721383095,
-0.008452482521533966,
-0.027396881952881813,
0.032958146184682846,
-0.04789774864912033,
-0.024182911962270737,
0.01677384227514267,
0.008456496521830559,
0.014501243829727173,
-0.01694296859204769,
-0.007208823226392269,
-0.02550581283867359,
-0.015868403017520905,
-0.015860524028539658,
0.020597808063030243,
-0.03244052827358246,
-0.041421882808208466,
-0.005521025974303484,
0.007022594567388296,
0.01211557351052761,
0.007420244161039591,
0.06706295162439346,
-0.013691465370357037,
0.01600199192762375,
-0.009892202913761139,
0.0060113659128546715,
0.01094750128686428,
-0.015445001423358917,
-0.00500988494604826,
0.02316911704838276,
-0.010105719789862633,
-0.033904388546943665,
-0.03265031427145004,
-0.0752168819308281,
-0.0303147342056036,
0.03202804923057556,
0.005968497134745121,
0.030299268662929535,
0.028958985581994057,
-0.007329955697059631,
0.012642258778214455,
0.00021425927116069943,
0.013596146367490292,
0.020795177668333054,
-0.004195765126496553,
0.052205462008714676,
0.0028785066679120064,
-0.019660884514451027,
0.05028124526143074,
0.06849692016839981,
0.016691047698259354,
0.04662517458200455,
-0.00876304879784584,
0.020082222297787666,
0.03835410997271538,
-0.002756904112175107,
-0.04771300405263901,
0.04868341237306595,
-0.04784844070672989,
0.03919626772403717,
-0.015213506296277046,
-0.04135682061314583,
0.06438234448432922,
0.03150900453329086,
-0.03237149119377136,
0.0060766893438994884,
0.025043582543730736,
-0.0359041728079319,
0.002740723779425025,
0.02680380642414093,
0.02864108607172966,
0.047390591353178024,
0.00513329915702343,
0.026226116344332695,
-0.007224015425890684,
0.04811754450201988,
-0.032430533319711685,
-0.03782498836517334,
-0.007892973721027374,
-0.021678941324353218,
-0.03759429603815079,
0.048855796456336975,
-0.003911515697836876,
-0.020450182259082794,
0.012402042746543884,
0.0031672439072281122,
0.0366031639277935,
0.028661631047725677,
-0.004566539544612169,
0.005076889414340258,
0.09883669763803482,
-0.011151471175253391,
0.04885316267609596,
-0.014370209537446499,
-0.031766027212142944,
0.11255215853452682,
0.07382234185934067,
0.051566362380981445,
-0.07819199562072754,
-0.002675512107089162,
-0.005425909534096718,
0.019461143761873245,
-0.01058768667280674,
-0.011858501471579075,
-0.0047856587916612625,
0.0008111117640510201,
0.050064533948898315,
0.05656660348176956,
-0.021789470687508583,
-0.02188941277563572,
0.00882384181022644,
-0.02333485148847103,
-0.030255213379859924,
0.0006765227299183607,
0.023943521082401276,
-0.02167872153222561,
-0.004230877384543419,
-0.025840019807219505,
0.028901012614369392,
-0.012428169138729572,
0.000056962002418003976,
-0.03487124294042587,
-0.03923233970999718,
0.0004898338811472058,
-0.02150454930961132,
-0.05608949065208435,
-0.0024725934490561485,
0.04911394044756889,
-0.004309820476919413,
0.012716398574411869,
-0.0002858906809706241,
0.018603364005684853,
-0.03354325890541077,
-0.013016823679208755,
0.039644502103328705,
0.03223571553826332,
-0.0047858827747404575,
0.010575697757303715,
0.016357412561774254,
-0.049281321465969086,
-0.07180500030517578,
-0.020064465701580048,
0.02269900031387806,
-0.02436521276831627,
0.01347555872052908,
-0.016817200928926468,
0.02303781732916832,
-0.04480071738362312,
-0.038660045713186264,
-0.022157834842801094,
-0.00867551565170288,
0.03456226363778114,
-0.016554148867726326,
-0.007924823090434074,
-0.012096582911908627,
0.05004848167300224,
-0.011427181772887707,
0.046344857662916183,
-0.009042531251907349,
-0.05434998497366905,
-0.005008982494473457,
-0.01067872904241085,
0.06295531243085861,
-0.027206681668758392,
-0.034151747822761536,
-0.033496443182229996,
0.004355278797447681,
-0.009754985570907593,
-0.0042444681748747826,
-0.002148345345631242,
0.008260125294327736,
0.02190762385725975,
0.017316779121756554,
-0.024485904723405838,
-0.032549869269132614,
-0.08112587779760361,
0.055885300040245056,
0.004466410726308823,
0.03982749208807945,
-0.01907263696193695,
0.0034322040155529976,
0.030903417617082596,
0.038149524480104446,
0.04269689321517944,
0.01689065247774124,
-0.016793446615338326,
0.0312776044011116,
0.012476281262934208,
-0.02838236838579178,
-0.028846265748143196,
-0.004321650601923466,
-0.05780581384897232,
-0.02231602557003498,
-0.03708484396338463,
0.016788044944405556,
0.0192730650305748,
-0.003654052270576358,
-0.0008727629319764674,
0.011353090405464172,
-0.048678115010261536,
0.0007367810467258096,
-0.038168177008628845,
-0.021662771701812744,
-0.011814008466899395,
0.010953397490084171,
0.005245327018201351,
0.0004632617346942425,
0.019779443740844727,
-0.00518779456615448,
-0.027929095551371574,
0.031472161412239075,
0.00633195461705327,
-0.0043531060218811035,
-0.03707275167107582,
0.004968447610735893,
-0.00144161784555763,
-0.011112495325505733,
-0.004279605112969875,
0.014930629171431065,
0.019908923655748367,
0.01697094552218914,
0.014873863197863102,
-0.030326183885335922,
0.010536689311265945,
-0.005345355719327927,
0.003755503334105015,
0.045010171830654144,
0.008265233598649502,
0.005335685797035694,
-0.01236090436577797,
0.03344942256808281,
0.01191157940775156,
0.029096480458974838,
-0.012984362430870533,
-0.030067946761846542,
0.06250026077032089,
-0.027018427848815918,
-0.05162041634321213,
0.03624887391924858,
0.006315041799098253,
0.018430331721901894,
0.037062134593725204,
-0.02144380286335945,
-0.048540450632572174,
0.07045150548219681,
0.01268103439360857,
-0.020723288878798485,
-0.0221857950091362,
-0.03502357006072998,
-0.005869664251804352,
-0.017478514462709427,
-0.007533367723226547,
0.0024016357492655516,
0.003587113693356514,
0.023386210203170776,
0.05844599008560181,
-0.006488364655524492,
-0.0027867069002240896,
0.03083205036818981,
0.009911095723509789,
0.008710145018994808,
0.026422347873449326,
-0.007202307227998972,
0.06624773144721985,
0.017356576398015022,
0.01931816153228283,
0.005724686663597822,
-0.01768682152032852,
0.009188024327158928,
-0.10201790183782578,
0.0005616475245915353,
0.006471266038715839,
-0.006209432613104582,
0.021441997960209846,
-0.07701662927865982,
-0.033462174236774445,
0.014141445979475975,
-0.02628307230770588,
-0.005985553376376629,
-0.018408123403787613,
-0.00011112562788184732,
-0.025143519043922424,
0.026808304712176323,
0.0032847460824996233,
0.035553403198719025,
0.04850230738520622,
0.04218703880906105,
0.05603766068816185,
0.00613837456330657,
-0.001195774762891233,
0.003992790821939707,
-0.03691597282886505,
-0.006369393784552813,
-0.02049422264099121,
-0.037291813641786575,
0.015620226971805096,
-0.02219342440366745,
0.003078318201005459,
0.010648922063410282,
-0.01074360590428114,
0.0185512937605381,
-0.03395763412117958,
-0.010654320009052753,
0.03281792253255844,
0.03444722667336464,
-0.0042979540303349495,
0.009166196919977665,
0.0023740208707749844,
-0.03545239940285683,
0.02386590838432312,
0.007751349359750748,
-0.0407642163336277,
0.008130516856908798,
0.04265051335096359,
-0.0235819723457098,
-0.020714016631245613,
0.03141443058848381,
0.0076729063875973225,
-0.05321668088436127,
-0.026192449033260345,
-0.027475053444504738,
0.05640197545289993,
-0.02107148990035057,
0.012457420118153095,
-0.04399234801530838,
-0.04383515194058418,
0.04122041538357735,
-0.016315901651978493,
-0.007309144362807274,
0.008922378532588482,
0.004217896144837141,
-0.06556584686040878,
0.03195599094033241,
0.008009242825210094,
-0.014352201484143734,
-0.05841217562556267,
-0.030042419210076332,
-0.02070644125342369,
-0.024281952530145645,
0.0012284463737159967,
-0.027605824172496796,
-0.04562491551041603,
0.005776916164904833,
0.018348991870880127,
0.014832456596195698,
-0.008213553577661514,
-0.025001054629683495,
-0.032826971262693405,
-0.03884013369679451,
0.026310980319976807,
-0.0073113529942929745,
-0.06554757803678513,
-0.055520400404930115,
-0.013473737053573132,
-0.03757910430431366,
0.018966134637594223,
0.04893874377012253,
0.035449109971523285,
-0.02125655859708786,
-0.004190984182059765,
0.02736613154411316,
0.060550205409526825,
-0.0731426477432251,
0.003106283023953438,
-0.020321326330304146,
-0.024094756692647934,
0.002815777435898781,
0.00878110434859991,
0.019626691937446594,
0.04178951308131218,
0.008202522061765194,
-0.01738930679857731,
-0.011790342628955841,
-0.00013207229494582862,
-0.012973537668585777,
-0.01707177795469761,
-0.0022585673723369837,
-0.027337385341525078,
0.06929177790880203,
-0.018549690023064613,
0.016267677769064903,
-0.02230670303106308,
0.020008275285363197,
-0.03554583713412285,
0.027942867949604988,
-0.0315202921628952,
-0.03737768903374672,
-0.008341128937900066,
-0.00612413277849555,
-0.0003763360728044063,
-0.061675895005464554,
-0.01871362142264843,
0.046986453235149384,
-0.027142958715558052,
-0.0010980735532939434,
0.015784841030836105,
0.02611595019698143,
0.059437572956085205,
-0.013646780513226986,
0.024468110874295235,
0.02762199379503727,
-0.007478244137018919,
0.029611816629767418,
-0.007345610298216343,
0.00587448151782155,
-0.02981717512011528,
-0.011695638298988342,
-0.012253598310053349,
-0.012010929174721241,
0.01965816132724285,
-0.0019201323157176375,
0.031406059861183167,
-0.009936108253896236,
-0.04048118367791176,
0.013092013075947762,
0.017807617783546448,
0.039818089455366135,
0.03171693533658981,
-0.016884393990039825,
0.05076829344034195,
-0.008796241134405136,
0.02683001384139061,
-0.040939297527074814,
0.0007470428827218711,
-0.0432320199906826,
-0.008327373303472996,
0.055027108639478683,
0.031683772802352905,
-0.020011795684695244,
0.01640613190829754,
0.004471762105822563,
0.011156170628964901,
0.035972706973552704,
-0.04565387964248657,
0.013778693042695522,
0.015576273202896118,
-0.002586249727755785,
-0.057440582662820816,
0.0014625415205955505,
-0.021964946761727333,
-0.032273225486278534,
0.01988009177148342,
0.0430104099214077,
0.04908890277147293,
0.013504279777407646,
-0.008725220337510109,
0.014068559743463993,
0.07974845916032791,
-0.04593738913536072,
-0.0070355781354010105,
-0.040186807513237,
0.006977105513215065,
0.03752446919679642,
-0.016324128955602646
] |
<p>I am comparing energy expenditure outputs from two devices that track physical activity in a free-living setting over 10 days. Doubly labeled water is the accepted criterion measurement for this, but 1) This technique only gives total energy expenditure and 2) I did not use this in my study...</p>
<p>Both of the devices I used have previously been validated against DLW. These devices give a lot more information than DLW, namely time spent at specific PA thresholds and number of 'bouts' at each threshold. </p>
<p>I would like to assess the level of agreement between the two devices. I know that Bland-Altman plots are commonly used to assess agreement between measuring devices but I am struggling to decide which test to use without a reference/criterion measurement. I would guess that a basic correlation would provide some information but was wondering if anybody could offer some more information and/or guidance for a more sophisticated statistical anaylsis. Maybe a regression / sum of squares would be appropriated?</p>
<p>Any help would be much appreciated.</p> | 74,055 | [
-0.013397468253970146,
-0.011108426377177238,
-0.04742439463734627,
-0.0034798532724380493,
0.050759412348270416,
-0.018760893493890762,
-0.005009838379919529,
-0.06076917052268982,
0.02884400635957718,
-0.023666325956583023,
0.03428808972239494,
-0.007852651178836823,
0.020205136388540268,
0.023343393579125404,
-0.0029013538733124733,
-0.01653166301548481,
-0.018804041668772697,
-0.004570916760712862,
0.03406981751322746,
-0.06347543001174927,
0.0013664104044437408,
0.003775530494749546,
-0.011286740191280842,
-0.0227570328861475,
-0.04233876243233681,
-0.013501464389264584,
0.031510014086961746,
-0.04661184549331665,
-0.031627167016267776,
0.02627250924706459,
-0.07130217552185059,
-0.037575747817754745,
-0.023702774196863174,
0.004486271180212498,
0.00684805354103446,
-0.01291535422205925,
-0.032090652734041214,
-0.019026024267077446,
-0.058591779321432114,
0.05872255563735962,
-0.05264700576663017,
0.019181668758392334,
0.013913780450820923,
0.012674936093389988,
-0.02733142487704754,
0.010378995910286903,
-0.00010217582166660577,
-0.013733061961829662,
0.04024070128798485,
-0.06310983747243881,
0.036956265568733215,
-0.01502298004925251,
0.06117889657616615,
0.031035562977194786,
0.007448714692145586,
0.02037203125655651,
0.04436352849006653,
0.057688236236572266,
0.02369752898812294,
-0.0739038810133934,
-0.03567156195640564,
-0.011355087161064148,
0.006481927819550037,
0.02179565280675888,
-0.017486194148659706,
-0.002107147127389908,
0.022954050451517105,
-0.014249215833842754,
0.055840864777565,
0.010484402999281883,
0.031591467559337616,
0.006585037335753441,
0.0695355236530304,
-0.01019491907209158,
0.0036741243675351143,
0.02124454639852047,
-0.012809018604457378,
0.03976867347955704,
0.053845424205064774,
0.05536803975701332,
0.010798892937600613,
0.014752271585166454,
0.0324743315577507,
0.047948893159627914,
0.04052127152681351,
-0.017036831006407738,
0.02979479543864727,
-0.010745291598141193,
-0.004725812468677759,
0.03147496283054352,
0.016781140118837357,
0.0025903794448822737,
0.03334707021713257,
0.02829858288168907,
-0.002969963476061821,
0.013943087309598923,
-0.027897238731384277,
0.03832017630338669,
-0.021671460941433907,
-0.04596441611647606,
0.008585412055253983,
-0.03228089213371277,
0.012870044447481632,
0.06662491708993912,
0.002308514202013612,
-0.012561005540192127,
-0.039130400866270065,
-0.00489286333322525,
-0.012771098874509335,
0.008831034414470196,
-0.034025028347969055,
-0.0005044942372478545,
0.016478925943374634,
0.018863873556256294,
-0.007951080799102783,
-0.019562851637601852,
-0.019083058461546898,
0.00487138144671917,
0.0811871737241745,
0.03517422080039978,
0.04644172266125679,
-0.03370481729507446,
0.001918292255140841,
-0.019826795905828476,
-0.02758830599486828,
0.00890727061778307,
0.034195221960544586,
-0.012118985876441002,
-0.03024185821413994,
0.05885540321469307,
0.0038253532256931067,
0.010700410231947899,
0.057222913950681686,
-0.023880893364548683,
0.0013795343693345785,
0.01926075853407383,
-0.061260778456926346,
-0.03498710319399834,
0.04299015924334526,
-0.010485745035111904,
0.0003198186168447137,
-0.04099556803703308,
-0.042904023081064224,
0.01473486889153719,
0.047324080020189285,
0.008518836461007595,
0.03344036266207695,
-0.00709513807669282,
0.020637264475226402,
-0.0126953748986125,
-0.051847998052835464,
-0.0037560940254479647,
-0.026810957118868828,
-0.03298700228333473,
-0.003991494420915842,
-0.06651239842176437,
0.020673422142863274,
0.02306559309363365,
-0.00909428671002388,
0.000999047071672976,
0.048917993903160095,
0.016083326190710068,
-0.03684673085808754,
-0.013595263473689556,
0.008224043995141983,
-0.01920250616967678,
0.04269961267709732,
-0.03997392579913139,
0.01579851098358631,
-0.017994102090597153,
0.029045145958662033,
0.0487775020301342,
0.04852098226547241,
0.020402658730745316,
0.04511154443025589,
-0.0019890661351382732,
-0.009275875054299831,
-0.010132911615073681,
0.014867213554680347,
0.008164582774043083,
-0.04124711826443672,
-0.02211649902164936,
-0.034617554396390915,
-0.028249453753232956,
0.00830384623259306,
0.0453743040561676,
-0.013790084049105644,
0.009339611977338791,
0.04657905921339989,
-0.025848092511296272,
-0.05215388163924217,
-0.06781808286905289,
0.002182538388296962,
0.012013754807412624,
0.005759704392403364,
0.027013450860977173,
-0.009781887754797935,
0.018898282200098038,
-0.02336512692272663,
-0.028308037668466568,
-0.018688324838876724,
0.012930283322930336,
0.03399055823683739,
-0.028928695246577263,
0.007416574750095606,
0.024764200672507286,
0.04081187769770622,
-0.02995527721941471,
-0.0009705902193672955,
-0.04463720694184303,
-0.03242891654372215,
-0.005746877286583185,
-0.052057430148124695,
0.01652391441166401,
0.013062980026006699,
-0.003060693619772792,
-0.003006354905664921,
0.026400813832879066,
-0.024439318105578423,
0.05565175041556358,
-0.0069098928943276405,
0.09436336159706116,
0.03911333531141281,
-0.04494960606098175,
-0.0050095245242118835,
0.027284612879157066,
0.013813012279570103,
0.0014223646139726043,
-0.040525585412979126,
-0.024125616997480392,
-0.02769058384001255,
-0.028733858838677406,
0.03632432594895363,
-0.007114164065569639,
-0.015216381289064884,
0.00714374054223299,
0.03151016682386398,
0.0025157653726637363,
-0.0028914690483361483,
0.023205401375889778,
0.019527172669768333,
-0.018952280282974243,
0.004269883502274752,
0.08295438438653946,
0.01309998333454132,
0.0010496635222807527,
-0.011016801930963993,
0.00048102487926371396,
0.028893161565065384,
0.011784873902797699,
0.008324270136654377,
0.05101613327860832,
0.02333367057144642,
0.038495924323797226,
-0.009668138809502125,
-0.019944284111261368,
0.033426277339458466,
-0.02858852781355381,
0.010256568901240826,
0.02274547889828682,
-0.0148838572204113,
-0.007901054807007313,
0.016607170924544334,
-0.03534969687461853,
0.03768882527947426,
0.026736022904515266,
-0.012561304494738579,
-0.03163188323378563,
0.01796579547226429,
-0.03179655596613884,
0.05957301706075668,
-0.05232302099466324,
-0.02271150052547455,
0.0028984732925891876,
-0.005957537330687046,
0.020072590559720993,
0.022967642173171043,
0.020965643227100372,
-0.033503733575344086,
0.020342471078038216,
0.006043700035661459,
-0.04325132817029953,
-0.010067667812108994,
0.010978663340210915,
-0.030695587396621704,
-0.033243197947740555,
-0.031205687671899796,
-0.007859567180275917,
0.03918971121311188,
-0.053623832762241364,
0.009778978303074837,
0.03918454051017761,
0.026428908109664917,
-0.05310649052262306,
-0.020672710612416267,
0.013381573371589184,
-0.0030855736695230007,
0.007020517252385616,
-0.01698538474738598,
0.04739997163414955,
0.001985228853300214,
-0.0789836123585701,
0.023211345076560974,
-0.036426372826099396,
0.01808285340666771,
-0.017171358689665794,
-0.019138986244797707,
0.021824363619089127,
-0.022212060168385506,
-0.007243338506668806,
0.02188187465071678,
-0.034519925713539124,
-0.015306071378290653,
-0.06034768745303154,
-0.1098753958940506,
0.06780699640512466,
0.0026390256825834513,
0.018578384071588516,
0.01073940098285675,
-0.00736417667940259,
0.02288699895143509,
0.03466106206178665,
-0.04544951021671295,
-0.04720216989517212,
-0.00303462240844965,
-0.028668826445937157,
-0.004660019651055336,
0.0024581681936979294,
0.008329296484589577,
-0.0034206490963697433,
0.034293267875909805,
-0.027078082785010338,
0.013502257876098156,
0.0020998786203563213,
0.010688680224120617,
0.005877802148461342,
0.008650623261928558,
0.0304012019187212,
-0.013149632140994072,
0.03251151740550995,
0.029650917276740074,
-0.044706813991069794,
-0.03712853044271469,
-0.011168988421559334,
0.010636684484779835,
0.00013854002463631332,
-0.0406661182641983,
0.023111261427402496,
-0.009547016583383083,
0.0013954885071143508,
-0.03533289581537247,
-0.017605800181627274,
0.039919156581163406,
-0.026172827929258347,
-0.018223829567432404,
0.046829141676425934,
0.06161544471979141,
-0.0026170152705162764,
0.024800671264529228,
0.08716709911823273,
0.0464278906583786,
0.0017832444282248616,
-0.026650721207261086,
-0.028508111834526062,
0.024960651993751526,
0.0017541528213769197,
-0.03671924024820328,
-0.020363422110676765,
0.052768830209970474,
-0.0023136227391660213,
0.029516620561480522,
0.005552354734390974,
-0.039216410368680954,
0.0162432212382555,
-0.09397781640291214,
-0.005997552536427975,
-0.010329673066735268,
0.0561990961432457,
0.01671808585524559,
0.03384118527173996,
-0.006836907472461462,
-0.0243314690887928,
-0.021095510572195053,
-0.020561298355460167,
-0.047205496579408646,
0.03715815022587776,
-0.04192429780960083,
-0.018823668360710144,
0.07897895574569702,
-0.007705010008066893,
0.0076337396167218685,
-0.013194707222282887,
-0.0038662427105009556,
-0.01791124790906906,
0.059242259711027145,
-0.040896009653806686,
0.02684609964489937,
-0.007616066373884678,
-0.02758222445845604,
-0.008736697025597095,
0.0001385476643918082,
0.015987005084753036,
-0.007348785176873207,
0.012530030682682991,
0.01197321992367506,
-0.027021950110793114,
-0.04034048318862915,
0.014626062475144863,
0.031720615923404694,
0.009126564487814903,
0.026959525421261787,
0.018155569210648537,
0.03610613942146301,
0.0026645688340067863,
-0.022370077669620514,
0.01990392990410328,
-0.001412782003171742,
0.0015370456967502832,
-0.018019119277596474,
-0.05210987478494644,
-0.045744284987449646,
-0.01291576400399208,
0.016272101551294327,
0.024369487538933754,
0.02490548975765705,
-0.011965402401983738,
0.043933164328336716,
-0.0007153013139031827,
-0.006494749337434769,
0.05482427403330803,
0.05100209638476372,
-0.016817279160022736,
-0.02375096082687378,
-0.04173446074128151,
-0.04171275347471237,
0.0053389109671115875,
-0.02345683053135872,
0.052538201212882996,
0.022604497149586678,
0.02036214806139469,
-0.010293582454323769,
0.06035425886511803,
-0.036647506058216095,
-0.03801821544766426,
0.01951248198747635,
0.032400138676166534,
0.0489625483751297,
-0.0048391795717179775,
-0.050850238651037216,
0.010394948534667492,
0.03974127396941185,
0.012030242010951042,
0.01964028738439083,
-0.0004700454301200807,
-0.0619414821267128,
-0.0021912644151598215,
0.04632780700922012,
0.054734013974666595,
-0.021100057289004326,
-0.015908101573586464,
-0.026689013466238976,
-0.008874542079865932,
0.022564636543393135,
-0.02639860101044178,
0.026206515729427338,
0.02376125194132328,
0.04989852011203766,
-0.011141822673380375,
0.00022407903452403843,
-0.045804060995578766,
-0.011665734462440014,
-0.0035242941230535507,
0.043867725878953934,
-0.04424700513482094,
-0.02507246658205986,
-0.007746975403279066,
0.02264677733182907,
-0.0056773084215819836,
0.053568217903375626,
-0.0016229753382503986,
0.0007414621068164706,
0.05961780250072479,
-0.001872886554338038,
-0.009757560677826405,
-0.059523019939661026,
-0.01806940697133541,
0.014387036673724651,
0.029426993802189827,
0.025679156184196472,
-0.0006753363995812833,
-0.028638197109103203,
-0.02121780626475811,
-0.018293173983693123,
-0.029663167893886566,
-0.01617712900042534,
-0.020050156861543655,
0.06051849573850632,
0.02695203758776188,
0.024015411734580994,
0.06075504422187805,
0.01587805710732937,
-0.020431535318493843,
-0.01850133389234543,
-0.016290122643113136,
0.000559673469979316,
-0.01559381652623415,
-0.004662292543798685,
-0.062372516840696335,
0.0013445800868794322,
-0.019710471853613853,
0.014036712236702442,
-0.04747801646590233,
0.017642399296164513,
0.006022860761731863,
-0.050791483372449875,
-0.019031569361686707,
0.0043051284737885,
0.0006439089775085449,
0.018539056181907654,
0.02385471574962139,
0.021912196651101112,
0.013219816610217094,
0.014494172297418118,
0.006051676347851753,
-0.02493511326611042,
-0.024118266999721527,
0.021296724677085876,
-0.03783935680985451,
0.013989407569169998,
-0.009080817922949791,
0.006226851139217615,
0.01981886476278305,
0.0034025246277451515,
0.021919885650277138,
-0.0071601164527237415,
0.04025747999548912,
-0.015159313566982746,
-0.07788160443305969,
-0.055296391248703,
0.016452206298708916,
-0.018356407061219215,
0.028995998203754425,
-0.04357273131608963,
0.03372150659561157,
-0.014661717228591442,
-0.019930168986320496,
-0.03989802300930023,
-0.023043101653456688,
0.029248254373669624,
0.0006611958961002529,
-0.000996626098640263,
-0.01818014495074749,
0.03959476202726364,
-0.02740638703107834,
-0.02030351012945175,
-0.013456914573907852,
0.0705936998128891,
-0.023303097113966942,
0.005358703900128603,
-0.020093772560358047,
0.010540054179728031,
0.06011740490794182,
0.0049322014674544334,
-0.00890676025301218,
-0.01733246073126793,
0.014292282052338123,
-0.05944459140300751,
-0.016400890424847603,
-0.0017009394941851497,
-0.03072226233780384,
0.019692590460181236,
-0.01669301651418209,
0.006615842692553997,
0.0743231251835823,
-0.044573333114385605,
-0.04451055824756622,
0.015978578478097916,
-0.01006371807307005,
-0.012642690911889076,
-0.021884825080633163,
0.04419802129268646,
-0.020952817052602768,
0.016893597319722176,
0.007985931821167469,
-0.007327791769057512,
-0.04034658148884773,
0.0053411731496453285,
-0.009000438265502453,
-0.02904408611357212,
-0.04281765595078468,
-0.03167420253157616,
0.06083424761891365,
0.04360238090157509,
0.009037923067808151,
0.0363960787653923,
-0.019027652218937874,
0.0497138537466526,
-0.01760832965373993,
0.016037888824939728,
0.018912117928266525,
0.0009760382818058133,
-0.030713023617863655,
-0.04450599104166031,
-0.036859180778265,
-0.0009230374125763774,
0.03311484307050705,
0.024825148284435272,
0.04967157542705536,
0.03259978070855141,
-0.018066510558128357,
0.017387690022587776,
-0.03914370760321617,
-0.007547819521278143,
0.00411517359316349,
-0.01040178257972002,
0.05868814140558243,
-0.02525145374238491,
-0.04572603851556778,
0.054202597588300705,
0.025340400636196136,
-0.00501945149153471,
0.05144326761364937,
0.04176991060376167,
0.014617111533880234,
0.014205211773514748,
-0.040129322558641434,
-0.07352302968502045,
0.000546737399417907,
-0.04613365978002548,
-0.007772225886583328,
-0.01972920633852482,
-0.040973931550979614,
0.04705417528748512,
0.02356867492198944,
-0.017496904358267784,
-0.04086802899837494,
0.006975898984819651,
-0.056263066828250885,
0.011200761422514915,
0.005844874307513237,
-0.012934673577547073,
-0.015533781610429287,
-0.018296580761671066,
0.05778416618704796,
0.015689058229327202,
0.04715733602643013,
-0.005457456223666668,
-0.051414672285318375,
0.007046426180750132,
0.021278351545333862,
-0.06353922188282013,
0.06049737334251404,
-0.03389932960271835,
-0.030438750982284546,
-0.010720688849687576,
-0.014255381189286709,
-0.014917551539838314,
0.002860115608200431,
0.013437421061098576,
0.01688355766236782,
0.024973945692181587,
-0.01896090805530548,
0.01260534580796957,
0.01725868508219719,
-0.013310916721820831,
0.1408672034740448,
0.04669920727610588,
0.01729290373623371,
-0.047500524669885635,
0.02682788297533989,
0.03376204892992973,
0.06335730105638504,
0.010692300274968147,
0.00655769556760788,
0.03812089189887047,
-0.00500968424603343,
0.040625978261232376,
-0.015815721824765205,
-0.0331091433763504,
-0.01855330355465412,
0.06368555873632431,
0.013990787789225578,
-0.020025234669446945,
0.08234448730945587,
0.0051784333772957325,
0.010542248375713825,
-0.019758308306336403,
0.014278464019298553,
0.03709122911095619,
0.04489641264081001,
-0.017568740993738174,
-0.005718001164495945,
-0.037116363644599915,
0.015637677162885666,
0.02620769664645195,
-0.04763998091220856,
-0.019425269216299057,
-0.0048139081336557865,
0.03758539631962776,
-0.009131226688623428,
0.017287544906139374,
-0.016717590391635895,
-0.04023965448141098,
-0.017214937135577202,
0.029845260083675385,
0.048174623399972916,
-0.039760809391736984,
0.002128568710759282,
0.014977085404098034,
-0.04105830565094948,
-0.01566425710916519,
-0.005893079563975334,
0.016000067815184593,
-0.027751950547099113,
-0.0009136575390584767,
-0.001982002053409815,
-0.008719046600162983,
0.009047228842973709,
-0.03784571960568428,
0.0073099201545119286,
-0.003428894327953458,
0.036241449415683746,
-0.018841994926333427,
-0.021683795377612114,
-0.03209225833415985,
0.010616393759846687,
0.006574572529643774,
0.02717926912009716,
0.010767280124127865,
0.002357272896915674,
-0.01003123726695776,
0.017824919894337654,
0.03389642760157585,
-0.003852828172966838,
0.005653512664139271,
0.018285483121871948,
-0.0012946182396262884,
-0.061400048434734344,
0.04324819892644882,
0.029588589444756508,
0.019834542647004128,
0.04511191323399544,
0.05862900987267494,
-0.02049855701625347,
-0.02158018760383129,
-0.06283905357122421,
-0.019323593005537987,
-0.04181838408112526,
-0.018178796395659447,
-0.01901879720389843,
0.010619430802762508,
0.03203636035323143,
0.016944384202361107,
0.02063322439789772,
0.024529991671442986,
0.007323404774069786,
0.02834336645901203,
0.008422705344855785,
-0.024831773713231087,
0.003322382690384984,
-0.003848298918455839,
-0.032533805817365646,
-0.021418044343590736,
-0.04678109288215637,
0.034176163375377655,
0.005712816491723061,
0.04119841754436493,
-0.011141550727188587,
-0.008877275511622429,
0.009761069901287556,
0.0014825788093730807,
-0.020397227257490158,
-0.03787960484623909,
-0.025965360924601555,
-0.020903686061501503,
0.004138173535466194,
-0.012462275102734566,
-0.013519302010536194,
-0.05509820953011513,
-0.023097548633813858,
-0.041516225785017014,
-0.03109278716146946,
-0.015557453036308289,
0.002300941850990057,
-0.05735491216182709,
0.0025866981595754623,
-0.003992249723523855,
0.008076667785644531,
-0.043148223310709,
-0.03976380452513695,
0.0382579080760479,
0.03998703882098198,
-0.03407057747244835,
0.019849158823490143,
-0.02587943710386753,
-0.03168017789721489,
0.06803470104932785,
-0.0034181757364422083,
-0.03681813180446625,
0.013979891315102577,
0.010494304820895195,
-0.007130844984203577,
0.04573144018650055,
-0.002946183318272233,
0.00035613615182228386,
0.046898722648620605,
-0.04022221267223358,
0.0074798609130084515,
0.04810713604092598,
0.00007055165769997984,
0.0055733234621584415,
0.024869387969374657,
-0.03953704237937927,
0.022069940343499184,
0.029977651312947273,
-0.0210841353982687,
-0.025037268176674843,
-0.004137152340263128,
-0.002438942203298211,
-0.006539445370435715,
0.03676162287592888,
-0.0012696634512394667,
0.007099282927811146,
-0.0029176000971347094,
0.024766694754362106,
0.019470542669296265,
0.018159279599785805,
-0.022537730634212494,
-0.03165625035762787,
-0.07238940894603729,
-0.023054704070091248,
0.010249009355902672,
-0.04036680981516838,
0.019502785056829453,
0.06368710100650787,
-0.019767744466662407,
0.02236536145210266,
-0.04803864285349846,
-0.020329365506768227,
-0.047724273055791855,
-0.010242738761007786,
-0.03513835743069649,
0.049585770815610886,
0.018571801483631134,
-0.051418352872133255,
0.00860641710460186,
0.033866193145513535,
-0.036532193422317505,
-0.009387245401740074,
0.017833266407251358,
0.03182121366262436,
-0.03732024505734444,
0.018409281969070435,
-0.019468629732728004,
0.013943157158792019,
0.012514854781329632,
0.031561657786369324,
0.0164331067353487,
0.022985806688666344,
-0.029027406126260757,
-0.04646998271346092,
-0.027331091463565826,
0.024664370343089104,
0.03533071652054787,
-0.05008223280310631,
0.004829235374927521,
-0.05028899759054184,
-0.029036881402134895,
0.010619518347084522,
-0.03998884931206703,
0.05116725340485573,
-0.0011159676359966397,
0.003119184635579586,
0.00942984875291586,
0.05725228041410446,
0.01738929934799671,
-0.024935726076364517,
-0.031509608030319214,
0.02397710457444191,
0.00445306533947587,
0.01596231199800968,
-0.01864856667816639,
0.024293173104524612,
0.010600652545690536,
-0.008382388390600681,
-0.02648678608238697,
0.05201857537031174,
-0.0009901945013552904,
-0.013302459381520748,
0.030458888038992882,
-0.027646396309137344,
0.06216821447014809,
-0.0310503076761961,
-0.010841378942131996,
-0.042950574308633804,
-0.009798689745366573,
0.046114128082990646,
-0.00037160454667173326,
-0.02148364670574665,
0.006578008644282818,
0.025909949094057083,
-0.011819213628768921,
0.006536190863698721,
-0.0036684463266283274,
-0.022153450176119804,
-0.03196122124791145,
-0.016338055953383446,
-0.05854901671409607,
-0.00914404820650816,
-0.03288668766617775,
-0.008686927147209644,
-0.03661663830280304,
0.020019669085741043,
-0.027050893753767014,
0.018309054896235466,
0.05837559700012207,
-0.012351500801742077,
-0.01098933257162571,
-0.07075653225183487,
0.07124192267656326,
0.03440096229314804,
-0.014450881630182266,
-0.018783221021294594,
0.009225409477949142,
-0.04502398893237114,
0.008887852542102337,
0.05737672373652458,
0.0051763770170509815,
-0.044633641839027405,
-0.02475230023264885,
0.0031685298308730125,
-0.007167860399931669,
-0.02975999005138874,
0.055732227861881256,
-0.03777679428458214,
-0.057688284665346146,
0.003716924460604787,
-0.00907874759286642,
-0.0027024864684790373,
-0.02478882297873497,
0.05924969166517258,
-0.05953948199748993,
-0.011144181713461876,
0.0071139768697321415,
0.003389674238860607,
0.06377238780260086,
0.02095959149301052,
0.015188069082796574,
0.023329079151153564,
0.003727298928424716,
0.04823664575815201,
0.05175056681036949,
-0.022972090169787407,
-0.034548040479421616,
0.05177095904946327,
0.020752741023898125,
0.032896559685468674,
0.0035793709103018045,
0.015486380085349083,
-0.019328825175762177,
-0.05922582745552063,
-0.01830163784325123,
0.019180286675691605,
0.03382939472794533,
-0.005633741617202759,
0.057639945298433304,
0.07572321593761444,
-0.0034756462555378675,
-0.006276255939155817,
0.07936960458755493,
-0.003252946073189378,
0.03927063196897507,
0.014650318771600723,
0.022227171808481216,
0.05212145298719406,
0.024133766070008278,
0.002680498640984297,
0.03361846134066582,
-0.030937405303120613,
0.05911199375987053,
0.00530230300500989,
0.015562701970338821,
-0.02353394590318203,
-0.007032962050288916,
0.005596551112830639,
0.020156588405370712,
-0.0188611913472414,
0.00835463311523199,
0.0072840917855501175,
0.037562739104032516,
-0.030937068164348602,
-0.019314123317599297,
-0.048566848039627075,
-0.0401117168366909,
0.0017381582874804735,
0.004453309345990419,
0.02096162736415863,
0.02996348962187767,
-0.006689131259918213,
0.03322223946452141,
-0.012025517411530018,
-0.002535119652748108,
-0.006291450932621956,
0.003930271603167057,
0.035371020436286926,
-0.03172828257083893,
-0.0002022881672019139,
-0.03779641538858414,
0.0003259672084823251,
-0.009153390303254128,
0.0014260526513680816,
0.021211382001638412,
0.05668258294463158,
-0.0013312692753970623,
0.009956940077245235,
-0.022664261981844902,
0.010137073695659637,
0.03508235141634941,
-0.041535716503858566,
-0.018504364416003227,
-0.022138582542538643,
0.01657983474433422,
0.06696251779794693,
0.014893186278641224
] |
<p>I've used chi-square analysis in school, but was absent for the lesson, and I never quite got the hang of it. I've been successful with it in the past, but now I'm trying to use percentage values, and I'm not getting the answers I'm expecting. I'm doing a survey and comparing my findings with national averages, but when I use percentages (such as the percent of participants between the ages of 21 and 29) I get understandably tiny numbers (2.3% is 0.023). If I'm using percentages for the expected value, should it matter?</p>
<p>Ex: Chi² for 21–29 age group is $(.084 - 0.1642)^2 / 0.1642 = .039187$</p>
<p>The total chi-square value is 0.1368, which is much smaller than the 0.5% chi squared table value for 8 degrees of freedom, 17.535, but the numbers seem way off. Do I have to find the whole numbers?</p> | 74,056 | [
-0.0005361014627851546,
-0.03923841193318367,
0.008351851254701614,
-0.025522170588374138,
0.05781006067991257,
-0.0007644667057320476,
-0.02829061634838581,
-0.05528490990400314,
-0.01004877407103777,
-0.015922170132398605,
0.009159527719020844,
0.047367166727781296,
0.0179570484906435,
0.02017519250512123,
0.009020800702273846,
0.02904008887708187,
-0.04745925962924957,
0.01175384595990181,
-0.00964758824557066,
0.01843150332570076,
0.004521956667304039,
0.004257583990693092,
-0.0052777305245399475,
-0.025454126298427582,
-0.037741098552942276,
0.052039984613657,
0.04085490480065346,
-0.04643206298351288,
0.03993348404765129,
0.07533185929059982,
-0.04905291646718979,
-0.021481633186340332,
0.028735326603055,
-0.0011466501746326685,
0.031218543648719788,
0.0009271231247112155,
-0.03026876039803028,
-0.0005151943769305944,
-0.010825705714523792,
0.0613759346306324,
-0.05841247737407684,
0.011243611574172974,
0.007783383596688509,
0.0016638032393530011,
-0.029235422611236572,
0.019266696646809578,
0.010685522109270096,
-0.0612601712346077,
0.0359681062400341,
-0.05611228942871094,
0.07389885932207108,
0.018601829186081886,
0.03923427686095238,
0.03271395340561867,
0.007650626823306084,
-0.017455393448472023,
0.059064630419015884,
0.015719467774033546,
-0.025212833657860756,
-0.05053159222006798,
-0.006770667154341936,
-0.04389013350009918,
-0.008639758452773094,
-0.0377793088555336,
-0.028486965224146843,
0.011020836420357227,
-0.016526494175195694,
-0.010671655647456646,
0.05126618221402168,
-0.004563702270388603,
0.014576517976820469,
0.05595625191926956,
0.06132197380065918,
-0.013261470012366772,
-0.0009450066718272865,
-0.05134116858243942,
0.039596956223249435,
0.03676069527864456,
0.026717735454440117,
0.04688514024019241,
-0.009059681557118893,
0.008812139742076397,
0.03071172721683979,
0.01873089373111725,
0.033361323177814484,
-0.024156490340828896,
0.07972276210784912,
-0.02587212063372135,
-0.000861062784679234,
0.010588436387479305,
-0.03253981098532677,
0.009213420562446117,
0.02162148803472519,
0.006816249340772629,
-0.0463736467063427,
0.03605315089225769,
-0.023778945207595825,
0.04272788017988205,
0.005869640968739986,
-0.032343197613954544,
-0.022216441109776497,
-0.010922133922576904,
0.038091372698545456,
0.03542080521583557,
-0.06542926281690598,
0.005775789730250835,
-0.050368987023830414,
-0.006858511827886105,
0.000057962373830378056,
-0.04771677777171135,
0.007070633582770824,
0.03496367484331131,
0.00113147241063416,
0.02467385306954384,
0.016574036329984665,
-0.017687134444713593,
-0.027070194482803345,
-0.008202919736504555,
0.04539639502763748,
0.04130113869905472,
0.05126657336950302,
-0.04717631638050079,
0.013050741516053677,
-0.020132403820753098,
-0.03276499733328819,
0.02790883556008339,
-0.0013633001362904906,
-0.013832448050379753,
-0.06300849467515945,
0.016207808628678322,
-0.005645113531500101,
-0.013655690476298332,
0.02799835056066513,
0.01616872102022171,
0.012953698635101318,
-0.018289096653461456,
-0.08766450732946396,
-0.024125028401613235,
0.03264141082763672,
-0.009914480149745941,
-0.021394828334450722,
-0.10122276097536087,
-0.008685184642672539,
0.028131013736128807,
0.06952968239784241,
0.0006024723988957703,
0.022817960008978844,
-0.002429411979392171,
0.0394454300403595,
0.030780784785747528,
-0.029028842225670815,
0.00745724281296134,
-0.04666345939040184,
-0.03950612619519234,
0.006536291912198067,
-0.04735308885574341,
0.04146115481853485,
0.030817324295639992,
0.029238758608698845,
-0.029007084667682648,
0.016825690865516663,
-0.00153196114115417,
-0.04306009039282799,
0.006886864546686411,
0.01393633522093296,
-0.028767425566911697,
0.08085277676582336,
0.009898059070110321,
0.003091593971475959,
0.02718513086438179,
0.014258341863751411,
-0.00553278299048543,
0.0219179205596447,
0.030881555750966072,
0.05563569813966751,
0.02634470723569393,
0.00157002336345613,
-0.028053009882569313,
0.010150007903575897,
0.0031698073726147413,
-0.09271847456693649,
-0.009839281439781189,
-0.01748093031346798,
0.02710866555571556,
-0.002805182943120599,
0.04003830626606941,
-0.005779379978775978,
-0.046401720494031906,
0.02960154227912426,
-0.03227103129029274,
-0.05300375819206238,
-0.05996973440051079,
0.024308502674102783,
0.004965146072208881,
-0.035061098635196686,
-0.01105227880179882,
0.03895701467990875,
0.025316815823316574,
-0.03204021975398064,
-0.034307826310396194,
-0.00564299151301384,
-0.00045548920752480626,
0.019313957542181015,
-0.06090085580945015,
-0.002159180585294962,
0.05022767558693886,
0.011781317181885242,
-0.030261019244790077,
0.0571025013923645,
-0.02233710326254368,
-0.05471719056367874,
-0.00392181845381856,
-0.0343681275844574,
0.012690105475485325,
-0.011201879940927029,
-0.018507879227399826,
-0.025474268943071365,
0.005829875357449055,
-0.026161009445786476,
0.041481565684080124,
-0.04782958701252937,
0.10561183840036392,
0.04155893623828888,
0.0014852926833555102,
0.0021865915041416883,
0.006049953866750002,
0.027064455673098564,
0.019104136154055595,
-0.009743114933371544,
-0.00016002151824068278,
-0.07641036063432693,
0.0015380681725218892,
0.021887531504034996,
-0.02482803910970688,
-0.04637796804308891,
-0.008552041836082935,
0.026984918862581253,
0.03150567784905434,
0.013252022676169872,
0.016304733231663704,
-0.014414263889193535,
-0.019998881965875626,
-0.0012827395694330335,
0.012610448524355888,
-0.03772289305925369,
0.01584656722843647,
0.03249140456318855,
0.028296617791056633,
0.013661163859069347,
0.03200463578104973,
-0.02561708725988865,
0.04389970749616623,
-0.025564899668097496,
0.005114457570016384,
-0.016882121562957764,
-0.010509256273508072,
0.03229059278964996,
-0.02617652341723442,
0.00036295957397669554,
0.014882105402648449,
0.006599817890673876,
-0.012602513656020164,
-0.016138089820742607,
-0.00872643943876028,
0.02124391682446003,
0.04214536398649216,
-0.05841517820954323,
0.016163581982254982,
0.008276257663965225,
0.004755686968564987,
-0.01202527154237032,
-0.041464950889348984,
-0.03669289872050285,
-0.0364355631172657,
0.00865771435201168,
0.0474369116127491,
-0.006611388176679611,
0.04246445745229721,
0.0038430788554251194,
-0.028880717232823372,
-0.016484715044498444,
-0.017016734927892685,
0.0023312668781727552,
0.008552384562790394,
-0.068359375,
-0.018435999751091003,
-0.031744278967380524,
0.0045970166102051735,
-0.008225342258810997,
-0.00007367375656031072,
0.009261907078325748,
0.0037897522561252117,
0.01599787175655365,
-0.03982849046587944,
0.012096277438104153,
-0.008838378824293613,
0.002703955862671137,
-0.011854387819766998,
0.01632758416235447,
0.006364726927131414,
-0.0027507904451340437,
0.009666411206126213,
0.061808325350284576,
-0.02378063090145588,
-0.03852778673171997,
-0.02764621004462242,
0.020975075662136078,
0.03131003677845001,
-0.005696648266166449,
-0.010861099697649479,
0.002440218348056078,
0.0014769688714295626,
-0.011666477657854557,
-0.05027439817786217,
-0.06338920444250107,
0.005589034408330917,
0.022703083232045174,
0.020676465705037117,
0.03174149990081787,
0.005035687237977982,
0.05955134332180023,
0.007597119081765413,
-0.0349685363471508,
0.008444835431873798,
-0.010683169588446617,
-0.038120757788419724,
-0.02722984366118908,
0.01241382397711277,
0.04955693706870079,
-0.034902386367321014,
0.02852841652929783,
-0.0473489873111248,
0.0339173898100853,
0.052472010254859924,
0.016797294840216637,
-0.006153075024485588,
0.0086724404245615,
0.0006538704037666321,
-0.012758472934365273,
0.02351355366408825,
0.02293909154832363,
-0.033113785088062286,
0.005241568200290203,
0.026501677930355072,
0.0496942400932312,
0.020286614075303078,
-0.0532064363360405,
0.04044258967041969,
-0.03819037228822708,
0.002536076819524169,
-0.051979802548885345,
0.02567915804684162,
0.013422125019133091,
-0.004843591246753931,
0.0071694678626954556,
-0.0025485060177743435,
0.03360555320978165,
-0.008377039805054665,
0.00414831330999732,
0.06752234697341919,
0.015157537534832954,
0.02455875463783741,
-0.004656131844967604,
-0.011655358597636223,
-0.0022334072273224592,
0.029491305351257324,
-0.003925430588424206,
-0.01777174510061741,
0.03426429256796837,
0.10174065828323364,
0.035602763295173645,
-0.030680326744914055,
-0.027243686839938164,
0.008348018862307072,
-0.08794166892766953,
0.014089434407651424,
-0.03909267857670784,
0.04675070568919182,
-0.004134854767471552,
0.052233465015888214,
-0.02267427183687687,
-0.010995172895491123,
-0.014909043908119202,
-0.000004390708909340901,
-0.03966253623366356,
0.04306866228580475,
-0.027359209954738617,
-0.01984834112226963,
-0.000006933479198778514,
-0.0230361707508564,
0.03185122832655907,
-0.019208382815122604,
-0.01543030422180891,
-0.0072915200144052505,
0.018042517825961113,
0.004269569180905819,
0.02126276306807995,
-0.032858021557331085,
0.0352599136531353,
-0.005627214442938566,
0.04175517335534096,
0.01762397773563862,
-0.0007506228284910321,
-0.004848569631576538,
0.05071841552853584,
-0.001215405878610909,
-0.0072224196046590805,
-0.007605553139001131,
0.025385782122612,
0.036622658371925354,
0.05728724226355553,
0.022001901641488075,
-0.01245449110865593,
-0.03548417240381241,
0.017837900668382645,
-0.014585542492568493,
0.04371173307299614,
0.031922247260808945,
-0.01875079795718193,
-0.02432497777044773,
-0.018671145662665367,
-0.030236274003982544,
-0.016961535438895226,
0.03702160716056824,
-0.00134137028362602,
0.022609088569879532,
0.07213213294744492,
0.005610763095319271,
-0.03221650421619415,
0.03677895665168762,
0.03974773734807968,
-0.028096798807382584,
-0.024297548457980156,
-0.05025218427181244,
0.004673851188272238,
-0.048178695142269135,
-0.023683015257120132,
-0.005233362782746553,
-0.0062346505001187325,
0.01771099492907524,
-0.011492625810205936,
0.03162049874663353,
-0.011191883124411106,
-0.03416595980525017,
0.013815272599458694,
0.00011087644088547677,
0.0523025207221508,
0.002730574458837509,
-0.03837944567203522,
0.012745607644319534,
0.06413519382476807,
0.02944779396057129,
0.016135066747665405,
0.018155589699745178,
-0.06427495181560516,
0.002079587196931243,
0.02176721952855587,
0.03712144121527672,
-0.04280894249677658,
-0.013389918953180313,
-0.03978356346487999,
0.020732656121253967,
0.02815997786819935,
-0.03332262858748436,
0.030025077983736992,
-0.02345537766814232,
0.004073039162904024,
-0.03246040269732475,
-0.02053890936076641,
-0.024057114496827126,
-0.006313974503427744,
-0.030580362305045128,
0.03483496606349945,
-0.021336272358894348,
-0.030903620645403862,
-0.04242204874753952,
0.02571728639304638,
0.03432229161262512,
0.05913548171520233,
-0.0008921604021452367,
-0.037920039147138596,
0.01594329997897148,
0.043424077332019806,
-0.0019848798401653767,
-0.05545244738459587,
0.008765137754380703,
-0.014964479021728039,
0.019342971965670586,
0.03672385960817337,
-0.02540767751634121,
-0.04282698780298233,
0.03097049705684185,
0.019000284373760223,
-0.024139156565070152,
-0.014566835947334766,
-0.03197014331817627,
0.041666578501462936,
0.008426022715866566,
0.034237150102853775,
0.06603007763624191,
0.02982863038778305,
-0.03116169385612011,
-0.00040887302020564675,
-0.03444632142782211,
0.014810954220592976,
0.001093236031010747,
-0.013621514663100243,
-0.05186186730861664,
-0.017712291330099106,
-0.007169280666857958,
0.020361587405204773,
-0.015556136146187782,
0.04997287690639496,
-0.04135619476437569,
0.008513009175658226,
-0.010439100675284863,
0.021072693169116974,
0.01762424036860466,
0.04083734005689621,
0.0409945473074913,
0.03786835819482803,
0.010247420519590378,
-0.013229702599346638,
0.03700792044401169,
-0.02415577508509159,
-0.01025461871176958,
0.010908612050116062,
-0.031727880239486694,
0.0211300328373909,
-0.06013863906264305,
-0.04812566190958023,
-0.007734691724181175,
-0.03877608850598335,
0.02927326411008835,
-0.03749982267618179,
0.012377126142382622,
-0.01550059113651514,
-0.03673763945698738,
-0.019017623737454414,
-0.009548326954245567,
0.010887050069868565,
0.08243879675865173,
-0.027910880744457245,
0.017763784155249596,
0.015518194995820522,
0.006603713613003492,
-0.054508086293935776,
-0.051026638597249985,
-0.008022712543606758,
-0.00040515552973374724,
-0.03455568104982376,
-0.026693932712078094,
-0.02282385714352131,
-0.0013546119444072247,
-0.03804757818579674,
0.006368229631334543,
0.039158426225185394,
0.018879158422350883,
0.023318132385611534,
-0.011421908624470234,
0.009827244095504284,
0.09931059926748276,
-0.01845899410545826,
-0.029114332050085068,
-0.002289737109094858,
-0.014171641319990158,
-0.01548963412642479,
-0.005897955037653446,
0.043059155344963074,
-0.050123345106840134,
-0.005183732602745295,
0.01970694027841091,
-0.01060844212770462,
0.0448928065598011,
0.005095351953059435,
-0.03634591028094292,
0.015227985568344593,
0.014526898972690105,
0.015843279659748077,
-0.005940084811300039,
0.007701215799897909,
0.00437981216236949,
-0.013388088904321194,
0.013420885428786278,
0.005983341485261917,
-0.04200856015086174,
-0.006621425971388817,
0.01995239406824112,
-0.011686110869050026,
0.0025749285705387592,
-0.020789992064237595,
0.057549890130758286,
-0.036076661199331284,
-0.011099793948233128,
-0.011888707056641579,
-0.02166924811899662,
0.04554429650306702,
0.04645560309290886,
-0.026395762339234352,
0.028345339000225067,
0.03079923614859581,
0.00006175531598273665,
-0.016813185065984726,
-0.017399271950125694,
0.014031344093382359,
0.07228650152683258,
0.00493269506841898,
0.0686003789305687,
0.050037458539009094,
0.028943104669451714,
0.016837626695632935,
-0.010030661709606647,
-0.03503541275858879,
-0.0316636897623539,
0.013926070183515549,
0.007675018161535263,
-0.023997483775019646,
-0.008349072188138962,
0.011649634689092636,
0.011814849451184273,
0.007867468520998955,
0.04596402868628502,
0.040486861020326614,
0.020257581025362015,
-0.006524772848933935,
0.025635361671447754,
-0.03297913819551468,
-0.003140807617455721,
-0.009777473285794258,
0.053367730230093,
-0.03494814410805702,
-0.019306641072034836,
0.057507891207933426,
0.03405594825744629,
0.008443736471235752,
-0.017254456877708435,
-0.0014410518342629075,
-0.006752230692654848,
-0.026504425331950188,
0.013243110850453377,
-0.020759357139468193,
-0.009656712412834167,
-0.009485756978392601,
0.04499856382608414,
0.00224590627476573,
0.01608353853225708,
-0.016267627477645874,
-0.08912912756204605,
-0.028171926736831665,
-0.00620105117559433,
-0.044888220727443695,
0.02971716783940792,
0.014129013754427433,
-0.04209215193986893,
0.002318808576092124,
-0.029430391266942024,
0.03181765228509903,
-0.009008273482322693,
0.047466062009334564,
-0.03422074392437935,
0.03887428343296051,
0.009806059300899506,
-0.00841261725872755,
-0.00991563405841589,
-0.004309616982936859,
0.10772590339183807,
0.0452159084379673,
-0.01625155657529831,
-0.06276073306798935,
0.03135004639625549,
-0.05962096527218819,
-0.018993716686964035,
-0.015247616916894913,
-0.016235848888754845,
-0.00287642702460289,
-0.008043779991567135,
0.05210915952920914,
0.06730051338672638,
0.025669651105999947,
-0.02357175387442112,
0.06325127184391022,
-0.004328103736042976,
-0.06473299860954285,
-0.0060239569284021854,
0.02967759221792221,
-0.02771156094968319,
-0.010404878295958042,
-0.029509028419852257,
0.0014357808977365494,
0.0025224911514669657,
-0.0158048365265131,
-0.01732986606657505,
-0.02531632035970688,
-0.030320990830659866,
-0.02012297324836254,
-0.06049853563308716,
-0.008931624703109264,
0.018810033798217773,
-0.013649716041982174,
-0.05082017183303833,
0.004735646303743124,
-0.00511660473421216,
-0.03162838891148567,
0.002179480157792568,
0.03700225055217743,
-0.01696016825735569,
0.027970893308520317,
0.04369616508483887,
0.018166212365031242,
-0.0539320707321167,
-0.05128822103142738,
-0.055160652846097946,
0.04671026021242142,
-0.005624481476843357,
-0.00323053658939898,
-0.024357743561267853,
-0.0025693795178085566,
-0.021462934091687202,
-0.041526589542627335,
-0.0011940872063860297,
0.011822651140391827,
0.018556073307991028,
-0.027835428714752197,
-0.03652863949537277,
-0.03630504012107849,
0.024415520951151848,
-0.0181579627096653,
0.016108563169836998,
0.03253558278083801,
-0.031145552173256874,
-0.021922573447227478,
-0.011029708199203014,
0.015111355111002922,
-0.014983680099248886,
0.00046534472494386137,
0.013401543721556664,
-0.0042546275071799755,
-0.048406150192022324,
0.03522878885269165,
-0.011197438463568687,
0.02591601386666298,
0.04009624943137169,
-0.028373485431075096,
-0.0077422009781003,
-0.015129617415368557,
-0.05406740680336952,
0.04838750883936882,
-0.02528807520866394,
0.006115153897553682,
-0.02671685814857483,
-0.021841540932655334,
0.036407262086868286,
0.0031557739712297916,
-0.0012706979177892208,
0.03651917353272438,
-0.01791529543697834,
0.020290253683924675,
0.007154589053243399,
-0.03177550807595253,
-0.011324130930006504,
-0.010100116021931171,
-0.040137019008398056,
-0.0015208147233352065,
-0.0025900204200297594,
0.0664486289024353,
0.011675913818180561,
0.02105470933020115,
0.007255102973431349,
0.04347090795636177,
0.027163036167621613,
0.011234447360038757,
0.035310860723257065,
-0.07029897719621658,
-0.011493032798171043,
0.014341683126986027,
0.005342710763216019,
-0.03604309260845184,
-0.034884124994277954,
-0.07141090929508209,
-0.028951946645975113,
0.0130959777161479,
-0.010801419615745544,
-0.012687388807535172,
-0.0011665989877656102,
-0.036651935428380966,
-0.012561029754579067,
-0.0003820840211119503,
-0.014614499174058437,
-0.04572088271379471,
0.020982682704925537,
0.004270666278898716,
-0.007410972844809294,
0.005734060890972614,
-0.008202977478504181,
0.008577462285757065,
0.02291896380484104,
0.05099654197692871,
-0.018512703478336334,
0.034661777317523956,
-0.0006698428187519312,
0.04374019429087639,
0.0008193749818019569,
0.03685139864683151,
-0.04908062145113945,
-0.0119568957015872,
0.0695672482252121,
-0.03209489956498146,
-0.03785638511180878,
0.026060059666633606,
0.0010311756050214171,
0.041280098259449005,
0.020568637177348137,
-0.02701295167207718,
0.009825918823480606,
0.027260204777121544,
-0.032028838992118835,
-0.020307419821619987,
-0.006072393152862787,
0.015307796187698841,
0.013077488169074059,
-0.010496173985302448,
-0.043382734060287476,
-0.009684565477073193,
0.0038609271869063377,
0.05498606711626053,
0.03609403595328331,
0.012835817411541939,
0.009443799965083599,
-0.023179883137345314,
0.01388487033545971,
0.021634818986058235,
0.018967755138874054,
0.013973411172628403,
0.025031670928001404,
0.044342584908008575,
-0.017411652952432632,
0.033174481242895126,
-0.0038658364210277796,
0.043248943984508514,
-0.07305442541837692,
-0.03234383091330528,
-0.007436024956405163,
0.050799012184143066,
0.0006938708829693496,
-0.05222521722316742,
0.003002989338710904,
0.029951395466923714,
-0.027856232598423958,
0.02756224200129509,
-0.016096938401460648,
-0.008328073658049107,
-0.020291797816753387,
0.01794065162539482,
0.00995673704892397,
0.041929904371500015,
0.029068026691675186,
0.02101798541843891,
0.01576138846576214,
0.007480335421860218,
-0.012406203895807266,
-0.014203968457877636,
0.0016885794466361403,
0.023439763113856316,
0.012783749960362911,
-0.06076307222247124,
0.026135139167308807,
-0.012194267474114895,
-0.07073429971933365,
0.055167511105537415,
-0.015646707266569138,
0.022893207147717476,
0.011408817023038864,
0.012333733029663563,
0.021260229870676994,
0.03585899993777275,
0.07579261064529419,
-0.018357310444116592,
-0.024754125624895096,
0.009291774593293667,
0.01775074005126953,
0.06274476647377014,
-0.03540388122200966,
0.002991294488310814,
0.05689249932765961,
-0.014587159268558025,
-0.02633875049650669,
0.02810564637184143,
-0.008564501069486141,
0.02269384264945984,
0.005308324936777353,
-0.03143610805273056,
0.004585308488458395,
-0.02183978632092476,
0.07225538045167923,
-0.05304498225450516,
-0.014433364383876324,
0.031665246933698654,
0.03782162815332413,
0.008078492246568203,
0.020673664286732674,
0.0037925902288407087,
-0.024628395214676857,
0.01842992566525936,
0.02606872096657753,
0.015083731152117252,
-0.06341157853603363,
-0.02660418301820755,
0.016792170703411102,
-0.0306294783949852,
0.020362069830298424,
-0.008764132857322693,
-0.048470668494701385,
0.022695330902934074,
0.023397764191031456,
0.02204205095767975,
0.010965070687234402,
0.004217483103275299,
-0.010921426117420197,
-0.07520318776369095,
0.035408951342105865,
0.010578375309705734,
-0.020611107349395752,
-0.042284801602363586,
0.003693239763379097,
-0.03707738220691681,
0.0013832002878189087,
0.04443826526403427,
0.025820523500442505,
0.002591904019936919,
-0.017797967419028282,
0.020416302606463432,
-0.0021114812698215246,
-0.0367731936275959,
0.019720420241355896,
-0.010835406370460987,
-0.013393162749707699,
-0.013149735517799854,
-0.010557607747614384,
0.014159750193357468,
-0.021670330315828323,
0.012406553141772747,
-0.03754394128918648,
0.04003826901316643,
0.004673900548368692,
-0.003189454087987542,
0.054358210414648056,
0.018068883568048477,
-0.03821567818522453,
0.03862723708152771,
-0.016169274225831032,
0.00010649327305145562,
0.05281434580683708,
-0.027603356167674065,
-0.02883502095937729,
0.04203181341290474,
-0.026763390749692917,
-0.03259817510843277,
0.019626302644610405,
0.02874920703470707,
0.010462548583745956,
-0.05523202568292618,
-0.006746285129338503,
0.05046042799949646,
-0.04986190423369408,
0.009624188765883446,
0.05730496719479561,
0.03565218299627304,
0.003297174582257867,
-0.0005702138296328485,
0.031765855848789215,
0.03173133730888367,
-0.03490815684199333,
0.028428705409169197,
0.01569439098238945,
-0.0005833436734974384,
-0.01647287607192993,
0.00819026306271553,
0.02780737914144993,
-0.02738446183502674,
0.01202096976339817,
0.0027436725795269012,
0.02193373069167137,
-0.03682725131511688,
0.0022806229535490274,
-0.017334332689642906,
0.0000842749432194978,
0.041460730135440826,
-0.00006253296305658296,
-0.0431862473487854,
0.07897193729877472,
-0.011931559070944786,
0.003874915884807706,
-0.009805348701775074,
-0.01483205333352089,
-0.022364960983395576,
-0.018502147868275642,
0.03245027735829353,
0.0660536140203476,
-0.023517191410064697,
0.0035964790731668472,
-0.01917356438934803,
0.007036755792796612,
0.04200447350740433,
-0.01340567972511053,
0.029916351661086082,
-0.030558070167899132,
0.004806314129382372,
-0.01448298990726471,
-0.02611212246119976,
-0.0036098610144108534,
-0.03437963128089905,
0.03967040032148361,
0.037615712732076645,
0.02068270929157734,
-0.019419865682721138,
-0.02969587966799736,
0.020286373794078827,
0.04157675430178642,
-0.06155265495181084,
-0.026908332481980324,
-0.0561693049967289,
0.045221682637929916,
-0.01766064204275608,
-0.024436140432953835
] |
<p>If we have two variables A={20 values} and B={20 values} and we want to measure the correlation between these two variables. Lets assume that the first n values are highly correlated but the remaining m values are not correlated.
The overall correlation between A and B may not represent the importance of the relationship. Imagine that there is only weak correlation in some values, but several values show really good correspondence between A and B. Traditional correlation coefficients will not capture such relationship.
Is there any measure or statistical method that can detect such relationship between A and B?</p> | 36,700 | [
-0.04298560321331024,
0.022043367847800255,
-0.006484988145530224,
0.01634998805820942,
0.06536277383565903,
0.02200915291905403,
0.007918012328445911,
-0.02857287786900997,
0.034503158181905746,
-0.033165495842695236,
0.02170022577047348,
0.032388634979724884,
0.043597813695669174,
0.04313600808382034,
0.02652422897517681,
-0.01096795592457056,
-0.028039950877428055,
0.019017333164811134,
0.024270720779895782,
-0.02250058390200138,
0.006995728705078363,
0.03676624223589897,
0.04044155776500702,
0.008487047627568245,
-0.02016124315559864,
0.0682266354560852,
0.015308355912566185,
-0.03979615122079849,
0.011660303920507431,
0.0381992943584919,
-0.03993402421474457,
-0.04495730996131897,
0.01565505564212799,
0.04725565016269684,
0.02761542983353138,
-0.016605272889137268,
-0.015846410766243935,
-0.021651625633239746,
-0.008861458860337734,
0.0333145447075367,
-0.032831933349370956,
-0.062253355979919434,
0.011580969206988811,
0.03815586864948273,
-0.01962914504110813,
0.0005876842187717557,
0.020154396072030067,
-0.040404062718153,
0.042321644723415375,
-0.03685840591788292,
0.1107189804315567,
0.020961830392479897,
0.030267752707004547,
0.023070484399795532,
-0.020700260996818542,
-0.008365319110453129,
0.05479913577437401,
0.0683944895863533,
-0.02227795124053955,
-0.05226176604628563,
-0.02791033685207367,
-0.024294497445225716,
0.014297026209533215,
0.0059593236073851585,
-0.03640546649694443,
0.04943924769759178,
-0.0395771861076355,
-0.009407708421349525,
0.04888923466205597,
0.008040625602006912,
-0.015525315888226032,
0.013933902606368065,
0.05857216194272041,
-0.01971554569900036,
-0.010348460637032986,
-0.032615792006254196,
0.027850644662976265,
-0.029023543000221252,
0.04561154171824455,
0.045523952692747116,
-0.017863240092992783,
0.0013672466157004237,
0.02550669200718403,
0.04182143881917,
0.019258873537182808,
-0.010023202747106552,
0.04293489456176758,
-0.03177763521671295,
0.02844441868364811,
0.011594471521675587,
-0.03524952009320259,
-0.012051813304424286,
0.026498757302761078,
0.03302278742194176,
-0.06768108904361725,
0.01729154773056507,
-0.025007814168930054,
0.049263354390859604,
0.03146892040967941,
-0.04318046197295189,
-0.019427858293056488,
0.012270215898752213,
0.012690690346062183,
0.0541120208799839,
-0.025329826399683952,
-0.012739627622067928,
-0.02242848463356495,
-0.018977202475070953,
0.008925234898924828,
0.0026526693254709244,
-0.021996943280100822,
-0.0013479669578373432,
0.024630630388855934,
0.0224388986825943,
0.05963650718331337,
-0.0161429550498724,
-0.020585335791110992,
-0.014344875700771809,
0.05868446081876755,
0.098061203956604,
0.028705330565571785,
-0.027847178280353546,
-0.0034160232171416283,
-0.009161839261651039,
-0.027306852862238884,
0.005150963552296162,
0.02687276154756546,
-0.01589992828667164,
-0.020111452788114548,
0.07079333066940308,
-0.006063095293939114,
-0.010530270636081696,
0.012010247446596622,
-0.03536026552319527,
0.05291536822915077,
-0.0012616703752428293,
-0.09046284854412079,
-0.03506740182638168,
0.057353124022483826,
-0.031836941838264465,
-0.006219307892024517,
-0.025504181161522865,
0.027248980477452278,
0.011778893880546093,
0.04825763404369354,
0.06106657162308693,
0.013956769369542599,
-0.0068747298792004585,
0.03965826332569122,
0.022081522271037102,
-0.00650956854224205,
-0.033696893602609634,
-0.0026259562000632286,
-0.011460143141448498,
-0.012739001773297787,
-0.08015196770429611,
-0.018137721344828606,
0.01727519929409027,
-0.0018053501844406128,
-0.03009122982621193,
0.006726083345711231,
0.026807408779859543,
-0.029032783582806587,
0.0021785416174679995,
0.03478008508682251,
0.003000945085659623,
0.05914170295000076,
0.03130041062831879,
0.006229207385331392,
0.008322822861373425,
0.0032973524648696184,
0.0008282838389277458,
0.06570644676685333,
0.05905843526124954,
0.03299659490585327,
-0.013948353938758373,
-0.013729730620980263,
0.007809818722307682,
0.024876222014427185,
-0.011701982468366623,
-0.018298890441656113,
-0.04447181150317192,
-0.01710454374551773,
0.02661481499671936,
0.023120397701859474,
0.0239820908755064,
-0.0014172636438161135,
-0.0181877501308918,
0.017316671088337898,
-0.039325352758169174,
-0.02218170277774334,
-0.06500024348497391,
0.011400170624256134,
0.001148228533565998,
-0.03540356829762459,
0.031739380210638046,
0.028180597350001335,
-0.0003793270152527839,
-0.020648973062634468,
-0.028460806235671043,
-0.02453598380088806,
-0.020886363461613655,
0.028767399489879608,
-0.03501847758889198,
0.010458545759320259,
-0.002127646468579769,
0.04398380592465401,
-0.04350180923938751,
0.05286581441760063,
-0.044468242675065994,
-0.08270804584026337,
0.003762058448046446,
-0.04644852131605148,
0.008020979352295399,
-0.008600451052188873,
-0.04377168416976929,
0.035553593188524246,
-0.0261241365224123,
-0.03237544000148773,
0.0248277485370636,
-0.039125774055719376,
0.07567640393972397,
0.0275419894605875,
0.0433453731238842,
0.0037263103295117617,
0.007783993612974882,
0.04155261442065239,
0.012022849172353745,
-0.028254028409719467,
-0.04425983130931854,
-0.051747772842645645,
-0.0026222618762403727,
0.017404448240995407,
0.05514904484152794,
-0.07619409263134003,
-0.0006793175125494599,
0.057606298476457596,
0.04082701355218887,
-0.00791249517351389,
0.01660967618227005,
-0.01702640950679779,
-0.011368926614522934,
0.0059421854093670845,
0.048770252615213394,
-0.005700660869479179,
0.015574181452393532,
-0.016664568334817886,
0.03365802392363548,
0.022101236507296562,
0.0096782511100173,
-0.026860272511839867,
0.036564718931913376,
0.015600429847836494,
0.004095341544598341,
-0.040474049746990204,
-0.033425405621528625,
0.0472598634660244,
-0.03831657022237778,
0.024810152128338814,
0.035122767090797424,
0.019616909325122833,
0.006278335582464933,
0.02460211142897606,
-0.04038947820663452,
0.02790934033691883,
0.006718690041452646,
-0.03796149790287018,
-0.005493056494742632,
0.021590903401374817,
-0.03149832412600517,
0.02510255016386509,
-0.024263521656394005,
-0.0018011144129559398,
-0.02856997400522232,
0.01762193813920021,
0.04733146354556084,
0.007341747637838125,
0.021296881139278412,
-0.003365529701113701,
-0.045777447521686554,
-0.020161030814051628,
-0.032058097422122955,
-0.03809243068099022,
-0.021007239818572998,
-0.04865361005067825,
0.00009562446211930364,
0.01322300173342228,
-0.030352963134646416,
0.021397462114691734,
-0.03400672599673271,
0.00980577152222395,
0.028915787115693092,
-0.014114473015069962,
-0.05813521891832352,
-0.005921967327594757,
-0.01087478268891573,
0.01784227229654789,
-0.03310435265302658,
-0.030800744891166687,
0.020861729979515076,
-0.008973744697868824,
-0.05658241733908653,
0.01849895715713501,
-0.019244955852627754,
-0.03704259172081947,
-0.03164617344737053,
-0.018857447430491447,
0.0018708794377744198,
-0.03309151530265808,
0.012222672812640667,
0.025614026933908463,
-0.04510520398616791,
-0.04829733073711395,
-0.07355616986751556,
-0.06596191227436066,
0.03252582624554634,
0.010662767104804516,
0.027471357956528664,
-0.0053278859704732895,
-0.017217572778463364,
0.024594785645604134,
0.016124477609992027,
-0.023130016401410103,
-0.04660973325371742,
-0.01149728149175644,
-0.003085704520344734,
-0.00014715954603161663,
0.011871068738400936,
0.02157437615096569,
0.031002672389149666,
0.03494716063141823,
0.01517986785620451,
-0.011604218743741512,
0.055156681686639786,
0.004110889509320259,
-0.0025835814885795116,
0.03372902423143387,
-0.00248360401019454,
0.009515266865491867,
0.003693177830427885,
0.009686872363090515,
-0.07424510270357132,
0.005526302382349968,
0.01962881349027157,
-0.0035207478795200586,
0.026709428057074547,
-0.014769644476473331,
0.026729676872491837,
-0.014944914728403091,
0.013668588362634182,
-0.035383451730012894,
-0.013073472306132317,
0.009623534046113491,
0.037008460611104965,
-0.02670348435640335,
0.07043705880641937,
0.040019817650318146,
-0.005355902947485447,
0.0058661168441176414,
0.09349487721920013,
0.0191516000777483,
-0.041500985622406006,
-0.015696149319410324,
-0.01684417389333248,
-0.021585527807474136,
0.010999282822012901,
0.003772587049752474,
-0.038398630917072296,
0.024424651637673378,
0.0039037500973790884,
0.013843884691596031,
0.015141574665904045,
-0.03399316966533661,
0.024449173361063004,
-0.0571967214345932,
-0.021302688866853714,
-0.03080683760344982,
0.04882844537496567,
0.012245062738656998,
0.05770497024059296,
0.005242001730948687,
0.009567519649863243,
0.000610044167842716,
0.014948382042348385,
-0.08471733331680298,
0.04111165925860405,
-0.04494449496269226,
0.007345191668719053,
0.032652001827955246,
-0.034749094396829605,
0.006457160692662001,
-0.029582077637314796,
0.0059842257760465145,
-0.01687290519475937,
0.04486431926488876,
-0.045826420187950134,
0.005620601121336222,
-0.024688679724931717,
0.006731721106916666,
-0.013172123581171036,
0.01915258727967739,
0.004517114255577326,
-0.039605818688869476,
0.043747708201408386,
0.05304203927516937,
-0.00929169449955225,
-0.03174010291695595,
-0.036041051149368286,
0.018688524141907692,
0.017134325578808784,
0.044341765344142914,
0.019603384658694267,
0.0441371351480484,
-0.04649602621793747,
0.009077271446585655,
0.015346525236964226,
0.059437841176986694,
0.03212519362568855,
-0.0030474166851490736,
0.0015489216893911362,
-0.022864006459712982,
-0.038993578404188156,
-0.01507412176579237,
0.05448697507381439,
0.0036703466903418303,
0.012092404067516327,
0.047518666833639145,
0.00819631852209568,
-0.047494255006313324,
0.022272657603025436,
0.06785525381565094,
0.06217917799949646,
-0.0010287557961419225,
-0.024139532819390297,
-0.033191580325365067,
0.011851147748529911,
0.0013686399906873703,
0.0005766580579802394,
-0.01757180318236351,
-0.0012937230058014393,
-0.02519397996366024,
0.0604548379778862,
0.014437688514590263,
-0.028370818123221397,
-0.008853078819811344,
-0.010651975870132446,
0.04797970876097679,
-0.017758172005414963,
-0.024800613522529602,
0.0011473222402855754,
0.03650569170713425,
0.010612396523356438,
0.043122924864292145,
0.014210298657417297,
-0.07832339406013489,
0.01844320259988308,
0.018387962132692337,
0.015744736418128014,
-0.03941570967435837,
-0.006994043476879597,
-0.02362660877406597,
-0.027492741122841835,
0.07045271247625351,
-0.020077450200915337,
0.014486046507954597,
-0.015891773626208305,
0.0295033510774374,
-0.03836970031261444,
0.006686251610517502,
-0.023062773048877716,
0.010379632003605366,
-0.00886638555675745,
0.022487854585051537,
-0.012042367830872536,
-0.02834148146212101,
-0.055352404713630676,
0.0028214307967573404,
0.04846867546439171,
0.05807853862643242,
0.00574673293158412,
-0.00896947830915451,
0.00108093093149364,
0.0299492496997118,
0.030396705493330956,
-0.08778542280197144,
0.04123280569911003,
0.01832306943833828,
-0.051470059901475906,
0.05510716512799263,
-0.009399432688951492,
-0.04118580371141434,
0.005914239678531885,
-0.024728894233703613,
0.016921047121286392,
0.0145981814712286,
-0.007607040461152792,
0.059863220900297165,
0.02802986651659012,
0.009908134117722511,
0.04576478153467178,
0.021881496533751488,
-0.01058689784258604,
-0.006357504054903984,
0.0128294313326478,
0.014039651490747929,
-0.050236981362104416,
-0.014288322068750858,
-0.015915771946310997,
-0.014759131707251072,
-0.031103845685720444,
0.04694875702261925,
0.004071246366947889,
0.009369315579533577,
-0.00724131939932704,
0.034568902105093,
-0.017498955130577087,
0.03672689571976662,
-0.026358777657151222,
-0.0022862297482788563,
0.0025332365185022354,
0.010350710712373257,
0.0027153792325407267,
-0.03609189763665199,
0.024015987291932106,
-0.015759091824293137,
-0.020994029939174652,
0.002007451606914401,
-0.023471716791391373,
-0.02495756559073925,
-0.03777932748198509,
0.00089424685575068,
-0.004590481519699097,
0.007949240505695343,
0.035251885652542114,
-0.008298088796436787,
0.022896206006407738,
-0.026255114004015923,
-0.033654503524303436,
0.012202156707644463,
0.0489845797419548,
0.007732488214969635,
0.023510631173849106,
-0.03758945316076279,
0.030025770887732506,
-0.028148191049695015,
-0.012378288432955742,
-0.06280097365379333,
-0.03293546661734581,
0.00878723245114088,
0.034870266914367676,
-0.01852353848516941,
-0.0374283529818058,
-0.00969661120325327,
-0.019156234338879585,
-0.010212612338364124,
-0.007499478291720152,
0.04106910526752472,
0.020170781761407852,
-0.0353178046643734,
0.009646751917898655,
-0.00645587220788002,
0.06127389892935753,
-0.01087840087711811,
-0.04326048865914345,
0.001754095545038581,
0.00595846539363265,
-0.02562304399907589,
0.007598389405757189,
-0.005439959932118654,
-0.025835825130343437,
-0.013933484442532063,
-0.04936394840478897,
-0.0028331370558589697,
0.007338343653827906,
-0.010947611182928085,
-0.01561814360320568,
-0.004978965036571026,
-0.016630977392196655,
0.0017131577478721738,
-0.014761604368686676,
0.018605433404445648,
-0.011300325393676758,
-0.016940372064709663,
-0.014631127007305622,
-0.009979559108614922,
-0.021580707281827927,
-0.03063245676457882,
0.039110876619815826,
0.04436323046684265,
-0.049848876893520355,
-0.002153611509129405,
0.03636600449681282,
0.010619807057082653,
-0.019270557910203934,
0.00451528187841177,
-0.008787630125880241,
0.023048190400004387,
-0.015104061923921108,
0.019205808639526367,
0.030600475147366524,
0.04044882208108902,
-0.03617607429623604,
-0.0431138277053833,
-0.019353173673152924,
-0.02836763858795166,
0.08657415211200714,
-0.02963665872812271,
0.06408118456602097,
0.03306363895535469,
-0.003475442063063383,
-0.012409279122948647,
-0.017739277333021164,
-0.006336826831102371,
0.02916606329381466,
-0.010267994366586208,
0.03483102470636368,
-0.0360771119594574,
0.010413373820483685,
0.01158114057034254,
0.026939723640680313,
0.016543472185730934,
0.04015865921974182,
-0.017738979309797287,
0.03531404957175255,
0.061451591551303864,
-0.00703391944989562,
-0.04751989617943764,
0.022526349872350693,
-0.025233784690499306,
0.018159054219722748,
-0.011113438755273819,
-0.017398949712514877,
0.01932954415678978,
0.04763627052307129,
0.009539828635752201,
-0.020170563831925392,
-0.05546961724758148,
-0.026372844353318214,
0.0043741194531321526,
0.033956266939640045,
-0.006972798146307468,
0.015085089951753616,
0.012146675027906895,
0.012241085059940815,
-0.021535402163863182,
0.015981854870915413,
-0.03007490374147892,
-0.06613825261592865,
-0.016354193910956383,
-0.020115545019507408,
-0.012672319076955318,
0.061596695333719254,
-0.0004215602239128202,
-0.015922492370009422,
0.03229783847928047,
-0.005251436028629541,
-0.015173114836215973,
-0.0108955018222332,
0.004705709405243397,
-0.027419529855251312,
0.06445945054292679,
0.02668142318725586,
0.01898077316582203,
0.02514067105948925,
0.004263017792254686,
0.07884247601032257,
0.06969068199396133,
0.04163428023457527,
-0.05458924546837807,
0.027002576738595963,
0.007020857185125351,
-0.02125668153166771,
-0.06158452108502388,
0.03353867307305336,
0.0038180684205144644,
-0.023610007017850876,
0.04124090448021889,
0.04948022961616516,
0.024802831932902336,
0.0060922750271856785,
0.09687511622905731,
-0.027796762064099312,
-0.03237178549170494,
-0.005674747750163078,
0.014707348309457302,
-0.006978272460401058,
-0.031110461801290512,
-0.023356247693300247,
0.015028635039925575,
-0.018399804830551147,
-0.03371893987059593,
-0.030068136751651764,
0.03384885936975479,
0.0060380371287465096,
-0.022799134254455566,
-0.019818026572465897,
0.0029708100482821465,
0.034883663058280945,
0.016546018421649933,
-0.0058129276148974895,
0.010972730815410614,
0.05354800447821617,
0.012208860367536545,
0.017668582499027252,
-0.008010126650333405,
0.010624711401760578,
-0.013033995404839516,
-0.00936759915202856,
0.009257778525352478,
-0.04370155557990074,
-0.03551465645432472,
-0.029397323727607727,
0.026309795677661896,
-0.005640273913741112,
-0.035457681864500046,
-0.014709663577377796,
-0.013211993500590324,
-0.006542780436575413,
-0.015769241377711296,
-0.006824794225394726,
0.01681681163609028,
0.03508864715695381,
-0.048053257167339325,
-0.023491788655519485,
-0.028985699638724327,
0.014543646015226841,
-0.018962878733873367,
0.0542374923825264,
0.012787412852048874,
-0.02857634611427784,
0.00037301832344383,
-0.001265660161152482,
0.0558803454041481,
0.0230494886636734,
-0.0218607597053051,
-0.02039886824786663,
0.0002532719518058002,
-0.012880648486316204,
-0.011182986199855804,
-0.00639250036329031,
0.016389314085245132,
0.01015189103782177,
0.022002534940838814,
-0.014489316381514072,
-0.021968360990285873,
-0.012609033845365047,
0.016837280243635178,
-0.022373851388692856,
-0.03494973108172417,
-0.05039912089705467,
-0.013258067891001701,
0.04839733615517616,
0.040841665118932724,
0.01747853495180607,
-0.028174184262752533,
-0.027384668588638306,
0.018562037497758865,
0.04321448132395744,
-0.057217683643102646,
-0.0257276501506567,
-0.04007590934634209,
-0.0349854975938797,
0.004753230605274439,
-0.016051849350333214,
0.02266487292945385,
0.037856705486774445,
0.03525753691792488,
-0.004525760188698769,
0.0185230802744627,
-0.03624158352613449,
0.001627422752790153,
0.011961769312620163,
-0.03259856998920441,
-0.021917400881648064,
0.0022599075455218554,
-0.010963262990117073,
-0.006707275286316872,
-0.013661663047969341,
-0.029065515846014023,
-0.008556443266570568,
0.008047355338931084,
0.0033190117683261633,
-0.031350258737802505,
-0.02692330814898014,
-0.004296264611184597,
0.00414370046928525,
-0.04037637636065483,
-0.0035308937076479197,
-0.08276498317718506,
-0.01856626756489277,
0.010313868522644043,
0.0036991089582443237,
-0.005584892816841602,
0.02943679690361023,
-0.03627476468682289,
-0.0012668120907619596,
0.04755519703030586,
0.016553569585084915,
-0.012670657597482204,
-0.008373716846108437,
-0.009337212890386581,
0.014372666366398335,
0.054322659969329834,
-0.04571986943483353,
-0.030519163236021996,
0.04123404994606972,
-0.07270471751689911,
-0.006408404093235731,
0.03469986096024513,
-0.04162810370326042,
0.03934807330369949,
0.021229373291134834,
0.0060163638554513454,
-0.021816479042172432,
0.02273816056549549,
-0.014046380296349525,
0.001291454304009676,
-0.00822403933852911,
0.005626935511827469,
-0.020806021988391876,
0.0022250500041991472,
-0.0036271833814680576,
-0.00987868569791317,
-0.03390064463019371,
0.016137106344103813,
0.06496019661426544,
0.03274720534682274,
-0.014611675404012203,
0.029940977692604065,
0.018518807366490364,
0.029753005132079124,
-0.0008218252914957702,
-0.024324845522642136,
0.010381045751273632,
0.056878045201301575,
-0.02934940718114376,
0.013663419522345066,
0.027857264503836632,
0.014502877369523048,
-0.08928219228982925,
-0.002344820648431778,
-0.00489534018561244,
0.005505081731826067,
0.052196212112903595,
-0.07418876141309738,
0.018385842442512512,
0.009972142986953259,
-0.059742290526628494,
0.03797569498419762,
-0.00891968235373497,
-0.0013552447780966759,
-0.007781336084008217,
-0.012632466852664948,
-0.044802453368902206,
0.04409368708729744,
0.022084202617406845,
0.05968157947063446,
0.03034011460840702,
0.01688009686768055,
-0.0009201623033732176,
-0.008400972932577133,
-0.02542060799896717,
-0.041261885315179825,
0.005267658270895481,
-0.07233253121376038,
0.056008078157901764,
-0.05009620636701584,
-0.03736129403114319,
0.05696878954768181,
-0.03845832496881485,
0.018733324483036995,
-0.002565202070400119,
0.002818467328324914,
0.0034005630295723677,
0.04346198961138725,
0.012255179695785046,
-0.038473110646009445,
-0.008008113130927086,
0.0029741080943495035,
0.00017575526726432145,
0.028087863698601723,
-0.03396199271082878,
0.018919995054602623,
0.023594126105308533,
-0.0028724500443786383,
-0.04405160993337631,
-0.0074256835505366325,
0.013407522812485695,
-0.005281852558255196,
0.0076344432309269905,
-0.021974369883537292,
0.02758522890508175,
-0.021815508604049683,
0.03638538345694542,
-0.036011431366205215,
-0.02562069147825241,
0.04177046939730644,
0.021244147792458534,
-0.04618304595351219,
-0.009780406951904297,
-0.0012821925338357687,
-0.031109079718589783,
0.022558797150850296,
0.01979774236679077,
-0.009002240374684334,
-0.07075643539428711,
-0.00867733359336853,
-0.010882293805480003,
-0.022779565304517746,
-0.015827348455786705,
-0.013322737999260426,
-0.02748945541679859,
0.06537279486656189,
-0.03401694446802139,
0.039357054978609085,
0.015079728327691555,
-0.030794251710176468,
0.02470816671848297,
-0.05863221362233162,
0.03294074162840843,
0.011350443586707115,
0.039780087769031525,
-0.009722077287733555,
0.000742164149414748,
-0.02120739221572876,
-0.0505981482565403,
0.05618419125676155,
-0.020790686830878258,
0.027875840663909912,
-0.013419067487120628,
0.03535258397459984,
0.0023422352969646454,
-0.03411346301436424,
0.027393365278840065,
-0.007783235516399145,
-0.022841712459921837,
-0.018872249871492386,
-0.021512411534786224,
0.024061979725956917,
-0.013949860818684101,
0.014325885102152824,
-0.0360632985830307,
-0.04145351052284241,
0.0055090500973165035,
0.006079981103539467,
0.03708632290363312,
0.0032401331700384617,
-0.02008572593331337,
0.042859386652708054,
0.015579807572066784,
0.037640657275915146,
0.03797013685107231,
0.0033888539765030146,
-0.06367306411266327,
0.039857350289821625,
0.009041604585945606,
-0.038168229162693024,
0.02922678552567959,
0.052754517644643784,
-0.04710093513131142,
-0.06795337796211243,
-0.018074817955493927,
0.027499770745635033,
-0.0298598799854517,
0.0092698959633708,
0.023976366966962814,
-0.007378583773970604,
0.020144492387771606,
0.023324714973568916,
0.01145954430103302,
0.013176572509109974,
-0.024473898112773895,
0.01848420314490795,
0.038616444915533066,
0.05907829478383064,
0.002114650094881654,
0.02378111146390438,
-0.0006976781296543777,
-0.0028372660744935274,
0.0106339817866683,
-0.010859307833015919,
0.012906312942504883,
-0.016868315637111664,
-0.014889112673699856,
0.05561995878815651,
-0.009023395366966724,
0.054523568600416183,
-0.02400505542755127,
0.0025495137088000774,
0.051024675369262695,
-0.057347554713487625,
-0.0021578583400696516,
-0.03547309339046478,
-0.013875806704163551,
-0.014984429813921452,
0.02926802821457386,
0.02983076125383377,
0.00495615229010582,
0.007154681719839573,
0.02314148098230362,
0.01649092510342598,
-0.019936146214604378,
0.01694401353597641,
0.004349350463598967,
0.03676554933190346,
-0.023671235889196396,
0.008648254908621311,
0.0014061034889891744,
0.004917626269161701,
-0.05265595763921738,
-0.025144152343273163,
0.05133793130517006,
0.03884180262684822,
0.050026219338178635,
-0.026227595284581184,
0.008484059944748878,
-0.0002234805142506957,
0.03343696519732475,
-0.06304987519979477,
0.013020938262343407,
-0.046530772000551224,
0.004947018809616566,
-0.015334449708461761,
-0.0372866615653038
] |
<p>Do you know of any study where researchers have used Statistical Parametric Mapping for <strong>spatial data only</strong>? I found a lot of studies that used it for time-series analysis, but does this analysis work for data that don't share a time dimension? </p> | 74,057 | [
-0.04292195662856102,
0.005628957878798246,
0.003831045003607869,
0.009893853217363358,
0.04572410508990288,
0.0075324224308133125,
0.02602485381066799,
-0.041618213057518005,
0.015784982591867447,
-0.05758031830191612,
-0.00960423145443201,
0.031441859900951385,
0.05438181385397911,
-0.007605783175677061,
0.016778111457824707,
-0.003149460069835186,
0.005373704247176647,
0.0021102833561599255,
-0.03730113059282303,
-0.02853095531463623,
-0.004433371592313051,
0.010835466906428337,
-0.0394311286509037,
-0.039655476808547974,
-0.020468268543481827,
0.020043684169650078,
-0.01626870036125183,
-0.036064326763153076,
-0.01933187246322632,
0.07606947422027588,
-0.043572843074798584,
-0.0013960690703243017,
-0.015229801647365093,
0.057655032724142075,
-0.006124233826994896,
-0.021142611280083656,
-0.06932449340820312,
-0.04094192013144493,
0.00013442328781820834,
0.060134150087833405,
-0.03862582519650459,
-0.011703714728355408,
-0.02208748273551464,
0.06975606083869934,
-0.03144280984997749,
0.04356297478079796,
0.003360395086929202,
0.005191102623939514,
0.021586013957858086,
-0.023849690333008766,
0.08589458465576172,
0.011623946018517017,
0.02444591000676155,
0.03308315947651863,
-0.028141338378190994,
-0.006810788065195084,
0.057343825697898865,
0.01205909252166748,
0.00944132823497057,
-0.026305019855499268,
0.0019193448824808002,
0.00027106437482871115,
0.03587780520319939,
-0.02416158840060234,
-0.035392168909311295,
0.021516159176826477,
0.000045452878111973405,
-0.011998158879578114,
0.04484211280941963,
-0.04370219632983208,
-0.018847832456231117,
-0.01728338934481144,
0.06462562829256058,
-0.005062068812549114,
-0.018468597903847694,
0.005138171836733818,
0.027642900124192238,
0.023615801706910133,
0.0575183667242527,
0.0012684690300375223,
-0.017184613272547722,
-0.009298568591475487,
0.014927220530807972,
0.026729678735136986,
-0.006350367795675993,
0.018734632059931755,
0.03830110654234886,
-0.07839316129684448,
-0.008438145741820335,
0.019165361300110817,
-0.000026256417186232284,
-0.014964614063501358,
0.030406853184103966,
0.030088389292359352,
-0.04437408968806267,
0.028190895915031433,
0.0016695278463885188,
0.025149676948785782,
0.0059564667753875256,
-0.0043693119660019875,
-0.026047497987747192,
-0.037008170038461685,
-0.013526041060686111,
0.0032880837097764015,
0.005294406320899725,
-0.017743485048413277,
0.03946848586201668,
-0.009735428728163242,
-0.03734216094017029,
0.03535432368516922,
-0.03619387373328209,
-0.02677486278116703,
0.03984982147812843,
-0.014287243597209454,
0.04858710244297981,
-0.02660253830254078,
0.026416566222906113,
-0.022646663710474968,
0.017783720046281815,
0.1124921590089798,
0.03456371650099754,
-0.020581401884555817,
-0.008692021481692791,
-0.024553094059228897,
-0.0778692439198494,
0.032175835222005844,
-0.012721670791506767,
-0.02080553025007248,
-0.07846052199602127,
0.06264086067676544,
0.01931084133684635,
0.00010903010843321681,
0.06236911937594414,
-0.0296408049762249,
0.04239616543054581,
0.03478121757507324,
-0.06876705586910248,
-0.04334266483783722,
0.041059933602809906,
-0.009791070595383644,
0.0485176220536232,
-0.014837208203971386,
0.009461998008191586,
-0.029383545741438866,
0.00792011246085167,
-0.015593456104397774,
0.04311596229672432,
0.013114533387124538,
0.05120304226875305,
0.00986948050558567,
-0.03936338797211647,
-0.0009332898771390319,
0.027425263077020645,
-0.04037000611424446,
-0.0009248057031072676,
-0.10214663296937943,
0.029753202572464943,
0.017289746552705765,
-0.023163488134741783,
-0.014624850824475288,
0.03232616186141968,
0.01929912529885769,
-0.004348593298345804,
0.0370921827852726,
0.002673697890713811,
-0.008752923458814621,
0.04303106293082237,
-0.006129874847829342,
0.028848053887486458,
0.02193542569875717,
-0.03167133778333664,
0.05494228005409241,
0.04729871824383736,
0.02136877365410328,
0.021993907168507576,
0.010070215910673141,
0.011022417806088924,
0.039601366966962814,
-0.0078619085252285,
0.0059098838828504086,
-0.034266676753759384,
0.004207370337098837,
-0.03770913556218147,
-0.006558154243975878,
-0.009656732901930809,
0.06650938093662262,
-0.03064308874309063,
-0.07276393473148346,
0.024225732311606407,
-0.06570560485124588,
-0.030482271686196327,
-0.04515423998236656,
0.04019881412386894,
-0.013721308670938015,
-0.01675112545490265,
0.04011383652687073,
-0.011179890483617783,
0.04309643432497978,
-0.004493820481002331,
-0.040485698729753494,
-0.03378062695264816,
-0.028029395267367363,
0.036437101662158966,
-0.059334203600883484,
0.011330589652061462,
0.03583246096968651,
0.036298319697380066,
-0.004851153120398521,
0.02653391845524311,
-0.03415639325976372,
-0.05294716730713844,
-0.009070365689694881,
-0.051138345152139664,
0.041980184614658356,
-0.007250094320625067,
-0.02847999893128872,
-0.04060761258006096,
0.009449855424463749,
-0.0763876661658287,
0.00593493040651083,
-0.04005175828933716,
0.07597972452640533,
0.07480298727750778,
-0.004493288230150938,
0.0012949997326359153,
0.03852827101945877,
0.028283804655075073,
0.006996322888880968,
0.015366924926638603,
-0.023353558033704758,
-0.056556541472673416,
0.0028707205783575773,
0.033255673944950104,
0.030039850622415543,
-0.04313518851995468,
0.024522656574845314,
0.03976461663842201,
0.03028269112110138,
-0.033494092524051666,
0.024297591298818588,
-0.02004445344209671,
-0.03036366030573845,
0.018316008150577545,
-0.004715403541922569,
0.03637748956680298,
-0.0015623612562194467,
0.006409353110939264,
0.003045798046514392,
0.016481800004839897,
0.009373333305120468,
0.012212843634188175,
0.024893980473279953,
-0.01752053201198578,
0.013635208830237389,
-0.005242079962044954,
-0.013328411616384983,
0.04272061958909035,
-0.024626564234495163,
-0.0030659108888357878,
0.020541677251458168,
0.02918325364589691,
0.0063497144728899,
0.0017309131799265742,
-0.012776135466992855,
0.021464424207806587,
0.012236109934747219,
0.004933285992592573,
0.05500452220439911,
0.033532556146383286,
-0.04027215763926506,
-0.004239026922732592,
-0.05057426169514656,
-0.019124384969472885,
-0.04190089553594589,
-0.016677848994731903,
0.03501598909497261,
0.008120713755488396,
0.00574673293158412,
-0.011716828681528568,
-0.003699799068272114,
-0.016229769214987755,
0.012376422993838787,
-0.0045631942339241505,
0.02074933797121048,
-0.048851028084754944,
0.01265912875533104,
-0.04351678863167763,
0.01815137267112732,
0.03204018250107765,
-0.03565608337521553,
-0.029791386798024178,
0.03865896165370941,
-0.010499336756765842,
-0.03286776691675186,
-0.03183386102318764,
-0.049620620906353,
0.045146115124225616,
-0.04378455877304077,
0.012917421758174896,
0.06419723480939865,
0.0026701753959059715,
-0.04353528842329979,
0.0053419084288179874,
0.0036235565785318613,
-0.024056212976574898,
-0.019853292033076286,
0.008590415120124817,
-0.009507080540060997,
-0.03207508474588394,
0.012656304985284805,
0.04691089317202568,
-0.05468670278787613,
0.007092040032148361,
-0.06287974119186401,
-0.02789314277470112,
0.04116141051054001,
-0.025214485824108124,
0.05431237071752548,
-0.004579954780638218,
-0.035452309995889664,
0.06386949121952057,
0.0057758912444114685,
-0.03095666877925396,
-0.045948535203933716,
-0.0008462360710836947,
-0.03550660237669945,
-0.02295561507344246,
-0.007445503957569599,
-0.004456235095858574,
0.03222030773758888,
0.019926302134990692,
-0.018136149272322655,
0.018303874880075455,
0.052868716418743134,
0.0440080463886261,
-0.023281633853912354,
0.014838793314993382,
0.0016426753718405962,
0.00538588548079133,
-0.0009084135526791215,
0.026529401540756226,
-0.04204663261771202,
0.015271569602191448,
-0.024302925914525986,
0.022026877850294113,
-0.009371674619615078,
-0.04410837963223457,
0.027874082326889038,
-0.02880994789302349,
-0.015110906213521957,
-0.044871240854263306,
0.0037665655836462975,
0.0004111267626285553,
0.026763921603560448,
-0.02578233741223812,
0.037400517612695694,
0.027555538341403008,
0.0005901601398363709,
-0.011896561831235886,
0.033128201961517334,
0.04157032072544098,
-0.003373790765181184,
0.01378583163022995,
0.014499238692224026,
0.04192480072379112,
0.02337389811873436,
-0.004502405878156424,
-0.03951233997941017,
0.012128758244216442,
0.04062993824481964,
0.0033819470554590225,
0.02588171698153019,
-0.038721971213817596,
0.027842437848448753,
-0.0771205723285675,
0.03793026879429817,
-0.011116119101643562,
0.034948136657476425,
-0.017035529017448425,
0.023799510672688484,
0.03131593018770218,
0.011735133826732635,
-0.008268392644822598,
0.010948557406663895,
-0.001013818196952343,
-0.040890611708164215,
-0.045403581112623215,
-0.00036250927951186895,
0.006066546775400639,
-0.0315595418214798,
0.013911755755543709,
-0.012694026343524456,
0.029598452150821686,
0.00021745565754827112,
0.020018350332975388,
-0.05413214862346649,
-0.03397860750555992,
0.011335941031575203,
-0.010678903199732304,
-0.07271266728639603,
0.008174557238817215,
0.0491754375398159,
-0.019457217305898666,
0.037774622440338135,
0.04487157240509987,
0.019548553973436356,
0.007575380150228739,
-0.015320771373808384,
0.006599679589271545,
-0.013284101150929928,
0.03272559493780136,
-0.03738817945122719,
0.010048003867268562,
-0.018898680806159973,
0.03940677270293236,
0.010970447212457657,
0.03185798227787018,
0.014648791402578354,
-0.015808308497071266,
-0.0126319769769907,
-0.023830505087971687,
-0.021792979910969734,
0.040345776826143265,
0.026801370084285736,
0.025476038455963135,
-0.01187819056212902,
0.060879867523908615,
0.04142699018120766,
-0.07300235331058502,
0.014460477977991104,
0.03714043274521828,
0.013424145989120007,
0.021698934957385063,
-0.029157929122447968,
-0.05699330195784569,
0.01404294278472662,
-0.025586513802409172,
0.04589737579226494,
-0.007583880331367254,
-0.018573014065623283,
0.030739163979887962,
0.03774402663111687,
0.046562645584344864,
-0.05432268977165222,
-0.01177773717790842,
-0.0069325328804552555,
0.0036658423487097025,
0.016344621777534485,
-0.006993460934609175,
0.0240959282964468,
0.03999835252761841,
0.03813735768198967,
0.02674696035683155,
-0.03743123263120651,
-0.11443471163511276,
0.020374907180666924,
0.043493032455444336,
-0.012272315099835396,
0.011733359657227993,
0.021696345880627632,
-0.040415454655885696,
0.013820159249007702,
-0.0012927447678521276,
-0.0021914392709732056,
0.01575985550880432,
-0.013235948048532009,
0.005084116477519274,
-0.04993192106485367,
-0.04538963362574577,
-0.03102380596101284,
0.007316327188163996,
0.006411049980670214,
0.03979131951928139,
-0.003937717527151108,
-0.03388793021440506,
-0.033636804670095444,
0.03424140065908432,
0.007743872236460447,
0.018516510725021362,
0.005738343112170696,
-0.011022770777344704,
-0.02670971304178238,
0.019007617607712746,
-0.023824542760849,
-0.06375858187675476,
0.019670724868774414,
0.017449965700507164,
-0.013006934896111488,
0.06029379367828369,
-0.02559637650847435,
-0.04685329645872116,
0.035275112837553024,
-0.0013277243124321103,
-0.0015205583767965436,
0.015772413462400436,
0.008851035498082638,
0.04413055256009102,
0.014299171045422554,
-0.004197956062853336,
0.04834873601794243,
0.017114995047450066,
-0.018440021201968193,
0.0021492522209882736,
-0.014865812845528126,
0.057543519884347916,
-0.05602686479687691,
-0.005832779221236706,
-0.03671635314822197,
-0.024375198408961296,
-0.01728840358555317,
0.04081018641591072,
0.01885494962334633,
0.026481296867132187,
-0.02627783827483654,
0.005004877224564552,
-0.0017902906984090805,
0.03592309728264809,
0.01781512051820755,
-0.007937291637063026,
-0.005332279019057751,
0.01449497789144516,
-0.025190187618136406,
-0.011041364632546902,
-0.018865244463086128,
-0.01716427132487297,
-0.007296951953321695,
0.024804186075925827,
-0.02715838886797428,
0.01038556732237339,
-0.019506769254803658,
-0.020115533843636513,
0.018473446369171143,
-0.040638893842697144,
0.02426857128739357,
-0.03581362962722778,
0.013039182871580124,
0.01901736669242382,
-0.08618292212486267,
0.004545398056507111,
0.02341338060796261,
-0.012630889192223549,
0.017645500600337982,
-0.019757745787501335,
0.029306642711162567,
-0.029093587771058083,
0.016471412032842636,
-0.06712735444307327,
-0.06186313554644585,
0.03536735475063324,
0.003906615078449249,
-0.034116681665182114,
-0.028771286830306053,
-0.0037749011535197496,
-0.03141522407531738,
-0.027778081595897675,
-0.00539623387157917,
0.07288961112499237,
-0.006732388399541378,
-0.021209346130490303,
-0.01226671040058136,
0.002171511761844158,
0.04745471477508545,
-0.02750781551003456,
-0.005363776348531246,
0.030089927837252617,
-0.006440469529479742,
0.0054742731153965,
-0.03178546577692032,
0.028710080310702324,
-0.034230511635541916,
0.0088872779160738,
-0.06215977296233177,
0.012199328280985355,
0.0340825617313385,
-0.004289851989597082,
-0.023676561191678047,
0.035773880779743195,
-0.015440700575709343,
-0.0059093935415148735,
-0.01539735309779644,
0.01317284069955349,
-0.02741738222539425,
-0.007530600298196077,
-0.035445865243673325,
0.026507437229156494,
-0.03182663768529892,
-0.011308747343719006,
0.04922008514404297,
-0.025812581181526184,
-0.035255905240774155,
0.03635982796549797,
0.02333272248506546,
-0.020890293642878532,
0.0325639583170414,
-0.003978055436164141,
0.016227494925260544,
0.03088424541056156,
0.0058190603740513325,
0.01111786998808384,
0.014841864816844463,
0.05066825449466705,
-0.027105288580060005,
-0.045264601707458496,
-0.005613459274172783,
0.016972199082374573,
0.054270874708890915,
-0.02349691279232502,
0.03589581325650215,
0.060152675956487656,
-0.044008463621139526,
-0.0018356575164943933,
-0.039152227342128754,
0.011689597740769386,
-0.0141474399715662,
0.0007736837142147124,
0.06787587702274323,
0.049545276910066605,
0.04751154035329819,
0.022928349673748016,
0.04111504182219505,
0.012818933464586735,
0.07158717513084412,
0.014559417963027954,
0.026863446459174156,
0.06458721309900284,
-0.020923059433698654,
-0.05747692286968231,
0.03829164057970047,
-0.023906752467155457,
0.012548479251563549,
-0.005671640858054161,
-0.011245625093579292,
0.02028225176036358,
0.03276124969124794,
0.00002829888580890838,
-0.051689907908439636,
-0.004660686478018761,
-0.0543355830013752,
0.019077477976679802,
0.021736929193139076,
0.00973090622574091,
0.023435959592461586,
-0.007548223249614239,
0.04373376443982124,
-0.04275556653738022,
-0.021991796791553497,
-0.012293929234147072,
-0.028311461210250854,
-0.023423030972480774,
-0.004658254329115152,
0.0006386530585587025,
0.04026494920253754,
-0.009495389647781849,
-0.02944352850317955,
0.039603084325790405,
-0.024971025064587593,
-0.00411117821931839,
-0.009681014344096184,
0.023461980745196342,
0.00291753769852221,
0.0844746008515358,
0.007817227393388748,
0.01833236776292324,
-0.031914252787828445,
-0.02514474093914032,
0.10423944890499115,
0.08263130486011505,
0.02241971530020237,
-0.034479036927223206,
0.023994553834199905,
-0.00036584402550943196,
-0.017854586243629456,
-0.03773096576333046,
-0.013383462093770504,
0.03638391196727753,
0.005873892456293106,
0.014106495305895805,
0.07725518196821213,
0.019277287647128105,
-0.027377260848879814,
0.05831773951649666,
-0.046372201293706894,
0.0061699701473116875,
0.0295358095318079,
-0.018164947628974915,
-0.010360700078308582,
-0.032334569841623306,
-0.018494868651032448,
-0.008145109750330448,
-0.004513281397521496,
-0.021165192127227783,
-0.00387732801027596,
-0.0314071923494339,
-0.014989293180406094,
0.01556152943521738,
-0.017740007489919662,
0.00793528277426958,
0.029334966093301773,
0.014165286906063557,
-0.027510903775691986,
-0.006431248504668474,
-0.005191836506128311,
-0.007459312677383423,
-0.00832701288163662,
0.022770309820771217,
0.005702447611838579,
-0.01717340014874935,
-0.022638224065303802,
-0.028269151225686073,
-0.016820907592773438,
-0.012805584818124771,
-0.031231645494699478,
0.02126452699303627,
0.023253748193383217,
-0.004468600265681744,
-0.008199905045330524,
0.011848327703773975,
0.004876994993537664,
-0.002192518673837185,
-0.005839173216372728,
-0.0028600043151527643,
0.055657822638750076,
0.006942556239664555,
-0.0030867496971040964,
-0.04672755300998688,
-0.02030126005411148,
-0.01952735148370266,
0.012881282716989517,
0.01717003434896469,
-0.03673044592142105,
0.004637167323380709,
-0.00954370852559805,
0.05749814584851265,
-0.007058293092995882,
-0.008788020350039005,
0.012173663824796677,
0.0013539944775402546,
-0.048027340322732925,
-0.03259230777621269,
0.03200797364115715,
0.006278228480368853,
0.029574135318398476,
-0.0013793010730296373,
-0.052307430654764175,
-0.0028464116621762514,
-0.05812479183077812,
0.02958277054131031,
-0.036970388144254684,
-0.0028955568559467793,
-0.019650526344776154,
0.025222623720765114,
0.06397435069084167,
0.030487187206745148,
0.040599748492240906,
0.01979411020874977,
-0.04316934570670128,
0.040649108588695526,
-0.003956248518079519,
-0.07529338449239731,
-0.010815736837685108,
-0.02998202107846737,
-0.015559278428554535,
-0.021481482312083244,
-0.006625283043831587,
0.0169114600867033,
0.037331126630306244,
0.012279313057661057,
0.008399877697229385,
0.025427663698792458,
0.01728481613099575,
-0.009594518691301346,
0.018087036907672882,
-0.09503276646137238,
-0.017078088596463203,
0.005164674017578363,
-0.01801249012351036,
-0.01488619577139616,
0.021355601027607918,
-0.017377609387040138,
0.02600259892642498,
0.011705970391631126,
-0.005235112272202969,
-0.04101661965250969,
0.027141932398080826,
0.006068541668355465,
0.015235237777233124,
-0.045632511377334595,
-0.011527732945978642,
-0.03401623293757439,
-0.021262504160404205,
-0.02240162342786789,
-0.01712588593363762,
0.029546979814767838,
-0.01144104078412056,
-0.003613581182435155,
0.020214049145579338,
0.04024151712656021,
-0.018310941755771637,
0.0007600294193252921,
0.015613865107297897,
0.021449225023388863,
0.005421594250947237,
0.03843880444765091,
-0.022414278239011765,
-0.024775885045528412,
0.020928623154759407,
-0.036976270377635956,
-0.03851538524031639,
0.02116471901535988,
-0.04023785516619682,
0.016539260745048523,
0.011480013839900494,
0.027071839198470116,
-0.0008190519874915481,
0.03669603914022446,
-0.004901375155895948,
-0.006548506207764149,
-0.0047620004042983055,
0.005007691215723753,
0.027758536860346794,
-0.006205385085195303,
0.02860056795179844,
0.003617221722379327,
-0.017706427723169327,
0.023400170728564262,
0.023770103231072426,
0.041372377425432205,
-0.006034681107848883,
0.04616270214319229,
-0.03364558145403862,
0.026168495416641235,
-0.002190361265093088,
-0.03728852793574333,
0.04346854239702225,
0.05489127337932587,
-0.003088909899815917,
0.005377727560698986,
-0.005490513518452644,
0.01533515565097332,
-0.09148524701595306,
-0.01095488853752613,
0.01902114413678646,
-0.0022843119222670794,
0.040723271667957306,
-0.07412534207105637,
0.04342732951045036,
0.03517287224531174,
-0.07690779119729996,
-0.0037132378201931715,
0.017340037971735,
0.008185404352843761,
-0.02492530085146427,
-0.004644461441785097,
0.011785964481532574,
0.04690588638186455,
0.04097878560423851,
0.062017615884542465,
-0.020462315529584885,
0.05966565012931824,
0.00891107227653265,
-0.011538304388523102,
-0.03686309605836868,
0.011470957659184933,
0.023928629234433174,
-0.02795593813061714,
0.04954397678375244,
-0.02524522691965103,
-0.025732604786753654,
-0.016696106642484665,
-0.044707413762807846,
-0.02143363654613495,
0.001484583248384297,
0.0225239135324955,
-0.019588425755500793,
0.032764140516519547,
0.05006870999932289,
-0.010408156551420689,
-0.018338274210691452,
-0.012254898436367512,
-0.028948025777935982,
0.0304931178689003,
-0.05975627526640892,
0.028406919911503792,
-0.005276800133287907,
-0.024014689028263092,
0.01871618814766407,
0.01077592745423317,
-0.028140757232904434,
-0.017236368730664253,
-0.0032978735398501158,
-0.01529003120958805,
0.03755779191851616,
-0.005439245142042637,
0.02279110997915268,
-0.031240802258253098,
0.022532057017087936,
0.035360902547836304,
-0.007230616640299559,
-0.04262421652674675,
0.03183234855532646,
-0.013262602500617504,
-0.06269080936908722,
-0.0026334712747484446,
-0.0027546093333512545,
0.012485906481742859,
-0.04214613139629364,
-0.03493921086192131,
0.0055808136239647865,
0.028725847601890564,
-0.052851755172014236,
0.03092232346534729,
-0.01887374371290207,
0.027355168014764786,
0.021858979016542435,
0.015105039812624454,
0.03516986221075058,
-0.02665671333670616,
0.03951488062739372,
-0.04178127273917198,
0.08634179830551147,
0.020418286323547363,
0.0009260986116714776,
-0.023207731544971466,
-0.017134616151452065,
-0.022404570132493973,
-0.007845686748623848,
0.022080736234784126,
-0.010034983977675438,
0.0175602026283741,
0.008155028335750103,
0.03507494926452637,
-0.011859752237796783,
-0.017104918137192726,
0.01861993595957756,
0.009194966405630112,
-0.016359349712729454,
0.01036283653229475,
-0.025531895458698273,
0.00876312330365181,
-0.026903877034783363,
-0.006616372615098953,
-0.019848598167300224,
0.009513214230537415,
0.022164568305015564,
0.006379637401551008,
0.031253524124622345,
0.05065909028053284,
-0.05151556059718132,
0.04642139747738838,
0.008275906555354595,
0.01359427347779274,
0.01985340379178524,
-0.01795957051217556,
-0.031287264078855515,
-0.0008468192536383867,
-0.06691539287567139,
-0.032104428857564926,
0.03034551441669464,
0.019214151427149773,
0.006491863168776035,
-0.053360048681497574,
-0.0005540001438930631,
0.021340535953640938,
-0.03717181831598282,
0.0017584150191396475,
0.04002285376191139,
0.0077967289835214615,
-0.01588962972164154,
0.02247135154902935,
0.009466568939387798,
0.026570957154035568,
0.019575534388422966,
0.03797711059451103,
0.03734534978866577,
0.023901021108031273,
0.013977844268083572,
-0.0018219006014987826,
-0.022491419687867165,
-0.02470557764172554,
-0.0052951364777982235,
-0.004187268670648336,
0.055315278470516205,
-0.04164495691657066,
-0.018751973286271095,
0.03603942319750786,
0.03272373601794243,
0.0037716946098953485,
0.007935677655041218,
-0.014908491633832455,
0.08927807956933975,
-0.013575286604464054,
-0.014379079453647137,
-0.05418485030531883,
-0.01376326847821474,
-0.034819722175598145,
0.026474792510271072,
-0.0007374838460236788,
0.017339138314127922,
-0.009201888926327229,
0.03734422102570534,
-0.002037342172116041,
0.024931183084845543,
-0.02532867342233658,
-0.02057068794965744,
0.028343914076685905,
-0.026137685403227806,
0.015948817133903503,
0.0027766043785959482,
0.004514598753303289,
0.0029612889047712088,
-0.024859648197889328,
0.003158861305564642,
0.012687970884144306,
0.02950861118733883,
-0.024616915732622147,
-0.014615267515182495,
0.011965938843786716,
0.021359600126743317,
-0.09792597591876984,
-0.022561203688383102,
-0.021372808143496513,
-0.006436362862586975,
-0.004282275214791298,
-0.0035840137861669064
] |
<p>I have a time series $x_t$. If I use the transformation $u_t = log(x_t) - log(x_{t-1})$, my new time series $u_t$ has properties of white noise (random). I wonder whether there is any practical interpretation for $u_t$?</p>
<p>Thanks for your help.</p> | 74,058 | [
-0.0012283215764909983,
-0.012180718593299389,
0.0018708283314481378,
-0.026764556765556335,
0.02997659705579281,
0.022253097966313362,
-0.0072434693574905396,
-0.026508567854762077,
-0.00040236461791209877,
-0.06571106612682343,
0.014245949685573578,
0.0316372886300087,
0.0361538790166378,
0.030842192471027374,
0.0576699823141098,
0.02630612440407276,
-0.02164299041032791,
-0.016392435878515244,
-0.021831052377820015,
-0.012217462062835693,
0.024944502860307693,
0.01605825684964657,
0.021870318800210953,
-0.014552811160683632,
-0.028468439355492592,
0.04394478350877762,
-0.035814668983221054,
-0.0030713428277522326,
0.022024907171726227,
0.10053014010190964,
-0.02051592245697975,
0.006892943289130926,
-0.015477164648473263,
0.04896707087755203,
-0.0012600328773260117,
0.021989529952406883,
-0.009983903728425503,
-0.03721623122692108,
0.00756031833589077,
0.03189210966229439,
-0.046449411660432816,
-0.01759284920990467,
-0.02215542271733284,
0.03473161160945892,
-0.00031613672035746276,
0.04513905942440033,
-0.03106231801211834,
-0.0326199010014534,
0.01694171503186226,
-0.013812761753797531,
0.1048617884516716,
-0.02387961372733116,
0.005475122947245836,
0.018364816904067993,
-0.007350219413638115,
0.017910217866301537,
0.08112771809101105,
0.05459374561905861,
-0.04008231684565544,
-0.027931824326515198,
-0.001935850828886032,
-0.006514992099255323,
-0.0002918270183727145,
-0.02781684510409832,
0.0018208123510703444,
0.02490432746708393,
-0.02498614601790905,
-0.023306112736463547,
0.03293134272098541,
0.011129962280392647,
0.02726094424724579,
0.008911492303013802,
0.042378876358270645,
-0.00823694746941328,
0.02807544358074665,
-0.03140991926193237,
0.011588339693844318,
-0.00607618922367692,
0.026499807834625244,
0.0297183059155941,
0.004304921720176935,
-0.010468853637576103,
0.031745027750730515,
0.009443885646760464,
0.00613413006067276,
-0.008085247129201889,
0.054356031119823456,
-0.03270323947072029,
0.05224493518471718,
0.0636662095785141,
0.010345671325922012,
-0.005214839242398739,
0.019267883151769638,
0.0036242634523659945,
-0.03507065773010254,
0.035573624074459076,
0.003948096185922623,
0.01615706831216812,
0.012715407647192478,
-0.0007781230378895998,
0.0029375983867794275,
-0.03450746089220047,
0.04235369339585304,
0.03383450210094452,
-0.029581544920802116,
-0.006854042876511812,
-0.005549528170377016,
0.009214265272021294,
0.009859278798103333,
-0.041102245450019836,
-0.04496651887893677,
-0.000033889064070535824,
0.00018360500689595938,
-0.020291730761528015,
0.051203250885009766,
0.02623753994703293,
-0.012537380680441856,
0.0112784244120121,
0.017083970829844475,
0.03227168694138527,
0.022759588435292244,
-0.025131750851869583,
0.05893600732088089,
0.005157967563718557,
-0.04647881165146828,
0.033629000186920166,
0.008048061281442642,
0.0005489321774803102,
-0.05225099250674248,
0.0795128345489502,
-0.02145460806787014,
-0.041608355939388275,
0.05180402845144272,
0.022127147763967514,
0.04853593185544014,
-0.00784267671406269,
-0.08869963139295578,
-0.057665057480335236,
0.05521678179502487,
-0.01386840920895338,
0.01843956671655178,
-0.06831425428390503,
0.03998338431119919,
0.01854560896754265,
0.017411356791853905,
0.022785848006606102,
0.024678029119968414,
-0.010176155716180801,
0.025738205760717392,
0.0004246303578838706,
-0.01895930804312229,
-0.02827189676463604,
-0.011935845017433167,
-0.050096847116947174,
0.0391925647854805,
-0.07701272517442703,
0.013298491016030312,
0.03132334351539612,
-0.04023027792572975,
-0.023142822086811066,
0.051243748515844345,
0.007006762083619833,
-0.0024415813386440277,
0.0014541062992066145,
0.0010239908006042242,
-0.03457902744412422,
0.07259669154882431,
0.003158845007419586,
0.005341927520930767,
0.009626779705286026,
0.009026902727782726,
0.0031388401985168457,
0.04356765374541283,
0.07185835391283035,
0.034242793917655945,
0.004113978240638971,
-0.00976516306400299,
-0.001712675904855132,
0.01837324909865856,
-0.00996890664100647,
-0.01687638834118843,
0.00035433191806077957,
-0.04099021106958389,
-0.0087260277941823,
-0.002259721513837576,
0.01920964941382408,
-0.004042176529765129,
-0.002826447831466794,
0.06433074176311493,
-0.0626506432890892,
-0.02904219925403595,
-0.03521158546209335,
-0.011509719304740429,
-0.01810305006802082,
0.01178062241524458,
0.02669433131814003,
-0.010583654046058655,
0.04089558124542236,
-0.018962495028972626,
-0.03322248533368111,
-0.003632676787674427,
0.0057735806331038475,
0.010296296328306198,
-0.03615864738821983,
0.010911541990935802,
0.011233959347009659,
0.007977663539350033,
-0.005132749211043119,
0.03866599127650261,
-0.02144336700439453,
-0.021574649959802628,
-0.005609575659036636,
-0.029675735160708427,
0.029356934130191803,
-0.03483273461461067,
0.009099764749407768,
0.04414067789912224,
-0.045786526054143906,
0.00886632688343525,
0.024422992020845413,
-0.030475525185465813,
0.04396072402596474,
0.06681223213672638,
0.01591298170387745,
0.011943573132157326,
0.032680217176675797,
0.01755385845899582,
0.021013259887695312,
-0.02457764931023121,
-0.05424776300787926,
-0.04285530745983124,
0.012233572080731392,
0.0424262136220932,
0.07357706874608994,
-0.006640613544732332,
-0.0026100201066583395,
0.0706535205245018,
0.011065486818552017,
0.023481683805584908,
0.03830023854970932,
-0.002635680604726076,
-0.0043583703227341175,
-0.0029590362682938576,
0.008661666885018349,
0.025601081550121307,
-0.0329035222530365,
-0.0074829584918916225,
-0.003317272523418069,
0.05025412514805794,
-0.032555002719163895,
-0.044946882873773575,
0.027648726478219032,
-0.004987711552530527,
0.03892073035240173,
-0.026524944230914116,
-0.01299182791262865,
0.05028243735432625,
-0.029647773131728172,
0.0095862140879035,
0.004972764290869236,
0.007455477025359869,
0.02977626398205757,
-0.009458305314183235,
0.001967138610780239,
0.026178203523159027,
0.02225244976580143,
-0.013722102157771587,
-0.00865434855222702,
0.03497973829507828,
-0.023360474035143852,
-0.0024011514615267515,
-0.022982697933912277,
-0.041744258254766464,
-0.028158895671367645,
0.013767042197287083,
0.03562077879905701,
0.010056953877210617,
0.008768824860453606,
-0.0404084213078022,
-0.051778655499219894,
-0.0033802350517362356,
0.008837609551846981,
0.011559633538126945,
-0.0021657138131558895,
-0.029329171404242516,
0.03552279248833656,
-0.009933510795235634,
-0.00440732529386878,
0.035793207585811615,
-0.016533732414245605,
0.031147319823503494,
0.025078997015953064,
-0.019365515559911728,
-0.05995391681790352,
-0.04278376325964928,
-0.02508808672428131,
0.009619437158107758,
-0.010769877582788467,
-0.04159113019704819,
0.0895175039768219,
-0.0205015167593956,
-0.007863272912800312,
-0.006160371005535126,
-0.06283474713563919,
-0.015433153137564659,
-0.047258976846933365,
0.01512201689183712,
0.015512841753661633,
-0.02418295107781887,
0.06001409515738487,
0.011026480235159397,
-0.056280024349689484,
-0.009481383487582207,
-0.05972817912697792,
-0.07265914976596832,
0.03081103041768074,
-0.024694224819540977,
0.055959977209568024,
0.00024684416712261736,
-0.0700945109128952,
0.06653391569852829,
0.029793482273817062,
-0.04369991645216942,
-0.04637764021754265,
-0.013434447348117828,
-0.01980520598590374,
-0.04232161492109299,
0.011102366261184216,
0.019962875172495842,
0.0001359275629511103,
0.04079777002334595,
0.020819412544369698,
0.017041422426700592,
0.013932361267507076,
0.006868785247206688,
-0.023655731230974197,
0.035085104405879974,
-0.03536231815814972,
0.020055444911122322,
0.020018864423036575,
-0.018229316920042038,
-0.0024933377280831337,
0.0006220206269063056,
0.008663809858262539,
0.008692481555044651,
0.04514715448021889,
-0.05665348842740059,
0.07001245766878128,
0.03875279054045677,
0.008945786394178867,
-0.02518322877585888,
0.059808194637298584,
-0.019181590527296066,
-0.011243510991334915,
-0.06133288890123367,
0.007033968809992075,
0.01998227648437023,
0.01886596344411373,
0.03427933529019356,
0.036661285907030106,
0.049103107303380966,
-0.01266874186694622,
-0.01881307177245617,
-0.004491952247917652,
-0.02496415004134178,
0.022007130086421967,
0.003529756795614958,
-0.014780381694436073,
0.03717335686087608,
0.037562448531389236,
0.03330772742629051,
-0.028759706765413284,
-0.0660591870546341,
-0.016897814348340034,
-0.03409070149064064,
-0.001352660357952118,
-0.006734687369316816,
0.05264784023165703,
0.01060160156339407,
0.003189078764989972,
0.03650107979774475,
-0.02595335803925991,
0.02115258388221264,
-0.0048087895847857,
-0.06041734665632248,
0.029585300013422966,
-0.02507578209042549,
0.0017419483046978712,
-0.040818486362695694,
-0.021270737051963806,
0.042509473860263824,
-0.018613167107105255,
-0.02118065021932125,
0.015984877943992615,
0.013419879600405693,
-0.07193770259618759,
-0.010135611519217491,
0.01569756679236889,
-0.02523583546280861,
-0.02877679280936718,
-0.006072706542909145,
0.008936743251979351,
-0.026251668110489845,
0.03551341965794563,
0.03432368114590645,
0.038810845464468,
0.003184101777151227,
0.00533970957621932,
0.018995579332113266,
0.0033413469791412354,
0.0004660450213123113,
-0.0001688220800133422,
-0.02095797285437584,
-0.03798392042517662,
0.0661497488617897,
0.015784990042448044,
0.04306440427899361,
0.026184964925050735,
0.004709574393928051,
-0.027888089418411255,
-0.06255271285772324,
-0.010101242922246456,
0.05952891334891319,
0.007338658906519413,
0.03487859666347504,
0.030239565297961235,
0.06363179534673691,
0.01023181527853012,
-0.04578689858317375,
0.012604535557329655,
0.0622146800160408,
0.0005120917339809239,
0.003397436114028096,
-0.0048983655869960785,
-0.010228064842522144,
0.025011597201228142,
0.008693564683198929,
0.0219231266528368,
-0.009409945458173752,
-0.03709528222680092,
-0.021454572677612305,
0.014099051244556904,
0.03555329889059067,
-0.024576013907790184,
-0.04066973552107811,
0.028446076437830925,
0.0469815619289875,
0.027897750958800316,
-0.024566231295466423,
0.04498254135251045,
0.02528451755642891,
0.024339165538549423,
0.06397254765033722,
0.012663250789046288,
-0.07655946165323257,
0.03161950409412384,
0.018824458122253418,
0.0003266672429163009,
-0.0378098227083683,
-0.009273934178054333,
-0.04778403416275978,
0.006483257282525301,
0.048070672899484634,
-0.0015094017144292593,
0.04226704314351082,
-0.010350874625146389,
0.0009488300420343876,
0.015213477425277233,
-0.01742491126060486,
-0.01865447871387005,
0.014508439227938652,
0.009237123653292656,
0.034139104187488556,
-0.01803557761013508,
-0.021259725093841553,
-0.06077029928565025,
-0.007389554753899574,
-0.014831923879683018,
0.06920907646417618,
-0.022076696157455444,
-0.008809646591544151,
-0.012593750841915607,
0.06931760907173157,
-0.006270039826631546,
-0.061964213848114014,
0.02701893262565136,
0.0121485386043787,
0.005480291787534952,
0.006050598807632923,
0.0102875716984272,
-0.04760054871439934,
-0.00447266548871994,
0.009129238314926624,
0.010964721441268921,
-0.0001927380944835022,
-0.007270572241395712,
0.026871884241700172,
0.02037019096314907,
0.011064807884395123,
0.04762539640069008,
0.06564510613679886,
0.0016064263181760907,
0.0035019831266254187,
-0.01593262329697609,
0.05344756320118904,
-0.07113450765609741,
0.02147231251001358,
-0.024213938042521477,
-0.003897963324561715,
-0.032434362918138504,
0.04433857649564743,
0.006143567617982626,
0.03561472147703171,
-0.006979574915021658,
-0.027686158195137978,
-0.029209911823272705,
0.026584360748529434,
0.007231951225548983,
-0.02338613010942936,
-0.009209532290697098,
0.006799088325351477,
-0.015365283004939556,
-0.012998758815228939,
0.007094399072229862,
-0.010338246822357178,
0.007749853190034628,
0.028924254700541496,
-0.0055109551176428795,
-0.0024147420190274715,
0.005072667729109526,
0.011939751915633678,
0.03089955262839794,
-0.009271000511944294,
0.023642979562282562,
0.021966371685266495,
-0.012885576114058495,
0.010848036967217922,
-0.04166049137711525,
0.024999292567372322,
0.006815640721470118,
-0.01780971884727478,
0.0626167431473732,
-0.06235026940703392,
0.027744930237531662,
-0.008526458404958248,
0.001106226583942771,
-0.08240138739347458,
-0.045991189777851105,
0.023531978949904442,
-0.011016082018613815,
0.006455738563090563,
-0.046903058886528015,
-0.00007330154039664194,
-0.00545887416228652,
-0.033359870314598083,
-0.0016003343043848872,
0.06163256615400314,
0.04203775152564049,
-0.018171221017837524,
-0.025014759972691536,
0.037867456674575806,
0.11551251262426376,
0.0018057217821478844,
0.0037961232010275126,
0.045282766222953796,
-0.03894783928990364,
-0.042698536068201065,
-0.000243803282501176,
0.04607260599732399,
-0.038604479283094406,
0.019602470099925995,
-0.0039339144714176655,
-0.04287361726164818,
0.0025564408861100674,
-0.0639372169971466,
-0.03419611230492592,
0.023122256621718407,
0.04934271425008774,
0.021417731419205666,
-0.02328319475054741,
0.020804647356271744,
0.00818006880581379,
-0.009567264467477798,
0.014931516721844673,
0.002828725380823016,
-0.0284434724599123,
-0.02325635403394699,
0.04426822438836098,
0.020572587847709656,
0.0038341404870152473,
0.045058172196149826,
0.03883024677634239,
0.014008143916726112,
-0.0784556046128273,
-0.0238890890032053,
-0.03169305995106697,
0.008857598528265953,
0.020352041348814964,
0.022067898884415627,
0.033023614436388016,
0.008921889588236809,
-0.0543745718896389,
-0.044431086629629135,
-0.010664919391274452,
-0.03560379892587662,
0.06651167571544647,
-0.04314757138490677,
0.06823591142892838,
0.034348636865615845,
-0.015376434661448002,
0.002593566430732608,
0.012972529977560043,
-0.014947373420000076,
-0.015572759322822094,
-0.030820775777101517,
-0.0018842582358047366,
0.011151093058288097,
0.0005744736408814788,
-0.014454619027674198,
-0.013346846215426922,
0.015914227813482285,
0.04222768917679787,
0.030812866985797882,
0.03879091516137123,
0.0075958846136927605,
-0.0004151550820097327,
-0.057378653436899185,
0.03669918701052666,
-0.04536977410316467,
0.02728579193353653,
-0.0329650342464447,
0.019061259925365448,
0.0418962687253952,
0.03225834667682648,
-0.013157826848328114,
-0.04024549573659897,
0.003184115281328559,
-0.06422107666730881,
-0.015203705057501793,
0.02388664148747921,
-0.017805596813559532,
0.05200556293129921,
0.0029982009436935186,
0.04042933136224747,
0.0007038495969027281,
0.028491469100117683,
0.004724555648863316,
-0.06250468641519547,
0.0012340177781879902,
-0.022952640429139137,
-0.047285087406635284,
0.048081688582897186,
-0.04490531608462334,
-0.023668555542826653,
-0.013409025967121124,
-0.04123150557279587,
-0.0024800135288387537,
0.011852545663714409,
0.03557659313082695,
-0.015773525461554527,
0.0968942865729332,
0.03261617571115494,
0.02515324391424656,
-0.013990283012390137,
0.01808800734579563,
0.09241568297147751,
0.055189672857522964,
0.016832079738378525,
-0.06734912097454071,
-0.02918066829442978,
-0.03541604056954384,
0.014018651098012924,
-0.030203402042388916,
0.0250801220536232,
0.030709119513630867,
0.012927382253110409,
0.016311492770910263,
0.04826130345463753,
-0.008233357220888138,
-0.016845250502228737,
0.053496018052101135,
-0.028913764283061028,
-0.0020401582587510347,
0.02725038304924965,
-0.005014352034777403,
-0.01119473110884428,
0.01170463114976883,
-0.06430743634700775,
0.008795524947345257,
-0.020016193389892578,
-0.03568150848150253,
0.007134010083973408,
-0.02706165798008442,
0.010793795809149742,
-0.004687052220106125,
-0.03482766076922417,
0.012417415156960487,
0.031717654317617416,
0.012783447280526161,
-0.028611179441213608,
-0.008681810460984707,
-0.023253055289387703,
-0.006637708283960819,
0.02282721735537052,
0.02781820297241211,
0.02588650956749916,
-0.015849877148866653,
0.00949402991682291,
-0.0031866533681750298,
-0.018376346677541733,
-0.020536063238978386,
-0.030416572466492653,
0.02230200730264187,
-0.007893646135926247,
0.017124488949775696,
-0.006623480934649706,
0.02993512712419033,
-0.018379999324679375,
-0.03830822557210922,
0.01510725449770689,
0.01869426853954792,
0.024764742702245712,
-0.04126138985157013,
-0.03110423870384693,
-0.05647541955113411,
-0.001419080886989832,
-0.011535623110830784,
0.04202543571591377,
0.018501609563827515,
-0.03839616850018501,
-0.005449154879897833,
-0.006105970125645399,
0.024783482775092125,
-0.013392808847129345,
-0.033978067338466644,
-0.007444349117577076,
-0.007728439290076494,
-0.031151413917541504,
-0.023055965080857277,
-0.00002294164733029902,
-0.04211023822426796,
0.037327274680137634,
-0.016917258501052856,
-0.021523596718907356,
-0.018459856510162354,
-0.06206127628684044,
0.03915441036224365,
-0.025033319368958473,
-0.005698115099221468,
-0.05089019984006882,
-0.020419016480445862,
0.009705917909741402,
0.05301016569137573,
0.026490624994039536,
-0.0027848496101796627,
-0.013288430869579315,
0.050323549658060074,
0.011601943522691727,
-0.057675495743751526,
-0.0001970060693565756,
0.014340512454509735,
-0.007986477576196194,
-0.004013723693788052,
0.0009122059564106166,
0.022660695016384125,
0.0375114344060421,
0.00015817070379853249,
-0.05006199702620506,
0.04018751531839371,
-0.017841724678874016,
0.0011786004761233926,
0.009123030118644238,
-0.05216897279024124,
0.0012728000292554498,
0.013155531138181686,
-0.0012529846280813217,
-0.0017043935367837548,
-0.04883938655257225,
-0.03272600471973419,
-0.01398893166333437,
-0.025637483224272728,
-0.006986256688833237,
-0.030917542055249214,
-0.0034814171958714724,
-0.01916300319135189,
0.03721383959054947,
-0.03507870063185692,
-0.012273390777409077,
-0.01662764884531498,
-0.00007973326137289405,
-0.002096479292958975,
-0.022031007334589958,
0.0047349450178444386,
0.015457753092050552,
0.013983014039695263,
-0.02124239131808281,
0.03465217351913452,
0.0051996042020618916,
0.0012274568434804678,
-0.0423734150826931,
0.029566187411546707,
-0.03730607032775879,
0.03576458618044853,
-0.03388433903455734,
-0.030991218984127045,
0.07000458240509033,
-0.057948291301727295,
-0.024221161380410194,
0.05641814321279526,
-0.005303564481437206,
0.03789360076189041,
-0.0017453584587201476,
0.003925790078938007,
-0.006056484300643206,
0.036294493824243546,
0.003880477976053953,
-0.004807690624147654,
-0.03622812777757645,
-0.021175237372517586,
-0.0015689636347815394,
0.0013945100363343954,
0.0041126832365989685,
0.022820988669991493,
-0.016864020377397537,
-0.003407509531825781,
0.049700457602739334,
0.003845158265903592,
-0.0023539995308965445,
0.012276511639356613,
0.0035070849116891623,
-0.0029332339763641357,
-0.003441059496253729,
-0.019725270569324493,
0.04991302639245987,
0.04843977838754654,
-0.020115822553634644,
-0.005095887463539839,
-0.007173104677349329,
-0.02988462708890438,
-0.07306642085313797,
0.006123722065240145,
0.03344110772013664,
-0.022177744656801224,
0.0452045314013958,
-0.03718523308634758,
-0.006323740351945162,
0.015327461995184422,
-0.018238049000501633,
-0.01898610219359398,
-0.015675198286771774,
-0.029336636886000633,
-0.04251095652580261,
-0.008044918067753315,
-0.03805401176214218,
0.034562233835458755,
0.03848748281598091,
0.014021601527929306,
0.012371107004582882,
0.029938723891973495,
-0.004114856012165546,
-0.0005159824504517019,
-0.01216891035437584,
0.03489091619849205,
0.02454427443444729,
-0.02292642742395401,
0.04811394214630127,
-0.0516299232840538,
-0.0397455096244812,
0.03746466338634491,
-0.009638728573918343,
0.04329981282353401,
-0.011301790364086628,
0.02669510245323181,
0.016274496912956238,
0.007333194836974144,
0.04392661154270172,
-0.040104471147060394,
-0.022397203370928764,
0.019147858023643494,
0.0251252893358469,
0.016745151951909065,
-0.0015137895243242383,
-0.009908906184136868,
-0.02681131288409233,
-0.021477680653333664,
-0.0367206409573555,
-0.008840970695018768,
-0.008038131520152092,
-0.01327001303434372,
0.008136805146932602,
-0.015225660987198353,
-0.02468271739780903,
-0.027677658945322037,
0.03635259345173836,
-0.020317118614912033,
-0.004979679826647043,
0.05948401615023613,
0.0201525017619133,
-0.024872366338968277,
0.0001061383809428662,
0.005317981820553541,
-0.05386824905872345,
0.03212375193834305,
0.023589923977851868,
-0.010290060192346573,
-0.06462536007165909,
-0.04558639973402023,
-0.006036621518433094,
-0.027426045387983322,
-0.046904079616069794,
0.0035644371528178453,
-0.009188802912831306,
0.040282994508743286,
-0.016947653144598007,
-0.004723776131868362,
0.01429681945592165,
-0.021821144968271255,
-0.028569377958774567,
-0.03810130059719086,
0.07966633886098862,
0.009632011875510216,
-0.011484757997095585,
-0.037153180688619614,
-0.03981989249587059,
-0.021221686154603958,
0.016919661313295364,
0.04283054172992706,
0.008479783311486244,
-0.002009353367611766,
0.02292792685329914,
0.031087279319763184,
0.021936923265457153,
-0.05047549307346344,
0.0329437181353569,
-0.0467296838760376,
0.005705478135496378,
-0.017436092719435692,
-0.04313409700989723,
-0.004681047052145004,
0.0023040631785988808,
-0.004817083943635225,
-0.03681544214487076,
-0.02851603738963604,
0.003695929190143943,
-0.012666326016187668,
0.040771935135126114,
0.00041532531031407416,
-0.027682477608323097,
0.03339853137731552,
0.009184309281408787,
0.013036529533565044,
0.00645294226706028,
-0.008950815536081791,
-0.07187598198652267,
0.03580030798912048,
-0.03335113823413849,
-0.03547417372465134,
-0.0139309111982584,
0.03977841138839722,
0.006882295478135347,
-0.024672510102391243,
-0.060945428907871246,
0.008970692753791809,
-0.03682605177164078,
0.0237039215862751,
0.046847712248563766,
0.004304237198084593,
0.03333649784326553,
0.01058154832571745,
0.008186731487512589,
0.0074990009889006615,
-0.000714680296368897,
-0.01631733402609825,
0.02634449303150177,
0.02649536356329918,
-0.04168499633669853,
-0.013443524949252605,
-0.016901982948184013,
-0.018685752525925636,
0.01833495870232582,
0.017001774162054062,
0.058893557637929916,
-0.04323729872703552,
-0.005315952468663454,
0.02221568673849106,
-0.015338112600147724,
0.007130345795303583,
0.011129699647426605,
-0.028007879853248596,
0.04213826358318329,
-0.014514814130961895,
0.0058036018162965775,
-0.04273580014705658,
-0.0377708375453949,
-0.03943994268774986,
0.01526948343962431,
0.043489158153533936,
0.011863687075674534,
-0.025644490495324135,
0.02781754359602928,
-0.021752454340457916,
0.013785880990326405,
0.01702733337879181,
-0.05065121129155159,
-0.00439096475020051,
0.030945155769586563,
-0.0216678474098444,
0.010456705465912819,
-0.03973293676972389,
-0.03585074841976166,
-0.04688824713230133,
0.011177107691764832,
0.0478619746863842,
0.0158698633313179,
0.016507240012288094,
-0.03426351770758629,
-0.004326432012021542,
0.06614567339420319,
-0.05487111955881119,
0.011494799517095089,
-0.006617673672735691,
0.021804699674248695,
0.007060229312628508,
-0.01726481504738331
] |
<p>I am unclear about how to interpret the value of the Standard Error of the Mean (SEM) directly. For example, when a mean is reported as 5.00 + 0.50SEM, how do you directly relate the 0.50 to 5.00?</p>
<p>To quickly run through the basic theory concerning the standard error: </p>
<ol>
<li>The standard deviation (SD) is a measure of dispersion around the
mean </li>
<li>The SEM is the SD of the sampling distribution for the sample
mean</li>
<li>This sampling distribution is derived from the means of an
infinite number of samples from a statistical population and is
normally distributed according to the Central Limit Theorem</li>
<li>In a normal distribution, 68.3% of (randomly selected) values fall within
+1SD, 95.4% +2SD and 99.7% +3SD</li>
<li>The SEM decreases with increasing sample size</li>
</ol>
<p>QUESTION 1: Given points 2) and 4) is it correct to interpret the SEM in the same way as SD as a descriptive statistic? That is, for a sample with mean 5.00 and SEM 0.50, is it correct to conclude the true population mean lies between 4.50 and 5.50 with probability 68.3%?</p>
<p>QUESTION 2: For a given statistical population being sampled, does the sampling distribution change with sample size (given point 5)? i.e. should point 3) be: "...derived from the means of an infinite number of samples of a given size from a statistical population..."? </p>
<p>QUESTION 3: Since the SEM is not calculated directly but estimated from the SD of a sample, what effect does departure from a normal distribution of the sample have on calculation of the SEM? Put another way, if a sample has for example a highly skewed distribution, calculating the SD is inappropriate (it is a property of a normal distribution only), so can the SEM still be estimated reliably from the SD?</p> | 48,370 | [
-0.0334208644926548,
-0.041763998568058014,
0.01695280335843563,
0.009572496637701988,
0.027489859610795975,
0.02399314008653164,
-0.004396901465952396,
-0.0399869829416275,
0.0036215067375451326,
-0.02254331111907959,
0.024458114057779312,
0.018244074657559395,
0.05748029798269272,
0.026967806741595268,
0.03147085756063461,
0.004137550015002489,
-0.016510680317878723,
0.011375555768609047,
-0.010121595114469528,
-0.030094964429736137,
0.014340863563120365,
0.05118357390165329,
0.013994256034493446,
-0.04453771561384201,
-0.07217700779438019,
0.021247517317533493,
0.029529517516493797,
0.005811908282339573,
0.029744306579232216,
0.05974763259291649,
-0.037161827087402344,
0.008156676776707172,
0.04346124082803726,
0.03161508962512016,
0.02967550978064537,
0.015128185972571373,
-0.024274548515677452,
-0.03322445973753929,
0.010256504639983177,
0.009860247373580933,
-0.07441148906946182,
0.017572948709130287,
0.0029147237073630095,
-0.003831143258139491,
-0.009188231080770493,
-0.00005055373185314238,
-0.01981416903436184,
-0.051345717161893845,
0.01544465497136116,
-0.04541459679603577,
0.0822719857096672,
0.014823639765381813,
0.010149928741157055,
0.01661340519785881,
-0.0007318462012335658,
-0.006307666189968586,
0.007126310840249062,
0.03634956106543541,
-0.007881337776780128,
-0.018494999036192894,
0.012032873928546906,
-0.0145961819216609,
-0.015610957518219948,
-0.02763381600379944,
-0.005743066314607859,
0.02306967042386532,
-0.017242291942238808,
-0.02325461432337761,
0.03386349231004715,
0.005278366152197123,
0.01568683423101902,
0.03765182942152023,
0.0014928564196452498,
0.028652634471654892,
0.044785819947719574,
-0.03387714549899101,
0.006307702045887709,
-0.0015116437571123242,
0.02040073648095131,
0.04950627312064171,
0.012275050394237041,
-0.0043441783636808395,
0.06903228163719177,
0.020516926422715187,
0.040719762444496155,
-0.027067532762885094,
0.0744805634021759,
-0.02371676079928875,
0.03872976079583168,
0.01491764560341835,
-0.008290822617709637,
0.026868028566241264,
0.042226098477840424,
-0.025543944910168648,
-0.027766965329647064,
0.0510849766433239,
-0.03186348080635071,
0.06743624806404114,
-0.0016257305396720767,
-0.00749000022187829,
-0.011117693968117237,
-0.07084084302186966,
0.06508439779281616,
0.03089744783937931,
-0.020589958876371384,
-0.025607245042920113,
-0.0061586229130625725,
0.015147512778639793,
-0.01288185641169548,
-0.053069859743118286,
-0.005127890966832638,
0.015363232232630253,
0.016200900077819824,
0.03434866666793823,
0.014806505292654037,
0.019364919513463974,
0.00466987444087863,
-0.0058687059208750725,
0.04711683839559555,
0.049600571393966675,
0.027460593730211258,
-0.010776791721582413,
-0.005657086614519358,
-0.015596854500472546,
-0.041154760867357254,
0.01311713270843029,
-0.003379598492756486,
-0.038668714463710785,
-0.025712473317980766,
0.03875197470188141,
0.025073224678635597,
0.007794195786118507,
0.027614012360572815,
0.005622080061584711,
0.037841007113456726,
-0.004174635745584965,
-0.06064341962337494,
-0.06054665893316269,
0.05264943093061447,
0.010907003656029701,
-0.01813891902565956,
-0.08409018814563751,
-0.009903070516884327,
0.026626721024513245,
-0.008042728528380394,
0.025429150089621544,
0.05084994435310364,
-0.02293834649026394,
0.03428465500473976,
0.030130494385957718,
-0.06688711047172546,
0.01224538218230009,
-0.02491610497236252,
-0.033294666558504105,
-0.015027625486254692,
-0.0802077129483223,
0.016770122572779655,
0.017749063670635223,
0.021245423704385757,
-0.0477878712117672,
0.017536208033561707,
-0.02838880568742752,
0.002891582902520895,
-0.0053870948031544685,
0.03808971866965294,
-0.017697861418128014,
0.06543657183647156,
-0.0016922104405239224,
0.02483510971069336,
0.0067858207039535046,
0.010900785215198994,
0.0197038222104311,
-0.019221162423491478,
0.0010953524615615606,
0.033840361982584,
-0.035140201449394226,
0.02238621935248375,
-0.024682074785232544,
0.013562262058258057,
0.009052800014615059,
-0.06324143707752228,
0.026512665674090385,
0.012406968511641026,
0.00308205490000546,
0.01287804264575243,
0.03967547044157982,
0.004099609330296516,
0.008235854096710682,
-0.014988822862505913,
-0.026320768520236015,
-0.05739375576376915,
-0.08755122125148773,
-0.014059857465326786,
-0.02360980026423931,
-0.02142992801964283,
0.03938988968729973,
0.008391199633479118,
0.04536521062254906,
-0.012442365288734436,
0.003831358626484871,
-0.022375084459781647,
-0.0009910381631925702,
0.07945006340742111,
-0.04124641790986061,
-0.00019437659648247063,
0.05593467503786087,
0.021640654653310776,
-0.0009118602029047906,
0.006466682069003582,
-0.01864444836974144,
-0.05792814493179321,
0.0038408825639635324,
-0.005193744320422411,
0.018981540575623512,
0.012431054376065731,
-0.030081188306212425,
-0.009916798211634159,
0.021536588668823242,
0.012887208722531796,
0.08365271240472794,
-0.015665577724575996,
0.0655447393655777,
0.04290706664323807,
-0.0058559211902320385,
0.005012829788029194,
0.02688273973762989,
0.018518684431910515,
0.0013741868315264583,
-0.02147030457854271,
-0.006782250013202429,
-0.04730862006545067,
-0.01272993441671133,
0.006402909755706787,
0.017856700345873833,
-0.018551839515566826,
-0.020882252603769302,
0.03573604300618172,
-0.004547215532511473,
0.016323385760188103,
-0.0077797044068574905,
0.003878494957461953,
-0.0025949624832719564,
-0.03017381764948368,
0.004483971744775772,
0.025388648733496666,
0.012371501885354519,
-0.012175229378044605,
0.022650159895420074,
0.02991471067070961,
0.00366418925113976,
0.05359850078821182,
0.05611531808972359,
-0.026132194325327873,
0.024671610444784164,
-0.009354212321341038,
0.019846078008413315,
0.02789219655096531,
-0.0016546143451705575,
-0.009805195033550262,
0.08101454377174377,
-0.03273439407348633,
-0.008147421292960644,
-0.01633819006383419,
-0.013361181132495403,
0.014861688017845154,
0.018904410302639008,
-0.016298610717058182,
-0.003431188641116023,
0.008347084745764732,
-0.02057548426091671,
0.002432294189929962,
-0.04628528654575348,
-0.029711460694670677,
-0.003631911939010024,
-0.01864508166909218,
0.04161955043673515,
-0.01264214888215065,
0.02456640638411045,
-0.02552650310099125,
-0.02353827655315399,
-0.01054471917450428,
0.020487971603870392,
-0.01777494139969349,
0.013072912581264973,
-0.09000099450349808,
-0.013270915485918522,
0.005892277229577303,
-0.0436062254011631,
0.01188589259982109,
0.0012256922200322151,
0.02401403896510601,
0.03816935420036316,
0.02210606448352337,
-0.03610003739595413,
-0.017053162679076195,
-0.018077710643410683,
0.00707490649074316,
0.01086737122386694,
-0.05014335736632347,
0.07115581631660461,
-0.018014654517173767,
-0.0073263454250991344,
0.0561768040060997,
-0.040063027292490005,
-0.0904904156923294,
-0.03456435725092888,
0.018794624134898186,
-0.004736221861094236,
0.004319971892982721,
-0.01526721939444542,
0.018276294693350792,
-0.009265156462788582,
-0.02132759429514408,
-0.051381632685661316,
-0.07560407370328903,
0.014168850146234035,
0.014876830391585827,
0.023923570290207863,
0.015432110987603664,
-0.011171785183250904,
0.0676717758178711,
0.05298376828432083,
-0.02435680851340294,
0.011563675478100777,
-0.006693303119391203,
0.007544524502009153,
-0.006218148395419121,
0.010410856455564499,
0.005442542489618063,
-0.021489311009645462,
-0.0012880358844995499,
0.02187846601009369,
0.04649899899959564,
0.01839587278664112,
-0.029515177011489868,
0.009381439536809921,
-0.009388230741024017,
-0.009589972905814648,
-0.0350986048579216,
0.04540019482374191,
0.03176731988787651,
-0.0484364815056324,
-0.0029838739428669214,
-0.0030225093942135572,
0.03449048846960068,
0.019406145438551903,
-0.0286560021340847,
0.015524770133197308,
0.010112877935171127,
-0.015969669446349144,
-0.03375184163451195,
0.030131930485367775,
0.023650160059332848,
-0.03760272637009621,
0.016728194430470467,
0.014146105386316776,
0.006947997026145458,
-0.028524108231067657,
0.017403006553649902,
0.05061342567205429,
0.06958971172571182,
-0.017422759905457497,
-0.044525664299726486,
-0.0014704999048262835,
0.0012896152911707759,
-0.01658254861831665,
-0.005643227603286505,
-0.023602690547704697,
0.06405720114707947,
0.09688420593738556,
0.022624511271715164,
-0.0342661514878273,
-0.02350614406168461,
0.000507377611938864,
-0.09842763841152191,
0.0039886292070150375,
-0.028728779405355453,
0.03736799582839012,
0.006667560897767544,
0.03971276059746742,
0.023660272359848022,
-0.00966859981417656,
0.005787206348031759,
0.01723085343837738,
-0.06066926568746567,
0.04698559641838074,
-0.03295313939452171,
-0.024994177743792534,
-0.02259126305580139,
-0.01340397447347641,
0.06154995411634445,
-0.002294794423505664,
0.027400409802794456,
-0.009382816031575203,
0.029725734144449234,
-0.025197723880410194,
0.005485416390001774,
0.008390922099351883,
-0.004203843884170055,
0.0064805359579622746,
0.014763080514967442,
0.007257180754095316,
-0.04281802475452423,
0.010171358473598957,
0.05423096567392349,
-0.023588303476572037,
-0.023015689104795456,
-0.039024047553539276,
0.03821420297026634,
-0.00568293547257781,
0.06651729345321655,
0.03555465489625931,
0.04370337724685669,
-0.04212488979101181,
0.043170295655727386,
0.03217469900846481,
0.040763385593891144,
0.022707639262080193,
-0.010123955085873604,
-0.03884631395339966,
-0.047475870698690414,
-0.007074849680066109,
0.038966890424489975,
-0.007289331406354904,
0.01436492707580328,
0.005558997392654419,
0.08631620556116104,
-0.010085119865834713,
-0.06738339364528656,
0.04315919056534767,
0.04324730113148689,
-0.008524099364876747,
0.022591300308704376,
-0.05827866122126579,
-0.015371788293123245,
-0.027259211987257004,
-0.005057608243077993,
0.050280433148145676,
0.04867483675479889,
0.0050526880659163,
-0.006278608459979296,
0.02075786702334881,
-0.01937614567577839,
-0.04925509914755821,
0.002921466948464513,
0.012497945688664913,
0.050693824887275696,
0.01969393528997898,
-0.007726548705250025,
0.03533416613936424,
-0.00021250142890494317,
0.04236556589603424,
0.0019100483041256666,
-0.014437833800911903,
-0.07386713474988937,
0.0015626278473064303,
0.030482176691293716,
0.04931250214576721,
-0.05159986391663551,
0.05573362484574318,
-0.0427202470600605,
0.00998138077557087,
0.011234263889491558,
-0.0577927865087986,
0.022556373849511147,
-0.02822815254330635,
0.018824022263288498,
-0.03536389395594597,
-0.01362657267600298,
-0.0639955997467041,
0.0022702401038259268,
-0.01753196120262146,
0.00588772539049387,
-0.05646267533302307,
-0.0264485664665699,
-0.04171361029148102,
0.0025748093612492085,
0.04083624109625816,
0.08587580174207687,
0.004674478899687529,
-0.006375322584062815,
-0.0005688577075488865,
0.03684375062584877,
-0.011374049820005894,
-0.0559811033308506,
0.010911274701356888,
-0.02190178632736206,
-0.014871614053845406,
-0.0004157073562964797,
-0.008667515590786934,
-0.06327380239963531,
0.03900280222296715,
0.02661416493356228,
-0.024910612031817436,
-0.014546556398272514,
-0.03553641587495804,
0.054162830114364624,
0.02866765856742859,
0.017782064154744148,
0.04973207786679268,
-0.011832446791231632,
-0.0053872172720730305,
0.011128818616271019,
-0.041623953729867935,
0.001234048162586987,
-0.024603992700576782,
0.0022063711658120155,
-0.030065758153796196,
0.00999912153929472,
-0.045819323509931564,
0.03143254667520523,
0.021224673837423325,
0.058524083346128464,
-0.0011567058973014355,
-0.011722477152943611,
0.03623686358332634,
-0.002448558807373047,
-0.003378311637789011,
0.023508459329605103,
-0.0030924987513571978,
0.05422341823577881,
-0.006899746134877205,
-0.027360932901501656,
0.03523118421435356,
-0.004430538974702358,
-0.008786793798208237,
0.023106597363948822,
-0.04007977619767189,
-0.005076881963759661,
-0.020736154168844223,
-0.03997302055358887,
0.018360400572419167,
-0.027942297980189323,
0.023229744285345078,
-0.027964241802692413,
0.04534165561199188,
0.024348059669137,
-0.022561850026249886,
-0.013549665920436382,
0.02261841483414173,
-0.005573060363531113,
0.030599551275372505,
-0.021432574838399887,
0.04006550461053848,
0.010384645313024521,
0.017908062785863876,
-0.07676022499799728,
-0.04587612301111221,
0.005486542358994484,
0.00841271411627531,
-0.017308637499809265,
-0.00964088924229145,
-0.01920873112976551,
-0.008827602490782738,
-0.03795124590396881,
-0.02053898200392723,
0.03152511641383171,
-0.012163483537733555,
-0.04633704572916031,
-0.022423913702368736,
0.02126007340848446,
0.11405680328607559,
-0.048521656543016434,
-0.0221217330545187,
-0.001276358962059021,
0.006826181896030903,
-0.033869702368974686,
-0.016457898542284966,
0.03981884568929672,
-0.03266827389597893,
-0.03133006393909454,
0.009847467765212059,
-0.006711551919579506,
0.041391145437955856,
-0.015550645999610424,
-0.026072973385453224,
-0.0029008076526224613,
-0.005479858256876469,
0.034735094755887985,
-0.01710623688995838,
-0.0035229315981268883,
0.015767471864819527,
0.037826769053936005,
-0.018182145431637764,
0.022884992882609367,
-0.022053444758057594,
-0.004601816646754742,
0.04710586741566658,
0.03391566872596741,
-0.014881491661071777,
0.05292563885450363,
0.06888674944639206,
-0.01778201386332512,
0.06018668785691261,
0.006534298416227102,
-0.036272358149290085,
0.03223705664277077,
0.00848794262856245,
0.0031610780861228704,
0.018125995993614197,
0.016720237210392952,
-0.012052498757839203,
-0.041808973997831345,
-0.033982452005147934,
0.04150766506791115,
0.04220542684197426,
-0.0013245498994365335,
0.015967421233654022,
0.04826520383358002,
-0.02003878355026245,
-0.0010968254646286368,
-0.024562964215874672,
0.006459537893533707,
-0.02480214089155197,
-0.007202152628451586,
0.05421944707632065,
-0.029268866404891014,
-0.0011586282635107636,
0.012867642566561699,
0.004534970503300428,
-0.013679624535143375,
0.01555536687374115,
0.04419087991118431,
0.004049366805702448,
0.027207734063267708,
-0.021407676860690117,
-0.024454915896058083,
0.015173993073403835,
-0.011451584286987782,
0.0243197213858366,
-0.008276741951704025,
-0.03171991556882858,
0.029498742893338203,
0.0058504920452833176,
0.002755946945399046,
-0.046065911650657654,
0.009349027648568153,
-0.0421997494995594,
-0.0006493195542134345,
0.00017684194608591497,
-0.012919838540256023,
-0.009889097884297371,
-0.014493281953036785,
0.0110106710344553,
-0.018055571243166924,
0.02011938765645027,
-0.03342924639582634,
-0.08688986301422119,
-0.02653382159769535,
-0.047974515706300735,
-0.06596061587333679,
0.01862948201596737,
-0.020862136036157608,
-0.0359705314040184,
0.016794608905911446,
-0.03836672008037567,
0.041320934891700745,
0.013832221738994122,
0.021505627781152725,
-0.03131710737943649,
0.05688074603676796,
0.014975639060139656,
0.02286357432603836,
-0.01492926012724638,
-0.0077254329808056355,
0.11343351006507874,
0.04200885444879532,
-0.005091984290629625,
-0.04417700320482254,
-0.00264244363643229,
0.00403551384806633,
0.0003378978872206062,
0.03296806663274765,
0.006553766317665577,
-0.021227732300758362,
0.004950636997818947,
0.03389575332403183,
0.03622455894947052,
-0.001213788171298802,
-0.014551765285432339,
0.016103241592645645,
-0.016716578975319862,
-0.02325654961168766,
0.014412402175366879,
-0.005696976091712713,
0.0012929533841088414,
0.007263000123202801,
-0.04848635941743851,
0.006736452225595713,
0.009300321340560913,
-0.018236074596643448,
-0.025464074686169624,
0.010884860530495644,
-0.034071184694767,
-0.011145892553031445,
-0.027784721925854683,
-0.02087549678981304,
0.011112605221569538,
-0.007910707034170628,
-0.03834468498826027,
-0.031449925154447556,
-0.005588073283433914,
-0.053208984434604645,
0.037933629006147385,
0.057236723601818085,
-0.012054008431732655,
0.011585631407797337,
0.015396892093122005,
0.04415566101670265,
-0.037305377423763275,
-0.03743662312626839,
0.002096793381497264,
0.040212344378232956,
-0.014239450916647911,
-0.00520210899412632,
-0.020187145099043846,
-0.013837553560733795,
-0.01483192853629589,
-0.04911983013153076,
0.007034840062260628,
0.014154326170682907,
0.013117477297782898,
-0.03948647901415825,
-0.03805016726255417,
-0.02912479266524315,
0.02433684654533863,
-0.020718839019536972,
0.00626148097217083,
0.044180430471897125,
-0.018424099311232567,
-0.013473952189087868,
-0.003507444402202964,
0.001373186125420034,
-0.034780725836753845,
0.005719093140214682,
-0.014347521588206291,
0.009660095907747746,
-0.08979441970586777,
0.03920052945613861,
-0.0004955748445354402,
0.0013107496779412031,
0.05552493780851364,
-0.006874529644846916,
0.022259637713432312,
-0.019909579306840897,
-0.06343482434749603,
0.04612957313656807,
-0.010937126353383064,
0.015523766167461872,
-0.059818100184202194,
0.02151058427989483,
0.012504056096076965,
0.02064605988562107,
-0.01943281851708889,
-0.0144286397844553,
0.05019615963101387,
0.04087398573756218,
-0.008337768726050854,
-0.04286973178386688,
-0.002701988210901618,
0.029498426243662834,
-0.03052014485001564,
0.01853719912469387,
-0.010366690345108509,
0.06001422926783562,
-0.0006377786048687994,
0.013696840964257717,
0.004904621746391058,
0.016519419848918915,
0.013910222798585892,
0.007644270546734333,
0.0004962182720191777,
-0.02414633333683014,
0.0035946685820817947,
0.036462001502513885,
-0.024940699338912964,
-0.016234759241342545,
0.0175237525254488,
-0.03853067383170128,
-0.05006149411201477,
0.0038091440219432116,
0.010802626609802246,
-0.02345862239599228,
-0.0010845032520592213,
-0.035453323274850845,
-0.004350374918431044,
-0.005138523876667023,
-0.016311610117554665,
-0.007870404981076717,
-0.02447361685335636,
-0.005000801291316748,
-0.01021537370979786,
0.00003647664198069833,
0.005768702831119299,
-0.011331825517117977,
-0.0072646355256438255,
0.04617340862751007,
-0.016708822920918465,
0.004460682161152363,
0.0012960645835846663,
0.001903350348584354,
0.03012196533381939,
0.02784336358308792,
-0.021602097898721695,
-0.012091884389519691,
0.0809176042675972,
-0.01840280555188656,
-0.024040408432483673,
0.027699191123247147,
-0.012501821853220463,
-0.002894285134971142,
0.012625068426132202,
0.01831917092204094,
-0.00774094695225358,
0.038282610476017,
-0.03964059427380562,
-0.005829761736094952,
-0.03198622167110443,
0.01467127911746502,
0.008537204004824162,
0.010024718008935452,
0.008293396793305874,
0.02365899458527565,
0.025932474061846733,
0.050311461091041565,
0.034016143530607224,
-0.017669757828116417,
0.01725069247186184,
0.03997070714831352,
0.014230388216674328,
-0.02421385981142521,
0.015239394269883633,
0.016563137993216515,
0.017361897975206375,
0.07285197079181671,
-0.049393512308597565,
0.05032266303896904,
-0.044837187975645065,
-0.02765740640461445,
-0.0960065945982933,
-0.032383013516664505,
0.014933000318706036,
0.006405279505997896,
0.011507468298077583,
-0.05616536736488342,
-0.028624482452869415,
0.017441561445593834,
-0.03745635598897934,
0.007104597520083189,
-0.02707497589290142,
-0.04749148339033127,
-0.05018727481365204,
0.026899056509137154,
-0.015291097573935986,
0.022537700831890106,
0.02403121069073677,
0.016953736543655396,
0.030280500650405884,
0.021309074014425278,
0.03582792356610298,
-0.012908038683235645,
-0.04777398705482483,
0.03065050207078457,
-0.016962451860308647,
-0.06191443279385567,
0.003259070683270693,
-0.04088794067502022,
-0.005238319281488657,
0.05369670316576958,
0.006970501970499754,
0.02628985233604908,
0.027866840362548828,
-0.008336381986737251,
-0.03970012813806534,
0.04214920476078987,
0.032263342291116714,
-0.002418430522084236,
-0.05009988322854042,
-0.009693499654531479,
0.016177134588360786,
0.03441961482167244,
0.0011193465907126665,
-0.02391413226723671,
0.03771043196320534,
-0.01464904472231865,
-0.014232225716114044,
0.00802928488701582,
-0.01736871711909771,
-0.051562484353780746,
-0.005745332688093185,
0.01147802360355854,
-0.0041877045296132565,
-0.014282472431659698,
0.06727144867181778,
-0.021165484562516212,
-0.008534062653779984,
0.042549390345811844,
0.03071683458983898,
-0.03314603865146637,
0.022263262420892715,
-0.01700870878994465,
-0.021253032609820366,
0.008232362568378448,
-0.007135487627238035,
-0.010659534484148026,
-0.06386793404817581,
0.0062307147309184074,
-0.000978887896053493,
-0.013973674736917019,
-0.007971295155584812,
-0.015627546235919,
-0.054180484265089035,
0.05467601493000984,
0.003649733727797866,
0.041635993868112564,
0.023870693519711494,
-0.02539355866611004,
-0.005645559169352055,
-0.07896587252616882,
0.09586327522993088,
-0.01932053081691265,
-0.004304300993680954,
-0.0635872408747673,
-0.030324382707476616,
-0.037584755569696426,
0.02086891233921051,
0.051630500704050064,
0.03423639014363289,
0.004288310185074806,
0.011803526431322098,
0.042937666177749634,
0.02561507560312748,
-0.0566263273358345,
0.023591410368680954,
-0.013083436526358128,
0.006173293571919203,
-0.0016381683526560664,
-0.023621179163455963,
0.003636548761278391,
-0.015553331933915615,
0.005099089350551367,
-0.016888868063688278,
0.018841614946722984,
0.01697101816534996,
-0.008720257319509983,
0.00567855779081583,
0.03740488365292549,
-0.016720270738005638,
0.05358525365591049,
-0.03742160648107529,
0.019248761236667633,
0.021809961646795273,
0.008670547045767307,
-0.054284319281578064,
-0.00332819577306509,
-0.017591269686818123,
-0.046338338404893875,
-0.008585287258028984,
-0.0005125749739818275,
0.004271823912858963,
-0.05900564417243004,
0.024827741086483,
0.020622678101062775,
-0.03497762978076935,
-0.01510539185255766,
0.009523066692054272,
0.019638635218143463,
0.04915962368249893,
-0.025390280410647392,
-0.012282655574381351,
0.003182010492309928,
-0.019854046404361725,
-0.0013064945815131068,
0.013762766495347023,
0.005793019663542509,
-0.007222846616059542,
0.00740041071549058,
0.012804514728486538,
-0.002614125143736601,
0.025920530781149864,
0.007369633764028549,
0.039219461381435394,
-0.026683654636144638,
-0.0460130050778389,
0.02225828729569912,
-0.003488523419946432,
0.012587746605277061,
0.008150081150233746,
-0.012212748639285564,
0.06385038048028946,
0.03407413884997368,
0.006303788162767887,
-0.013589481823146343,
-0.027894005179405212,
-0.03295695781707764,
-0.015243236906826496,
-0.0026161649730056524,
0.01354296412318945,
0.027384091168642044,
-0.011615469120442867,
0.02160138078033924,
0.043884530663490295,
0.04525557532906532,
-0.02916361205279827,
0.014712410978972912,
-0.004104197956621647,
0.0056397276930511,
-0.027050096541643143,
-0.028910106047987938,
0.011870688758790493,
-0.0015263687819242477,
0.002739574294537306,
0.027900107204914093,
0.02876727096736431,
0.016729693859815598,
-0.00259542022831738,
-0.013788564130663872,
0.05838602036237717,
-0.04784597083926201,
-0.013803903013467789,
-0.05660795047879219,
0.00483988830819726,
-0.01982373185455799,
-0.03887265920639038
] |
<p>I've been working with spatial autocorrelation for a while and now I'm trying to move from more traditional estimators such as Moran's I or Geary's C to the new APLE estimator. I read Li's papers on APLE and also the reference on R-project. But I am still missing something very basic, as I still didn't understand something: the results of the APLE statistic are said to have a closed form but I didn't figure which one it is.</p>
<p>For instance, while Moran's I can gom from -1 to 1, I couldn't figure which are the possible boundaries of APLE statistics. More interesting, I've been running tests in my older data, using the spdep package in R, and it seems to me that APLE can go up to 2. Any one has any hint on that? Please, any insights here would be very much appreciated.</p> | 48,374 | [
-0.04898347333073616,
-0.01806190237402916,
0.004953861236572266,
0.007816961966454983,
0.022221051156520844,
0.011923231184482574,
0.0009636661852709949,
-0.007891382090747356,
0.006193875335156918,
-0.0641886293888092,
0.009822919964790344,
0.03970244526863098,
0.01624112017452717,
0.044515784829854965,
0.029637902975082397,
-0.0033988733775913715,
-0.0229294802993536,
-0.004209338221698999,
0.016048511490225792,
-0.022001413628458977,
0.018705517053604126,
0.002139526419341564,
-0.035195253789424896,
-0.009581084363162518,
-0.030616343021392822,
0.05433822050690651,
0.033561039716005325,
-0.020193828269839287,
0.003932301886379719,
0.09177321940660477,
0.00011281581100774929,
-0.013552883639931679,
0.017771633341908455,
0.005091796163469553,
0.045837290585041046,
-0.0018275537295266986,
-0.02459084987640381,
-0.008853170089423656,
0.003139824140816927,
0.04531340301036835,
-0.028019746765494347,
-0.029242398217320442,
-0.03499028831720352,
0.0001967652206076309,
-0.0366012342274189,
0.0004768390499521047,
0.021486952900886536,
-0.026705535128712654,
0.040639154613018036,
-0.006483418866991997,
0.09037664532661438,
0.029720671474933624,
-0.00733234453946352,
0.020455069839954376,
0.006689108442515135,
0.004769741557538509,
0.07706330716609955,
0.03478294610977173,
-0.02752223238348961,
-0.0433766171336174,
-0.007658840157091618,
-0.03775625303387642,
0.017109224572777748,
-0.03178100287914276,
-0.02818925864994526,
-0.006211793050169945,
-0.00654073990881443,
-0.002184059005230665,
0.03844383731484413,
-0.010484836995601654,
0.008906942792236805,
0.026621665805578232,
0.04873348027467728,
-0.0011012492468580604,
0.022397708147764206,
-0.021407263353466988,
0.02396220900118351,
0.022485336288809776,
0.025087321177124977,
0.02874809503555298,
0.027449319139122963,
0.015438474714756012,
0.028757790103554726,
0.017811788246035576,
0.019099218770861626,
-0.000831880490295589,
0.09011045098304749,
-0.01109621487557888,
0.001997142331674695,
0.030841786414384842,
-0.014869920909404755,
-0.007602520752698183,
0.05980975553393364,
0.014312383718788624,
-0.04129944369196892,
0.06285125762224197,
-0.03549398481845856,
0.04222646355628967,
-0.03269553184509277,
-0.0017400559736415744,
-0.034994591027498245,
-0.050933580845594406,
-0.019478876143693924,
0.0561281256377697,
-0.025076335296034813,
-0.000981294666416943,
-0.022230617702007294,
-0.013450942002236843,
-0.06348063051700592,
-0.016511430963873863,
-0.02869362011551857,
0.042329251766204834,
0.022978514432907104,
-0.004045566078275442,
-0.0031072478741407394,
-0.02335607260465622,
0.01930343173444271,
0.02227189391851425,
0.016348833218216896,
0.10902369767427444,
0.03391740098595619,
0.019899435341358185,
-0.022733867168426514,
-0.05538308620452881,
-0.05219890922307968,
0.03624729812145233,
0.01278508547693491,
-0.031833335757255554,
-0.06981249153614044,
0.06810196489095688,
0.005931133404374123,
0.0036084356252104044,
0.022254008799791336,
-0.02211655117571354,
0.015315246768295765,
-0.010943971574306488,
-0.07387961447238922,
-0.07018262147903442,
0.033003903925418854,
-0.01694507710635662,
0.02163286693394184,
-0.037246815860271454,
0.002478115726262331,
-0.016485542058944702,
0.06846584379673004,
0.004387921188026667,
0.06428341567516327,
0.0031400283332914114,
-0.017592694610357285,
0.011795795522630215,
-0.07067956775426865,
-0.0027821690309792757,
-0.03669457510113716,
-0.026798326522111893,
-0.009764667600393295,
-0.07181020081043243,
0.022558240219950676,
0.011048025451600552,
0.024073543027043343,
-0.01169658824801445,
0.07318228483200073,
0.00015364342834800482,
-0.028405914083123207,
0.005111566744744778,
0.002762233605608344,
-0.0016222597332671285,
0.07543099671602249,
0.0148163465783,
0.010659092105925083,
0.025955863296985626,
0.01001699361950159,
-0.0016505151288583875,
-0.0213469285517931,
0.02309032529592514,
0.06063017249107361,
-0.04922943562269211,
-0.0007932020234875381,
-0.023557422682642937,
-0.009613948874175549,
0.05156351998448372,
-0.027620231732726097,
0.027702689170837402,
0.001333539723418653,
-0.005054829642176628,
0.003884518053382635,
0.000672418565955013,
-0.015560835599899292,
0.006409497931599617,
0.013465012423694134,
-0.032559193670749664,
-0.009926003403961658,
-0.06617949903011322,
0.024493610486388206,
0.02022889070212841,
-0.0012684459798038006,
0.0291681420058012,
0.022520529106259346,
0.021814711391925812,
-0.001537794480100274,
-0.03191758319735527,
-0.04118771106004715,
0.015257232822477818,
0.03258431330323219,
-0.050196923315525055,
0.033951763063669205,
0.05075406655669212,
0.0346112921833992,
-0.00405424740165472,
0.020565837621688843,
-0.04380308836698532,
-0.007821076549589634,
-0.004363700281828642,
-0.007559663616120815,
0.03230380266904831,
0.03032900206744671,
-0.021618975326418877,
0.012311062775552273,
0.027524223551154137,
-0.04546911641955376,
0.005245031788945198,
-0.07522472739219666,
0.059821248054504395,
0.08620699495077133,
0.013911544345319271,
0.011112508364021778,
0.007304780650883913,
0.021230584010481834,
-0.017468353733420372,
-0.05017801374197006,
0.003523582126945257,
-0.01962599903345108,
-0.026440618559718132,
0.05520715191960335,
0.008879720233380795,
-0.019494542852044106,
0.00009531294199405238,
0.023455938324332237,
0.021033875644207,
0.012462933547794819,
0.05470031127333641,
0.009037322364747524,
-0.009757342748343945,
0.012235415168106556,
0.0058668372221291065,
0.020817561075091362,
0.009165747091174126,
0.05278119817376137,
0.010259434580802917,
0.028930015861988068,
-0.025071965530514717,
-0.035678647458553314,
0.029802355915308,
-0.03460359573364258,
0.03615150600671768,
-0.01583111472427845,
0.018322700634598732,
0.05955157428979874,
-0.052708860486745834,
-0.014691635966300964,
0.03538166731595993,
0.03342517092823982,
-0.005192687269300222,
-0.01902921497821808,
0.003174689831212163,
0.05559476092457771,
0.021539637818932533,
-0.01828613691031933,
-0.016653580591082573,
-0.00017044036940205842,
-0.014416567981243134,
0.025248805060982704,
-0.01797884702682495,
-0.05461360886693001,
-0.05334349721670151,
0.00008577970584155992,
0.05138706788420677,
0.021126996725797653,
0.00687986658886075,
-0.0261272881180048,
0.032817501574754715,
-0.0038052289746701717,
0.025186998769640923,
0.054410420358181,
0.026767240837216377,
-0.040873538702726364,
-0.010029318742454052,
0.0012527491198852658,
-0.016060860827565193,
0.018333986401557922,
-0.005933020729571581,
0.003918210510164499,
0.018263638019561768,
0.008563878946006298,
-0.025508297607302666,
-0.041350074112415314,
-0.027386700734496117,
-0.007694220170378685,
-0.038045477122068405,
-0.03535187616944313,
0.0430193655192852,
0.00940766278654337,
-0.039923038333654404,
0.007314881309866905,
-0.03972572088241577,
-0.004654833115637302,
-0.04766353219747543,
-0.034672144800424576,
0.01605994626879692,
-0.03002377785742283,
0.023859357461333275,
-0.0031326692551374435,
-0.023790990933775902,
-0.00616588955745101,
-0.048814479261636734,
-0.06353435665369034,
0.005816145334392786,
0.004324373323470354,
-0.0018757798243314028,
-0.009865996427834034,
-0.0039267572574317455,
0.06374339014291763,
0.046611908823251724,
-0.014472328126430511,
-0.06243040785193443,
0.014412974938750267,
0.0007143595139496028,
-0.02494678646326065,
0.015602516010403633,
-0.007961125113070011,
-0.004574262071400881,
0.03926658257842064,
-0.028856994584202766,
0.05623369291424751,
0.031141553074121475,
-0.0072054010815918446,
-0.01561001781374216,
0.01732225902378559,
-0.04672493040561676,
-0.026656322181224823,
0.024225780740380287,
0.05517130717635155,
-0.02362770028412342,
0.010005172342061996,
-0.025832010433077812,
-0.015423750504851341,
0.018091363832354546,
-0.060741204768419266,
-0.004967203829437494,
-0.030656568706035614,
-0.015952888876199722,
-0.04763621464371681,
0.03088064305484295,
0.0161895751953125,
-0.022440293803811073,
-0.00616724556311965,
-0.0027895276434719563,
0.036483295261859894,
-0.020669886842370033,
-0.03840206563472748,
0.03209425508975983,
0.04162829369306564,
0.016616500914096832,
0.0003215367905795574,
-0.018197182565927505,
0.024803059175610542,
0.009330014698207378,
0.0007248959154821932,
-0.03661632537841797,
-0.003419166198000312,
0.015580933541059494,
0.009917419403791428,
0.01752164028584957,
-0.02061920240521431,
0.018481044098734856,
-0.0713026225566864,
0.003239583456888795,
-0.024553369730710983,
0.05128534138202667,
0.019856246188282967,
0.0005064714350737631,
0.018687549978494644,
0.020701179280877113,
0.036955446004867554,
0.023873375728726387,
-0.05110757052898407,
-0.03279321640729904,
0.007528992835432291,
0.02132708951830864,
-0.012657719664275646,
-0.009401055052876472,
0.05148104578256607,
-0.020605213940143585,
-0.007888193242251873,
0.018872639164328575,
-0.011750340461730957,
-0.01923276297748089,
0.02890315093100071,
-0.016367802396416664,
-0.019981473684310913,
0.006376660894602537,
-0.00943027064204216,
0.035963453352451324,
0.005714163649827242,
0.03767075017094612,
0.013686319813132286,
0.009838979691267014,
-0.0237308070063591,
-0.02048546075820923,
0.014459315687417984,
0.048264045268297195,
0.04472429305315018,
0.01564505696296692,
0.011940903030335903,
-0.004865732509642839,
0.028000276535749435,
-0.008945495821535587,
0.030129538848996162,
0.0428096279501915,
-0.00993533805012703,
-0.013596693985164165,
-0.019888143986463547,
0.008586376905441284,
0.020535079762339592,
-0.010664531961083412,
0.006958312820643187,
0.02401290275156498,
0.07691894471645355,
0.010876232758164406,
-0.07347901165485382,
0.023210084065794945,
0.02829972840845585,
-0.031104959547519684,
0.0054658567532896996,
-0.031034206971526146,
-0.03452762961387634,
0.03818214312195778,
0.006823175121098757,
0.03180817887187004,
-0.04891732707619667,
-0.007728296332061291,
0.006725218612700701,
0.05230150371789932,
-0.0371057391166687,
-0.0462462417781353,
0.005928419530391693,
-0.00722487922757864,
0.003291863249614835,
0.0047338553704321384,
-0.03179662674665451,
-0.030538007616996765,
0.003765440545976162,
0.030550073832273483,
0.015461665578186512,
0.014955155551433563,
-0.0927552580833435,
0.0008915989310480654,
0.06688584387302399,
0.034053586423397064,
0.04123314097523689,
0.010815499350428581,
-0.05673634260892868,
-0.024472031742334366,
-0.038127243518829346,
-0.02436613105237484,
0.0027185697108507156,
-0.02043367363512516,
-0.01496401522308588,
-0.0025820578448474407,
-0.05621396005153656,
-0.06824128329753876,
-0.015510516241192818,
-0.008556025102734566,
0.023454206064343452,
-0.023698674514889717,
-0.005742510315030813,
-0.050186142325401306,
0.014351269230246544,
0.01929408311843872,
0.042364511638879776,
-0.003816131269559264,
0.002035520039498806,
0.026089202612638474,
0.018519306555390358,
-0.02755742520093918,
-0.04934928938746452,
0.015384026803076267,
0.0019932545255869627,
0.014936127699911594,
0.08802279084920883,
-0.03613458573818207,
-0.03494802117347717,
0.025448186323046684,
0.042539507150650024,
-0.008511120453476906,
0.005105616059154272,
-0.01546122133731842,
0.09211017936468124,
0.01296002697199583,
-0.001893641659989953,
0.05429964140057564,
-0.016470996662974358,
0.0034701628610491753,
-0.0071532526053488255,
0.0062517509795725346,
0.024446813389658928,
0.0037828446365892887,
-0.0036381061654537916,
-0.034141190350055695,
-0.0009458736167289317,
-0.017855368554592133,
0.03531239554286003,
-0.007307968568056822,
0.009078176692128181,
-0.021287493407726288,
-0.0448976568877697,
0.03115336038172245,
0.036365389823913574,
0.00024193711578845978,
0.008821515366435051,
-0.011622292920947075,
0.04027440398931503,
-0.0064945160411298275,
-0.02098006196320057,
0.01067142654210329,
-0.03410302475094795,
0.013920205645263195,
0.013841917738318443,
-0.02867252565920353,
0.02146407589316368,
0.010114067234098911,
-0.019564760848879814,
-0.005357454996556044,
-0.01297395396977663,
0.04203343018889427,
-0.013377557508647442,
-0.012100372463464737,
0.031865112483501434,
-0.019740646705031395,
0.012160570360720158,
0.010831956751644611,
-0.03629905730485916,
0.03890268877148628,
0.024249082431197166,
0.027093589305877686,
0.0012314183404669166,
-0.00042050215415656567,
-0.09607994556427002,
-0.034684792160987854,
0.05652382969856262,
-0.010889839380979538,
-0.05378750339150429,
-0.01001853309571743,
-0.03374718129634857,
-0.019412679597735405,
-0.013678894378244877,
0.005063364282250404,
0.0020869625732302666,
-0.055530838668346405,
0.012512516230344772,
0.02242376282811165,
0.03253687545657158,
0.05497771129012108,
0.01623011939227581,
-0.037192802876234055,
0.03941342607140541,
-0.00602103304117918,
-0.03621843829751015,
-0.007479303050786257,
0.032790958881378174,
-0.037314318120479584,
0.017389684915542603,
-0.03010232001543045,
-0.006094613112509251,
0.01669181138277054,
-0.03225962072610855,
-0.06451534479856491,
0.011677236296236515,
-0.008069407194852829,
0.028231298550963402,
-0.016637934371829033,
-0.03174996376037598,
-0.03544469177722931,
-0.019975153729319572,
-0.03600632771849632,
-0.022109514102339745,
0.012272253632545471,
0.00044928997522220016,
0.026579657569527626,
0.0058805253356695175,
-0.001671397709287703,
0.00832733977586031,
0.044468991458415985,
-0.013889229856431484,
0.01609986461699009,
0.017105909064412117,
-0.011598741635680199,
0.06264492869377136,
0.029901932924985886,
-0.0025500222109258175,
0.004439552314579487,
0.04916652664542198,
-0.08376702666282654,
-0.003968191798776388,
-0.02300533652305603,
0.014825926162302494,
0.07130680233240128,
-0.008791524916887283,
0.06411895155906677,
0.03955090790987015,
0.008497174829244614,
-0.04006548225879669,
-0.02720019966363907,
-0.005175827536731958,
-0.020095231011509895,
0.001183378859423101,
0.05745580047369003,
-0.05312085896730423,
-0.0005354930181056261,
-0.010189916007220745,
0.01938951015472412,
-0.015024896711111069,
0.022401858121156693,
-0.015582595020532608,
0.01765606924891472,
0.066981740295887,
-0.01717490144073963,
-0.0579800084233284,
0.05023675411939621,
0.013445687480270863,
-0.007364584133028984,
0.015358117409050465,
-0.029887313023209572,
0.031093567609786987,
0.04360203072428703,
0.03195444121956825,
-0.03185699135065079,
-0.022989491000771523,
-0.05091773346066475,
0.02596285566687584,
0.0261220745742321,
-0.012985771521925926,
0.026051485911011696,
-0.00436847610399127,
0.04300133138895035,
-0.0025544168893247843,
0.007870919071137905,
-0.020880982279777527,
-0.051089100539684296,
0.008715729229152203,
-0.05522909015417099,
-0.019943829625844955,
0.034873705357313156,
0.020390769466757774,
0.0015620096819475293,
0.003085648873820901,
-0.02788403443992138,
-0.034642741084098816,
0.008894768543541431,
0.03825429081916809,
0.026326218619942665,
0.04684959352016449,
-0.01631213165819645,
0.017695579677820206,
-0.03537977859377861,
0.007414668332785368,
0.12502999603748322,
0.08794312924146652,
0.015241257846355438,
-0.09383437782526016,
-0.008191735483705997,
0.004703510086983442,
-0.01327960193157196,
-0.017541484907269478,
-0.015508675016462803,
-0.03217558190226555,
-0.04634474962949753,
0.06900807470083237,
0.06375154107809067,
-0.004722636193037033,
-0.0288977213203907,
0.04999985173344612,
-0.02136252634227276,
-0.01930985040962696,
0.019319256767630577,
0.00936319399625063,
-0.0365915521979332,
-0.01943344995379448,
-0.020742708817124367,
0.021074572578072548,
-0.011158748529851437,
-0.028522109612822533,
-0.02304399199783802,
-0.024611836299300194,
0.009358224458992481,
0.022556785494089127,
-0.014134322293102741,
-0.021044915542006493,
0.032791491597890854,
0.009828699752688408,
0.0015269784489646554,
-0.018491875380277634,
0.0015061221783980727,
-0.04602726921439171,
-0.015704749152064323,
0.0400889590382576,
-0.011291422881186008,
0.004366080742329359,
0.022686557844281197,
-0.029348740354180336,
-0.029948722571134567,
-0.05150256305932999,
-0.0324072390794754,
0.06410836428403854,
-0.01587790995836258,
-0.012506609782576561,
-0.003889342537149787,
0.012966909445822239,
-0.0035107750445604324,
-0.011226587928831577,
-0.007561414036899805,
-0.010601520538330078,
0.029044024646282196,
-0.01213093288242817,
-0.002647467190399766,
-0.03973853588104248,
-0.015234609134495258,
0.02679736539721489,
0.012226197868585587,
0.04685636982321739,
-0.04397713765501976,
0.007190617732703686,
-0.012802631594240665,
0.057666849344968796,
0.011800892651081085,
-0.013885559514164925,
-0.009407727979123592,
0.01890498958528042,
-0.06621722131967545,
-0.006403157487511635,
0.004757988732308149,
-0.007250982336699963,
0.034002576023340225,
0.03156887739896774,
-0.03541581332683563,
-0.011073678731918335,
-0.054301097989082336,
-0.022857578471302986,
-0.039792582392692566,
0.006556940730661154,
-0.01859179139137268,
-0.0006304318085312843,
0.012958511710166931,
0.007839925587177277,
-0.0021250611171126366,
0.011828690767288208,
-0.0032967906445264816,
0.05575321242213249,
0.015937907621264458,
-0.014866734854876995,
-0.020387448370456696,
0.005364134907722473,
-0.05828138440847397,
-0.018411511555314064,
0.002460226882249117,
0.060297735035419464,
-0.017090385779738426,
0.02213876135647297,
0.009639572352170944,
0.010534863919019699,
-0.04620041325688362,
-0.024498192593455315,
-0.009162758477032185,
-0.009347360581159592,
-0.016209382563829422,
-0.019604966044425964,
-0.030243126675486565,
-0.038411203771829605,
0.007918797433376312,
-0.005299873184412718,
-0.03199217841029167,
0.010571627877652645,
0.0010928130941465497,
-0.00719117559492588,
0.016427358612418175,
0.01523767039179802,
0.006259378977119923,
-0.010820039547979832,
-0.008800704963505268,
-0.016372300684452057,
-0.033665213733911514,
-0.001725804409943521,
-0.012284636497497559,
0.04935310035943985,
0.008331463672220707,
-0.01186400093138218,
-0.004771235398948193,
0.05444921553134918,
0.02349085919559002,
0.0001505981053924188,
-0.009089970029890537,
0.03935094550251961,
0.014847418293356895,
0.1130184456706047,
0.005586267914623022,
-0.026709701865911484,
0.028920019045472145,
-0.015916794538497925,
-0.051849376410245895,
0.022168753668665886,
-0.046464767307043076,
0.01783330924808979,
0.00773595692589879,
0.0263284333050251,
-0.03937336429953575,
0.07139217853546143,
0.004847366362810135,
-0.01154578197747469,
-0.011553377844393253,
0.018257182091474533,
0.024919867515563965,
0.011023236438632011,
0.05117335170507431,
0.0008323929505422711,
-0.023995086550712585,
0.004056340549141169,
0.02743087150156498,
-0.019379856064915657,
0.0028523881919682026,
-0.01809774711728096,
-0.08073156327009201,
0.012022464536130428,
-0.011377490125596523,
-0.03079209290444851,
0.021173283457756042,
0.023456141352653503,
-0.00019040606275666505,
0.025554560124874115,
0.0069825127720832825,
0.0026567038148641586,
-0.06484922766685486,
-0.008648035116493702,
0.025769418105483055,
0.05185786262154579,
0.022793754935264587,
-0.06646380573511124,
-0.025024546310305595,
0.0429067388176918,
-0.06406128406524658,
0.02670842409133911,
0.008016497828066349,
-0.02637040801346302,
-0.06000632792711258,
0.0026456795167177916,
-0.028621509671211243,
0.030812518671154976,
-0.00534006068482995,
0.028756652027368546,
-0.002142266370356083,
0.04732681065797806,
-0.04162348806858063,
-0.0693625658750534,
-0.039165519177913666,
-0.0014663476031273603,
0.006605234462767839,
-0.04537831246852875,
0.00947374477982521,
-0.029647666960954666,
0.0018738481448963284,
0.04785109683871269,
-0.044660426676273346,
-0.005534993018954992,
0.003520203521475196,
0.04811910167336464,
-0.0015258435159921646,
0.056140948086977005,
0.041337158530950546,
0.005080217495560646,
0.0018259460339322686,
-0.022443067282438278,
0.009349695406854153,
0.02543541230261326,
-0.03948911651968956,
0.010260076262056828,
0.010128931142389774,
0.01304533239454031,
-0.021081212908029556,
0.015899473801255226,
-0.03191358968615532,
-0.0016410630196332932,
0.0025988249108195305,
0.010308993048965931,
0.021691642701625824,
0.0015102872857823968,
0.06316636502742767,
0.0031715822406113148,
-0.0030200330074876547,
0.024258218705654144,
0.03568846732378006,
-0.05019098520278931,
0.018762562423944473,
-0.049169138073921204,
-0.04528255760669708,
0.05498825013637543,
-0.01769891567528248,
-0.023681631311774254,
-0.053333692252635956,
-0.010238738730549812,
-0.021192703396081924,
-0.00155547633767128,
-0.01344540249556303,
0.012995736673474312,
-0.030055098235607147,
0.019542457535862923,
0.04732904210686684,
0.008753519505262375,
0.018401065841317177,
0.0036102014128118753,
-0.0003697869833558798,
-0.09661076217889786,
0.04758588969707489,
0.014967373572289944,
0.007394701708108187,
-0.0350787490606308,
-0.04293675720691681,
-0.00983250979334116,
-0.030535956844687462,
0.055552080273628235,
0.0031169166322797537,
0.016587361693382263,
-0.011206853203475475,
0.043868258595466614,
0.003756569465622306,
-0.006873650476336479,
0.026695847511291504,
0.005731639452278614,
-0.04091731086373329,
0.01394384354352951,
-0.031071897596120834,
-0.014469579793512821,
0.01001015491783619,
-0.015526900067925453,
-0.011550052091479301,
0.016985228285193443,
-0.0016000097384676337,
-0.0020657458808273077,
-0.005288637708872557,
0.024583516642451286,
-0.02992345206439495,
0.09315189719200134,
0.005811695940792561,
0.014363249763846397,
0.00910016056150198,
-0.01584385707974434,
-0.026495877653360367,
0.014746597968041897,
0.008463326841592789,
-0.019725238904356956,
-0.011245504021644592,
0.011367888189852238,
0.0364554300904274,
-0.03486333042383194,
-0.010421199724078178,
0.018857529386878014,
-0.02058999612927437,
-0.012867411598563194,
0.038191258907318115,
0.003928152844309807,
0.03156566247344017,
-0.003682199399918318,
0.02569630742073059,
-0.002147734398022294,
-0.021951481699943542,
0.02472618594765663,
0.04115920141339302,
0.04152434319257736,
0.0049721477553248405,
-0.01596001721918583,
0.009613953530788422,
-0.011716080829501152,
-0.010400800965726376,
-0.0364956259727478,
0.02539800852537155,
-0.024037707597017288,
0.012342804111540318,
0.020857540890574455,
0.009000703692436218,
0.043177686631679535,
-0.019523972645401955,
-0.002615321660414338,
0.04530992731451988,
-0.027436327189207077,
-0.012056145817041397,
-0.02928178943693638,
-0.02547539584338665,
-0.021305697038769722,
-0.009454329498112202,
0.006775726098567247,
0.04148344323039055,
0.011928720399737358,
0.019612077623605728,
0.0076765939593315125,
-0.025326566770672798,
0.013218744657933712,
-0.02707487903535366,
0.02106114849448204,
-0.016656259074807167,
0.010986174456775188,
0.019931122660636902,
0.011243777349591255,
-0.022487996146082878,
-0.001968691824004054,
-0.00030963390599936247,
-0.0027073228266090155,
0.038851961493492126,
-0.0017461258685216308,
-0.019545285031199455,
0.04012579470872879,
0.02400723658502102,
-0.06567423045635223,
-0.020324314013123512,
-0.07789662480354309,
0.03123011253774166,
-0.024004030972719193,
-0.008955109864473343
] |
<p>My question might be easy for most of you to answer. I am starting to learn statistics and coding in R so my questions are on the basic level.</p>
<p>I have a dataset of (two groups, replicates). My data is split based on the groups so I have 24 samples in group 1 and 20 samples in group 2. My data has replicates. So each set has 4 replicates, hence I have 6 sets in group 1 and 5 sets in group 2. Hence I have assigned indices to them to make it easier during permutation (indices from 1-11). What I want to do now is a routine permutation analysis to obtain the test statistic. I am using non paramteric method with resampling with replacement. </p>
<p>My doubt\problem in R coding is that I have to pool the data together and then resample the groups. When I try to do this, <strong>I have to make sure I maintain the sample size for respective groups (that is after resampling the group lables, my new dataset should still contain 6 sets (24 samples) in group 1 and 5 sets (20 samples) in group 2.</strong> I am unable to achieve the latter. </p>
<p>I tried something like this in my code:</p>
<pre><code>n_resamples=100
permdat=function(dat){
for (i in 6:nc)
{
for (j in 1:n_resamples)
{
inds=unique(dat$ind)
cc=dat$grp[dat$ind==inds]
pcc=sample(cc,replace=T) ##for resampling with replacement
#m<-list()
pdat=dat
for(i in 1:length(inds))
{
pdat$grp[pdat$ind==inds[i]]=pcc[i]
#browser()
}
</code></pre>
<p>This does not produce the desired result. Kindly help with R codes. </p>
<p>Thanking you all for your help. :)</p>
<p>Regards
Ap</p> | 74,059 | [
-0.04239547625184059,
0.013485847972333431,
0.02244315855205059,
-0.009708342142403126,
0.025043901056051254,
0.014366586692631245,
-0.007562218699604273,
-0.041401248425245285,
0.03792061284184456,
-0.013497108593583107,
0.024719538167119026,
0.018407516181468964,
0.06873183697462082,
0.027817029505968094,
0.034175146371126175,
0.005013762507587671,
-0.00877416506409645,
0.00691252900287509,
-0.03288412466645241,
-0.0017968615284189582,
-0.006399040576070547,
0.014482940547168255,
0.007516998331993818,
-0.012042385526001453,
-0.01614310033619404,
0.03423508256673813,
-0.003415799932554364,
-0.010327126830816269,
-0.018760159611701965,
0.10011006146669388,
-0.06837448477745056,
-0.0433066226541996,
0.04682457447052002,
0.036149099469184875,
0.0015097851864993572,
0.002339089522138238,
-0.0210306104272604,
-0.03738754615187645,
-0.008260328322649002,
0.000737398921046406,
-0.05040919780731201,
0.024392036721110344,
-0.02544485032558441,
0.008120061829686165,
0.019543327391147614,
0.04140090569853783,
0.0009949789382517338,
0.0036732908338308334,
0.024654163047671318,
-0.06291898339986801,
0.07577111572027206,
0.002206098521128297,
0.015015317127108574,
-0.013651750981807709,
-0.05160480737686157,
0.01131349615752697,
0.03425632417201996,
0.044843532145023346,
0.017305191606283188,
-0.026644688099622726,
-0.016682744026184082,
-0.04085591435432434,
0.0263027586042881,
0.006414209492504597,
-0.02181791514158249,
0.034209903329610825,
-0.032889243215322495,
0.01599218137562275,
0.04380752518773079,
-0.01722482591867447,
0.04075458645820618,
0.023649903014302254,
0.05280275270342827,
-0.025841224938631058,
0.007262316532433033,
-0.012398933991789818,
0.024176446720957756,
-0.010680870153009892,
0.028152622282505035,
0.09290998429059982,
-0.022703789174556732,
0.054367031902074814,
0.023309806361794472,
0.030138710513710976,
0.017620749771595,
-0.032050084322690964,
0.03774507716298103,
-0.03518414869904518,
0.060078103095293045,
0.032026369124650955,
-0.007086465600878,
-0.013272103853523731,
0.03498891741037369,
0.03980593383312225,
-0.03798738121986389,
0.022579234093427658,
-0.027304332703351974,
0.038631848990917206,
-0.02438730001449585,
0.001482636434957385,
-0.014129961840808392,
-0.039700932800769806,
0.03883961960673332,
0.043124716728925705,
-0.025835229083895683,
0.020308714359998703,
-0.053090330213308334,
-0.03521658852696419,
0.023541714996099472,
-0.011617324315011501,
0.04479990154504776,
0.010335162281990051,
-0.0021309375297278166,
-0.033869415521621704,
0.02247881330549717,
-0.01596234366297722,
-0.025349052622914314,
0.047439947724342346,
0.07244639843702316,
0.056970108300447464,
0.0408400259912014,
-0.027366872876882553,
0.058459021151065826,
-0.04323256388306618,
-0.0040215374901890755,
0.03572913631796837,
-0.009654252789914608,
0.01931358315050602,
-0.023831261321902275,
0.026344038546085358,
-0.00832444243133068,
-0.027855420485138893,
0.025976840406656265,
-0.003499200800433755,
0.04516670107841492,
-0.04053419828414917,
-0.08071642369031906,
-0.07038510590791702,
0.052093639969825745,
-0.034436024725437164,
-0.003793990006670356,
-0.04116726294159889,
0.05568009987473488,
-0.01250392384827137,
0.054634276777505875,
-0.012457051314413548,
0.048849720507860184,
0.019457697868347168,
-0.011457039043307304,
0.05173427239060402,
-0.02940548025071621,
-0.009505420923233032,
-0.02732727862894535,
-0.007104715798050165,
-0.02137746848165989,
-0.09847752749919891,
0.009805053472518921,
0.0011481002438813448,
0.012032024562358856,
0.009016050957143307,
0.01379411481320858,
-0.03588087856769562,
0.004721986595541239,
-0.03334823623299599,
0.006898164749145508,
-0.011317935772240162,
0.023906858637928963,
0.008395139127969742,
0.01687120646238327,
0.024854717776179314,
-0.02803736925125122,
0.0011186284245923162,
0.008453760296106339,
0.04534418135881424,
0.015403333120048046,
-0.014606229960918427,
0.02374735102057457,
-0.006693742237985134,
0.018611637875437737,
0.024208825081586838,
0.009384897537529469,
-0.008371216244995594,
0.007781267631798983,
-0.006738692056387663,
0.04342673718929291,
-0.00694210035726428,
0.007382376119494438,
-0.03179904818534851,
0.0275696013122797,
-0.027218876406550407,
-0.01943584345281124,
-0.05504738539457321,
-0.009729065001010895,
0.019017912447452545,
-0.02713167667388916,
-0.004468688741326332,
-0.01933087222278118,
0.011559846810996532,
0.05515098199248314,
-0.06702087074518204,
-0.03598352149128914,
-0.0291668139398098,
0.007515342906117439,
-0.03481285274028778,
-0.03559960797429085,
0.03494434431195259,
0.057871293276548386,
-0.03474189341068268,
0.050252515822649,
-0.04824930429458618,
0.005555633921176195,
-0.0008082789718173444,
-0.020545348525047302,
0.0031473063863813877,
-0.006816124077886343,
-0.007583819329738617,
0.006188463885337114,
0.042599622160196304,
-0.04287531599402428,
0.06478677690029144,
-0.06882128119468689,
0.031063547357916832,
0.0526389554142952,
0.013033431023359299,
-0.015136773698031902,
-0.010040029883384705,
-0.012968637980520725,
0.01993059366941452,
-0.045034945011138916,
-0.011206982657313347,
-0.07036668807268143,
0.02315450832247734,
0.01831400766968727,
-0.014777136966586113,
-0.03072255663573742,
-0.006145970430225134,
0.06130702793598175,
-0.014335425570607185,
-0.016875583678483963,
0.05683990195393562,
0.018595989793539047,
-0.015471229329705238,
0.020024126395583153,
0.015185395255684853,
0.04559680074453354,
-0.006227822974324226,
0.0025890136603266,
0.006059433799237013,
0.07053512334823608,
0.024227548390626907,
0.0218358151614666,
0.008367444388568401,
-0.007642738986760378,
-0.011622022837400436,
-0.030909789726138115,
0.012669484131038189,
0.022948967292904854,
0.008293217979371548,
0.008969426155090332,
0.07386380434036255,
0.0460662804543972,
0.012885862961411476,
0.012661488726735115,
-0.006472451612353325,
0.011847203597426414,
0.022563140839338303,
-0.01872832514345646,
-0.000010485526217962615,
-0.00485240388661623,
-0.020764898508787155,
0.003627627855166793,
0.029475944116711617,
0.0012022958835586905,
-0.056029610335826874,
0.042640917003154755,
0.004924884531646967,
-0.018871283158659935,
0.023963138461112976,
-0.062296152114868164,
0.032738033682107925,
0.00001714959398668725,
-0.002277917927131057,
0.0032314287964254618,
-0.015160847455263138,
-0.04762459546327591,
0.01853630505502224,
0.004383321851491928,
-0.016427207738161087,
0.007848260924220085,
-0.024099843576550484,
-0.05349388346076012,
0.009450988844037056,
0.011916002258658409,
-0.050313081592321396,
-0.005410381127148867,
-0.05488789826631546,
0.021127190440893173,
-0.04342438280582428,
-0.017217522487044334,
0.06289073824882507,
0.027690893039107323,
-0.02609645016491413,
-0.002685273066163063,
-0.04950482398271561,
0.009433113969862461,
-0.0021582182962447405,
-0.029756760224699974,
0.03035374917089939,
0.022129422053694725,
-0.012820210307836533,
0.0243424940854311,
-0.007342655677348375,
-0.0073930649086833,
-0.03151702135801315,
-0.03958192467689514,
-0.00696811405941844,
0.02989238314330578,
0.02078450657427311,
0.019536981359124184,
-0.02426263503730297,
0.04572497680783272,
0.027790946885943413,
-0.01014738716185093,
-0.02153398096561432,
-0.006449132226407528,
-0.035349275916814804,
0.007316634524613619,
0.04708535224199295,
0.005923337768763304,
0.013987448066473007,
-0.0011570564238354564,
-0.0004948434070684016,
0.03277019411325455,
0.07521145790815353,
-0.01666594296693802,
-0.025853712111711502,
-0.0006023633759468794,
0.021189900115132332,
-0.018222864717245102,
0.0377986803650856,
0.009181072004139423,
-0.023660384118556976,
0.005700192414224148,
-0.007126298267394304,
-0.01278003491461277,
-0.012034441344439983,
-0.04535099118947983,
0.013228784315288067,
0.007381512317806482,
0.0381370447576046,
-0.022501803934574127,
0.04874715581536293,
0.02356809750199318,
-0.053769856691360474,
-0.024968795478343964,
0.037525877356529236,
0.034795086830854416,
-0.05401017516851425,
-0.005490902345627546,
0.041959043592214584,
0.036732543259859085,
-0.041902583092451096,
0.006322483532130718,
-0.027029961347579956,
-0.00023888818395789713,
-0.02428671158850193,
-0.0035438728518784046,
0.005877833813428879,
0.023234864696860313,
0.0549386627972126,
0.04784402251243591,
-0.000208587633096613,
-0.016218284144997597,
0.03016636148095131,
-0.04943418875336647,
0.02246854268014431,
-0.03892955183982849,
0.06335298717021942,
0.028546053916215897,
0.05587080121040344,
0.061305902898311615,
-0.004721337929368019,
-0.009188268333673477,
0.006229234393686056,
-0.07838034629821777,
0.05684449151158333,
0.031198741868138313,
-0.008287637494504452,
0.016415612772107124,
-0.03568274527788162,
0.026651624590158463,
0.01939266361296177,
0.031791891902685165,
0.024967851117253304,
0.003617667593061924,
-0.041417088359594345,
0.0009304966661147773,
-0.007416700944304466,
0.006890366319566965,
0.007430786732584238,
0.030493034049868584,
0.0404742956161499,
-0.01703202724456787,
0.021770447492599487,
0.0050457012839615345,
-0.003714748425409198,
0.019892530515789986,
-0.022982493042945862,
-0.006334525998681784,
0.010060557164251804,
0.029828211292624474,
0.021092751994729042,
0.03181876614689827,
-0.023534685373306274,
0.00165027123875916,
-0.014878672547638416,
0.035459328442811966,
0.05108650028705597,
-0.006215306464582682,
0.019062243402004242,
-0.016531486064195633,
-0.01923438534140587,
0.013741602189838886,
0.010019205510616302,
-0.016236208379268646,
-0.016991861164569855,
0.0393807590007782,
0.02471107244491577,
-0.03536928817629814,
0.017367670312523842,
0.050641659647226334,
0.014837515540421009,
-0.015106752514839172,
-0.0630987137556076,
-0.00959823653101921,
0.011725146323442459,
0.012013648636639118,
0.01432847697287798,
0.009422284550964832,
0.008501129224896431,
0.004936184734106064,
0.0520024448633194,
-0.011024829931557178,
-0.04292713850736618,
0.01223740540444851,
-0.009692034684121609,
0.03828000649809837,
0.004225375596433878,
-0.012587016448378563,
-0.0046662152744829655,
0.005837270524352789,
0.008213881403207779,
-0.009652657434344292,
-0.044496193528175354,
-0.0854799747467041,
0.004036664962768555,
0.026404663920402527,
0.0736120268702507,
-0.05013902857899666,
0.01744677871465683,
-0.01827944442629814,
-0.011075463145971298,
0.023365285247564316,
-0.05595631152391434,
0.02932712808251381,
-0.01953066512942314,
-0.012904956005513668,
-0.04781780764460564,
-0.024747362360358238,
-0.04339229315519333,
-0.0015520312590524554,
-0.04176216199994087,
0.006705992855131626,
-0.034809667617082596,
-0.03323252126574516,
-0.045588135719299316,
0.009156073443591595,
-0.009748677723109722,
0.04532412439584732,
-0.04943898692727089,
-0.025400780141353607,
0.01913728564977646,
0.014442900195717812,
-0.014738490805029869,
-0.04344132915139198,
0.011486832983791828,
0.005855563562363386,
0.022740822285413742,
0.056000541895627975,
-0.014270421117544174,
-0.012669934891164303,
0.029221035540103912,
0.02067379653453827,
0.006075676064938307,
-0.012853307649493217,
-0.01471581682562828,
0.0222282987087965,
0.008091271854937077,
-0.006294097285717726,
0.03594443202018738,
0.012327556498348713,
-0.002051711780950427,
0.00017721900076139718,
-0.030019469559192657,
0.018246233463287354,
-0.05084291100502014,
-0.017523039132356644,
-0.0375344455242157,
-0.01889139786362648,
-0.025708500295877457,
0.0443992093205452,
-0.019946647807955742,
0.025332937017083168,
-0.045561738312244415,
0.008820855058729649,
0.046734582632780075,
0.041352901607751846,
0.013729235157370567,
0.011579025536775589,
-0.011295005679130554,
0.005984112154692411,
-0.012085653841495514,
-0.017341848462820053,
0.029730163514614105,
-0.051217179745435715,
-0.018321584910154343,
0.028048457577824593,
-0.06496012955904007,
0.010120145045220852,
-0.04404141381382942,
-0.0035701480228453875,
0.01696288213133812,
-0.04737488925457001,
0.005478808656334877,
0.0146045396104455,
0.039466384798288345,
-0.011485016904771328,
-0.03807023540139198,
0.004918758291751146,
0.018505780026316643,
-0.040891390293836594,
0.008276977576315403,
-0.039183005690574646,
0.07149362564086914,
0.011949119158089161,
-0.014466999098658562,
-0.0957791656255722,
-0.06820978224277496,
0.0196060873568058,
0.029864860698580742,
-0.025965597480535507,
-0.05666185915470123,
-0.04412573203444481,
-0.00935569778084755,
-0.002239930210635066,
-0.023469461128115654,
0.04492008686065674,
-0.02173112891614437,
-0.0010257639223709702,
-0.036451298743486404,
-0.003851698013022542,
0.10416506230831146,
-0.013867777772247791,
-0.009838435798883438,
0.004208141937851906,
-0.018093546852469444,
-0.019533365964889526,
0.034506164491176605,
-0.008090869523584843,
-0.017800522968173027,
-0.033738892525434494,
-0.007128430996090174,
0.010186622850596905,
0.042039792984724045,
-0.012890373356640339,
-0.019092366099357605,
-0.021435245871543884,
-0.00453054578974843,
0.012734239920973778,
-0.04678984731435776,
-0.043210987001657486,
-0.008776090107858181,
-0.0256214439868927,
-0.020551392808556557,
0.042595572769641876,
-0.022351762279868126,
0.025506557896733284,
0.01038589607924223,
-0.014281416311860085,
0.031866468489170074,
0.020975228399038315,
0.06143781542778015,
-0.027217624709010124,
-0.01376450713723898,
-0.017976129427552223,
-0.059803903102874756,
0.030346734449267387,
0.008706712163984776,
-0.0035591069608926773,
-0.00513451499864459,
-0.03287340700626373,
-0.01460734661668539,
-0.011805564165115356,
-0.013794978149235249,
-0.0006071253446862102,
0.03403579816222191,
-0.008735260926187038,
0.022742869332432747,
0.05175104737281799,
0.01321975328028202,
0.037093695253133774,
0.0280134454369545,
0.040822647511959076,
-0.0018102985341101885,
0.03043743595480919,
0.0636613667011261,
0.011584115214645863,
-0.01138298399746418,
0.03531666100025177,
0.018112890422344208,
0.03293975815176964,
0.03323962911963463,
-0.007642768323421478,
-0.03278791904449463,
-0.009883436374366283,
-0.020817087963223457,
-0.023576198145747185,
0.029900265857577324,
-0.040532127022743225,
0.02035415545105934,
-0.0319928303360939,
-0.023509668186306953,
0.04713121056556702,
0.04966599494218826,
0.01808810420334339,
0.004141958896070719,
-0.034926578402519226,
-0.07090743631124496,
-0.012240266427397728,
0.054145898669958115,
0.008759132586419582,
0.04199056699872017,
0.027101827785372734,
0.01504923589527607,
-0.03271253779530525,
0.025990113615989685,
-0.055249836295843124,
-0.056042153388261795,
-0.0005614107940346003,
-0.044466760009527206,
-0.018445029854774475,
0.04408629983663559,
-0.021982429549098015,
0.013709010556340218,
0.007788865361362696,
-0.02049027383327484,
0.0235737394541502,
0.008969608694314957,
0.02610696293413639,
-0.025727665051817894,
0.07305508852005005,
0.0008030784083530307,
0.048588864505290985,
-0.025615740567445755,
-0.02573130838572979,
0.12454311549663544,
0.06257593631744385,
0.03796214610338211,
-0.0727371945977211,
0.03319071978330612,
0.02696315199136734,
-0.04087366536259651,
-0.007036527618765831,
0.02418258599936962,
0.014783825725317001,
0.0046091387048363686,
0.03853460028767586,
0.08119340986013412,
0.009293721057474613,
0.019200420007109642,
0.048324547708034515,
-0.029123008251190186,
0.0030526979826390743,
0.01717323623597622,
0.01765882410109043,
0.0014802373480051756,
-0.05217999219894409,
-0.0688147321343422,
0.027964960783720016,
0.015268710441887379,
0.005040117539465427,
-0.038922250270843506,
-0.014907322824001312,
0.0010069598210975528,
0.03771774843335152,
0.0009950250387191772,
0.012456974014639854,
-0.022906938567757607,
-0.008728079497814178,
-0.02800457552075386,
-0.032081663608551025,
0.036656398326158524,
-0.02804436907172203,
0.036344654858112335,
0.07037212699651718,
0.017928030341863632,
0.015617289580404758,
-0.02828616462647915,
0.045407503843307495,
-0.036786921322345734,
-0.05338845029473305,
-0.03297082707285881,
0.03813501074910164,
-0.032708510756492615,
-0.021816883236169815,
0.0007395186694338918,
0.005088099278509617,
-0.006858749780803919,
-0.04489060863852501,
-0.018573755398392677,
0.04617402330040932,
0.0067514823749661446,
-0.008573072962462902,
-0.019495764747262,
-0.017444785684347153,
0.016581015661358833,
-0.024417558684945107,
0.020236486569046974,
-0.00274360622279346,
0.01273721270263195,
-0.04854271933436394,
-0.02592337876558304,
0.0342499203979969,
-0.0021670181304216385,
0.014274122193455696,
0.011160713620483875,
-0.055181048810482025,
-0.01660473830997944,
-0.028407398611307144,
-0.011170855723321438,
-0.006421830505132675,
0.023735731840133667,
-0.05734694376587868,
-0.01477005984634161,
-0.009484020061790943,
-0.00036903118598274887,
0.026035403832793236,
-0.034773994237184525,
0.0004997661453671753,
-0.013180053792893887,
0.02224750444293022,
0.04217689111828804,
0.031936366111040115,
0.020580140873789787,
0.01816338114440441,
0.010642029345035553,
0.05374646931886673,
0.010473310016095638,
-0.07964175194501877,
-0.03105194680392742,
-0.005303606390953064,
-0.011618798598647118,
-0.028136154636740685,
-0.03661765903234482,
0.0793256014585495,
0.03327352926135063,
-0.018004167824983597,
-0.015773506835103035,
-0.003441132605075836,
0.008583215065300465,
0.03343154862523079,
-0.013114295899868011,
-0.04095253720879555,
0.02849401719868183,
0.013561464846134186,
0.013055281713604927,
-0.01774384081363678,
0.003817522432655096,
-0.008948517963290215,
-0.05452597886323929,
0.02092146687209606,
-0.04598265886306763,
-0.017979411408305168,
0.0012337462976574898,
-0.023623762652277946,
0.027330690994858742,
-0.03440377488732338,
-0.006193609908223152,
-0.027272144332528114,
0.00031740625854581594,
0.005567929241806269,
0.007545883301645517,
-0.019482849165797234,
0.0009747567237354815,
-0.04986995458602905,
-0.04326248541474342,
0.056924495846033096,
0.007245646324008703,
0.03020448237657547,
-0.002002889756113291,
0.01104980893433094,
-0.007634815294295549,
0.010413921438157558,
-0.0008987272740341723,
-0.011946717277169228,
0.05957236513495445,
-0.07088334858417511,
-0.0036638437304645777,
0.022358471527695656,
-0.0028433529660105705,
0.04136214032769203,
0.02506268210709095,
0.019431842491030693,
-0.0030531673692166805,
0.054652173072099686,
-0.040336791425943375,
-0.024180876091122627,
-0.006496565882116556,
0.002436195034533739,
0.03453729301691055,
-0.0011614373652264476,
-0.0003988801909144968,
0.011232075281441212,
0.0185575932264328,
0.047820813953876495,
0.02532019093632698,
0.03353295102715492,
-0.015920741483569145,
0.002750840038061142,
-0.02265336737036705,
0.05757109820842743,
-0.0009003194863907993,
-0.004693048540502787,
0.018539756536483765,
0.033425576984882355,
-0.026019224897027016,
0.010205943137407303,
-0.043555498123168945,
-0.007893675938248634,
-0.09238983690738678,
-0.010970517992973328,
-0.023818176239728928,
-0.0018941669259220362,
0.058440010994672775,
-0.03601115569472313,
0.01371676940470934,
-0.02239024080336094,
-0.010053676553070545,
0.014331869781017303,
-0.031313538551330566,
-0.015584615059196949,
-0.0022380223963409662,
0.046094175428152084,
-0.03363170102238655,
0.01404687762260437,
0.03192611783742905,
0.008089770562946796,
0.019776832312345505,
0.029152952134609222,
0.01056759338825941,
-0.03895606845617294,
0.010299786925315857,
-0.006183231249451637,
0.019340282306075096,
-0.07815868407487869,
0.025163179263472557,
-0.010574131272733212,
-0.03451504558324814,
0.009545046836137772,
-0.029237965121865273,
0.0036849260795861483,
0.023392649367451668,
0.011887621134519577,
-0.01499159075319767,
0.062293317168951035,
0.008216180838644505,
0.028817296028137207,
0.007963486015796661,
-0.023452356457710266,
0.0021472370717674494,
0.010483495891094208,
0.0013039708137512207,
0.025805817916989326,
0.058371901512145996,
0.006672916933894157,
0.009044204838573933,
0.03723730519413948,
-0.011598214507102966,
-0.0308537520468235,
-0.008618216030299664,
-0.007788496557623148,
0.000430385785875842,
-0.002560574794188142,
-0.004393763840198517,
-0.03555746376514435,
0.03652029484510422,
0.0479128398001194,
0.013671898283064365,
-0.005258672870695591,
0.0063504865393042564,
-0.018957819789648056,
-0.03408897668123245,
-0.042116325348615646,
0.005936879198998213,
-0.004495634697377682,
-0.06355912238359451,
-0.019233407452702522,
0.021657174453139305,
0.02163897268474102,
-0.030531708151102066,
0.007886599749326706,
-0.01283139456063509,
0.07189657539129257,
-0.03266669064760208,
0.005252467002719641,
-0.0018539666198194027,
-0.002034083241596818,
0.031032707542181015,
-0.039756979793310165,
0.03836563602089882,
-0.004032954107969999,
-0.01853291690349579,
-0.06052234768867493,
-0.0269134771078825,
-0.04997415468096733,
0.06389129161834717,
0.026058899238705635,
0.011332585476338863,
-0.01086474396288395,
-0.052311211824417114,
0.005711543373763561,
0.0228711124509573,
-0.05143275484442711,
0.06000402942299843,
-0.0023190099745988846,
-0.009921153075993061,
-0.007519263308495283,
-0.002774866297841072,
0.03776216506958008,
0.013213513419032097,
-0.018840806558728218,
-0.05303783714771271,
0.022420404478907585,
-0.009076985530555248,
-0.013355324044823647,
-0.0024327400606125593,
-0.05683271214365959,
-0.01808447390794754,
0.00580528425052762,
0.015397145412862301,
0.029973259195685387,
0.020200759172439575,
0.007128496188670397,
-0.043428756296634674,
0.01797838881611824,
-0.04621432349085808,
-0.009704516269266605,
0.03488614410161972,
-0.031551167368888855,
0.01784156821668148,
-0.04225983843207359,
0.013569534756243229,
0.012695690616965294,
-0.027103856205940247,
0.004357173573225737,
0.05363853648304939,
0.017446519806981087,
0.017921406775712967,
-0.008418585173785686,
0.0016188168665394187,
-0.0069655124098062515,
-0.018116235733032227,
-0.020906582474708557,
0.0036201761104166508,
-0.05062219873070717,
-0.009024047292768955,
0.0056095244362950325,
-0.0005653409170918167,
0.014582080766558647,
0.023594195023179054,
0.01061665266752243,
0.05826634541153908,
0.011602908372879028,
0.012307687662541866,
0.023393850773572922,
-0.04007731378078461,
-0.007205226458609104,
-0.0163966603577137,
-0.006961446721106768,
0.03027585707604885,
-0.037160348147153854,
0.02748822048306465,
-0.03469950333237648,
-0.05289619415998459,
-0.046180229634046555,
-0.0056145088747143745,
-0.0015281389933079481,
0.014277497306466103,
0.00003805101368925534,
0.03451501578092575,
-0.0038598026148974895,
-0.026772841811180115,
0.029086321592330933,
-0.04591153562068939,
0.028709324076771736,
-0.01649029366672039,
0.014798890799283981,
-0.03924503177404404,
-0.0028697417583316565,
-0.023759156465530396,
-0.03272455930709839,
0.00953871663659811,
-0.011050881817936897,
0.03060799650847912,
-0.015492879785597324,
-0.029200248420238495,
0.03757459297776222,
0.0259334035217762,
-0.026545120403170586,
-0.01161663793027401,
-0.0347779281437397,
-0.012389164417982101,
0.0012578729074448347,
0.0037208215799182653
] |
<p>I have a logit model and am trying to understand and compare the predicted and observed values generated by the model. Let's say data set had 100 values and I generate all the predicted probabilities, and then I find the actual probabilities from the data set.</p>
<p>If I'm comparing the predicted vs observed values, I'm thinking there are two ways to do it. One is to do it value by value, while the second would be to group by the 'predicted probabilities.'</p>
<pre><code>Method 1:
x_value pred_val obs_val
100 0.30 0.34
102 0.33 0.36
104 0.35 0.37
106 0.40 0.40
...
</code></pre>
<p>I'm also thinking there has to some way to aggregate these values. So I'm thinking of aggregating all x values where the predicted probabilities is between 10 to 20% percent, then find the avg predicted value from that range, followed by the predicted value for that range.</p>
<pre><code>Method 2:
Pred_probs pred_val obs_val
10 to 20% vals 0.10 0.11
21 to 30% vals 0.12 0.16
31 to 50% vals 0.15 0.30
</code></pre>
<p>What I'm wondering is:</p>
<ol>
<li><p>When there are a large number of data points, what use is having a list of the predicted and observed values for any given value of x?</p></li>
<li><p>Does it ever make sense to do something as identified in 'Method 2'?</p></li>
</ol> | 74,060 | [
-0.059815362095832825,
0.02235913649201393,
-0.019318845123052597,
-0.015406560152769089,
0.04936852678656578,
0.014480562880635262,
0.002116019371896982,
-0.025448543950915337,
0.06141927093267441,
0.0044034626334905624,
0.011578655801713467,
0.023984229192137718,
0.04301289841532707,
0.0012740353122353554,
0.05908556655049324,
0.0033118710853159428,
0.005077361594885588,
-0.012679537758231163,
0.01167298574000597,
-0.006215683650225401,
-0.02887137047946453,
0.020814072340726852,
0.0021219102200120687,
-0.033920545130968094,
-0.017271436750888824,
0.057467058300971985,
0.033669363707304,
-0.025244269520044327,
0.01563255675137043,
0.06757401674985886,
0.006832067389041185,
-0.05903872102499008,
0.007143262308090925,
0.03362646326422691,
0.03332874923944473,
0.02428426221013069,
-0.0029637482948601246,
-0.0209221001714468,
-0.013276716694235802,
0.029232939705252647,
-0.052244722843170166,
0.008487568236887455,
0.005775235127657652,
-0.006117319688200951,
0.023987123742699623,
0.021967481821775436,
-0.01268172636628151,
-0.02100147306919098,
0.019683413207530975,
-0.03310524672269821,
0.0392974354326725,
-0.02779393270611763,
0.005639807786792517,
0.030942009761929512,
-0.02200089395046234,
-0.0012054481776431203,
0.032490845769643784,
0.07638931274414062,
-0.01845458336174488,
-0.08019182085990906,
-0.0038493280299007893,
0.006371041759848595,
-0.014405929483473301,
-0.0032306744251400232,
0.009159560315310955,
0.003096482250839472,
-0.007596846204251051,
-0.006142786704003811,
0.03776118904352188,
0.001657367218285799,
0.023841718211770058,
0.02837480790913105,
0.014008809812366962,
0.01268674060702324,
0.007809221278876066,
-0.034074921160936356,
0.02516831085085869,
-0.036574117839336395,
0.04856559634208679,
0.02850998565554619,
0.01927250251173973,
0.04654684662818909,
0.02335291914641857,
0.0037505810614675283,
0.0049751210026443005,
-0.01299396250396967,
0.037092022597789764,
-0.010805359110236168,
0.011724863201379776,
0.02962682582437992,
-0.009790079668164253,
0.04522550478577614,
0.020989589393138885,
0.025182317942380905,
-0.030708404257893562,
0.04753894731402397,
-0.018689969554543495,
0.04274964705109596,
-0.005302770528942347,
0.018372338265180588,
0.018095990642905235,
-0.03106796368956566,
-0.0013696732930839062,
0.030917726457118988,
-0.047380007803440094,
-0.02891683764755726,
-0.01217496395111084,
-0.022540897130966187,
-0.0011049258755519986,
-0.05484863743185997,
0.008060955442488194,
0.01289850939065218,
-0.0039680455811321735,
0.023455677554011345,
-0.006870522629469633,
-0.022180600091814995,
-0.0028510799165815115,
0.008867016062140465,
0.018198873847723007,
0.031476110219955444,
0.03385492414236069,
-0.012912123464047909,
0.02261277846992016,
-0.03067675791680813,
-0.043521177023649216,
-0.017216617241501808,
0.02297753468155861,
-0.004005156923085451,
-0.06961680948734283,
0.05692322924733162,
-0.03938082978129387,
-0.03303741291165352,
0.04392873868346214,
0.003125958377495408,
-0.0010341954184696078,
0.02002733200788498,
-0.0648549422621727,
-0.024280503392219543,
0.012775701470673084,
-0.019856436178088188,
0.01710135117173195,
-0.04663088917732239,
-0.008870930410921574,
0.016394129022955894,
0.0327579565346241,
0.019782720133662224,
0.043820299208164215,
0.02032981440424919,
-0.0011604503961279988,
0.014388578943908215,
-0.028072983026504517,
-0.022440774366259575,
-0.017246026545763016,
-0.023083718493580818,
-0.023442594334483147,
-0.049355365335941315,
0.0175520908087492,
-0.017387179657816887,
-0.005235740914940834,
-0.014804608188569546,
0.0020895719062536955,
-0.023257654160261154,
-0.02307390607893467,
0.013307332061231136,
0.009307537227869034,
-0.04512860253453255,
0.07054942846298218,
0.029238032177090645,
0.013331716880202293,
0.039088331162929535,
-0.009057615883648396,
-0.011813964694738388,
0.02967974916100502,
0.010873309336602688,
0.06536544859409332,
0.026377884671092033,
-0.016335785388946533,
-0.0617426373064518,
0.011142498813569546,
0.0005001691170036793,
-0.031090332195162773,
-0.013227769173681736,
-0.026542406529188156,
-0.004299049731343985,
0.026869887486100197,
0.02957003191113472,
0.023072747513651848,
-0.03532326966524124,
0.04118478670716286,
-0.05917820706963539,
-0.03467933461070061,
-0.07958175241947174,
0.021207978948950768,
-0.0068518659099936485,
-0.00676408177241683,
0.0021670234855264425,
0.01522469986230135,
0.017942311242222786,
0.007839025929570198,
-0.024082479998469353,
-0.03766939416527748,
-0.007462533190846443,
0.042976051568984985,
-0.029715465381741524,
-0.00410216860473156,
0.03923938795924187,
0.027113638818264008,
-0.05455004796385765,
0.040253765881061554,
-0.06056321784853935,
-0.028758695349097252,
0.01006696280092001,
-0.030743733048439026,
-0.02498168684542179,
0.01254210527986288,
-0.014296334236860275,
-0.007040884345769882,
0.007840033620595932,
-0.005384960677474737,
0.004659988917410374,
-0.09264689683914185,
0.0532681867480278,
0.11094465851783752,
-0.010379176586866379,
0.010785200633108616,
-0.014436731114983559,
-0.006537940353155136,
0.027216946706175804,
0.013356995768845081,
-0.013144462369382381,
-0.054402150213718414,
-0.01154129859060049,
0.02032812498509884,
0.02646326646208763,
-0.02012106217443943,
0.01673101633787155,
0.08013996481895447,
-0.008359458297491074,
0.014895501546561718,
0.03456980362534523,
0.031110838055610657,
0.041160766035318375,
0.008902426809072495,
0.022703230381011963,
0.05119176581501961,
0.012481329962611198,
0.008536983281373978,
0.03979547321796417,
0.013631446287035942,
0.006518256384879351,
-0.008967217989265919,
0.06207074224948883,
0.004393136594444513,
0.003772065043449402,
-0.013022969476878643,
-0.016676627099514008,
0.04875457286834717,
-0.015016180463135242,
0.002944105537608266,
0.016182273626327515,
0.008831706829369068,
0.0021008772309869528,
0.012938367202877998,
-0.03114832378923893,
0.010664686560630798,
0.06720484048128128,
-0.07922034710645676,
0.001284206984564662,
0.008782739751040936,
-0.04448564350605011,
0.0021310849115252495,
0.01563807763159275,
-0.036969125270843506,
-0.0569683276116848,
0.03512069210410118,
0.04732947051525116,
-0.007074019871652126,
0.04365110024809837,
-0.042640332132577896,
-0.04923315718770027,
-0.04368796572089195,
-0.04601100832223892,
0.02164020575582981,
0.022722851485013962,
-0.05720961093902588,
0.0005437184008769691,
-0.021530665457248688,
-0.04073221981525421,
0.011277204379439354,
-0.022917108610272408,
-0.06835716962814331,
0.013745409436523914,
-0.017188340425491333,
-0.04026693478226662,
-0.0467032827436924,
-0.03133591264486313,
0.004724038764834404,
0.00621069734916091,
-0.020973021164536476,
0.05044526234269142,
-0.005942708812654018,
-0.031483788043260574,
-0.012318199500441551,
-0.04898344352841377,
0.004928503185510635,
-0.03338776156306267,
0.0034723645076155663,
-0.012527965009212494,
-0.003927354235202074,
0.02360658533871174,
0.033108510076999664,
-0.023234501481056213,
-0.03361104428768158,
-0.055516816675662994,
-0.04077572375535965,
-0.016100283712148666,
0.024340368807315826,
0.005434690974652767,
-0.015483287163078785,
0.02277824655175209,
0.06785354763269424,
0.013449848629534245,
-0.0729827880859375,
-0.05510551854968071,
0.026316536590456963,
-0.01100278738886118,
0.02291799709200859,
0.0030539650470018387,
-0.006603052373975515,
-0.0028347026091068983,
0.020880425348877907,
0.002170905936509371,
0.023004190996289253,
0.04550258070230484,
0.011306519620120525,
0.027314946055412292,
-0.000391207606298849,
0.006652832962572575,
-0.04792741686105728,
0.038284316658973694,
0.019426191225647926,
-0.029184315353631973,
-0.0002606504422146827,
-0.02699357457458973,
0.046814464032649994,
0.041565343737602234,
-0.018736127763986588,
0.021622249856591225,
0.0015859942650422454,
0.018197720870375633,
-0.012840735726058483,
0.04965202137827873,
-0.00022763386368751526,
-0.04272300377488136,
-0.0304617490619421,
0.011229864321649075,
0.05410948768258095,
-0.04429082199931145,
-0.0015646001556888223,
0.026684051379561424,
0.04239372909069061,
-0.008724210783839226,
0.005099541042000055,
0.01641005091369152,
-0.015491625294089317,
-0.017629100009799004,
-0.020511440932750702,
-0.003169460454955697,
0.05888655409216881,
0.04951349273324013,
0.005455243866890669,
-0.01675773411989212,
-0.014967500232160091,
0.013393023051321507,
-0.07047417014837265,
-0.011141764000058174,
-0.036632247269153595,
0.06988713890314102,
0.04238566756248474,
0.07572521269321442,
-0.0048195114359259605,
-0.043265681713819504,
0.007890403270721436,
0.016318390145897865,
-0.07131460309028625,
0.024200910702347755,
0.001922975992783904,
0.005250090267509222,
-0.01907660998404026,
-0.051886461675167084,
0.03929177299141884,
-0.03956712782382965,
0.011444779112935066,
0.004441709257662296,
0.005390892270952463,
-0.021991567686200142,
-0.005981234833598137,
-0.0016218358650803566,
-0.0068658581003546715,
-0.028291085734963417,
-0.008633390069007874,
0.020139003172516823,
-0.004371376242488623,
0.05906619876623154,
0.023901306092739105,
-0.0017386176623404026,
-0.010187198407948017,
-0.021864498034119606,
0.02805270254611969,
0.0014691224787384272,
0.012985995970666409,
0.00045942122233100235,
0.014550906606018543,
-0.039314933121204376,
0.04079756513237953,
0.049264077097177505,
0.07011358439922333,
0.07262790948152542,
-0.021175168454647064,
-0.029001375660300255,
0.022062016651034355,
-0.010042996145784855,
0.017932206392288208,
0.00016518743359483778,
0.01654885523021221,
-0.015654409304261208,
0.016658363863825798,
0.011966906487941742,
-0.03448458015918732,
0.015602967701852322,
0.09125135093927383,
-0.012670241296291351,
-0.00036079229903407395,
-0.007270865608006716,
0.0026100322138518095,
-0.00543352821841836,
0.010677782818675041,
0.01345962006598711,
0.012970659881830215,
0.012492017820477486,
0.0010044410591945052,
0.032974909991025925,
-0.030386950820684433,
-0.02730584144592285,
0.01723329909145832,
0.03894477337598801,
0.03825676068663597,
0.00543528888374567,
-0.05118364095687866,
0.007681721821427345,
0.0280685406178236,
0.032723311334848404,
0.024003390222787857,
0.030749760568141937,
-0.08876366913318634,
0.00009684389806352556,
0.03694700822234154,
0.046079300343990326,
-0.029273509979248047,
-0.021665599197149277,
-0.013239836320281029,
0.017416074872016907,
0.03596945106983185,
-0.07310184091329575,
0.022734399884939194,
-0.03643301501870155,
-0.005601424258202314,
-0.040247611701488495,
-0.025124121457338333,
-0.04242699220776558,
-0.008061474189162254,
-0.03768635913729668,
0.026175491511821747,
0.01115537341684103,
-0.03477917239069939,
-0.04554543271660805,
0.04991999641060829,
0.010268718004226685,
0.04545695707201958,
-0.03802808001637459,
-0.0395125187933445,
-0.0023155459202826023,
0.05992424115538597,
0.0016180342063307762,
-0.05258358642458916,
-0.021458880975842476,
0.01095015462487936,
-0.05154071003198624,
0.056390825659036636,
0.0023585513699799776,
-0.04050591215491295,
0.02237887866795063,
-0.011388112790882587,
-0.021487515419721603,
-0.015991974622011185,
-0.03464321419596672,
0.0377536378800869,
0.031518369913101196,
-0.013856259174644947,
0.058166224509477615,
0.012807207182049751,
-0.01429680548608303,
0.007348441518843174,
-0.04691479727625847,
-0.03217920660972595,
-0.0026851538568735123,
-0.02469083108007908,
-0.059542376548051834,
0.00039416621439158916,
-0.0021785080898553133,
0.0056045642122626305,
0.0025528313126415014,
0.03285539895296097,
-0.03454885259270668,
0.014291349798440933,
0.008015681058168411,
0.04273225739598274,
0.01541263610124588,
-0.025672713294625282,
-0.0166925135999918,
0.05046794191002846,
-0.022812964394688606,
-0.006717875134199858,
0.019496550783514977,
-0.004124072380363941,
0.011621073819696903,
0.009645196609199047,
-0.0409184992313385,
0.014875475317239761,
-0.04965654015541077,
-0.007471243850886822,
0.044992245733737946,
-0.03516404703259468,
-0.005522671155631542,
0.02479376643896103,
0.01730138063430786,
-0.00409656623378396,
-0.022350352257490158,
-0.029234791174530983,
0.009685819037258625,
0.04443589597940445,
0.02833232469856739,
-0.03956932947039604,
0.05996781215071678,
-0.006282759364694357,
-0.010321644134819508,
-0.04555625095963478,
-0.04259514436125755,
0.03366183862090111,
-0.00008397610508836806,
-0.034051600843667984,
-0.014708452858030796,
0.00269519817084074,
-0.03749000281095505,
-0.014762181788682938,
-0.002692366484552622,
0.04916422814130783,
-0.05002536624670029,
-0.032497912645339966,
-0.0038055884651839733,
0.03858104720711708,
0.06499394029378891,
-0.011759408749639988,
-0.01449738908559084,
0.02392668090760708,
0.011754202656447887,
-0.014967632479965687,
0.040509358048439026,
0.005336546804755926,
-0.03351641073822975,
-0.015242851339280605,
-0.010930797085165977,
0.023931274190545082,
0.0580563098192215,
0.0020267379004508257,
-0.0031430867966264486,
-0.016505900770425797,
0.016421737149357796,
-0.022649988532066345,
-0.00788829941302538,
0.0020722877234220505,
-0.0025340185966342688,
0.017154429107904434,
-0.022630959749221802,
-0.027755780145525932,
-0.029344776645302773,
-0.02308288961648941,
0.04922518879175186,
0.007867073640227318,
0.0031718986574560404,
0.029677631333470345,
0.07106425613164902,
-0.008171377703547478,
0.00298497686162591,
-0.0037601888179779053,
-0.03851078078150749,
0.07680385559797287,
0.0012899941066280007,
0.0010072668083012104,
0.03823193907737732,
0.04083595797419548,
0.0006581306806765497,
-0.023550981655716896,
-0.018273556604981422,
-0.020460344851017,
0.06927184015512466,
-0.027602942660450935,
0.041158273816108704,
0.046611689031124115,
0.024178003892302513,
0.019253991544246674,
-0.03401676565408707,
-0.016400359570980072,
-0.005707850679755211,
-0.006984283681958914,
0.0554807074368,
-0.024023842066526413,
-0.056215859949588776,
0.012675227597355843,
0.002098828088492155,
0.021034646779298782,
0.013366076163947582,
0.00697551853954792,
-0.006424677092581987,
-0.0077824341133236885,
-0.025615543127059937,
0.01076851412653923,
0.00825086422264576,
-0.020979193970561028,
-0.015327287837862968,
-0.05009685829281807,
-0.016177278012037277,
0.05334123224020004,
0.02500505931675434,
-0.01849491149187088,
-0.0802604928612709,
-0.023447813466191292,
-0.05385137349367142,
0.0020218666177242994,
-0.03079981729388237,
-0.005979098845273256,
0.0375746488571167,
-0.0014982236316427588,
0.036415912210941315,
0.011434041894972324,
-0.007488078437745571,
-0.025833282619714737,
-0.10321475565433502,
-0.02529546245932579,
-0.008002734743058681,
-0.046009987592697144,
0.03167835995554924,
0.0031235897913575172,
-0.006469230633229017,
-0.005600041709840298,
-0.026761850342154503,
0.024767383933067322,
-0.019291425123810768,
0.02711641974747181,
-0.012917294166982174,
0.08329512923955917,
-0.011898444034159184,
0.028067033737897873,
0.010408678092062473,
-0.008051696233451366,
0.12388616800308228,
0.07801856845617294,
0.02379029430449009,
-0.03589639440178871,
-0.0004575967031996697,
0.02722327783703804,
-0.007853218354284763,
0.014460928738117218,
-0.02388176880776882,
0.006691306829452515,
0.01051093265414238,
0.04461538791656494,
0.016009926795959473,
0.003934055101126432,
-0.0007638880633749068,
0.04231429845094681,
-0.022564196959137917,
-0.008014742285013199,
0.03445436432957649,
0.02613123692572117,
0.006357154343277216,
-0.02847934328019619,
-0.06373096257448196,
0.016045760363340378,
0.03625178337097168,
-0.012359085492789745,
-0.023864328861236572,
-0.035336896777153015,
-0.0018987637013196945,
-0.009726811200380325,
-0.0022794115357100964,
0.023521846160292625,
0.016727924346923828,
0.02972395159304142,
0.0037506059743463993,
0.02654721401631832,
0.009743502363562584,
-0.02903604321181774,
0.016488682478666306,
0.028699403628706932,
-0.02938966639339924,
-0.0005019897944293916,
-0.011048763990402222,
0.05834119766950607,
-0.05061836540699005,
-0.019138867035508156,
-0.06118159741163254,
0.04019845277070999,
-0.010070244781672955,
-0.05660101771354675,
-0.02456575818359852,
-0.00830750074237585,
0.001004803110845387,
-0.037749044597148895,
-0.01838742382824421,
0.04623531550168991,
0.015837792307138443,
0.0031624860130250454,
-0.008828427642583847,
-0.03990989550948143,
-0.005381373222917318,
0.005238568875938654,
0.015546222217381,
0.02194051817059517,
-0.006249582394957542,
-0.02566688507795334,
-0.013829849660396576,
0.05814671143889427,
0.010493346489965916,
0.04297906160354614,
0.012176478281617165,
-0.029902298003435135,
-0.013484477996826172,
-0.033931322395801544,
-0.0006078486330807209,
-0.01591305434703827,
0.0007230984047055244,
-0.005635210778564215,
0.003959577064961195,
-0.04511410742998123,
-0.020114591345191002,
-0.0018485276959836483,
0.0025028842501342297,
-0.04203689470887184,
-0.04176566004753113,
0.0554739311337471,
-0.009314805269241333,
0.015658844262361526,
0.031181851401925087,
0.016332169994711876,
0.01263539120554924,
0.054017581045627594,
-0.027357636019587517,
-0.04483842849731445,
-0.05090080946683884,
0.027730606496334076,
-0.0008193690446205437,
-0.01361620333045721,
0.021244065836071968,
0.11174406111240387,
-0.004475969821214676,
0.01601347140967846,
-0.008564860559999943,
0.04395156353712082,
0.012875915504992008,
0.03125086426734924,
0.0086671132594347,
-0.011572172865271568,
-0.013641808182001114,
0.001936100423336029,
0.03163456544280052,
-0.02122604288160801,
-0.003946792334318161,
-0.008730808272957802,
-0.0761900469660759,
0.010526852682232857,
-0.015739765018224716,
-0.033023566007614136,
0.012095740996301174,
-0.02072926051914692,
0.0063377125188708305,
-0.00887985248118639,
0.005169157404452562,
-0.02066555619239807,
0.01295673567801714,
-0.01838831417262554,
-0.07547422498464584,
0.0006803615833632648,
0.02532876655459404,
-0.02737393230199814,
-0.02334892563521862,
0.032924313098192215,
0.028771735727787018,
0.007730661891400814,
-0.0275067500770092,
0.021140534430742264,
-0.0036399448290467262,
0.04301133006811142,
-0.01407506875693798,
0.0006497613503597677,
0.020108995959162712,
-0.021005770191550255,
-0.02281765639781952,
0.036237191408872604,
0.0017783723305910826,
0.06280064582824707,
0.008139710873365402,
0.009192904457449913,
-0.006829683668911457,
0.052658289670944214,
-0.05065194144845009,
-0.0054717049933969975,
-0.023651177063584328,
-0.029410550370812416,
0.04342585802078247,
0.029653538018465042,
0.01039694994688034,
0.0356166698038578,
-0.018120665103197098,
0.010350423865020275,
0.010641392320394516,
-0.02112608589231968,
-0.00806132610887289,
0.013950764201581478,
0.03257963806390762,
0.01503022201359272,
-0.019686006009578705,
0.013415765017271042,
-0.00022711815836373717,
0.026424294337630272,
-0.05768173933029175,
0.020813988521695137,
-0.008496091701090336,
0.015358302742242813,
-0.03876913711428642,
-0.0058724344708025455,
0.016794752329587936,
-0.018364153802394867,
0.01372690312564373,
-0.037565600126981735,
0.011823059059679508,
0.014425154775381088,
-0.004048507660627365,
0.030271239578723907,
-0.009567620232701302,
0.02104814723134041,
-0.030210498720407486,
0.05597928911447525,
-0.04810327664017677,
0.01676895283162594,
0.02147042006254196,
0.012161150574684143,
0.02678457461297512,
-0.007015146780759096,
0.04258456081151962,
-0.04395785555243492,
-0.032922275364398956,
0.012368357740342617,
-0.01072282250970602,
-0.042776066809892654,
0.0647616907954216,
-0.04089220240712166,
-0.024091482162475586,
0.07952229678630829,
-0.014566611498594284,
0.02290407009422779,
0.029694749042391777,
0.007317599840462208,
-0.014775363728404045,
0.050679076462984085,
0.046872273087501526,
0.030051546171307564,
-0.009102627635002136,
0.05396351218223572,
0.020085284486413002,
0.003994681406766176,
-0.009114623069763184,
0.04243979975581169,
0.0309553612023592,
-0.0034276843070983887,
-0.018698900938034058,
0.04070117697119713,
0.007754442282021046,
-0.02957780659198761,
-0.02959566004574299,
0.003724179230630398,
-0.0034747293684631586,
-0.04901941120624542,
0.015161867253482342,
-0.016584787517786026,
-0.016034023836255074,
0.050645411014556885,
0.013693048618733883,
-0.008532870560884476,
0.018883444368839264,
-0.029641466215252876,
-0.03475894033908844,
-0.008953472599387169,
0.014830305241048336,
-0.0041800071485340595,
-0.023157404735684395,
0.002889009425416589,
0.0274234339594841,
-0.008101902902126312,
-0.038318004459142685,
-0.011421404778957367,
-0.04840439558029175,
0.037049371749162674,
-0.04773043096065521,
0.05763984099030495,
0.07522629201412201,
0.013350375927984715,
0.0005415885825641453,
-0.09876462072134018,
0.08099067956209183,
0.0033329157158732414,
-0.043049830943346024,
-0.05003749579191208,
-0.0031336990650743246,
-0.03454706445336342,
0.018332894891500473,
0.02578565664589405,
0.04016106575727463,
0.01025061123073101,
-0.01540908683091402,
0.014792374335229397,
0.005092177074402571,
-0.009676376357674599,
0.024481507018208504,
0.007813626900315285,
-0.009843608364462852,
-0.031030554324388504,
-0.0015627882676199079,
-0.019642828032374382,
0.004327050410211086,
0.053163185715675354,
-0.014151026494801044,
-0.0011291923001408577,
-0.04056751728057861,
-0.02073553204536438,
0.00921778753399849,
0.01853763498365879,
-0.004652462434023619,
-0.00001867077298811637,
0.018978308886289597,
-0.018590807914733887,
0.04074200615286827,
-0.02901555225253105,
-0.06485086679458618,
0.029923846945166588,
-0.03608011454343796,
-0.02166837826371193,
0.01958666369318962,
-0.00882900133728981,
-0.008572378195822239,
-0.053155116736888885,
-0.01026148535311222,
-0.0014610560610890388,
-0.02648974023759365,
-0.00161284941714257,
0.033124979585409164,
0.012169119901955128,
0.024848023429512978,
0.0010907786199823022,
0.0533527247607708,
-0.025404296815395355,
-0.04673602432012558,
-0.003348379163071513,
0.0020343363285064697,
0.046827029436826706,
0.024810032919049263,
-0.0006896416889503598,
0.03196066617965698,
0.028414377942681313,
-0.002677181037142873,
-0.018617844209074974,
0.06892000138759613,
-0.03364783525466919,
-0.002153260400518775,
0.0039400700479745865,
-0.006952313240617514,
0.012763716280460358,
0.010861244983971119,
-0.009245491586625576,
0.02367260493338108,
-0.05800021439790726,
-0.0068303439766168594,
-0.049269504845142365,
-0.023570630699396133,
-0.020218094810843468,
-0.017724277451634407,
-0.00694917980581522,
0.03826891630887985,
0.0343269519507885,
0.019802894443273544,
0.012685010209679604,
-0.021196682006120682,
-0.01700500026345253,
-0.006050910335034132,
0.015581458806991577,
-0.03963220864534378,
-0.016251565888524055,
0.01660897210240364,
-0.02184470370411873,
-0.02751622162759304,
0.0114938048645854,
0.03022349625825882,
0.01649531163275242,
0.03158699348568916,
-0.018979016691446304,
-0.05053454637527466,
-0.004196015186607838,
-0.0007341290474869311,
-0.055011194199323654,
0.00994138978421688,
-0.04152185842394829,
0.009875582531094551,
0.03579486533999443,
-0.046779122203588486
] |
<p>I have a lot of data (gigs) that may be useful in predicting equity prices. I can import these as a series of features (columns) in a table where the companies are rows. I have time series information too.</p>
<p>I have some machine learning experience but no experience as a trader.</p>
<p>Is there some software or platform where I could easily import my data and it could backtest/forward test my data to see if it's useful?</p>
<p>I understand that any machine learning system that's out there in public won't outperform the market enough to cover brokerage fees, but given my data, there's a chance it would. So I probably don't need state of the art in machine learning but I'd like to find a solution where I don't spend the next 6 months learning the stock market. I'd rather spend that time getting feedback on, and iterating on the input data, because as a data-oriented developer, that's where I can add value.</p>
<p>Any help, much appreciated.</p> | 44,147 | [
0.008738003671169281,
-0.00419392716139555,
0.005149145144969225,
-0.022243905812501907,
0.04196171835064888,
-0.011539855971932411,
-0.024651754647493362,
-0.000815616687759757,
0.04797863960266113,
-0.03825098276138306,
0.03766486048698425,
0.03690296784043312,
0.04541848972439766,
0.04011869803071022,
-0.003470163093879819,
0.013538338243961334,
-0.03409423679113388,
-0.04327010735869408,
-0.005315679591149092,
-0.01763818971812725,
-0.02234899252653122,
0.014901279471814632,
0.035601671785116196,
0.007330905180424452,
-0.0392400287091732,
0.035130735486745834,
0.02499045617878437,
-0.00983619224280119,
-0.012340613640844822,
0.022768907248973846,
-0.05362846329808235,
-0.025181548669934273,
0.007640288211405277,
0.05546850711107254,
0.017536787316203117,
0.03302823752164841,
-0.009305549785494804,
-0.04351895675063133,
-0.0012996172299608588,
0.001592981512658298,
-0.03195613622665405,
-0.028415266424417496,
0.018584689125418663,
0.03270317614078522,
0.0009042650344781578,
-0.007034482434391975,
-0.010923175141215324,
-0.03178589418530464,
0.015465863049030304,
-0.0405435748398304,
0.08093570172786713,
-0.004807902500033379,
0.02250603958964348,
0.030693184584379196,
-0.006702975369989872,
-0.00026325747603550553,
0.02762729674577713,
0.09806511551141739,
0.0022012428380548954,
-0.04634559527039528,
0.025021512061357498,
0.0064255245961248875,
-0.015051053836941719,
-0.06139172613620758,
-0.03653675690293312,
0.039057184010744095,
0.007026779465377331,
0.0011524423025548458,
0.03389193117618561,
-0.030641984194517136,
0.01938563399016857,
0.007867136970162392,
0.0579611212015152,
0.011190981604158878,
0.02574811317026615,
-0.028768343850970268,
0.007845318876206875,
0.022906988859176636,
0.04308617487549782,
0.049873240292072296,
-0.016979174688458443,
0.02272574044764042,
0.020292773842811584,
0.06236841157078743,
0.07195568829774857,
-0.035094864666461945,
0.046980537474155426,
-0.03864685818552971,
0.022073546424508095,
0.043640900403261185,
-0.010502718389034271,
-0.01340359728783369,
0.04436914995312691,
-0.012894206680357456,
-0.04481310397386551,
-0.012017132714390755,
-0.009051504544913769,
0.023285236209630966,
-0.004536707419902086,
-0.04321553185582161,
0.013095350004732609,
-0.03334204480051994,
-0.0143740214407444,
0.04096345603466034,
-0.019445359706878662,
-0.0027125664055347443,
0.0012931562960147858,
-0.012191863730549812,
-0.005934729240834713,
-0.0013741602888330817,
-0.013337363488972187,
0.009292975068092346,
0.012116804718971252,
-0.044765301048755646,
0.0229496993124485,
0.00014564338198397309,
-0.022948432713747025,
-0.023088110610842705,
0.05001198500394821,
0.09001974016427994,
0.008668075315654278,
-0.05912857502698898,
0.026928599923849106,
-0.031211238354444504,
-0.0378715842962265,
0.024931995198130608,
-0.0009529836243018508,
-0.04275508597493172,
-0.060718290507793427,
0.05744003504514694,
-0.03476935625076294,
-0.027660898864269257,
0.02214130386710167,
-0.033130887895822525,
0.04445092752575874,
0.03432541713118553,
-0.09025068581104279,
-0.05099337175488472,
0.04781798645853996,
-0.03763319179415703,
0.03507623076438904,
-0.055072639137506485,
0.0035784055944532156,
0.04742814227938652,
0.0574394166469574,
0.008951903320848942,
0.06283514201641083,
-0.003982848487794399,
0.028509102761745453,
0.00441861804574728,
-0.03947863355278969,
-0.013297406025230885,
-0.06471144407987595,
0.018161633983254433,
-0.007834863848984241,
-0.016796421259641647,
0.01701134815812111,
0.012855419889092445,
-0.025144318118691444,
-0.00833010021597147,
0.03212105855345726,
0.036062292754650116,
-0.043927162885665894,
-0.009300582110881805,
-0.0391717329621315,
-0.03334061801433563,
0.04396064206957817,
0.01388603262603283,
0.04922104999423027,
0.017159780487418175,
-0.0039617447182536125,
-0.046897534281015396,
0.020052410662174225,
0.008726374246180058,
0.0332457609474659,
-0.0073220450431108475,
0.013172349892556667,
-0.012140120379626751,
0.00575243029743433,
-0.024880317971110344,
-0.008091415278613567,
-0.013712557964026928,
-0.005455280654132366,
-0.0012987436493858695,
0.026587167754769325,
0.028971869498491287,
0.023570111021399498,
-0.008918196894228458,
0.03103581629693508,
-0.05496734008193016,
-0.048858825117349625,
-0.059805773198604584,
0.027391327545046806,
-0.0594542920589447,
0.007652405183762312,
-0.011723206378519535,
0.014741688966751099,
-0.003201862797141075,
-0.03376564756035805,
-0.0440717414021492,
0.009045092388987541,
-0.033248450607061386,
0.014027147553861141,
-0.02380799874663353,
0.0003107335651293397,
0.07364534586668015,
0.0215652734041214,
-0.018357766792178154,
0.016671760007739067,
-0.020898791030049324,
-0.07660467177629471,
0.018822811543941498,
-0.0383223332464695,
0.0022814152762293816,
-0.005331403575837612,
-0.005329974461346865,
0.047380175441503525,
0.023789653554558754,
-0.007447818294167519,
-0.02945758029818535,
-0.016506923362612724,
0.048833563923835754,
0.023380422964692116,
0.04251103848218918,
0.01516704447567463,
-0.039613693952560425,
0.00958908163011074,
0.014139275997877121,
-0.016649503260850906,
0.01955476962029934,
-0.030704405158758163,
0.014556256122887135,
0.026182075962424278,
0.02547614276409149,
-0.0176768209785223,
0.0007049061823636293,
0.0849946066737175,
-0.013811499811708927,
0.012881098315119743,
0.026549087837338448,
-0.020570654422044754,
0.005030354484915733,
0.01397992018610239,
-0.01074072066694498,
0.01509895920753479,
-0.010448488406836987,
0.040787436068058014,
0.030561456456780434,
0.03590433672070503,
0.026224758476018906,
0.00017626247426960617,
0.029171999543905258,
-0.008073901757597923,
-0.009797929786145687,
-0.00005786646215710789,
-0.032045189291238785,
0.02718043141067028,
-0.015590304508805275,
-0.015633616596460342,
0.020929966121912003,
0.010481025092303753,
0.010881414636969566,
-0.010400798171758652,
-0.01949281617999077,
-0.013824963010847569,
0.03411191329360008,
-0.019391687586903572,
0.007599319331347942,
0.01998221129179001,
-0.06305569410324097,
0.026228969916701317,
0.013556898571550846,
0.03208407387137413,
-0.04214034974575043,
0.021209893748164177,
0.0358571894466877,
-0.008021303452551365,
0.027671733871102333,
0.010589594952762127,
-0.04987839236855507,
0.03246724605560303,
-0.03654669597744942,
0.028987431898713112,
-0.01346514280885458,
-0.042007461190223694,
-0.010335151106119156,
0.0025766557082533836,
-0.021802570670843124,
0.0672227218747139,
0.027509242296218872,
0.0018808842869475484,
0.015644414350390434,
0.008675637654960155,
-0.03932352736592293,
-0.021659281104803085,
-0.006374467629939318,
0.0008988086483441293,
0.01412708219140768,
0.0006790633779019117,
0.04775550961494446,
-0.017212513834238052,
-0.04665091261267662,
0.010232890024781227,
-0.03445364907383919,
0.011640344746410847,
-0.018212903290987015,
-0.02369513548910618,
0.00004039341365569271,
-0.015521209686994553,
0.0041939876973629,
0.024760717526078224,
-0.015899719670414925,
0.013657758943736553,
-0.04846887290477753,
-0.050371140241622925,
-0.001106404117308557,
-0.013396227732300758,
-0.0024642040953040123,
0.01664607971906662,
-0.024295877665281296,
0.008129370398819447,
0.0005283542559482157,
-0.04350082576274872,
-0.033827655017375946,
-0.01222807727754116,
-0.003437065053731203,
-0.05537617206573486,
0.030872853472828865,
-0.00961413886398077,
0.025073416531085968,
-0.024351395666599274,
-0.009441758506000042,
0.03763097524642944,
0.07394316792488098,
-0.003710760036483407,
0.01562253013253212,
0.010581869632005692,
-0.01498921774327755,
0.014423144981265068,
0.01461897324770689,
-0.008912569843232632,
-0.04666629433631897,
0.004606504458934069,
0.020565638318657875,
0.0086252735927701,
0.029940996319055557,
-0.04279192164540291,
0.025208236649632454,
-0.020652174949645996,
-0.020920824259519577,
-0.006520857103168964,
0.0023822663351893425,
-0.012195875868201256,
-0.0641566812992096,
0.017510706558823586,
0.005056284833699465,
0.008722648955881596,
0.0441688671708107,
-0.0007024485967122018,
0.06260236352682114,
-0.0026987320743501186,
-0.00448609609156847,
-0.011946244165301323,
0.0005017264047637582,
0.025186462327837944,
-0.013564356602728367,
-0.016402948647737503,
0.02037082053720951,
0.04557046666741371,
0.016958855092525482,
0.029245954006910324,
-0.012046420015394688,
-0.05450062081217766,
0.01800345629453659,
-0.028400594368577003,
0.00753221707418561,
-0.023296980187296867,
0.07594495266675949,
0.012480453588068485,
0.06556610018014908,
0.02872111275792122,
0.008383214473724365,
0.060260314494371414,
-0.0022662142291665077,
-0.026685314252972603,
0.028744347393512726,
0.02709818072617054,
0.010026253759860992,
-0.019870100542902946,
0.011944799683988094,
-0.004761229734867811,
-0.011002273298799992,
-0.011707821860909462,
0.0311614740639925,
0.008095973171293736,
-0.03577862307429314,
0.00811497401446104,
-0.032713137567043304,
0.0010896826861426234,
0.007056323811411858,
-0.0021010194905102253,
-0.015568905510008335,
0.01223311759531498,
0.04168296977877617,
0.030526788905262947,
-0.000903136795386672,
-0.01723349466919899,
0.010387526825070381,
0.03052273765206337,
0.017126888036727905,
0.03769366070628166,
0.024579448625445366,
0.015899889171123505,
-0.03492317721247673,
0.026329532265663147,
-0.002926519373431802,
0.0010115482145920396,
0.011387159116566181,
0.017626961693167686,
-0.01921650394797325,
-0.03421805799007416,
-0.019776085391640663,
0.026434607803821564,
0.00916755385696888,
0.0016645602881908417,
0.020094076171517372,
0.03366744890809059,
0.03300302475690842,
-0.0506620891392231,
0.008315729908645153,
0.10975520312786102,
0.04217669740319252,
-0.016719423234462738,
-0.017476841807365417,
-0.029284643009305,
-0.016278522089123726,
-0.029498949646949768,
0.030377745628356934,
0.03056623414158821,
-0.018106019124388695,
-0.011021486483514309,
0.03317021206021309,
0.0009385903249494731,
-0.006272056605666876,
0.003662301693111658,
0.011303411796689034,
0.06576961278915405,
0.005892337299883366,
0.029901642352342606,
0.014268637634813786,
0.03472306206822395,
0.040596853941679,
0.02141336165368557,
0.03301847726106644,
-0.1594669222831726,
0.015971286222338676,
0.0549648217856884,
0.04906052350997925,
-0.020912567153573036,
-0.05026044324040413,
-0.05372055247426033,
-0.017372503876686096,
0.014388369396328926,
-0.022927934303879738,
0.01953895017504692,
-0.001661497401073575,
0.013376523740589619,
-0.03215451166033745,
-0.0057037826627492905,
-0.0031511669512838125,
-0.0028354425448924303,
-0.03793098405003548,
0.04916664958000183,
-0.026266686618328094,
-0.020931486040353775,
-0.05314627289772034,
0.0022362535819411278,
-0.020811188966035843,
0.04575445502996445,
-0.017332730814814568,
0.005690938327461481,
-0.019342156127095222,
0.03800811246037483,
-0.03802616149187088,
-0.06180722638964653,
0.014769120141863823,
-0.011482424102723598,
-0.025284217670559883,
0.05379955843091011,
-0.01924949139356613,
-0.07739678025245667,
0.043627187609672546,
0.010887663811445236,
-0.013854257762432098,
-0.0094446474686265,
-0.05653076991438866,
-0.012244350276887417,
-0.010763931088149548,
0.05501807853579521,
0.05940397083759308,
0.047918446362018585,
-0.013038074597716331,
0.0092817647382617,
0.011398919858038425,
0.015306028537452221,
-0.04100716486573219,
-0.039288610219955444,
-0.007890229113399982,
-0.025218946859240532,
-0.03718675300478935,
-0.027983199805021286,
0.02197037637233734,
0.05290089547634125,
-0.036744844168424606,
-0.007194429636001587,
-0.019469531252980232,
0.022602101787924767,
-0.0015734004555270076,
-0.06407253444194794,
-0.005301966797560453,
0.02362986095249653,
-0.06309616565704346,
0.021281665191054344,
0.02564837597310543,
-0.0006306549184955657,
-0.007219071965664625,
0.0070923143066465855,
-0.04050327092409134,
-0.007508051116019487,
-0.01692294143140316,
-0.0066582197323441505,
-0.0086807357147336,
0.03765173256397247,
0.06669902056455612,
-0.004342189058661461,
0.04505004733800888,
0.009389843791723251,
-0.03249876946210861,
0.008270921185612679,
-0.006371646653860807,
-0.0008883789996616542,
-0.016463246196508408,
-0.014821317046880722,
0.03523348644375801,
-0.03786220774054527,
-0.006938386708498001,
-0.06774628907442093,
-0.03307405859231949,
0.009794045239686966,
-0.0072013009339571,
-0.0445060171186924,
-0.062041375786066055,
0.027832675725221634,
-0.026648124679923058,
-0.010333465412259102,
-0.0029782119672745466,
-0.015151397325098515,
0.030982844531536102,
0.0241517536342144,
0.04379519075155258,
-0.01546880230307579,
0.028287509456276894,
-0.0009729497251100838,
0.003968558739870787,
0.036999549716711044,
0.022321339696645737,
0.0008605424663983285,
-0.00014141487190499902,
-0.000236137057072483,
-0.010613691061735153,
-0.011641991324722767,
-0.034734565764665604,
-0.023799611255526543,
0.02224850095808506,
-0.04184862598776817,
0.03362404555082321,
0.014909133315086365,
-0.040578145533800125,
-0.0024053757078945637,
-0.03703562170267105,
0.005093400366604328,
-0.013390135951340199,
-0.040805965662002563,
-0.051288798451423645,
-0.00348319998010993,
0.01467893086373806,
0.0147935189306736,
-0.014821101911365986,
-0.008662375621497631,
0.012170504778623581,
0.0010330048389732838,
0.06888078898191452,
0.00951499491930008,
-0.01569511741399765,
-0.005734862759709358,
-0.02773718349635601,
0.01952153816819191,
-0.04002682864665985,
0.007295273710042238,
-0.02689380571246147,
0.015958819538354874,
-0.04811552166938782,
-0.04652317613363266,
-0.015279877930879593,
-0.016817957162857056,
0.04357612878084183,
0.005899388808757067,
0.05330752581357956,
0.023094069212675095,
0.034510206431150436,
-0.010111712850630283,
-0.005153937265276909,
-0.00614069914445281,
0.015151461586356163,
-0.007474585901945829,
0.023269107565283775,
0.04482279717922211,
0.0019684352446347475,
0.03197139501571655,
-0.016187753528356552,
0.001010695705190301,
0.049711644649505615,
0.01970698870718479,
-0.010921811684966087,
0.03115290403366089,
-0.015078913420438766,
-0.044908490031957626,
0.01904197968542576,
-0.04741540551185608,
0.04659506678581238,
-0.04999319836497307,
-0.0016644756542518735,
0.07870519906282425,
0.05380481481552124,
0.009469221346080303,
-0.05046084523200989,
-0.006510103587061167,
-0.061261728405952454,
0.0032308956142514944,
0.05259046331048012,
-0.024805743247270584,
0.042180050164461136,
0.013020196929574013,
0.021881893277168274,
-0.01003401167690754,
0.032480351626873016,
-0.007804316468536854,
-0.07289376854896545,
-0.009211380034685135,
-0.04593926668167114,
-0.045197948813438416,
0.04347798228263855,
0.015513182617723942,
-0.011792981997132301,
0.014514496549963951,
-0.026077289134263992,
0.010289458557963371,
-0.04397936165332794,
0.025469934567809105,
-0.055684253573417664,
0.09032981842756271,
-0.03889342397451401,
0.005442571360617876,
0.00411540362983942,
-0.006509873084723949,
0.11005332320928574,
0.06616455316543579,
0.03896321356296539,
-0.07146595418453217,
0.017653372138738632,
0.004288500640541315,
0.013870361261069775,
-0.04898405447602272,
0.023031974211335182,
-0.02194587141275406,
-0.0015365591971203685,
0.02356518805027008,
0.05372503399848938,
-0.003699597669765353,
0.028169825673103333,
0.036347221583127975,
-0.03897156938910484,
0.014693551696836948,
0.03214945271611214,
0.014312299899756908,
0.05081481486558914,
0.0033374319318681955,
-0.03645063936710358,
0.014499567449092865,
-0.030166197568178177,
-0.021900681778788567,
0.02016073279082775,
-0.04757314175367355,
0.010043028742074966,
0.019869059324264526,
-0.03230384737253189,
0.0031488784588873386,
0.01073279045522213,
0.02736160345375538,
0.0054930332116782665,
-0.02049894444644451,
0.02692743018269539,
-0.026286719366908073,
-0.014707179740071297,
0.003159823128953576,
0.004316976293921471,
-0.010787068866193295,
-0.031696658581495285,
0.017491387203335762,
-0.024968797340989113,
-0.02752363495528698,
-0.06316529214382172,
0.018863432109355927,
0.00897638313472271,
-0.010448168963193893,
-0.009262767620384693,
0.04433948174118996,
0.0027985675260424614,
-0.056538794189691544,
-0.038858916610479355,
0.03669694438576698,
0.033135589212179184,
-0.022046945989131927,
-0.013198823668062687,
0.0191000085324049,
0.03919536620378494,
-0.03581152856349945,
0.01361039374023676,
-0.02901635505259037,
-0.041259199380874634,
0.0007466019014827907,
-0.03701264411211014,
0.030467350035905838,
-0.009503640234470367,
0.02666187845170498,
-0.028709452599287033,
0.005188485607504845,
-0.014631125144660473,
0.002181081799790263,
0.0055361539125442505,
0.011013313196599483,
-0.015885794535279274,
-0.020855531096458435,
-0.009299101307988167,
-0.001710592652671039,
-0.018202314153313637,
0.018141264095902443,
-0.006881164386868477,
0.004045051988214254,
-0.06115113943815231,
0.010082753375172615,
0.03718223050236702,
0.03885283321142197,
0.047497984021902084,
0.026129817590117455,
0.008224311284720898,
0.030147286131978035,
0.007908004336059093,
-0.04782485589385033,
-0.01895354501903057,
-0.028869114816188812,
-0.071745865046978,
0.006259732414036989,
0.0011223357869312167,
0.05638378858566284,
0.010051282122731209,
0.021873600780963898,
-0.008441909216344357,
0.010567818768322468,
-0.014306784607470036,
0.01573776639997959,
-0.024499788880348206,
-0.05375166982412338,
0.010129721835255623,
0.008692475035786629,
0.010697713121771812,
-0.040547240525484085,
-0.03277794271707535,
-0.026019183918833733,
-0.026439044624567032,
0.009490002878010273,
0.011164712719619274,
-0.05803690478205681,
0.05581497773528099,
0.011661946773529053,
0.04715326428413391,
-0.01826617307960987,
0.03857552260160446,
-0.03387928754091263,
-0.014123640954494476,
-0.016588421538472176,
-0.038293082267045975,
0.001702924259006977,
0.0014216013951227069,
-0.03683580458164215,
-0.003919846378266811,
0.0652887150645256,
0.03087538667023182,
0.010827988386154175,
-0.020981701090931892,
-0.0056010764092206955,
-0.011653882451355457,
0.02538919448852539,
-0.03827199712395668,
-0.015035288408398628,
0.030251633375883102,
-0.035124123096466064,
-0.006657887250185013,
0.025952143594622612,
0.002493513049557805,
0.04167081043124199,
0.004386549349874258,
-0.012848885729908943,
-0.03054710663855076,
0.058749012649059296,
-0.013664362020790577,
0.00009026296174852178,
-0.0023271755781024694,
0.008311493322253227,
0.034365005791187286,
0.03336049243807793,
0.047623470425605774,
-0.015174122527241707,
-0.02470415271818638,
0.009193888865411282,
0.011271477676928043,
0.04598863050341606,
-0.01611858792603016,
0.013062870129942894,
0.0039946031756699085,
-0.024345282465219498,
0.040412839502096176,
-0.029015274718403816,
0.040673572570085526,
0.001231013098731637,
-0.019083639606833458,
0.01569196581840515,
0.01723424158990383,
0.027844471856951714,
-0.05004137009382248,
-0.003456964623183012,
0.03593318909406662,
0.005668544676154852,
0.051485326141119,
-0.04145251214504242,
0.012520093470811844,
0.04455266892910004,
-0.07258526980876923,
0.03894126042723656,
0.0365697480738163,
-0.011810710653662682,
-0.012952547520399094,
0.019253788515925407,
0.01456381380558014,
-0.007019017357379198,
0.02617459185421467,
-0.009288995526731014,
0.05633298307657242,
0.022588809952139854,
-0.018899256363511086,
0.005550006870180368,
-0.029976874589920044,
0.0253745149821043,
-0.0036764994729310274,
-0.02213890850543976,
0.02050946280360222,
-0.06667085736989975,
-0.03146347403526306,
0.03388003632426262,
0.010576114989817142,
0.04433078318834305,
0.028686678037047386,
0.027885161340236664,
0.010114888660609722,
0.007770621217787266,
0.04465404897928238,
0.022161981090903282,
0.0031700930558145046,
-0.0024655938614159822,
0.01393006183207035,
0.023750044405460358,
0.025295624509453773,
0.04403555765748024,
0.02495281957089901,
-0.017341678962111473,
-0.0009551674593240023,
0.011426223441958427,
-0.055485647171735764,
0.024398375302553177,
0.015792662277817726,
0.0025291643105447292,
0.0165270809084177,
0.009078794158995152,
-0.01503780484199524,
-0.003994131460785866,
0.010115782730281353,
0.012992714531719685,
0.006314679514616728,
-0.030989017337560654,
0.028548145666718483,
-0.016519667580723763,
-0.04727970063686371,
0.021294591948390007,
0.02755340002477169,
-0.00892112497240305,
-0.04701559245586395,
-0.006494591012597084,
0.012334792874753475,
-0.054752010852098465,
-0.05092225968837738,
0.010023522190749645,
0.02069898322224617,
0.04968604817986488,
-0.027668310329318047,
0.028056083247065544,
0.061710137873888016,
0.006187185645103455,
0.023137716576457024,
-0.07808462530374527,
0.06402267515659332,
0.020434681326150894,
-0.03307482972741127,
0.018952501937747,
-0.007772591430693865,
-0.02764955535531044,
-0.03252791240811348,
0.038206249475479126,
-0.04118776321411133,
0.046191535890102386,
-0.04478057101368904,
0.012646852061152458,
0.013296476565301418,
-0.04762492701411247,
0.025680847465991974,
-0.013844773173332214,
-0.05696965754032135,
-0.015930499881505966,
-0.013543643988668919,
0.027623772621154785,
0.010936900041997433,
0.0010945159010589123,
-0.016530046239495277,
0.008721841499209404,
0.020381877198815346,
0.001437036320567131,
-0.018086548894643784,
0.011027027852833271,
-0.025467585772275925,
0.03649460896849632,
0.010525669902563095,
-0.01229537557810545,
0.03630251809954643,
0.004878568463027477,
-0.06897040456533432,
0.06404555588960648,
-0.052142225205898285,
0.005086294841021299,
-0.03601818531751633,
-0.00019433458510320634,
-0.007532589603215456,
-0.03467828780412674,
0.007537249941378832,
0.02895168960094452,
-0.020669342949986458,
0.024528782814741135,
0.06034506857395172,
-0.007940979674458504,
0.006165217608213425,
-0.02093195542693138,
0.03280198574066162,
0.011371569707989693,
-0.030874105170369148,
-0.026425043120980263,
-0.016919182613492012,
0.055455610156059265,
-0.030438000336289406,
0.03621197119355202,
0.050994157791137695,
-0.020960364490747452,
-0.003375763539224863,
-0.034337904304265976,
0.009283587336540222,
-0.07136280089616776,
-0.011808270588517189,
0.0017028066795319319,
-0.022662833333015442,
0.019489243626594543,
-0.00668324576690793,
-0.02771131508052349,
0.056173376739025116,
-0.022774921730160713,
-0.03051835671067238,
-0.020757734775543213,
0.016037005931138992,
0.02663317322731018,
0.02422281540930271,
-0.01785776950418949,
0.02196972630918026,
-0.00839278195053339,
-0.014166396111249924,
0.02092921733856201,
0.002341214567422867,
0.0493122860789299,
-0.036272287368774414,
0.006360250059515238,
-0.01639421097934246,
-0.012562088668346405,
0.005025529768317938,
-0.01096485834568739,
-0.034285105764865875,
-0.053089722990989685,
-0.032650500535964966,
-0.00354104139842093,
-0.016182254999876022,
0.013729823753237724,
0.0019612088799476624,
-0.022922111675143242,
0.021007519215345383,
-0.08253572136163712,
0.04640382155776024,
-0.04886643588542938,
-0.001826674910262227,
-0.019427092745900154,
-0.031297340989112854
] |
<p>I read that the k-means algorithm only converges to a local minimum and not to a global minimum. Why is this? I can logically think of how initialization could affect the final clustering and there is a possibility of sub-optimum clustering, but I did not find anything that will mathematically prove that.</p>
<p>Also, why is k-means an iterative process? Can't we just partially differentiate the objective function w.r.t. to the centroids, equate it to zero to find the centroids that minimizes this function? Why do we have to use gradient descent to reach the minimum step by step?</p> | 44,377 | [
-0.06404515355825424,
-0.0036546646151691675,
-0.01059775985777378,
-0.008715400472283363,
0.020149698480963707,
0.005190050229430199,
-0.02287301979959011,
-0.03969487547874451,
0.0021226429380476475,
-0.03685726970434189,
-0.007144961040467024,
0.04001975059509277,
0.018714219331741333,
0.04748925566673279,
0.02249385043978691,
-0.010251114144921303,
-0.016873126849532127,
-0.014075780287384987,
-0.0043570599518716335,
-0.00013036152813583612,
-0.018576649948954582,
0.034390613436698914,
0.04192936047911644,
-0.016029376536607742,
-0.03585881367325783,
-0.011670777574181557,
0.012289495207369328,
-0.02126738242805004,
0.017832988873124123,
0.06563246250152588,
-0.03864338621497154,
-0.0007125294068828225,
-0.020196935161948204,
0.03145093098282814,
0.020623378455638885,
0.0009263873798772693,
-0.04458782449364662,
-0.01687745563685894,
-0.04409514740109444,
0.009549802169203758,
-0.03658803924918175,
-0.03922634571790695,
0.007944826036691666,
0.02688087895512581,
-0.0007021093624643981,
0.025657685473561287,
-0.00006952518015168607,
-0.03619065135717392,
0.011737920343875885,
-0.05343571677803993,
0.08338846266269684,
0.014340016059577465,
0.0026602386496961117,
0.049790333956480026,
-0.024723533540964127,
0.01740306057035923,
0.04514915868639946,
0.07216766476631165,
-0.0058372351340949535,
-0.026779750362038612,
-0.020088108256459236,
0.004106922075152397,
0.02082606963813305,
-0.005164683796465397,
-0.01435321755707264,
0.06597313284873962,
0.01802968792617321,
0.02502533234655857,
0.04755670204758644,
0.007485483307391405,
0.005895030219107866,
-0.0031732660718262196,
0.0564587228000164,
-0.023522306233644485,
-0.014411257579922676,
-0.006887840572744608,
-0.012938957661390305,
-0.008632347919046879,
0.04731166735291481,
0.024619752541184425,
0.03266434371471405,
0.02377397194504738,
0.024132495746016502,
0.0005148662603460252,
-0.000743018405046314,
0.012682606466114521,
0.10020040720701218,
-0.00912541151046753,
-0.004816611763089895,
0.045294955372810364,
-0.02174956724047661,
0.018098969012498856,
0.037778668105602264,
-0.02181258611381054,
-0.00997754093259573,
0.06261957436800003,
-0.0001483709638705477,
0.051739469170570374,
0.02512453868985176,
-0.020374856889247894,
0.03170672431588173,
-0.030324287712574005,
-0.00414045387879014,
0.0231806430965662,
-0.033234503120183945,
-0.00408409396186471,
-0.06447746604681015,
0.01463622972369194,
-0.00963302981108427,
-0.004391217138618231,
-0.016216084361076355,
0.002206383040174842,
0.01617749221622944,
0.0015958072617650032,
0.036857180297374725,
-0.017690744251012802,
0.012582640163600445,
-0.02590899169445038,
-0.006220066454261541,
0.051441483199596405,
0.038562238216400146,
-0.02817618101835251,
0.010499746538698673,
-0.05068229138851166,
-0.040483713150024414,
0.018737809732556343,
0.012161714024841785,
-0.03998056426644325,
-0.015851961448788643,
0.014939641579985619,
-0.008837561123073101,
-0.031452734023332596,
0.020303361117839813,
-0.0031166793778538704,
0.04554446041584015,
-0.029413389042019844,
-0.07804429531097412,
-0.03530651330947876,
0.009820769540965557,
-0.019860530272126198,
0.022664476186037064,
-0.06969407945871353,
-0.006716285366564989,
0.011039300821721554,
0.03744322806596756,
0.006783541291952133,
0.01847401261329651,
0.016546379774808884,
0.01985001564025879,
0.00030196941224858165,
-0.026521556079387665,
-0.007203276269137859,
-0.03797202557325363,
-0.02295779623091221,
-0.0008468347368761897,
-0.07503727078437805,
0.01951880380511284,
0.01446407102048397,
0.008486787788569927,
-0.05653257668018341,
0.018124887719750404,
0.00677878363057971,
0.008861568756401539,
-0.008394429460167885,
0.004781579133123159,
0.024387547746300697,
0.07369319349527359,
0.032402001321315765,
0.06873531639575958,
0.018325187265872955,
0.0024200533516705036,
0.02205842360854149,
0.016945527866482735,
0.0338108204305172,
0.049759190529584885,
-0.029685383662581444,
-0.01620333082973957,
-0.03426310047507286,
0.05537081137299538,
0.0028371578082442284,
-0.027994446456432343,
-0.028738049790263176,
0.0070970747619867325,
0.03529921919107437,
0.010012947954237461,
0.043635137379169464,
-0.0015155260916799307,
-0.023986216634511948,
0.0009303774568252265,
-0.02646701969206333,
-0.007513369899243116,
-0.0682973563671112,
0.013831870630383492,
-0.024470441043376923,
0.0015457351692020893,
0.046744052320718765,
0.005441309418529272,
-0.010439560748636723,
-0.031531307846307755,
-0.045552391558885574,
-0.02447088621556759,
-0.03067326545715332,
0.009713673032820225,
-0.04824806749820709,
-0.0012814057990908623,
0.06565207988023758,
0.012192999012768269,
0.004174411296844482,
0.06180441007018089,
-0.04534267634153366,
-0.056264303624629974,
0.012539063580334187,
0.004064660985022783,
-0.02164805494248867,
-0.01855039969086647,
0.015775056555867195,
-0.009827382862567902,
0.02338803932070732,
-0.0229756198823452,
-0.014193067327141762,
-0.06655506044626236,
0.09131508320569992,
0.06968584656715393,
0.006701950915157795,
-0.003969330340623856,
0.0020553802605718374,
-0.0071746595203876495,
0.008446099236607552,
-0.0009464374161325395,
-0.023350682109594345,
-0.07876359671354294,
-0.006526308134198189,
0.07628745585680008,
0.027879539877176285,
-0.03536315634846687,
0.013040298596024513,
0.032357148826122284,
0.0389474481344223,
0.020731838420033455,
-0.012806770391762257,
-0.019116878509521484,
0.01694195717573166,
0.0039061682764440775,
0.02243117056787014,
-0.026281055063009262,
0.0016239166725426912,
0.02814718894660473,
-0.025573482736945152,
0.014565329067409039,
0.0067922319285571575,
-0.033413589000701904,
0.052062395960092545,
0.017548315227031708,
0.010907658375799656,
-0.014182480052113533,
-0.0008344761445187032,
0.02864415943622589,
-0.031207092106342316,
-0.013440611772239208,
0.006427932996302843,
0.008175306022167206,
-0.0015700915828347206,
-0.017884792760014534,
-0.04567449167370796,
0.012149038724601269,
0.027729064226150513,
-0.03724619373679161,
0.02090926095843315,
0.002606890629976988,
-0.02809867262840271,
0.024706000462174416,
-0.013286647386848927,
-0.02794419601559639,
-0.06779637187719345,
0.01686224900186062,
0.025464417412877083,
-0.02880280651152134,
-0.005950186401605606,
-0.032200805842876434,
-0.00988868810236454,
-0.022557422518730164,
-0.02032587118446827,
0.019847672432661057,
0.004012932535260916,
-0.017888909205794334,
0.006007933057844639,
0.00117319670971483,
-0.004308952949941158,
0.016069095581769943,
-0.009387066587805748,
0.014065495692193508,
0.007912758737802505,
-0.0019793740939348936,
-0.03467410057783127,
0.01533946581184864,
-0.023310614749789238,
0.028782902285456657,
0.014896186999976635,
0.0417654812335968,
0.03801213204860687,
0.015116693452000618,
-0.03597012534737587,
0.0411696694791317,
-0.044096630066633224,
-0.06804648786783218,
-0.07465210556983948,
0.005068693310022354,
0.01953965611755848,
-0.01852060854434967,
-0.0060670990496873856,
0.036725904792547226,
-0.06089107692241669,
0.01228058896958828,
-0.02620052359998226,
-0.06152194365859032,
0.041919805109500885,
-0.022966211661696434,
0.03875530883669853,
-0.011653277091681957,
-0.023286497220396996,
0.10054313391447067,
0.02890196070075035,
-0.04628809913992882,
-0.037610314786434174,
-0.00578264007344842,
-0.04992776736617088,
-0.008114565163850784,
0.032239511609077454,
0.0040620844811201096,
0.018317272886633873,
0.018121622502803802,
0.005529407411813736,
0.04916127771139145,
0.08370167016983032,
0.014895990490913391,
-0.019732052460312843,
0.01251812744885683,
0.018057931214571,
0.005728998687118292,
0.022408686578273773,
0.03969944640994072,
-0.039661794900894165,
0.0020622166339308023,
0.027034001424908638,
0.010586011223495007,
-0.006841131020337343,
-0.011219835840165615,
0.019930457696318626,
-0.06136791780591011,
0.0211081150919199,
-0.06738866865634918,
0.027227461338043213,
-0.003089038422331214,
-0.020817922428250313,
0.020691897720098495,
0.01783175952732563,
0.03794020786881447,
-0.023541269823908806,
-0.038383327424526215,
0.03173236921429634,
0.008125096559524536,
-0.04482462257146835,
0.02187034673988819,
0.007923627272248268,
-0.027496930211782455,
0.012309527955949306,
0.00940634123980999,
0.0017609141068533063,
0.024187523871660233,
0.035464800894260406,
0.01281692273914814,
0.0055467733182013035,
-0.03412701189517975,
-0.01385605800896883,
-0.07784591615200043,
0.000693604233674705,
-0.016768647357821465,
0.03488387167453766,
-0.030042290687561035,
0.058640845119953156,
0.047745492309331894,
0.027379050850868225,
-0.03307962790131569,
0.01617290824651718,
-0.08535511791706085,
0.01729799434542656,
-0.04674245044589043,
-0.012372232042253017,
-0.014255838468670845,
-0.03868212178349495,
0.01731843501329422,
-0.02626032941043377,
0.0029743837658315897,
0.0015446029137820005,
0.0163862444460392,
-0.030213767662644386,
0.012861528433859348,
-0.0029570949263870716,
0.019639642909169197,
-0.02048684097826481,
-0.012542792595922947,
0.06468236446380615,
0.0046538556925952435,
0.05712581425905228,
0.005054663401097059,
-0.025392862036824226,
-0.029852768406271935,
-0.007083284202963114,
0.00016841378237586468,
0.03983212262392044,
0.02636357769370079,
0.00834081694483757,
0.03719191625714302,
-0.013147829100489616,
0.020199637860059738,
0.02986660972237587,
0.06067982688546181,
0.0036215491127222776,
-0.003818891476839781,
0.0024301134981215,
-0.05444960296154022,
-0.028017573058605194,
0.008657027035951614,
0.015018569305539131,
0.023157821968197823,
0.00014570327766705304,
0.02495449036359787,
0.021153664216399193,
-0.03050055354833603,
0.00006695290358038619,
0.05769168958067894,
0.0022431323304772377,
-0.04674756899476051,
-0.038819536566734314,
-0.006251257378607988,
-0.011943862773478031,
-0.017166033387184143,
0.04396970570087433,
-0.028010409325361252,
0.0004890054697170854,
0.007596089504659176,
0.05463362857699394,
-0.041390739381313324,
-0.014575324952602386,
-0.012347014620900154,
0.007931903004646301,
0.027351196855306625,
-0.02397882007062435,
-0.004982417915016413,
0.009043177589774132,
0.030666952952742577,
0.07108303904533386,
0.01452814880758524,
0.0071116480976343155,
-0.06290259957313538,
-0.010639478452503681,
0.03676014021039009,
0.01724093407392502,
-0.030281847342848778,
0.01301369909197092,
-0.05523087456822395,
-0.04145163297653198,
0.04060593247413635,
-0.03324689716100693,
0.051115732640028,
0.0011226939968764782,
0.018968775868415833,
-0.02678118832409382,
-0.005969648249447346,
0.0029880329966545105,
-0.013082718476653099,
0.007596024312078953,
0.0433817133307457,
-0.020687531679868698,
-0.005590944550931454,
-0.0784333273768425,
-0.0034000922460108995,
0.02300005592405796,
0.07195284962654114,
-0.007234404794871807,
-0.0037313310895115137,
0.017909059301018715,
0.024690529331564903,
0.003505079774186015,
-0.052347805351018906,
0.013469836674630642,
0.0061061326414346695,
0.006869287695735693,
0.03392209857702255,
-0.009332384914159775,
-0.0726129487156868,
0.05376885086297989,
0.03370559960603714,
-0.02732314169406891,
-0.026403913274407387,
-0.0014152763178572059,
0.0495714396238327,
0.04365745931863785,
0.01589166559278965,
0.05731279402971268,
-0.014331426471471786,
-0.015257412567734718,
0.000001815440782593214,
-0.036969877779483795,
0.024754106998443604,
-0.027439873665571213,
0.007497599348425865,
-0.043725259602069855,
-0.003931797109544277,
0.0028106477111577988,
0.020460791885852814,
0.006701132748275995,
0.013027600944042206,
-0.04721377417445183,
-0.011123369447886944,
-0.010857251472771168,
0.04173360392451286,
0.00665239105001092,
-0.003365694312378764,
0.03764658421278,
0.045771367847919464,
0.005793245043605566,
-0.036356642842292786,
0.03271595388650894,
-0.011821124702692032,
-0.00722527876496315,
0.017902428284287453,
-0.0285769235342741,
-0.016087958589196205,
-0.0494782030582428,
-0.0026980433613061905,
0.02033282071352005,
-0.013117827475070953,
0.047181278467178345,
-0.03545362502336502,
0.015686260536313057,
0.01494317501783371,
-0.04905731603503227,
-0.037118423730134964,
-0.028602037578821182,
-0.029971394687891006,
0.03923838585615158,
-0.033510059118270874,
0.03743593022227287,
0.022253820672631264,
-0.004064030013978481,
-0.08866605162620544,
-0.03628753125667572,
0.019441893324255943,
0.011645890772342682,
-0.02345823310315609,
-0.05077003315091133,
0.022216374054551125,
-0.003317474387586117,
-0.04502326250076294,
-0.012353364378213882,
0.08093911409378052,
-0.003435339778661728,
-0.03183072805404663,
0.0036528680939227343,
0.05650796741247177,
0.07030268013477325,
0.01736106537282467,
0.005610902328044176,
0.011996076442301273,
-0.02723034657537937,
-0.0005364909302443266,
0.0039026164449751377,
0.029506830498576164,
-0.019957954064011574,
0.020642727613449097,
-0.03779830038547516,
0.019721170887351036,
0.03964528068900108,
-0.009854155592620373,
-0.015783125534653664,
0.02245800755918026,
0.013876204378902912,
0.01438816450536251,
-0.033059749752283096,
-0.011288086883723736,
-0.011975408531725407,
0.004284967202693224,
-0.015505297109484673,
-0.02075587958097458,
0.0032291060779243708,
-0.00243103108368814,
0.05105644837021828,
0.020274559035897255,
0.016225062310695648,
0.003086500335484743,
0.0370132140815258,
-0.03540095314383507,
-0.010842254385352135,
-0.002802155213430524,
-0.04368063434958458,
0.03204905614256859,
-0.012941236607730389,
-0.0016675496008247137,
-0.01906435191631317,
0.07075095176696777,
-0.018003670498728752,
-0.0004022586508654058,
-0.004815617110580206,
0.012761570513248444,
0.05922151729464531,
0.016651645302772522,
0.0509655624628067,
0.03950558975338936,
-0.01275613158941269,
-0.019729996100068092,
-0.06038616597652435,
-0.005258155521005392,
-0.011132690124213696,
-0.013559866696596146,
0.04459690302610397,
0.0014521473785862327,
-0.028003353625535965,
0.010930907912552357,
0.030629253014922142,
0.0014995411038398743,
0.003472616896033287,
0.0204144436866045,
0.04238111525774002,
0.006140581332147121,
-0.04618288204073906,
-0.07790833711624146,
0.011847623623907566,
-0.010719288140535355,
0.02187848463654518,
-0.0003517590230330825,
-0.05339081212878227,
0.03212352842092514,
-0.010868818499147892,
0.0017458486836403608,
-0.027715176343917847,
-0.003706833114847541,
-0.03021206334233284,
0.03623835742473602,
-0.004126689396798611,
-0.01486047450453043,
0.008217909373342991,
0.005771995522081852,
-0.0009544854983687401,
0.016483379527926445,
0.002271973295137286,
-0.015042135491967201,
-0.05095434561371803,
-0.05884726345539093,
-0.04344000667333603,
-0.04228977486491203,
0.021149104461073875,
0.0537746399641037,
-0.07965642958879471,
0.024955466389656067,
-0.02225257083773613,
0.019679298624396324,
0.0024521052837371826,
0.06401380151510239,
0.01367951836436987,
0.037463486194610596,
0.02418799139559269,
0.04990539699792862,
-0.011601785197854042,
-0.017092041671276093,
0.11542560905218124,
0.06136227026581764,
0.014526941813528538,
-0.061757300049066544,
0.024247849360108376,
-0.03701188042759895,
-0.02134765312075615,
-0.03255610913038254,
0.056850988417863846,
0.003264304483309388,
0.011911316774785519,
0.034624334424734116,
0.026470575481653214,
0.022147759795188904,
-0.0031123028602451086,
0.05958724394440651,
-0.0635572150349617,
-0.05385485664010048,
0.015822693705558777,
0.004088928457349539,
-0.014427702873945236,
-0.012758350931107998,
-0.04756872355937958,
0.0452287383377552,
0.009446106851100922,
-0.03365841135382652,
-0.007842428050935268,
-0.010868136771023273,
0.02735043689608574,
-0.02924301289021969,
-0.0375463031232357,
-0.002082069171592593,
0.00830891914665699,
-0.04302230477333069,
-0.0703011080622673,
-0.0008737386087886989,
0.004724527709186077,
-0.04883185029029846,
0.02896087057888508,
-0.007474926300346851,
0.013779298402369022,
-0.00018210972484666854,
0.0004939075442962348,
-0.019997449591755867,
-0.03581009432673454,
-0.000025673953132354654,
-0.026558075100183487,
0.05321197956800461,
-0.021598679944872856,
0.03280903026461601,
0.01521079707890749,
0.009960073046386242,
-0.010051187127828598,
-0.03455217927694321,
0.007023934740573168,
-0.00884892139583826,
0.03737448900938034,
-0.004330773837864399,
-0.0261212270706892,
-0.046108365058898926,
0.03916628286242485,
-0.011906235478818417,
0.02168443612754345,
0.015117274597287178,
-0.031429827213287354,
-0.019649947062134743,
-0.04460516199469566,
0.03690750524401665,
-0.01777596026659012,
-0.006145836319774389,
0.0027361814863979816,
-0.01553901843726635,
-0.008715732023119926,
0.020864857360720634,
-0.023531373590230942,
-0.01016013603657484,
0.042526692152023315,
-0.020269470289349556,
0.00021774602646473795,
-0.008901728317141533,
-0.050948891788721085,
0.004309916403144598,
-0.01761575974524021,
-0.022809593006968498,
-0.022396620362997055,
0.016827598214149475,
0.04374140501022339,
0.0654766857624054,
-0.00595648679882288,
0.04923286288976669,
0.002729207742959261,
0.019159231334924698,
-0.010700278915464878,
-0.02069850079715252,
-0.008762364275753498,
0.009036964736878872,
-0.047761254012584686,
0.023997269570827484,
-0.008468945510685444,
0.038354698568582535,
0.03720677271485329,
0.028837351128458977,
0.013160714879631996,
0.034242093563079834,
-0.014447886496782303,
0.041478708386421204,
0.002077409066259861,
-0.03623844310641289,
0.02277085743844509,
0.021523548290133476,
-0.015955617651343346,
-0.045325618237257004,
-0.02575124427676201,
-0.027654344215989113,
-0.005804332904517651,
0.035699084401130676,
0.0014798439806327224,
-0.005103854462504387,
0.0090184910222888,
-0.004513826221227646,
0.061219677329063416,
-0.03409474343061447,
-0.02954532392323017,
-0.059189677238464355,
0.023585570976138115,
-0.042277637869119644,
-0.0008174530230462551,
-0.0077435411512851715,
0.006086221896111965,
0.02636045217514038,
-0.012827916070818901,
0.06069660559296608,
0.029360106214880943,
0.009613427333533764,
0.022851046174764633,
-0.009520307183265686,
-0.023001817986369133,
0.054493699222803116,
-0.025975320488214493,
-0.02503516525030136,
0.05773839354515076,
-0.0518169142305851,
-0.07658033072948456,
-0.00934947095811367,
-0.008311341516673565,
0.00545206293463707,
0.03606298193335533,
-0.018809566274285316,
-0.02934066206216812,
0.04772678390145302,
-0.012279837392270565,
0.00992623995989561,
-0.019489146769046783,
0.0023803485091775656,
-0.010179468430578709,
-0.012098517268896103,
-0.00933049526065588,
0.0030210113618522882,
-0.02048252522945404,
-0.005736165214329958,
0.025496069341897964,
-0.015964774414896965,
-0.022876862436532974,
0.016917603090405464,
0.011718864552676678,
0.010325251147150993,
0.020720064640045166,
0.022672154009342194,
0.045040398836135864,
0.053399451076984406,
-0.060008611530065536,
0.023668674752116203,
-0.0276387557387352,
-0.0018860559212043881,
-0.10022596269845963,
-0.007944575510919094,
-0.007583022117614746,
-0.009318238124251366,
0.03588366508483887,
-0.04197161644697189,
-0.005861286073923111,
0.037144552916288376,
-0.06684130430221558,
0.04286834970116615,
-0.01825190708041191,
-0.023600758984684944,
-0.053103018552064896,
0.01596698723733425,
-0.010796192102134228,
0.015896141529083252,
0.009021665900945663,
0.05924198031425476,
0.00239642639644444,
0.006707662716507912,
0.0027961565647274256,
0.02414265088737011,
-0.003080289578065276,
0.01484937034547329,
-0.00968264415860176,
-0.026034777984023094,
0.05221673101186752,
-0.029169892892241478,
-0.039301540702581406,
-0.002235148102045059,
-0.042795903980731964,
-0.02109178900718689,
0.05156097188591957,
0.023435380309820175,
0.00550921680405736,
0.026450248435139656,
0.02913299947977066,
-0.021356556564569473,
-0.014703013934195042,
0.05233645439147949,
0.0055125984363257885,
0.032783497124910355,
0.001736137201078236,
0.026751762256026268,
0.029506199061870575,
-0.026512976735830307,
-0.02954166568815708,
0.018798578530550003,
-0.039782747626304626,
-0.0374179407954216,
0.012087001465260983,
0.020962541922926903,
-0.0049033197574317455,
-0.0395478717982769,
0.010962449014186859,
-0.003802035702392459,
-0.022613896057009697,
0.028777357190847397,
0.03966532647609711,
0.002972812857478857,
0.008302095346152782,
0.008829214610159397,
-0.03801495209336281,
0.023888137191534042,
0.01648087613284588,
0.0016875403234735131,
-0.050685036927461624,
0.015519232489168644,
0.031978100538253784,
-0.026069434359669685,
-0.0000017977386050915811,
-0.016836484894156456,
-0.004127766005694866,
0.05011580511927605,
0.011283930391073227,
0.024395909160375595,
0.019303422421216965,
-0.03462006524205208,
-0.02335849404335022,
-0.09989296644926071,
0.07294180244207382,
-0.009911268949508667,
-0.00414065970107913,
-0.02359747141599655,
-0.014215204864740372,
-0.04688802361488342,
0.024945639073848724,
0.04536678269505501,
-0.00952969491481781,
0.010696236044168472,
0.009391291067004204,
0.014923918060958385,
0.033502381294965744,
-0.033992622047662735,
0.04015596956014633,
-0.03199489787220955,
-0.028622984886169434,
0.0074004968628287315,
-0.03545934334397316,
0.009525148198008537,
0.01260433066636324,
-0.011909847147762775,
0.002124885795637965,
0.015790045261383057,
0.010270435363054276,
0.02305637113749981,
0.06183147057890892,
0.010989407077431679,
-0.006090665236115456,
0.03753532096743584,
-0.016778595745563507,
-0.002558683278039098,
0.039734743535518646,
0.012591972947120667,
-0.03999178484082222,
0.03620104119181633,
-0.022593677043914795,
-0.02277827076613903,
-0.011857428587973118,
0.012105111964046955,
0.03175615891814232,
-0.028191013261675835,
-0.009116929955780506,
0.013200590386986732,
-0.03617556020617485,
-0.0022330170031636953,
0.03416061773896217,
0.0037953208666294813,
0.026395410299301147,
0.011805706657469273,
-0.02051115222275257,
0.02309843897819519,
0.03263414278626442,
0.022887157276272774,
0.05657866224646568,
0.02157430537045002,
0.007726627867668867,
0.03557039424777031,
-0.013276968151330948,
0.0030911157373338938,
0.02859397791326046,
-0.037217553704977036,
0.02647087350487709,
-0.022221801802515984,
-0.03900333493947983,
-0.0037604947574436665,
-0.009469383396208286,
-0.0052646612748503685,
0.015343431383371353,
-0.02852187305688858,
0.05745607614517212,
-0.02622595801949501,
0.024339571595191956,
-0.001938967383466661,
-0.031016679480671883,
-0.013908067718148232,
-0.010795218870043755,
-0.007424267940223217,
0.04100516065955162,
0.006555864587426186,
0.0003764852590393275,
-0.006493226625025272,
0.00564845884218812,
0.059387724846601486,
0.004192187916487455,
0.051914967596530914,
-0.007172359153628349,
-0.014426209032535553,
-0.022963039577007294,
0.004401941783726215,
-0.03524072468280792,
-0.0492684580385685,
0.014241665601730347,
0.054835349321365356,
0.0358893908560276,
0.012687686830759048,
-0.0353911817073822,
-0.03223665431141853,
0.03486136347055435,
-0.07685130089521408,
-0.022240083664655685,
-0.04754725471138954,
-0.020020315423607826,
0.012051436118781567,
-0.009719324298202991
] |
<p>Could anyone suggest the best method to predict the time gap between two events?</p>
<p>For example, given that diabetics are at higher risk of developing hypertension, I would like to predict the time gap until patients develop hypertension after being diagnosed with diabetes. </p>
<p>I will have both time dependent and independent covariates. Does this require a longitudinal approach? </p> | 74,061 | [
-0.010916034691035748,
-0.029097074642777443,
0.011278718709945679,
-0.006821506656706333,
0.003733042860403657,
-0.00016717964899726212,
-0.003718521911650896,
-0.02135823667049408,
0.04959357902407646,
-0.012054430320858955,
0.02134588733315468,
0.020976878702640533,
0.027701249346137047,
0.007566024083644152,
0.01550674345344305,
0.011445926502346992,
0.005426099058240652,
-0.01291895192116499,
-0.006559875328093767,
-0.024883877485990524,
0.009089027531445026,
-0.01309228502213955,
-0.019416091963648796,
0.00011098281538579613,
-0.0222226120531559,
0.04186997190117836,
0.039014238864183426,
-0.03961773216724396,
-0.026577025651931763,
0.04726496711373329,
-0.041049275547266006,
-0.034552641212940216,
0.01630258932709694,
0.0322149284183979,
0.00741211324930191,
0.0024608890525996685,
-0.04146568104624748,
-0.06779875606298447,
-0.03135992959141731,
0.02395975962281227,
-0.03304542973637581,
-0.03773801401257515,
-0.026367582380771637,
0.057062916457653046,
-0.03927631676197052,
0.028919709846377373,
-0.006016022991389036,
-0.033202797174453735,
0.032025594264268875,
-0.04199524596333504,
0.04143008962273598,
-0.03625781461596489,
0.10048225522041321,
0.018414493650197983,
-0.037418801337480545,
-0.015135500580072403,
0.0409318245947361,
0.07579045742750168,
0.00877820048481226,
-0.015532970428466797,
-0.024075327441096306,
0.008983509615063667,
0.020419098436832428,
0.009544625878334045,
-0.05045684427022934,
0.009079501032829285,
-0.01809651218354702,
-0.026662450283765793,
0.01377714890986681,
-0.037512123584747314,
-0.00104001525323838,
0.013870138674974442,
0.03486548364162445,
-0.000662686419673264,
0.01505934726446867,
-0.04274102672934532,
-0.017197411507368088,
0.016987040638923645,
0.030406910926103592,
0.025408651679754257,
0.0040253158658742905,
-0.014375193975865841,
0.04106391966342926,
0.03860066831111908,
-0.0008394611068069935,
-0.0004752164823003113,
0.05086265504360199,
-0.022390546277165413,
-0.010417315177619457,
0.04300672933459282,
-0.03824373707175255,
0.011273604817688465,
0.02351464331150055,
-0.004662854131311178,
-0.020181456580758095,
0.05084151029586792,
-0.0322263166308403,
0.03458590805530548,
0.026684535667300224,
0.02691199816763401,
-0.011338145472109318,
-0.053416866809129715,
0.022972702980041504,
0.04468267783522606,
-0.017250215634703636,
-0.04780355095863342,
-0.03006640635430813,
-0.018335754051804543,
-0.00018487263878341764,
0.003364681964740157,
-0.043977249413728714,
0.004484126344323158,
0.00843521486967802,
-0.01902179978787899,
0.006564972922205925,
-0.027891477569937706,
-0.007190636824816465,
-0.01301999855786562,
0.05806879699230194,
0.08264864236116409,
0.03640315309166908,
-0.026479868218302727,
0.0006449564243666828,
0.012956386432051659,
-0.044322676956653595,
-0.00983059499412775,
0.05704331025481224,
-0.03429921343922615,
-0.016023064032197,
0.06871824711561203,
-0.009821463376283646,
-0.01068215724080801,
0.038214556872844696,
-0.016985459253191948,
0.042257003486156464,
0.03771879896521568,
-0.07321121543645859,
-0.02341349422931671,
0.015819400548934937,
-0.012320287525653839,
0.012098618783056736,
-0.045522090047597885,
-0.00974772684276104,
0.0025203463155776262,
0.07972898334264755,
0.01982325129210949,
0.02428414672613144,
0.025480158627033234,
0.015330228954553604,
0.013043565675616264,
-0.017245018854737282,
-0.0038604759611189365,
0.008358468301594257,
0.038266997784376144,
-0.017290638759732246,
-0.08198095858097076,
-0.014414247125387192,
0.024797741323709488,
-0.04057027027010918,
0.01585022360086441,
0.0635644793510437,
-0.006490148603916168,
-0.011515290476381779,
0.000711140688508749,
0.03872847929596901,
-0.03565763682126999,
0.09694981575012207,
-0.011862554587423801,
0.020056338980793953,
0.007715500425547361,
0.03977014124393463,
0.02364019677042961,
0.027392983436584473,
0.05155106261372566,
0.018157368525862694,
0.008487858809530735,
0.01290314830839634,
0.04965454339981079,
-0.025281621143221855,
-0.010910430923104286,
-0.007991855964064598,
-0.03038799948990345,
-0.02587057836353779,
-0.031834449619054794,
0.023441080003976822,
0.02867240458726883,
-0.0020123107824474573,
0.0060774837620556355,
0.03779328241944313,
-0.029798462986946106,
-0.020610740408301353,
-0.05810971185564995,
0.0003691420133691281,
0.008186783641576767,
-0.0042099254205822945,
0.03291666507720947,
-0.040657587349414825,
0.02292655035853386,
-0.019770396873354912,
-0.015308672562241554,
-0.04854083061218262,
-0.004710859153419733,
0.04446393996477127,
-0.057914551347494125,
0.01499665156006813,
0.014248567633330822,
0.05565128102898598,
-0.016233734786510468,
0.00979151763021946,
-0.06059882417321205,
-0.01761586405336857,
0.011234802193939686,
-0.06330480426549911,
0.04560443013906479,
-0.03195778653025627,
-0.025809235870838165,
-0.022688785567879677,
-0.03387727960944176,
-0.030854733660817146,
0.022115524858236313,
-0.05165013670921326,
0.051436830312013626,
0.055767327547073364,
0.013230695389211178,
-0.01537218689918518,
-0.018754206597805023,
0.05226748809218407,
0.01863759756088257,
-0.03393588587641716,
-0.055068012326955795,
-0.050193339586257935,
-0.012911398895084858,
0.014962419867515564,
0.02652846835553646,
-0.0015252991579473019,
0.03585594519972801,
0.0344761423766613,
0.01628897525370121,
0.0025197314098477364,
0.04090012237429619,
0.000753124593757093,
-0.013507806695997715,
0.008570796810090542,
0.030299853533506393,
-0.006792351137846708,
-0.015589788556098938,
0.024256804957985878,
-0.019585702568292618,
0.05000604689121246,
-0.027091650292277336,
-0.006497390568256378,
0.046937599778175354,
0.013222171925008297,
0.014001402072608471,
-0.02193302847445011,
-0.06007322669029236,
0.04016555845737457,
0.011020694859325886,
0.002406216459348798,
0.024242784827947617,
0.0360768586397171,
-0.005564243532717228,
0.029568897560238838,
-0.008693676441907883,
0.019432462751865387,
0.027995504438877106,
-0.033904340118169785,
0.03145815059542656,
0.012368233874440193,
-0.0597720593214035,
0.023377640172839165,
-0.012982456013560295,
-0.050159767270088196,
-0.01963985525071621,
-0.02966269850730896,
0.004972201772034168,
0.004457831382751465,
0.007662237621843815,
0.0014476354699581861,
-0.02372707799077034,
0.045736245810985565,
-0.027089592069387436,
0.02030511572957039,
-0.007964064367115498,
-0.012408236041665077,
0.01038769818842411,
-0.013904797844588757,
0.0057984692975878716,
0.039147116243839264,
-0.011535030789673328,
0.0032790249679237604,
0.005609128158539534,
0.0067387716844677925,
-0.07708635926246643,
-0.07202507555484772,
-0.0001925524848047644,
0.033532314002513885,
-0.026973089203238487,
-0.041138045489788055,
0.046204935759305954,
-0.0010044870432466269,
-0.045623332262039185,
0.005501056555658579,
-0.001926177879795432,
0.029427815228700638,
-0.04582764208316803,
0.02908104471862316,
0.009613553062081337,
0.008352445438504219,
0.00006963063788134605,
0.03843836113810539,
-0.04515397921204567,
0.02463540807366371,
-0.08813700079917908,
-0.07842586934566498,
0.057474907487630844,
0.017195144668221474,
0.036175258457660675,
-0.0093129463493824,
-0.005199745297431946,
0.041390467435121536,
0.01259349100291729,
0.006544323638081551,
-0.03284910321235657,
-0.023023774847388268,
-0.0171290785074234,
-0.006727918051183224,
0.011020942591130733,
0.026470087468624115,
0.02310653030872345,
-0.006002613343298435,
-0.001376370433717966,
0.03566029667854309,
0.04721532016992569,
0.018515732139348984,
0.012994632124900818,
-0.00022548636479768902,
0.01704290136694908,
0.0043863956816494465,
0.0037592777516692877,
0.012064590118825436,
-0.012823149561882019,
-0.008956574834883213,
-0.03541197255253792,
0.02713717892765999,
0.007946651428937912,
-0.05200643092393875,
0.007978292182087898,
-0.02804110199213028,
0.0020852142479270697,
-0.022736355662345886,
0.022184524685144424,
0.008821479976177216,
-0.013082160614430904,
-0.03264082595705986,
0.015189792029559612,
0.04590044170618057,
-0.019706564024090767,
0.006453379523009062,
0.045215412974357605,
0.038878414779901505,
0.0064505659975111485,
0.014235460199415684,
-0.04548240080475807,
-0.0033865920267999172,
0.038979556411504745,
-0.061237823218107224,
0.01844712160527706,
0.021759992465376854,
0.007096386048942804,
0.0026167414616793394,
0.0204373300075531,
-0.03954984247684479,
-0.009673968888819218,
-0.07578527182340622,
0.01184199657291174,
-0.0014340324560180306,
0.061686716973781586,
0.007452740333974361,
0.039135824888944626,
0.01648322120308876,
-0.014562265016138554,
0.04557447507977486,
0.0037034666165709496,
-0.06268564611673355,
0.0005347439437173307,
-0.050673890858888626,
0.002035808051005006,
0.010164490900933743,
0.007250099442899227,
0.027053100988268852,
-0.002491259714588523,
-0.007050027139484882,
-0.02897937037050724,
0.025153962895274162,
-0.04042195528745651,
0.013866281136870384,
-0.049434613436460495,
-0.026828737929463387,
-0.01834440417587757,
-0.04463295638561249,
0.019570350646972656,
0.0024015798699110746,
0.023888904601335526,
0.06741413474082947,
0.03520536795258522,
-0.001961010741069913,
-0.004784801043570042,
-0.004570627119392157,
0.016406195238232613,
0.0581388883292675,
0.04656536132097244,
0.012876835651695728,
-0.06058916077017784,
0.03833791986107826,
-0.026724837720394135,
-0.0099014388397336,
0.04342780262231827,
0.016506310552358627,
-0.015877706930041313,
-0.03320721909403801,
-0.027950763702392578,
0.019289936870336533,
0.022017061710357666,
0.05117218196392059,
0.019376901909708977,
0.031380269676446915,
0.012919815257191658,
-0.06430484354496002,
0.021923154592514038,
0.08714652806520462,
0.029074886813759804,
-0.016978008672595024,
-0.031405314803123474,
-0.006225865799933672,
-0.005149251315742731,
-0.017332937568426132,
0.030895810574293137,
0.01036645844578743,
-0.023375796154141426,
0.014489826746284962,
0.013257789425551891,
0.000948759145103395,
-0.004450772888958454,
-0.0019961781799793243,
0.034115269780159,
0.05423011630773544,
0.053750697523355484,
-0.03997452184557915,
0.04700388014316559,
-0.005216679535806179,
0.030048923566937447,
0.04499887675046921,
0.03231978416442871,
-0.10328533500432968,
0.00624855188652873,
0.042982760816812515,
0.029675358906388283,
-0.058686092495918274,
-0.04135991632938385,
-0.01980707049369812,
-0.004477687645703554,
0.05524202436208725,
-0.017857180908322334,
-0.0029683040920645,
-0.000038387977838283405,
-0.013633317314088345,
-0.025525756180286407,
-0.045650482177734375,
-0.04491438344120979,
0.05882682278752327,
0.010424427688121796,
0.023938968777656555,
-0.004337916616350412,
-0.019128240644931793,
0.005972189363092184,
-0.005236177239567041,
0.03750075772404671,
0.08914926648139954,
-0.01187894120812416,
-0.011401036754250526,
0.005834474228322506,
-0.0120928343385458,
-0.013599078170955181,
-0.059569574892520905,
0.030760714784264565,
-0.0021004120353609324,
-0.016724085435271263,
0.030738908797502518,
-0.02500096894800663,
-0.023595448583364487,
-0.009525981731712818,
0.017635364085435867,
-0.04219723865389824,
0.013211173936724663,
-0.006551842670887709,
0.024236537516117096,
0.03607168793678284,
-0.011733905412256718,
0.053286049515008926,
0.04550468176603317,
0.008565830066800117,
0.0011889636516571045,
-0.010066833347082138,
0.017041360959410667,
-0.004107978194952011,
-0.034911610186100006,
-0.038503460586071014,
-0.037298765033483505,
-0.0440572164952755,
0.016599470749497414,
-0.04882175102829933,
-0.0008818110800348222,
-0.015079819597303867,
0.0012870033970102668,
0.020577838644385338,
0.03780549019575119,
-0.008890044875442982,
-0.01310840342193842,
0.001186196692287922,
-0.033509012311697006,
0.02011724002659321,
-0.0030450960621237755,
0.033013634383678436,
-0.0065039535984396935,
0.04508890211582184,
0.020856834948062897,
-0.041799940168857574,
-0.015057987533509731,
-0.026908447965979576,
-0.04262273386120796,
0.03102727234363556,
-0.01240996178239584,
0.027771808207035065,
-0.01983250305056572,
0.03119339793920517,
0.0039365338161587715,
-0.02617715671658516,
0.002311036456376314,
0.0674450695514679,
0.0015460412250831723,
0.03357022628188133,
-0.037323519587516785,
0.04883599281311035,
-0.02095494605600834,
-0.024540405720472336,
-0.054593078792095184,
-0.05485280230641365,
0.059483494609594345,
0.013258201070129871,
-0.04012793302536011,
-0.025866365060210228,
0.03147043660283089,
-0.05520467460155487,
-0.011836446821689606,
-0.02222066931426525,
0.05125569552183151,
-0.005018251482397318,
-0.021535413339734077,
-0.01727887988090515,
0.013426537625491619,
0.052934542298316956,
0.02428794652223587,
0.020688464865088463,
0.00836896151304245,
-0.017709992825984955,
-0.006238200236111879,
-0.011184114962816238,
0.020226817578077316,
-0.027337851002812386,
0.015375779941678047,
-0.049630701541900635,
-0.0033622747287154198,
0.04518615081906319,
-0.035151608288288116,
-0.034292787313461304,
0.009635916911065578,
-0.0073465872555971146,
-0.0013931593857705593,
-0.06594592332839966,
0.018109945580363274,
-0.002964317798614502,
-0.002979198470711708,
0.009600159712135792,
0.021552350372076035,
0.014681197702884674,
-0.017849678173661232,
0.019937945529818535,
0.013620797544717789,
-0.01975301280617714,
0.0004908083938062191,
-0.020546652376651764,
-0.002690086839720607,
0.01925814338028431,
-0.010436938144266605,
-0.021735232323408127,
0.023556077852845192,
0.0008545992895960808,
-0.018818721175193787,
0.008993440307676792,
0.005200719460844994,
-0.07851573079824448,
-0.06154084950685501,
-0.010975828394293785,
-0.00813381653279066,
0.06457683444023132,
-0.039978183805942535,
0.0466715507209301,
0.04387418180704117,
0.009412622079253197,
-0.02066950500011444,
-0.049776509404182434,
-0.005594790913164616,
-0.0052814907394349575,
-0.02476690523326397,
0.04857492074370384,
-0.04039957746863365,
-0.012059074826538563,
0.02704799361526966,
0.03593890368938446,
0.011797736398875713,
0.04505199193954468,
-0.010183168575167656,
0.013832442462444305,
0.03303343057632446,
-0.02111978270113468,
-0.03621111437678337,
0.00843016617000103,
-0.04131191968917847,
-0.021749434992671013,
-0.06175720691680908,
-0.0026067730505019426,
0.029082857072353363,
0.056749310344457626,
0.011419137008488178,
-0.026958107948303223,
0.0051336027681827545,
-0.0506669282913208,
-0.003900305600836873,
0.013441442511975765,
0.003162720240652561,
0.038537632673978806,
0.0019475583685562015,
0.029893089085817337,
0.019495246931910515,
0.011017972603440285,
-0.013356351293623447,
-0.08705209940671921,
-0.014968717470765114,
-0.029570305719971657,
-0.011295526288449764,
0.02402586303651333,
-0.0012085011694580317,
-0.05821162462234497,
-0.005294423084706068,
0.018795451149344444,
-0.006043070461601019,
-0.014010541141033173,
0.024837402626872063,
-0.008013741113245487,
0.06650044023990631,
0.020449046045541763,
-0.01286870427429676,
0.006419307552278042,
0.022303396835923195,
0.12323596328496933,
0.08083930611610413,
0.024961017072200775,
-0.06078729405999184,
0.03693533316254616,
0.021592650562524796,
0.010064800269901752,
-0.032376497983932495,
0.0406210795044899,
0.014959006570279598,
-0.029475783929228783,
0.06224163621664047,
0.03825334832072258,
0.0168104637414217,
-0.005469095427542925,
0.07511698454618454,
-0.023176321759819984,
0.027299566194415092,
-0.012051001191139221,
-0.0069938646629452705,
-0.0117743369191885,
-0.010019974783062935,
-0.02610856294631958,
0.03514963015913963,
-0.034670744091272354,
-0.030622173100709915,
-0.005156269762665033,
0.011254806071519852,
-0.005712622310966253,
-0.005700528156012297,
-0.013011584058403969,
0.0035908622667193413,
0.025352511554956436,
0.027181698009371758,
-0.013351687230169773,
0.00902071874588728,
0.003402221016585827,
-0.021540101617574692,
-0.0033077632542699575,
0.008503947407007217,
0.011486842297017574,
-0.02652745321393013,
0.0013048158725723624,
0.0014827823033556342,
-0.060807570815086365,
-0.04422307759523392,
-0.02501135692000389,
0.04470156133174896,
-0.019116053357720375,
-0.012718390673398972,
-0.021936360746622086,
-0.006835355423390865,
0.02174566499888897,
-0.028237992897629738,
-0.03514116257429123,
0.011490859091281891,
0.020360590890049934,
-0.015599742531776428,
0.03847065195441246,
-0.016515985131263733,
0.019503973424434662,
-0.00016371026868000627,
0.05807386711239815,
-0.018034039065241814,
-0.029317228123545647,
0.0028066029772162437,
-0.0026205952744930983,
0.006896467879414558,
-0.01147263403981924,
0.01038755476474762,
0.01709476113319397,
0.006813460495322943,
-0.030938467010855675,
-0.017504919320344925,
0.003236368764191866,
0.00403878279030323,
0.00035012527951039374,
-0.004972612019628286,
-0.030694639310240746,
-0.0342208556830883,
-0.028185594826936722,
0.018658911809325218,
0.002812538528814912,
-0.0026760997716337442,
-0.039265215396881104,
0.018899939954280853,
0.026746759191155434,
0.06396526098251343,
-0.010987959802150726,
0.03451140969991684,
-0.028167061507701874,
0.06024687737226486,
0.031634021550416946,
-0.06971751898527145,
0.004734843969345093,
-0.028458621352910995,
-0.017170483246445656,
0.0063337478786706924,
-0.031711146235466,
0.0519910603761673,
0.0026624854654073715,
0.03848310932517052,
-0.008505859412252903,
0.0174869354814291,
-0.0019389137160032988,
0.025304147973656654,
-0.0015884442254900932,
-0.04839169979095459,
-0.018421992659568787,
-0.03349354863166809,
0.03908931463956833,
0.029023723676800728,
0.008389228023588657,
0.01636497862637043,
-0.02729497104883194,
0.030046286061406136,
-0.042820971459150314,
-0.015835100784897804,
0.013427238911390305,
0.0013831447577103972,
0.03167489916086197,
-0.02987303026020527,
0.014225570484995842,
-0.05677693337202072,
-0.012725269421935081,
0.007906817831099033,
-0.03778235241770744,
0.00948749016970396,
0.04207221791148186,
-0.040962256491184235,
-0.004387407563626766,
0.037314627319574356,
-0.005607715342193842,
0.01739053800702095,
0.033834051340818405,
0.046053286641836166,
-0.031298812478780746,
0.02241894230246544,
-0.005832842085510492,
-0.01660563237965107,
-0.0023585690651088953,
-0.04786139726638794,
-0.037921834737062454,
0.010749159380793571,
0.010547444224357605,
0.02412625402212143,
0.014993657357990742,
-0.0007002474740147591,
0.01227633561939001,
0.03402676433324814,
-0.023639148101210594,
-0.0528508760035038,
-0.019190292805433273,
0.008916978724300861,
-0.024644508957862854,
-0.0021880767308175564,
0.007301333360373974,
0.027099275961518288,
-0.019297849386930466,
0.0002365732507314533,
0.038539111614227295,
0.02892904169857502,
-0.008045755326747894,
0.004960297141224146,
0.002554485574364662,
0.006513692904263735,
-0.02821728028357029,
0.014589516445994377,
0.05860308185219765,
0.06276407837867737,
0.009401560761034489,
0.02291867882013321,
0.0019061659695580602,
0.01795334741473198,
-0.08245766907930374,
-0.025277549400925636,
-0.00238067377358675,
0.03333553671836853,
0.028088320046663284,
-0.027070974931120872,
0.0017639844445511699,
-0.002452419837936759,
-0.033688854426145554,
0.03101380541920662,
0.02684609778225422,
0.027454407885670662,
-0.0037689509335905313,
0.023784805089235306,
-0.00019599145161919296,
0.007104983553290367,
0.030040333047509193,
0.022406334057450294,
0.010637270286679268,
0.06500084698200226,
0.03329002112150192,
-0.02004222385585308,
-0.013325418345630169,
-0.0024500112049281597,
0.024766752496361732,
-0.086665578186512,
0.028671175241470337,
-0.03343856707215309,
-0.01678003929555416,
-0.0050928108394145966,
-0.03383617475628853,
0.050863441079854965,
0.04075820744037628,
0.001925247604958713,
0.003950329497456551,
0.026014836505055428,
0.005061929579824209,
-0.03853179141879082,
0.013444983400404453,
0.007194875739514828,
-0.012932547368109226,
0.007546070963144302,
-0.050547920167446136,
0.031713176518678665,
0.021117012947797775,
-0.01399206556379795,
-0.017269760370254517,
0.015797482803463936,
0.005648650228977203,
-0.046429120004177094,
0.018041761592030525,
-0.01768519915640354,
0.0062665631994605064,
-0.03177347779273987,
-0.022748729214072227,
-0.009314903989434242,
-0.023633746430277824,
0.07154867053031921,
0.02213113382458687,
-0.037620484828948975,
0.010238594375550747,
-0.018850956112146378,
-0.06173287704586983,
0.031188854947686195,
-0.00794273242354393,
-0.008192198351025581,
-0.05482802912592888,
0.007091335486620665,
-0.032032374292612076,
0.01104605570435524,
-0.045023269951343536,
0.0027757855132222176,
-0.01809225231409073,
0.028135353699326515,
0.01140420138835907,
0.001097136060707271,
0.06468888372182846,
-0.0038189475890249014,
0.026116233319044113,
-0.06426302343606949,
0.05243290588259697,
-0.008540879935026169,
-0.030353810638189316,
-0.029818901792168617,
-0.00961762573570013,
-0.03371449559926987,
-0.01934765838086605,
0.1038786768913269,
0.027137961238622665,
0.017670251429080963,
-0.02320820465683937,
0.03768223524093628,
-0.01658524200320244,
-0.010250631719827652,
0.020642073825001717,
0.002293509664013982,
0.013658693991601467,
-0.0217581856995821,
0.00297338142991066,
0.008735725656151772,
0.02012268453836441,
-0.002667192602530122,
-0.036543089896440506,
0.03159124776721001,
0.04541870579123497,
0.030705323442816734,
0.003202463034540415,
0.02431231178343296,
-0.020791146904230118,
0.04628557339310646,
-0.02979745902121067,
0.008541250601410866,
0.017591893672943115,
-0.037326693534851074,
-0.07771267741918564,
0.029109803959727287,
-0.044085241854190826,
-0.023857254534959793,
-0.011371112428605556,
-0.0211910642683506,
-0.038649652153253555,
-0.07234370708465576,
-0.00009529264934826642,
0.021821919828653336,
-0.03633761778473854,
0.023248640820384026,
0.019102826714515686,
0.006064136978238821,
0.025594940409064293,
-0.020448002964258194,
-0.004238363355398178,
0.05468041077256203,
0.013020665384829044,
0.013321113772690296,
0.008688691072165966,
0.05607185885310173,
0.004813659004867077,
-0.003068101592361927,
0.0030903450679033995,
0.011486612260341644,
0.016163328662514687,
-0.014850160107016563,
0.034207094460725784,
-0.0037447395734488964,
-0.030093876644968987,
-0.001960007008165121,
0.0006002087029628456,
0.022726908326148987,
0.02586364932358265,
0.012168070301413536,
0.020091060549020767,
-0.013614941388368607,
-0.0009846752509474754,
-0.05037081986665726,
-0.03909428417682648,
-0.04122812673449516,
0.01692650280892849,
0.015810757875442505,
0.000799873610958457,
-0.007785293273627758,
0.01608169451355934,
0.016366062685847282,
-0.026444217190146446,
-0.019170980900526047,
-0.010745001956820488,
0.034565094858407974,
-0.014997636899352074,
-0.02202845923602581,
-0.020213164389133453,
-0.02554500475525856,
-0.009772541001439095,
-0.016719799488782883,
0.01058975514024496,
0.047798916697502136,
0.053436875343322754,
-0.015122316777706146,
0.009707936085760593,
-0.013716354966163635,
0.028760433197021484,
-0.10833528637886047,
-0.007308959495276213,
-0.06955791264772415,
0.004038036800920963,
0.006784448865801096,
-0.0014186932239681482
] |
<p>I have been using successfully DBNs for classification for MNIST and some other tasks.</p>
<p>I was thinking of doing dimensionality reduction before training, in order to boost performance. However, when I tried out using the output of PCA to train a deep belief network the results were quite bad.</p>
<p>I understand that DBNs learn features from the image and that PCA might project the data into a space where things do not look as similar anymore, but I was not expecting such a bad result.</p>
<p>Any ideas why this could be? I was especially suprised because this paper has succesfully used it: <a href="http://cs.stanford.edu/people/ang/papers/nips07-sparsedeepbeliefnetworkv2.pdf" rel="nofollow">paper here</a></p>
<p>Thank you!</p> | 74,062 | [
-0.009251249954104424,
0.008131139911711216,
0.005632038228213787,
-0.03672312945127487,
0.047319937497377396,
-0.009878299199044704,
-0.06697815656661987,
-0.04103381559252739,
0.04728936031460762,
-0.062498245388269424,
0.02425311878323555,
0.03514296934008598,
0.03956792131066322,
0.052811410278081894,
-0.016447458416223526,
-0.001182108768261969,
-0.0072001125663518906,
-0.010989884845912457,
-0.015458352863788605,
-0.034718312323093414,
0.012266352772712708,
0.04378907009959221,
0.003916454501450062,
0.00021086027845740318,
0.0009559115278534591,
0.03178685903549194,
0.016929814592003822,
0.0018916807603091002,
0.005988218821585178,
0.06197207048535347,
-0.038851525634527206,
-0.0056401765905320644,
-0.02115100622177124,
0.058189135044813156,
0.032786499708890915,
0.023060137405991554,
0.01757395826280117,
-0.06587410718202591,
0.012053323909640312,
0.04447224736213684,
0.02599332109093666,
-0.027159428223967552,
0.019333356991410255,
0.07323317229747772,
-0.02631719410419464,
0.033439572900533676,
-0.008971217088401318,
-0.01967008225619793,
0.022407731041312218,
-0.05602816492319107,
0.07999870181083679,
-0.0062154075130820274,
0.0059685613960027695,
0.04706115275621414,
-0.016877738758921623,
0.012583962641656399,
0.04086960107088089,
0.08085592836141586,
-0.009771597571671009,
-0.06477726995944977,
-0.009646298363804817,
-0.0587308406829834,
0.01370954792946577,
-0.042544376105070114,
-0.02975653111934662,
0.04881857708096504,
0.03185075521469116,
-0.05469612777233124,
0.03237757831811905,
-0.022672824561595917,
0.015325786545872688,
-0.02171759493649006,
0.03022879734635353,
-0.027129778638482094,
0.013385053724050522,
0.008759264834225178,
-0.008404048159718513,
-0.0026855336036533117,
0.027967991307377815,
0.015261813998222351,
-0.027108818292617798,
0.01596290059387684,
-0.044817760586738586,
0.012067579664289951,
0.02313404716551304,
-0.00010466745152371004,
0.04622548446059227,
-0.03861508145928383,
-0.0030737046618014574,
0.023096924647688866,
-0.01163081917911768,
0.003238796954974532,
0.019472230225801468,
-0.022667549550533295,
0.017806867137551308,
0.018962200731039047,
0.015044042840600014,
0.01921609602868557,
0.009113435633480549,
-0.07307950407266617,
-0.018702955916523933,
-0.015301610343158245,
0.01576411910355091,
0.03435523062944412,
-0.011647969484329224,
-0.0481376051902771,
-0.05352383106946945,
-0.0011306797387078404,
-0.04837198182940483,
0.029011469334363937,
-0.016367418691515923,
0.005664704833179712,
0.015235483646392822,
-0.0018271333537995815,
0.016606925055384636,
-0.028067581355571747,
0.004474193789064884,
-0.008591417223215103,
0.04244731366634369,
0.09171415120363235,
0.020138856023550034,
-0.008869478479027748,
0.04143451154232025,
-0.06314811110496521,
-0.0367433987557888,
-0.007594276685267687,
0.029261739924550056,
-0.0024056334514170885,
-0.019014820456504822,
0.05389244481921196,
-0.021634671837091446,
-0.03512481227517128,
0.05739045515656471,
0.007750311400741339,
0.018132897093892097,
0.031829189509153366,
-0.06535385549068451,
-0.025657815858721733,
0.05854065716266632,
-0.030981702730059624,
0.014216046780347824,
-0.042950429022312164,
-0.0013352903770282865,
0.03993016481399536,
0.038775090128183365,
-0.034610312432050705,
0.04111151769757271,
0.01344478689134121,
0.019734913483262062,
-0.011193039827048779,
-0.01964828372001648,
-0.03826227784156799,
-0.02448376640677452,
0.008090093731880188,
-0.08501458168029785,
-0.05518360063433647,
0.036922160536050797,
0.036508020013570786,
-0.002279685577377677,
-0.01625683903694153,
0.032252565026283264,
-0.01351639349013567,
-0.02407434582710266,
-0.03658410161733627,
-0.0353911891579628,
-0.033764734864234924,
0.06331561505794525,
0.0030505401082336903,
0.04748142138123512,
-0.0009904666803777218,
-0.015694336965680122,
0.009395556524395943,
0.025737715885043144,
0.053632065653800964,
0.05933827906847,
0.021740291267633438,
-0.010577358305454254,
-0.025606872513890266,
0.03691219165921211,
-0.002256000880151987,
0.011059320531785488,
-0.030831173062324524,
-0.04481225833296776,
0.010465618222951889,
-0.028836729004979134,
0.054726868867874146,
0.009998553432524204,
-0.06426369398832321,
0.016800932586193085,
-0.01061988715082407,
-0.015413613989949226,
-0.06097232550382614,
0.03624756634235382,
-0.008457229472696781,
0.012891154736280441,
0.006711861118674278,
0.010583930648863316,
0.013584415428340435,
-0.0016572048189118505,
-0.0046314396895468235,
-0.011907593347132206,
-0.02308904379606247,
-0.011426959186792374,
-0.04194207489490509,
-0.04303083196282387,
0.0010564950061962008,
0.04272833466529846,
-0.031795039772987366,
0.02915995381772518,
-0.037204500287771225,
-0.04055336117744446,
0.005149262025952339,
0.0014735145960003138,
-0.012923678383231163,
-0.043156880885362625,
0.019383132457733154,
0.03651987016201019,
0.012810321524739265,
-0.03740997239947319,
-0.0023062285035848618,
-0.041567232459783554,
0.0758034959435463,
0.023879099637269974,
-0.03376602753996849,
0.05421143025159836,
0.014744226820766926,
0.02230026200413704,
-0.005836693104356527,
-0.002234682673588395,
0.015287516638636589,
-0.03143159672617912,
0.0010581467067822814,
0.03487197682261467,
0.034069303423166275,
-0.03287465125322342,
0.003982515539973974,
0.043374206870794296,
0.046552933752536774,
0.03168146312236786,
0.016814103350043297,
0.0014675721758976579,
-0.03762277215719223,
0.0053526596166193485,
0.014809462241828442,
-0.0002577895356807858,
-0.015068484470248222,
-0.014405246824026108,
-0.01734546571969986,
0.04953101649880409,
-0.0054430910386145115,
-0.036574240773916245,
0.04272768273949623,
0.0022892665583640337,
0.0035211751237511635,
-0.010581034235656261,
-0.04078144207596779,
0.02491370402276516,
-0.0010152606992051005,
-0.03432292491197586,
0.0164655689150095,
0.007868650369346142,
0.008224090561270714,
-0.04772240296006203,
-0.05517606809735298,
0.03385458514094353,
0.07853443920612335,
-0.03166412189602852,
0.006128411740064621,
0.026346303522586823,
-0.045421212911605835,
-0.007775274105370045,
-0.033353544771671295,
-0.003044338896870613,
-0.0177752822637558,
0.054745275527238846,
0.06353793293237686,
-0.024802863597869873,
0.045286282896995544,
-0.05340586602687836,
0.027369260787963867,
0.008224904537200928,
-0.010180206038057804,
0.03357001021504402,
0.011029462330043316,
-0.07722829282283783,
-0.008248105645179749,
-0.01118785422295332,
0.0005072683561593294,
0.0016769953072071075,
-0.0056462883949279785,
0.006203631870448589,
0.002653559437021613,
-0.013472402468323708,
-0.019606035202741623,
-0.032850977033376694,
-0.028941601514816284,
0.036798492074012756,
0.00928509421646595,
-0.042982812970876694,
0.03535957261919975,
0.03074740432202816,
-0.00865936279296875,
-0.019420649856328964,
0.004374577198177576,
0.003826881293207407,
-0.00398155115544796,
-0.005384885706007481,
-0.008961625397205353,
0.00044902449008077383,
-0.014902973547577858,
0.056159328669309616,
-0.009837170131504536,
0.007584570441395044,
-0.0648452490568161,
-0.06531723588705063,
0.023828867822885513,
0.016238439828157425,
0.03970418870449066,
-0.008100800216197968,
0.03337239846587181,
0.0787898525595665,
0.02109280414879322,
-0.023855060338974,
-0.021839803084731102,
-0.024809887632727623,
-0.06721125543117523,
-0.024906614795327187,
-0.01065999548882246,
0.0037302644923329353,
-0.007204082794487476,
0.03945453092455864,
-0.03549853712320328,
0.014681889675557613,
0.034838780760765076,
0.013610737398266792,
-0.02882513217628002,
0.046931542456150055,
0.009347383864223957,
-0.019028957933187485,
0.007170356810092926,
0.055574022233486176,
-0.07460139691829681,
0.02068500407040119,
0.013541527092456818,
0.01055939868092537,
-0.03936741128563881,
-0.03954362869262695,
-0.010839315131306648,
-0.05162527784705162,
0.05227983370423317,
-0.019091220572590828,
-0.0001213208306580782,
-0.007907450199127197,
-0.008718027733266354,
-0.004708369728177786,
0.017541849985718727,
0.07627682387828827,
-0.0074365041218698025,
0.015135364606976509,
0.03257816657423973,
0.001664936076849699,
0.013500492088496685,
0.011975460685789585,
0.010321348905563354,
-0.04345061630010605,
0.0000015042845689094975,
0.023776711896061897,
0.039328448474407196,
0.035606563091278076,
0.01871192269027233,
0.019419971853494644,
0.01894918829202652,
-0.017808686941862106,
0.022258277982473373,
-0.05244520679116249,
0.0302715003490448,
-0.008066217415034771,
0.033298056572675705,
0.010441497899591923,
0.015263528563082218,
0.025035299360752106,
-0.011269972659647465,
-0.004092368762940168,
0.02011369913816452,
-0.06303565204143524,
-0.0109602315351367,
-0.013375720009207726,
0.023616263642907143,
0.013485589995980263,
-0.022232726216316223,
0.015212621539831161,
-0.0072889612056314945,
-0.003107215743511915,
-0.002299379324540496,
0.0689987912774086,
-0.06864872574806213,
0.0034773671068251133,
-0.000708529376424849,
-0.0030210239347070456,
-0.04813408479094505,
0.001585435471497476,
0.041753143072128296,
0.01834891550242901,
0.0391073115170002,
0.0077689229510724545,
-0.0026466944254934788,
0.0005352297448553145,
-0.0337374322116375,
0.02181212604045868,
0.030466431751847267,
0.038225140422582626,
-0.012502233497798443,
0.01795079931616783,
-0.020627416670322418,
0.009193946607410908,
0.006775313522666693,
0.057024262845516205,
-0.012122315354645252,
0.010565605014562607,
0.03217106685042381,
-0.02705841138958931,
-0.04212351515889168,
-0.01536474097520113,
0.03759502246975899,
-0.04941194877028465,
-0.016497032716870308,
-0.008206005208194256,
0.04862535744905472,
-0.022905509918928146,
0.004491779953241348,
0.05662500858306885,
0.010686933062970638,
-0.02262156270444393,
-0.04108043760061264,
-0.03577790781855583,
-0.0124772097915411,
-0.00769662344828248,
0.028693879023194313,
0.001987043535336852,
-0.019537361338734627,
-0.02003917284309864,
0.05372012034058571,
-0.05091475695371628,
-0.01714075542986393,
-0.01756337098777294,
0.011601458303630352,
0.025492528453469276,
-0.023719221353530884,
0.0441860593855381,
0.006462095305323601,
0.04325201362371445,
0.056109074503183365,
0.031074821949005127,
0.024592271074652672,
-0.07330326735973358,
-0.024851588532328606,
0.05508727207779884,
0.07723108679056168,
-0.006796958390623331,
-0.039083316922187805,
-0.06050697714090347,
-0.01935405097901821,
0.06399991363286972,
-0.04494724050164223,
0.01861521415412426,
0.058247148990631104,
0.009338845498859882,
-0.03125359117984772,
-0.025100000202655792,
-0.03536979481577873,
-0.02502630278468132,
-0.02712320350110531,
0.07813423126935959,
0.013018504716455936,
-0.042166903614997864,
-0.042285699397325516,
0.0017705083591863513,
0.015668563544750214,
0.026384878903627396,
0.011357908137142658,
-0.025180933997035027,
-0.03280287981033325,
0.0031533807050436735,
-0.015132076106965542,
-0.07078157365322113,
0.040989771485328674,
0.015246697701513767,
-0.022625258192420006,
0.0680576041340828,
-0.014091270044445992,
-0.01586759276688099,
0.014895171858370304,
-0.042881712317466736,
-0.01620662957429886,
-0.044361554086208344,
-0.05452367663383484,
0.03958798572421074,
0.03266051039099693,
-0.031035784631967545,
0.04303581640124321,
-0.022187991067767143,
-0.007100661750882864,
0.015884267166256905,
-0.05324223265051842,
0.054717112332582474,
-0.05022479221224785,
0.02057468146085739,
-0.009174458682537079,
0.0017508050659671426,
-0.027118396013975143,
0.03533293679356575,
0.030731113627552986,
0.05247035250067711,
0.008211704902350903,
0.0018885909812524915,
0.0053861262276768684,
0.025566453114151955,
-0.008569411933422089,
-0.0003309273160994053,
0.008786310441792011,
0.017307208850979805,
0.010513059794902802,
0.003030260093510151,
0.001617907197214663,
0.010501179844141006,
-0.011013987474143505,
0.024730131030082703,
-0.030282001942396164,
-0.0327073410153389,
-0.01678571105003357,
-0.027137795463204384,
0.035058315843343735,
-0.012537621892988682,
0.030424781143665314,
-0.009109978564083576,
0.02571716345846653,
0.019955769181251526,
-0.05937458202242851,
0.005996847525238991,
-0.011776149272918701,
-0.015237241983413696,
0.03208647668361664,
-0.056811220943927765,
0.004372606985270977,
-0.019443253055214882,
0.02130832150578499,
-0.05071849003434181,
-0.046226274222135544,
-0.016866357997059822,
-0.007156741805374622,
-0.010743075050413609,
-0.04442891851067543,
0.005168041214346886,
0.022021757438778877,
-0.013438345864415169,
0.008585100062191486,
0.04494727402925491,
-0.03141868859529495,
0.01657116413116455,
0.015258591622114182,
-0.006804377306252718,
0.08080999553203583,
-0.013201961293816566,
0.001598898321390152,
0.0008168615750037134,
-0.008506174199283123,
-0.007531024515628815,
-0.039137788116931915,
0.03380692005157471,
-0.0395730696618557,
-0.017054565250873566,
-0.036988623440265656,
0.03318256512284279,
0.044850025326013565,
-0.01663672924041748,
0.008604118600487709,
0.011441582813858986,
-0.037738900631666183,
-0.003660839982330799,
-0.0035592762287706137,
-0.026196390390396118,
-0.024922559037804604,
-0.03211004659533501,
-0.01361018605530262,
0.010660716332495213,
0.015027075074613094,
-0.04111845791339874,
-0.019169457256793976,
0.004668237175792456,
0.0061609456315636635,
-0.005702626425772905,
0.03230377659201622,
-0.01696092262864113,
0.009675403125584126,
-0.02105567418038845,
-0.05542827397584915,
0.04499974474310875,
0.003999441862106323,
0.022120214998722076,
-0.03176746144890785,
0.03385474160313606,
-0.04923068359494209,
-0.015854407101869583,
-0.049328990280628204,
0.00015357891970779747,
0.04990110546350479,
0.04748225212097168,
0.04334394261240959,
0.023525666445493698,
-0.024780530482530594,
0.00943654216825962,
-0.02388611063361168,
-0.019197678193449974,
0.025110462680459023,
-0.017717765644192696,
0.06939317286014557,
-0.003946992568671703,
-0.04155141860246658,
0.022442609071731567,
0.021833492442965508,
0.046363022178411484,
0.050527576357126236,
0.016837237402796745,
0.003278649877756834,
0.037524014711380005,
-0.036624740809202194,
-0.04224679619073868,
0.011007498018443584,
-0.046366576105356216,
-0.012385297566652298,
-0.00464246142655611,
-0.020161371678113937,
0.05231563374400139,
0.04813767224550247,
-0.023183586075901985,
-0.024049412459135056,
-0.04093661531805992,
-0.03742798790335655,
-0.03434625640511513,
0.039058513939380646,
0.006947145331650972,
0.012950838543474674,
-0.04044627770781517,
-0.0007529837894253433,
0.01485062949359417,
0.02448020502924919,
-0.007691248785704374,
-0.04878508299589157,
-0.06983710825443268,
-0.02282767929136753,
-0.022825591266155243,
0.02892036736011505,
-0.02368444763123989,
-0.033087149262428284,
0.026042455807328224,
-0.03716868534684181,
0.04901636764407158,
0.012473390437662601,
-0.0030514674726873636,
0.025911713019013405,
0.008771456778049469,
-0.011509602889418602,
0.02309548109769821,
0.006726761814206839,
-0.008272740989923477,
0.1165907010436058,
0.07109487801790237,
0.04807116836309433,
-0.050726089626550674,
0.014855178073048592,
0.01894976757466793,
-0.006843527778983116,
-0.02208813838660717,
0.042833536863327026,
0.007099698297679424,
-0.0032350700348615646,
-0.021796103566884995,
0.015659378841519356,
0.022254275158047676,
-0.03338977321982384,
-0.02300398424267769,
-0.0498076006770134,
-0.0082861864939332,
0.03993641585111618,
0.007732681464403868,
-0.0050214314833283424,
-0.0156403835862875,
-0.015989867970347404,
0.00047065987018868327,
-0.015955744311213493,
-0.03496243432164192,
-0.007342706900089979,
0.0149191590026021,
-0.008347314782440662,
-0.04643150418996811,
-0.007126733660697937,
-0.007615047972649336,
-0.00791935808956623,
-0.01126180775463581,
0.02671550028026104,
0.025446182116866112,
0.006724772974848747,
-0.0023941383697092533,
-0.005561200901865959,
0.03475221246480942,
0.01216166839003563,
-0.023453285917639732,
-0.01877482794225216,
0.006077961530536413,
-0.037091463804244995,
-0.0435999296605587,
-0.03944455832242966,
0.06321228295564651,
0.001063726027496159,
0.007952800951898098,
0.03125190734863281,
-0.024410778656601906,
-0.0056176818907260895,
-0.07310696691274643,
-0.022264767438173294,
0.04399855062365532,
0.02153356932103634,
0.028293168172240257,
-0.04730412736535072,
-0.010233900509774685,
0.008309083990752697,
-0.02211989089846611,
0.030736630782485008,
0.010035084560513496,
0.024043595418334007,
-0.002758049638941884,
-0.011643905192613602,
0.04863393306732178,
0.0043431734666228294,
0.01945241168141365,
-0.02517884410917759,
0.0022273827344179153,
0.008918161503970623,
-0.054755084216594696,
-0.00019692110072355717,
-0.02484142780303955,
0.03413044661283493,
-0.019795728847384453,
-0.0425952672958374,
0.016416246071457863,
-0.07213990390300751,
-0.015417447313666344,
-0.029030170291662216,
-0.0018474654061719775,
-0.033200472593307495,
0.032376375049352646,
0.037955090403556824,
0.003987123258411884,
0.04539061710238457,
0.02419610507786274,
-0.01704428158700466,
0.05671752616763115,
0.021428149193525314,
-0.011960879899561405,
-0.002089960500597954,
-0.008067562244832516,
-0.039105646312236786,
0.006516527850180864,
-0.000883106142282486,
0.03555695340037346,
0.025636635720729828,
-0.012836931273341179,
0.0009207333787344396,
0.037768010050058365,
-0.008168146014213562,
-0.010402125306427479,
-0.006396876648068428,
-0.039901889860630035,
0.010260363109409809,
0.00042290473356842995,
0.005680909845978022,
-0.050052449107170105,
-0.03397836163640022,
-0.043802410364151,
-0.009244962595403194,
0.00008365867688553408,
0.009286352433264256,
-0.040912747383117676,
-0.00007945190009195358,
0.0351966917514801,
0.041720498353242874,
-0.002682166174054146,
-0.01593913324177265,
-0.030503714457154274,
0.018562667071819305,
-0.022557372227311134,
-0.019583866000175476,
-0.0208946131169796,
0.04076850786805153,
-0.013953320682048798,
0.0027991507668048143,
0.04766986519098282,
-0.0020635868422687054,
0.020063452422618866,
-0.03333388641476631,
0.03095441870391369,
0.003728939453139901,
0.010145546868443489,
-0.021928420290350914,
-0.01657000742852688,
0.016219578683376312,
-0.03169802203774452,
-0.049891840666532516,
0.008389202877879143,
0.00028854949050582945,
0.02567336894571781,
0.012686858884990215,
0.0029004826210439205,
-0.01637542061507702,
0.03849349543452263,
-0.029128404334187508,
-0.0184464268386364,
0.019357120618224144,
0.01393223274499178,
-0.015567825175821781,
0.03622996062040329,
0.029844751581549644,
0.0013904321240261197,
-0.026452364400029182,
-0.007139954715967178,
0.0124982800334692,
0.022938629612326622,
-0.03082934208214283,
0.009004781022667885,
-0.06031827628612518,
0.001796763390302658,
0.010043219663202763,
0.006386266555637121,
0.01800801418721676,
0.032497406005859375,
-0.028020083904266357,
0.01850896142423153,
0.002574435668066144,
0.027110042050480843,
-0.07765080034732819,
0.0030324857216328382,
-0.007647610269486904,
0.015699442476034164,
0.051036857068538666,
-0.08255746215581894,
0.03334331139922142,
0.02842170000076294,
-0.05200662463903427,
0.006535349879413843,
0.002514652442187071,
0.005706599447876215,
-0.041600361466407776,
0.01707686297595501,
-0.016216862946748734,
0.023800620809197426,
0.00811727810651064,
0.02290954813361168,
0.018560679629445076,
0.01476271077990532,
0.006936864461749792,
-0.009445060975849628,
-0.029595300555229187,
0.054867491126060486,
-0.02486911602318287,
-0.005369100254029036,
0.05569174140691757,
-0.05122862011194229,
-0.053428277373313904,
0.029417913407087326,
-0.012447647750377655,
-0.003917563706636429,
0.045649204403162,
0.03939000517129898,
0.04358840733766556,
0.0028188556898385286,
0.06863004714250565,
-0.012833526358008385,
0.01817386783659458,
-0.007902760989964008,
0.004926146008074284,
0.006097677629441023,
0.0058414144441485405,
0.015906155109405518,
0.024605801329016685,
-0.019600937142968178,
-0.0007247537723742425,
-0.011892279610037804,
-0.004397364798933268,
0.013533172197639942,
-0.023181498050689697,
-0.001535702613182366,
0.00934505369514227,
-0.02591882459819317,
0.03951789811253548,
-0.038595814257860184,
-0.008913987316191196,
0.02175646647810936,
0.007888087071478367,
0.01036958396434784,
0.04368426278233528,
0.0026642868760973215,
-0.06861171126365662,
-0.017281068488955498,
0.0009919869480654597,
-0.02535204589366913,
-0.014757833443582058,
0.023389995098114014,
0.02897622063755989,
-0.015228156000375748,
-0.014663243666291237,
-0.05717719718813896,
-0.045817989856004715,
0.04151206091046333,
-0.027719363570213318,
0.07256418466567993,
0.009302268736064434,
-0.037544019520282745,
-0.0051315962336957455,
-0.09337878227233887,
0.05701290816068649,
-0.032665859907865524,
-0.03753437474370003,
-0.002827177755534649,
0.015171508304774761,
-0.021661894395947456,
0.00039839581586420536,
0.045985378324985504,
0.00005682184928446077,
0.019814347848296165,
-0.008395282551646233,
-0.04569704458117485,
0.012573734857141972,
-0.030595773831009865,
0.010197880677878857,
-0.014835010282695293,
0.006238817702978849,
0.01185411587357521,
-0.0013294542441144586,
0.014697737991809845,
0.011875366792082787,
0.011243094690144062,
-0.006692554801702499,
0.012771264649927616,
0.01738310046494007,
0.026870928704738617,
0.050764940679073334,
-0.010992429219186306,
0.015681855380535126,
0.049113210290670395,
-0.015822824090719223,
0.01347785908728838,
0.027775853872299194,
0.033299803733825684,
-0.029107805341482162,
0.025745246559381485,
-0.008928265422582626,
-0.01111498475074768,
0.025915496051311493,
0.06046634912490845,
0.02700471691787243,
-0.0591970719397068,
0.01304034236818552,
0.02415793016552925,
-0.035212382674217224,
0.005057904869318008,
0.04408479109406471,
-0.00013690513151232153,
0.00943740177899599,
-0.0076531837694346905,
0.03344104439020157,
0.03447150066494942,
0.020380407571792603,
-0.0019510145066305995,
0.007194537669420242,
0.017220521345734596,
-0.025220254436135292,
0.048752836883068085,
0.01875447668135166,
-0.023238714784383774,
0.04333188384771347,
-0.03488829359412193,
0.060465674847364426,
-0.07464239746332169,
-0.02474243752658367,
0.02220267988741398,
0.03470313176512718,
0.02047630213201046,
-0.017660511657595634,
-0.022443203255534172,
0.06499658524990082,
-0.008192352950572968,
-0.015154344961047173,
-0.013572384603321552,
-0.05648709461092949,
0.001901279087178409,
0.026022443547844887,
0.014798689633607864,
0.06920694559812546,
0.013812348246574402,
0.02671768330037594,
0.014407198876142502,
-0.009412667714059353,
0.02471092715859413,
-0.027015015482902527,
-0.003721218090504408,
-0.012033537030220032,
-0.0011734560830518603,
0.015896299853920937,
-0.01067986711859703,
-0.002623393665999174,
-0.018406016752123833,
0.01118064671754837,
0.022959725931286812,
0.029450060799717903,
0.0010843586642295122,
-0.008751602843403816,
0.03647761791944504,
0.01611761376261711,
-0.03910226747393608,
0.001945889089256525,
-0.05081932246685028,
0.012054141610860825,
0.017934320494532585,
-0.006314663216471672
] |
<p>I am a little bit confused about the machine learning outcomes on my dataset. I would be grateful if anyone can enlighten me on this:</p>
<p>When features are statistically different between two groups, shouldn't the machine learning able to predict the right class with a reasonable accuracy? The data consists of 9 features where 8 of them were significantly different between the groups (two tailed independent ttest). Total observations were 71 (30 and 41). However, the machine learning were only able to produce around 65% classification accuracy (10 fold cross validation). I have used SVM with RBF kernel, kNN, Random Forest, and Naive Bayes. My question is, is it normal? Is it possible to get higher classification accuracy when the features were not significantly different between the groups? Thanks.</p> | 36,705 | [
-0.04133457690477371,
-0.019052907824516296,
-0.027295392006635666,
-0.014005305245518684,
0.03633684292435646,
-0.006100578233599663,
-0.036324478685855865,
-0.0033705350942909718,
0.03192683309316635,
-0.025208983570337296,
0.028167035430669785,
-0.0023927611764520407,
0.04168710112571716,
0.021092969924211502,
0.011147869750857353,
-0.0033416617661714554,
-0.006927323527634144,
-0.025157757103443146,
0.0135825639590621,
0.017860539257526398,
-0.025007814168930054,
0.04371725767850876,
0.014734838157892227,
-0.010321117006242275,
-0.036915507167577744,
0.0485859215259552,
0.014750838279724121,
-0.013550478965044022,
0.025465283542871475,
0.0033025802113115788,
-0.014059429056942463,
-0.005303184501826763,
0.009661870077252388,
0.032720308750867844,
0.022734344005584717,
-0.008308134973049164,
-0.03948317840695381,
-0.023035624995827675,
-0.027202969416975975,
0.037031952291727066,
-0.0137544060125947,
-0.011801529675722122,
-0.03978808969259262,
0.056860849261283875,
-0.03599940612912178,
0.014226489700376987,
-0.005183960776776075,
-0.020591018721461296,
0.026186184957623482,
-0.042460136115550995,
0.0838366374373436,
0.01685398630797863,
0.0684620589017868,
0.049142077565193176,
-0.019638385623693466,
-0.009553195908665657,
0.036519091576337814,
0.07369183003902435,
-0.025731829926371574,
-0.03251670300960541,
-0.015008270740509033,
-0.04720868170261383,
0.003085826290771365,
0.016727259382605553,
-0.04116135835647583,
0.05015668272972107,
-0.0019068238325417042,
-0.017948657274246216,
0.02261066623032093,
0.014543060213327408,
0.02682853490114212,
0.03501688688993454,
0.04642387107014656,
-0.002190752886235714,
0.04176042601466179,
-0.04165856912732124,
0.011778580956161022,
0.0477883405983448,
0.021548068150877953,
0.023639047518372536,
0.03308309242129326,
0.005882113240659237,
-0.009823082014918327,
0.047972433269023895,
0.04067971557378769,
-0.025836080312728882,
0.03545956686139107,
-0.008942569606006145,
0.006740723270922899,
0.034286271780729294,
-0.01102067343890667,
0.025610221549868584,
0.058002304285764694,
0.006475622765719891,
-0.05649568513035774,
0.03787081316113472,
0.0028678246308118105,
0.020236054435372353,
0.038907572627067566,
-0.019317829981446266,
0.031536173075437546,
-0.01838826946914196,
0.024739837273955345,
0.05578777939081192,
-0.026785364374518394,
-0.022230399772524834,
-0.07169220596551895,
-0.02895614132285118,
-0.02178676426410675,
0.023899996653199196,
0.006514756008982658,
-0.01583775132894516,
0.016766289249062538,
-0.03778313100337982,
0.033151477575302124,
-0.005862085148692131,
-0.03617306053638458,
-0.027780037373304367,
0.03990530967712402,
0.060618095099925995,
0.018763741478323936,
-0.044501591473817825,
0.030543480068445206,
-0.01320709753781557,
0.006095764692872763,
0.01988399215042591,
0.04307471588253975,
-0.024878909811377525,
-0.039133135229349136,
0.037852175533771515,
-0.01702238619327545,
-0.02271535061299801,
0.020120039582252502,
-0.021827375516295433,
-0.004586800001561642,
-0.005882090888917446,
-0.09306071698665619,
-0.07435569167137146,
0.019143808633089066,
-0.008995534852147102,
0.021067844703793526,
-0.052051711827516556,
-0.016352087259292603,
0.020142700523138046,
0.04938369244337082,
-0.009324204176664352,
0.06959009915590286,
0.025535855442285538,
0.03070518933236599,
-0.012879332527518272,
-0.02682003378868103,
0.012653974816203117,
-0.03391469642519951,
0.0009119160240516067,
-0.035074472427368164,
-0.08686471730470657,
-0.007735677063465118,
-0.006477308459579945,
-0.005214201286435127,
-0.010020498186349869,
-0.006005025003105402,
-0.022855244576931,
0.004999098833650351,
0.0030617613811045885,
0.034095119684934616,
0.008859488181769848,
0.03621292859315872,
0.018907710909843445,
0.03622417524456978,
0.028983240947127342,
-0.0231305044144392,
-0.00036358993384055793,
0.04049200937151909,
0.058551013469696045,
0.002819705056026578,
-0.008111394941806793,
0.017414459958672523,
-0.037585433572530746,
0.04027557745575905,
-0.009913373738527298,
-0.03654731065034866,
-0.023409031331539154,
-0.03011282905936241,
0.005241010803729296,
-0.008390234783291817,
0.0363042950630188,
-0.008736460469663143,
-0.022968076169490814,
0.05367051810026169,
-0.021442729979753494,
-0.04657522216439247,
-0.04290507361292839,
0.0019416926661506295,
-0.050182607024908066,
-0.02844903990626335,
-0.004249942488968372,
0.028860200196504593,
0.023495424538850784,
-0.044615764170885086,
-0.0029118862003087997,
-0.029024232178926468,
-0.001632727449759841,
0.008350221440196037,
-0.013405713252723217,
0.0157362949103117,
0.039659883826971054,
-0.016344059258699417,
-0.02748030610382557,
0.030490152537822723,
-0.04247640445828438,
-0.0750594288110733,
0.03331098333001137,
-0.013115176931023598,
-0.004988555330783129,
0.0009051805245690048,
-0.018398093059659004,
0.01521086972206831,
0.011739473789930344,
-0.03674064576625824,
0.04721749573945999,
-0.051444754004478455,
0.07200991362333298,
0.01785401999950409,
-0.0132514089345932,
-0.013254474848508835,
0.0007020729826763272,
0.005569394212216139,
-0.00643370533362031,
-0.03495768830180168,
-0.02113514579832554,
-0.06440524011850357,
-0.0386078879237175,
0.04443269595503807,
0.02968515269458294,
-0.016674146056175232,
0.03562000021338463,
0.03188273683190346,
0.033129166811704636,
0.02942819893360138,
0.0003513391420710832,
0.002042016014456749,
-0.01660025492310524,
0.04952459782361984,
0.03732316941022873,
-0.008672022260725498,
0.0005823739338666201,
0.036751460283994675,
0.02625063993036747,
0.054849572479724884,
0.010123437270522118,
-0.021313456818461418,
0.05660909041762352,
-0.014080127701163292,
-0.010399769991636276,
-0.008052370510995388,
-0.006456767208874226,
0.020016761496663094,
-0.006560897454619408,
0.011853654868900776,
0.03779062628746033,
0.031509879976511,
0.0163926649838686,
-0.01856978051364422,
-0.009028579108417034,
0.03937928006052971,
0.03990590572357178,
-0.0071871476247906685,
-0.004137908108532429,
0.013750926591455936,
-0.02877769246697426,
0.021287651732563972,
0.0022682617418468,
-0.020993974059820175,
-0.014483393169939518,
0.06274506449699402,
0.04642593860626221,
-0.008856321685016155,
0.052602317184209824,
-0.011806750670075417,
-0.015354238450527191,
0.01963808760046959,
-0.01730826124548912,
0.04741331934928894,
-0.016514018177986145,
-0.07446566969156265,
0.00602378137409687,
-0.019105011597275734,
-0.01785358227789402,
0.03330639749765396,
-0.0024449778720736504,
-0.023608004674315453,
0.011349964886903763,
-0.01577652245759964,
-0.057533349841833115,
-0.014205739833414555,
-0.05994119867682457,
0.03114115260541439,
0.009078974835574627,
-0.025405632331967354,
0.0034228910226374865,
-0.01781110092997551,
-0.0017432388849556446,
0.04906927049160004,
-0.01815062388777733,
-0.024085428565740585,
-0.006136622279882431,
0.020536359399557114,
0.024406034499406815,
0.006244671996682882,
0.003838867414742708,
0.04393722862005234,
-0.023630227893590927,
-0.031324077397584915,
-0.061995137482881546,
-0.06716056168079376,
0.030531348660588264,
-0.03269124776124954,
0.02156084030866623,
0.003186208428815007,
-0.007371861021965742,
0.0675390288233757,
0.04875865578651428,
-0.03178870305418968,
-0.01852928288280964,
0.010988599620759487,
-0.07119845598936081,
0.010897914879024029,
0.021309060975909233,
0.027232995256781578,
0.03794332221150398,
0.03408830612897873,
0.0004166121070738882,
0.030734356492757797,
0.07793434709310532,
-0.05632339045405388,
-0.04038778692483902,
0.059108130633831024,
0.029759110882878304,
-0.010154735296964645,
0.029668278992176056,
0.01920848898589611,
-0.02724350243806839,
0.003349707927554846,
0.04108215123414993,
0.011267469264566898,
0.013563585467636585,
-0.04775533825159073,
0.022717958316206932,
-0.00958329252898693,
0.05090958625078201,
-0.06351614743471146,
-0.0011744892690330744,
-0.0041497936472296715,
-0.027715301141142845,
-0.001738978666253388,
0.008994405157864094,
0.040634822100400925,
-0.030169948935508728,
-0.002435981063172221,
0.08128833770751953,
0.029509127140045166,
0.022517554461956024,
-0.031802594661712646,
-0.016690103337168694,
-0.015165434218943119,
0.03134922683238983,
-0.009274783544242382,
-0.022386012598872185,
0.023747438564896584,
0.03567010164260864,
0.021667197346687317,
0.009569539688527584,
-0.06984132528305054,
0.028336208313703537,
-0.04156823456287384,
0.013634389266371727,
-0.017415203154087067,
0.045329559594392776,
0.0103645920753479,
0.03672671690583229,
0.019037356600165367,
-0.022954868152737617,
0.02283153496682644,
-0.01325027272105217,
-0.033066462725400925,
0.01416008360683918,
-0.004164671991020441,
-0.016888635233044624,
0.0016813232796266675,
-0.06656988710165024,
0.02320593222975731,
-0.005840492434799671,
0.02920045517385006,
0.00603611720725894,
0.03412407636642456,
-0.05703144147992134,
-0.020460641011595726,
-0.04194987192749977,
-0.022947752848267555,
-0.002058357698842883,
0.014706064946949482,
-0.01874493807554245,
0.021115608513355255,
0.05710965767502785,
0.04734056442975998,
-0.018078649416565895,
-0.002375266281887889,
-0.04209551587700844,
0.01085551269352436,
-0.01867419295012951,
0.04456304758787155,
0.045354776084423065,
0.04095769301056862,
-0.051221441477537155,
0.011492835357785225,
-0.00516766682267189,
0.06260725855827332,
0.047747399657964706,
0.006044262088835239,
-0.033514462411403656,
-0.051768530160188675,
-0.047493625432252884,
0.022992059588432312,
0.01953938789665699,
0.014226469211280346,
0.012470549903810024,
0.05289096385240555,
0.028542377054691315,
-0.09282924979925156,
-0.02141851745545864,
0.03906149044632912,
0.004726317711174488,
-0.005500397644937038,
-0.04685967415571213,
-0.011409229598939419,
-0.008866879157721996,
-0.021733270958065987,
0.02880147658288479,
-0.011920996010303497,
-0.038347940891981125,
-0.01910308003425598,
0.05317160114645958,
-0.039301853626966476,
-0.0529816560447216,
-0.0137655483558774,
0.010838898830115795,
0.018940487876534462,
0.022250812500715256,
-0.023103607818484306,
-0.0007520522340200841,
0.03563828021287918,
0.04397978261113167,
0.023204276338219643,
0.009658953174948692,
-0.07817886024713516,
0.014726811088621616,
0.03609738498926163,
0.032765135169029236,
-0.05021385848522186,
-0.02576877735555172,
-0.03941764682531357,
0.015148145146667957,
0.02411682903766632,
-0.019404958933591843,
0.02808712050318718,
0.01825520023703575,
-0.02379949949681759,
-0.024769257754087448,
0.0054711587727069855,
-0.038662973791360855,
0.012426969595253468,
-0.03644822537899017,
0.04049937427043915,
-0.030891479924321175,
-0.05282128229737282,
-0.02233896590769291,
-0.0028306422755122185,
0.05157413333654404,
0.007361624389886856,
-0.019900934770703316,
-0.024226069450378418,
-0.02858605608344078,
0.01918528601527214,
0.009489664807915688,
-0.047873616218566895,
-0.009026017040014267,
-0.003522886661812663,
-0.01230743806809187,
0.03388698771595955,
0.0024490486830472946,
-0.04178405925631523,
0.021876653656363487,
0.015418780036270618,
-0.005654450505971909,
-0.038544513285160065,
-0.020473072305321693,
-0.005788867827504873,
0.04230787605047226,
0.015206844545900822,
0.052627820521593094,
0.027741583064198494,
0.03329452499747276,
-0.001513132592663169,
-0.05376318469643593,
0.0527515634894371,
-0.019307734444737434,
-0.02661476843059063,
-0.0016231249319389462,
-0.04294658824801445,
-0.00664845434948802,
0.033434174954891205,
0.0224801916629076,
0.04390166699886322,
-0.041886135935783386,
-0.0024530673399567604,
0.01784360408782959,
0.02588239125907421,
-0.010324017144739628,
-0.001995688769966364,
-0.026917632669210434,
0.011163828894495964,
-0.03342192620038986,
0.02816460095345974,
0.003716603387147188,
-0.009966190904378891,
-0.010669589042663574,
0.03277665004134178,
-0.04848023131489754,
0.009918889962136745,
-0.038537800312042236,
-0.012635665014386177,
-0.0187520794570446,
-0.022203806787729263,
0.03445377200841904,
0.021111762151122093,
0.03637855499982834,
-0.013823616318404675,
-0.02633284404873848,
-0.031076690182089806,
-0.01047621201723814,
0.007984932512044907,
0.06207187473773956,
-0.03233509883284569,
0.04912169277667999,
0.007740589790046215,
-0.025562899187207222,
-0.08626805245876312,
-0.03584739565849304,
-0.0040692551992833614,
0.009214296005666256,
-0.03604315593838692,
-0.028147989884018898,
0.01686931774020195,
-0.0031585069373250008,
-0.027339262887835503,
0.0003889001382049173,
0.056272149085998535,
0.011565669439733028,
-0.02023088000714779,
0.0036078207194805145,
-0.029949506744742393,
0.09421597421169281,
-0.007422308903187513,
0.014927291311323643,
-0.0004791279789060354,
0.01235236693173647,
-0.015901736915111542,
0.01608208753168583,
0.02778744325041771,
-0.03289242461323738,
-0.007831411436200142,
-0.05081886798143387,
0.03927081078290939,
0.04641938582062721,
-0.027753107249736786,
0.003711674828082323,
0.018809963017702103,
0.006625260226428509,
0.017955854535102844,
-0.013607235625386238,
0.011963533237576485,
0.015857867896556854,
-0.038150712847709656,
-0.017379004508256912,
0.006253655534237623,
0.0021030663046985865,
-0.028071388602256775,
0.026057181879878044,
-0.013061027973890305,
-0.014509459026157856,
0.012165513820946217,
0.08295828849077225,
-0.0005164481117390096,
0.02080242894589901,
-0.006888435687869787,
-0.0550251342356205,
0.038880668580532074,
0.0056413221172988415,
-0.001998578431084752,
-0.011552387848496437,
0.0415201336145401,
-0.04153197631239891,
-0.001445939764380455,
-0.029570501297712326,
-0.002674599876627326,
0.06148584932088852,
0.004167370032519102,
0.046864964067935944,
0.07732531428337097,
0.034090522676706314,
-0.019171645864844322,
-0.056037575006484985,
-0.009074508212506771,
0.009160640649497509,
0.018393564969301224,
0.033104512840509415,
0.0036049666814506054,
0.0009285254636779428,
0.038212500512599945,
0.018788371235132217,
0.031854644417762756,
0.04377339780330658,
0.020929088816046715,
0.016144413501024246,
0.027990613132715225,
0.010694699361920357,
-0.06256319582462311,
0.01948988437652588,
-0.02790156751871109,
0.0012534982524812222,
-0.03567931428551674,
0.028209298849105835,
0.046804532408714294,
0.045183658599853516,
0.00934117566794157,
-0.03127947077155113,
-0.02564697526395321,
-0.031816110014915466,
0.00839692447334528,
0.02333720028400421,
0.013632627204060555,
0.04106676205992699,
0.010540838353335857,
0.014245362021028996,
0.02330680750310421,
0.02165761962532997,
-0.02804710902273655,
-0.09705911576747894,
-0.04681381210684776,
-0.04182588309049606,
-0.04522324725985527,
0.018290136009454727,
0.00631098635494709,
-0.056219447404146194,
0.026076752692461014,
-0.04717905819416046,
0.04130477085709572,
-0.022708633914589882,
0.0007651938358321786,
-0.029768217355012894,
0.05166572704911232,
0.012316792272031307,
0.04709665849804878,
0.03140725567936897,
0.002963018137961626,
0.10012006014585495,
0.057541586458683014,
0.02520183101296425,
-0.03671899437904358,
0.0014936266234144568,
-0.018993068486452103,
-0.04208570718765259,
-0.039765872061252594,
0.04088238254189491,
0.013959618285298347,
-0.010080736130475998,
0.03248305991292,
0.026946965605020523,
0.04384055361151695,
-0.011227604933083057,
0.06352180242538452,
-0.011003394611179829,
0.002467484213411808,
0.025269577279686928,
0.005099076312035322,
0.035941231995821,
-0.042033128440380096,
-0.033839188516139984,
0.002437385031953454,
-0.03348570689558983,
-0.005811937153339386,
0.0010410589165985584,
0.011346346698701382,
0.025828851386904716,
0.011953135021030903,
-0.00783888716250658,
-0.009278795681893826,
-0.015939921140670776,
0.018522877246141434,
-0.049084875732660294,
-0.00029839377384632826,
0.008700672537088394,
-0.01548195444047451,
0.016151105985045433,
0.018061159178614616,
0.002908815862610936,
-0.03207424655556679,
0.01721125841140747,
-0.0072597311809659,
-0.04718742147088051,
-0.035729072988033295,
-0.05677753686904907,
0.06747783720493317,
-0.012437010183930397,
0.0014245961792767048,
-0.00028185747214592993,
0.02168935537338257,
-0.018920812755823135,
-0.06282977014780045,
-0.02488214708864689,
-0.014911510050296783,
-0.0018048668280243874,
-0.021188437938690186,
-0.019268490374088287,
-0.0421120822429657,
0.03492650017142296,
-0.007406961638480425,
0.019523996859788895,
-0.01856858655810356,
-0.013000146485865116,
-0.02361089177429676,
-0.009104502387344837,
0.024624571204185486,
-0.00835002213716507,
-0.002738008741289377,
-0.0031304480507969856,
-0.014631083235144615,
-0.006565261632204056,
-0.00623765354976058,
0.0025502140633761883,
0.02107394114136696,
-0.0073929233476519585,
-0.008034776896238327,
-0.032697517424821854,
-0.01817607507109642,
-0.034804441034793854,
-0.006408855319023132,
-0.03090015798807144,
0.008464802987873554,
-0.02051471918821335,
-0.01296384446322918,
-0.011238990351557732,
0.006591187324374914,
0.023863187059760094,
0.03325599059462547,
0.016488073393702507,
0.012016570195555687,
-0.010909553617238998,
-0.049408841878175735,
-0.0339830219745636,
-0.012585884891450405,
-0.04527396708726883,
0.0059343003667891026,
0.01457242202013731,
0.04682227969169617,
0.01224068645387888,
0.0009514075354672968,
0.0004182774864602834,
0.023004354909062386,
0.006309630814939737,
0.020408237352967262,
-0.03254707157611847,
-0.018227020278573036,
-0.005734337493777275,
-0.022084005177021027,
-0.0181376151740551,
-0.029802488163113594,
-0.03298762068152428,
-0.027464943006634712,
-0.027610033750534058,
0.03928422927856445,
-0.013916617259383202,
-0.03863408789038658,
-0.007968328893184662,
-0.0016150870360434055,
0.03201466426253319,
-0.01689852774143219,
0.013126508332788944,
-0.04852352291345596,
-0.009191293269395828,
-0.006498119793832302,
-0.026914384216070175,
-0.017481885850429535,
0.011319112963974476,
-0.0026183577720075846,
-0.005887469742447138,
0.04691290855407715,
0.010814602486789227,
0.01789792627096176,
-0.0014232855755835772,
0.005399839952588081,
-0.02723998762667179,
0.06272408366203308,
-0.044437870383262634,
-0.010594469495117664,
0.05406349524855614,
-0.033549439162015915,
-0.044274598360061646,
0.04111117497086525,
-0.03583863750100136,
0.03406522795557976,
0.030313165858387947,
0.00932665728032589,
0.011433815583586693,
0.08035235852003098,
-0.018145088106393814,
-0.004557825159281492,
0.008297012187540531,
0.01812157593667507,
-0.003175675170496106,
0.028812602162361145,
0.014414411969482899,
0.0011223477777093649,
-0.023082474246621132,
0.005710481200367212,
0.04429353401064873,
0.04339019954204559,
-0.036464620381593704,
-0.0075655425898730755,
-0.017719002440571785,
0.025639275088906288,
0.024791352450847626,
0.013861943036317825,
0.044125355780124664,
0.026260383427143097,
-0.015570798888802528,
0.026731587946414948,
-0.004751106724143028,
0.02903137356042862,
-0.05726656690239906,
-0.019147692248225212,
0.03368900343775749,
0.003905808087438345,
0.02246248535811901,
-0.046589676290750504,
-0.005073892883956432,
0.028535572811961174,
-0.034267608076334,
0.01667947694659233,
-0.018346019089221954,
-0.013890727423131466,
-0.04836183786392212,
0.028659513220191002,
-0.024478351697325706,
-0.0015827711904421449,
0.04808858036994934,
0.02358950674533844,
0.04521533101797104,
0.024999456480145454,
-0.02417057938873768,
-0.02554434910416603,
-0.04181506112217903,
0.0323585607111454,
0.024274917319417,
-0.04757755622267723,
0.010186598636209965,
-0.041343118995428085,
-0.0772276297211647,
0.02019505575299263,
-0.0014306111261248589,
0.0025545505341142416,
0.0415959395468235,
0.012808599509298801,
0.016222549602389336,
0.01894691213965416,
0.05016602575778961,
-0.04742883890867233,
-0.010579779744148254,
0.019756009802222252,
0.014462201856076717,
0.011946916580200195,
-0.011289559304714203,
0.008631073869764805,
-0.007662066258490086,
-0.03630594536662102,
-0.03368223085999489,
0.026546334847807884,
-0.010398752987384796,
-0.057402852922677994,
-0.020310984924435616,
0.02502848580479622,
0.02238192968070507,
-0.04254521057009697,
0.02695622481405735,
-0.0497601255774498,
-0.0074080778285861015,
0.04678957909345627,
0.03521319478750229,
-0.005406544543802738,
-0.0012080649612471461,
-0.030056148767471313,
-0.044029392302036285,
-0.011189306154847145,
-0.00748256454244256,
0.00319140637293458,
-0.04526006430387497,
0.025246499106287956,
0.009693232364952564,
-0.016777124255895615,
-0.00814383290708065,
-0.021183665841817856,
-0.032439544796943665,
0.04620729386806488,
-0.010439559817314148,
0.04866022616624832,
0.018939988687634468,
-0.025860056281089783,
-0.017026223242282867,
-0.09083836525678635,
0.06294336169958115,
-0.01735031232237816,
-0.028019370511174202,
-0.02563917078077793,
0.01694871298968792,
-0.056807734072208405,
-0.013691640459001064,
0.03858551010489464,
0.028670508414506912,
0.026536844670772552,
-0.0013345082988962531,
-0.0092794643715024,
0.004681068006902933,
-0.04654206335544586,
0.04606594145298004,
0.002221890492364764,
-0.02884850837290287,
-0.007650225423276424,
0.0020140346605330706,
0.011420351453125477,
0.018381157889962196,
0.005196976941078901,
-0.05792882665991783,
0.021329736337065697,
0.013796958141028881,
0.010556457564234734,
0.03975611552596092,
-0.028932951390743256,
0.00041428572149015963,
0.052695512771606445,
0.023026376962661743,
-0.0027085179463028908,
0.018078897148370743,
0.003295114729553461,
-0.045936089009046555,
0.030784275382757187,
0.004186722915619612,
-0.013529989868402481,
-0.030667277052998543,
0.046813394874334335,
0.00006459092401200905,
-0.06490276008844376,
0.0022689485922455788,
0.042056940495967865,
-0.011084303259849548,
0.012991516850888729,
0.04121718183159828,
0.020671796053647995,
0.011038539931178093,
-0.03166380152106285,
0.023691492155194283,
0.0023550130426883698,
-0.03374459594488144,
0.013107994571328163,
0.0047247447073459625,
0.03610405698418617,
0.0019910945557057858,
0.021423788741230965,
-0.004833454266190529,
-0.028959613293409348,
0.0016529739368706942,
0.003707833355292678,
0.06031657010316849,
-0.023488614708185196,
-0.008204253390431404,
-0.014065808616578579,
-0.004922992084175348,
0.020232951268553734,
0.009207437746226788,
-0.014544329605996609,
0.05740853026509285,
-0.025203954428434372,
-0.016968989744782448,
-0.03931162506341934,
-0.0219965111464262,
-0.009792964905500412,
0.009628107771277428,
0.002142762066796422,
0.0394708625972271,
0.03444569185376167,
0.006127992644906044,
0.00013470921840053052,
0.01596469059586525,
0.043605051934719086,
-0.0012540954630821943,
0.0150389913469553,
-0.05232935771346092,
-0.02349786087870598,
0.0028293472714722157,
0.013429309241473675,
-0.015270018018782139,
-0.03010159730911255,
0.00997364241629839,
0.061257254332304,
0.06531680375337601,
-0.01652609184384346,
-0.04572885110974312,
0.0035280564334243536,
0.055753275752067566,
-0.07435836642980576,
-0.0012986806686967611,
-0.04977882653474808,
0.009973789565265179,
0.009690661914646626,
-0.06205935776233673
] |
<p>Suppose I have a big online company, and many of my customers churned (i.e. they were paying, and then stopped). My goal is to understand why each of them churned.</p>
<p>First I identify the complete set of reasons for churning, $H_1,\ldots,H_n$. E.g. "the website is confusing", "the customer lost interest", etc.
Then by observation I identify a set of customer behaviors which are correlated with the churn rate, $O_1,\ldots,O_m$. Each of them is directly measurable, e.g. the number of days he logged in, or the amount of time he spent at my website the day he signed up. Assume that computing $\Pr[O_j=\cdot]$ is easy, and that all of my customers are mutually independent.</p>
<p>I know that each $H_i$ is related to a subset of the $O_j$'s. E.g. if a churned customer logged in $d$ days, then the probability that he lost interest is $f(d)$, with $f$ a decreasing function. (One of my problems is accurately computing this function $f$.)</p>
<p>My goal is to compute, for each churned customer, and for each $i$, the probability that he churned because of $H_i$, i.e.
$$ \Pr[H_i] = \sum_j \Pr[H_i\ |\ O_j=x_j] \Pr[O_j=x_j] $$
where $x_j$ is the value of $O_j$ for the given customer.</p>
<p>Now, suppose I send a survey to all churned customers, asking for their reasons, but certainly only a few of them answer it.
I want then to update all the functions $f_{ij}(\cdot) = \Pr[H_i\ |\ O_j=\cdot]$ based on the new evidence, so that I can compute more accurately $\Pr[H_i]$ for all the churned customers which haven't answered the survey.</p>
<p>My question is how can I do this exactly? and how can I get "good" estimates for the original $f_{ij}$'s? Is my approach correct?</p>
<p>EDIT:
Now I realize that the formula I gave for $\Pr[H_i]$ is obviously wrong. The $O_j$'s don't form a partition. I think I should compute $\Pr[H_i\ |\ (O_1,\ldots,O_m)=(x_1,\ldots,x_m)]$ directly, since the $O_j$'s are not even pairwise independent.</p> | 74,063 | [
-0.043011583387851715,
-0.0032308364752680063,
0.04495292901992798,
-0.028392048552632332,
0.026406344026327133,
0.0027215711306780577,
0.0007058146875351667,
0.012282881885766983,
-0.004832987207919359,
-0.036670587956905365,
-0.008627544157207012,
0.02534404769539833,
0.041031595319509506,
0.05017469450831413,
0.0004771233652718365,
0.021729789674282074,
-0.059507809579372406,
0.039852116256952286,
0.00039080437272787094,
-0.003688689786940813,
0.029819587245583534,
0.03376105800271034,
0.013891765847802162,
-0.07001430541276932,
-0.0527464896440506,
0.0073639932088553905,
-0.014504056423902512,
-0.05297977104783058,
-0.013602671213448048,
0.08773928880691528,
-0.031333595514297485,
-0.031401220709085464,
0.0013432312989607453,
0.04834834486246109,
0.017663415521383286,
0.03973491117358208,
-0.03562406823039055,
0.016833605244755745,
-0.010003364644944668,
-0.005747584626078606,
-0.03998561576008797,
0.006979902740567923,
-0.006830907892435789,
0.027945304289460182,
0.002371340524405241,
-0.010853171348571777,
-0.024927901104092598,
-0.011693223379552364,
0.009455841965973377,
-0.048737432807683945,
0.06931845098733902,
-0.03063715435564518,
-0.02609010972082615,
-0.023974820971488953,
-0.015483667142689228,
-0.0301261767745018,
0.0012315703788772225,
0.06491564214229584,
0.017217766493558884,
-0.05492626503109932,
-0.015168869867920876,
-0.024982191622257233,
0.01382835116237402,
-0.05610885098576546,
-0.02737104892730713,
0.08199192583560944,
0.030529681593179703,
-0.009466106072068214,
0.019827289506793022,
-0.02790403924882412,
-0.005387645214796066,
-0.0030468683689832687,
-0.009750914759933949,
0.007746140006929636,
0.02673904038965702,
-0.02582400105893612,
-0.018065139651298523,
0.006459102500230074,
0.03582323342561722,
0.009865906089544296,
-0.0005619738367386162,
-0.018676917999982834,
0.004755071830004454,
0.0521252304315567,
0.01611580140888691,
-0.018599733710289,
0.08145935088396072,
-0.02344338409602642,
0.0424920916557312,
0.018327130004763603,
-0.001118268584832549,
0.009212986566126347,
0.018861355260014534,
-0.007967866957187653,
-0.04465198144316673,
0.010271417908370495,
-0.009701200760900974,
0.018507130444049835,
0.008445214480161667,
-0.01634121686220169,
-0.020184528082609177,
-0.0610940158367157,
-0.03437632694840431,
0.043845489621162415,
-0.0475088395178318,
0.009550251998007298,
0.02596021071076393,
-0.013728325255215168,
-0.03921515494585037,
-0.024476390331983566,
-0.007575628813356161,
0.041492581367492676,
-0.018821828067302704,
0.025661643594503403,
-0.01558420155197382,
-0.00040630492730997503,
-0.03434727340936661,
-0.04012015461921692,
0.043439850211143494,
0.041039396077394485,
0.020872879773378372,
-0.014475159347057343,
-0.016054553911089897,
-0.04613324999809265,
-0.046391457319259644,
0.02170235849916935,
0.02635771967470646,
-0.013095056638121605,
-0.04078461229801178,
0.02221183106303215,
0.014975393190979958,
-0.04395072162151337,
0.025229889899492264,
0.051123663783073425,
-0.013289116322994232,
0.026958078145980835,
-0.09365890175104141,
-0.013881772756576538,
0.05906199291348457,
-0.016006961464881897,
0.012033902108669281,
-0.04636272042989731,
-0.03488793969154358,
0.05346057191491127,
0.039328403770923615,
-0.0023699726443737745,
0.04118708521127701,
0.03216281533241272,
0.03263597562909126,
0.023556793108582497,
-0.038304898887872696,
-0.011172250844538212,
-0.048201847821474075,
0.03736008703708649,
-0.05792250856757164,
-0.03406268358230591,
0.02170756459236145,
0.0392911322414875,
-0.01189741212874651,
-0.031096255406737328,
0.025404220446944237,
0.007688555400818586,
-0.060109544545412064,
-0.013720851391553879,
0.0129485372453928,
-0.007585817016661167,
0.06537269800901413,
-0.012364332564175129,
0.021534914150834084,
-0.004044562578201294,
-0.02588791400194168,
-0.0005974696832709014,
0.022347059100866318,
0.02173054777085781,
0.05829603224992752,
-0.033197302371263504,
-0.03131144866347313,
-0.0014288232196122408,
0.00174537836574018,
0.020093275234103203,
0.020604345947504044,
-0.03123113140463829,
-0.06796080619096756,
-0.019825223833322525,
0.005797258578240871,
0.03482469171285629,
0.01892559789121151,
-0.01777256838977337,
0.02771640010178089,
-0.043530289083719254,
-0.024674544110894203,
-0.05350417271256447,
0.018151046708226204,
-0.04209618642926216,
-0.009656039997935295,
0.01633267290890217,
-0.008388090878725052,
-0.023264795541763306,
0.006448754109442234,
-0.050241801887750626,
-0.023067902773618698,
-0.004988531116396189,
0.06929109245538712,
-0.05229197442531586,
-0.020420445129275322,
-0.022896911948919296,
0.01139166671782732,
-0.004940356127917767,
0.035443760454654694,
-0.06197429820895195,
-0.02706790715456009,
-0.0008054906502366066,
-0.05359650403261185,
-0.003255049465224147,
-0.02820589765906334,
0.004332422278821468,
0.018837863579392433,
-0.014771513640880585,
0.028755422681570053,
0.015106753446161747,
-0.028853124007582664,
0.0321858786046505,
0.060528770089149475,
0.015134192071855068,
0.0023367172107100487,
0.021103929728269577,
-0.004911230877041817,
0.012154176831245422,
-0.013554125092923641,
-0.015884554013609886,
-0.05070680007338524,
-0.03377038985490799,
0.052858177572488785,
0.04678790271282196,
-0.02630900777876377,
0.0017062175320461392,
0.05395091325044632,
0.03770890831947327,
-0.0005121506401337683,
0.010858003050088882,
-0.05248859152197838,
-0.02211795002222061,
0.0530247688293457,
-0.0007413816056214273,
-0.003963828086853027,
0.003439530963078141,
-0.0073100971058011055,
-0.0026882679667323828,
0.018445473164319992,
0.017506830394268036,
0.0031228181906044483,
0.0020323614589869976,
0.04559348151087761,
0.01812601462006569,
-0.012893120758235455,
0.010870902799069881,
0.03000648505985737,
-0.00989572610706091,
-0.019558647647500038,
0.0002152313245460391,
-0.005724324844777584,
0.012120277620851994,
0.0015519376611337066,
-0.05675496160984039,
0.016173653304576874,
0.011060492135584354,
-0.0618504099547863,
0.01304252352565527,
0.032836735248565674,
-0.026376359164714813,
0.02673123963177204,
-0.007765569258481264,
-0.025232788175344467,
0.02589408867061138,
0.016604099422693253,
0.021916618570685387,
0.0023483221884816885,
0.00010356744314776734,
-0.021594440564513206,
0.012842496857047081,
-0.01687631756067276,
-0.01797228679060936,
0.013683217577636242,
0.02442362904548645,
-0.0475563183426857,
0.000994573812931776,
0.021814921870827675,
-0.021851254627108574,
0.02086540125310421,
0.02959534525871277,
-0.009108684957027435,
0.02768488973379135,
0.009485308080911636,
-0.04705563560128212,
-0.020624680444598198,
-0.016954731196165085,
0.02375577762722969,
-0.00941870640963316,
0.004218164831399918,
0.04114493727684021,
0.03281056508421898,
-0.043441060930490494,
0.015300750732421875,
-0.034578852355480194,
-0.04358668252825737,
-0.060911744832992554,
-0.06455521285533905,
-0.008135974407196045,
-0.02029057778418064,
-0.004590773489326239,
-0.005668737459927797,
0.03494739532470703,
0.005392355844378471,
-0.089896559715271,
-0.09857981652021408,
0.022475168108940125,
-0.00004182699558441527,
0.03573136031627655,
0.02387317642569542,
0.010506687685847282,
0.0402798168361187,
0.04639379307627678,
-0.03878846764564514,
-0.012219898402690887,
0.013393460772931576,
-0.012632939964532852,
-0.010319648310542107,
0.02503041923046112,
0.023505298420786858,
-0.028571205213665962,
0.006206098478287458,
0.012069634161889553,
0.008588606491684914,
0.053237780928611755,
0.02924674190580845,
0.011509143747389317,
0.025668365880846977,
-0.015938905999064445,
0.03956357389688492,
0.016626475378870964,
0.017028683796525,
-0.03579593822360039,
-0.020775053650140762,
0.013051869347691536,
0.007621206808835268,
0.030765540897846222,
-0.04382146894931793,
0.015741907060146332,
0.01254711952060461,
-0.05977388471364975,
0.004589903634041548,
0.028582623228430748,
0.009448140859603882,
-0.07565076649188995,
-0.017899425700306892,
0.02201477251946926,
0.05990855023264885,
-0.04576796293258667,
0.019908709451556206,
0.0862729400396347,
0.004664329346269369,
-0.06729129701852798,
-0.015153860673308372,
-0.03787096217274666,
-0.01125364564359188,
0.03131868690252304,
-0.06292667239904404,
-0.0065354541875422,
0.017331983894109726,
0.04129438474774361,
0.005455531645566225,
-0.01919175125658512,
-0.026791727170348167,
-0.0028314930386841297,
-0.021966636180877686,
-0.016695108264684677,
-0.0036746214609593153,
0.07422850281000137,
0.008621111512184143,
0.059571947902441025,
-0.017278343439102173,
-0.02275015600025654,
-0.015608035959303379,
0.0230875164270401,
-0.052827801555395126,
-0.000338292884407565,
-0.007582706864923239,
0.021628672257065773,
0.00048564764438197017,
-0.050176575779914856,
0.05729527771472931,
-0.01273281592875719,
0.021304424852132797,
-0.03054756112396717,
0.029822880402207375,
-0.0472218282520771,
0.006357502657920122,
-0.04881415516138077,
-0.027278875932097435,
0.007834282703697681,
0.019941864535212517,
0.04831725358963013,
-0.009742680005729198,
0.02589290589094162,
0.004108079243451357,
0.0226596686989069,
-0.007147118914872408,
-0.03292946517467499,
-0.0026338533498346806,
0.007396393921226263,
0.015817999839782715,
-0.025932807475328445,
0.03729657828807831,
0.023212868720293045,
0.06403730809688568,
0.0043849763460457325,
0.021801862865686417,
0.03953096270561218,
0.0017100428231060505,
0.021464843302965164,
-0.031181517988443375,
-0.016402674838900566,
0.026104118674993515,
0.056675415486097336,
-0.027325833216309547,
0.016914188861846924,
0.07904563844203949,
0.007301246281713247,
-0.04690654203295708,
0.0069494713097810745,
0.049453627318143845,
0.02865000255405903,
0.010043066926300526,
-0.03159771487116814,
-0.010405251756310463,
-0.004872651770710945,
0.01431189477443695,
-0.0006100512109696865,
0.02080361358821392,
-0.019205398857593536,
-0.0405571423470974,
0.03083125129342079,
0.018180234357714653,
-0.0010401559993624687,
-0.010806752368807793,
0.032382965087890625,
0.0456211157143116,
0.0002096895914291963,
-0.00938570499420166,
0.0031796719413250685,
0.04026024416089058,
0.03392774984240532,
0.009409521706402302,
0.0340735949575901,
-0.09244795143604279,
0.012519161216914654,
0.025221697986125946,
0.02055358700454235,
-0.026804443448781967,
0.0359821654856205,
-0.05037004500627518,
-0.024721408262848854,
0.007031220942735672,
-0.013747367076575756,
0.04413384199142456,
0.007540164981037378,
0.006320639979094267,
-0.007307821419090033,
-0.043904103338718414,
-0.022503608837723732,
0.02815830335021019,
-0.03749914467334747,
0.02657911740243435,
-0.058046650141477585,
-0.0595080740749836,
-0.05016569793224335,
0.005790348630398512,
0.03694478049874306,
0.08891493827104568,
-0.008714248426258564,
-0.00039692383143119514,
0.011801963672041893,
0.02327435463666916,
0.0028059801552444696,
-0.0467524416744709,
0.025692591443657875,
-0.011949620209634304,
-0.02154051885008812,
0.03955581784248352,
-0.03161371126770973,
-0.02389129064977169,
0.038874201476573944,
0.03167512267827988,
-0.01927804946899414,
0.009228432551026344,
-0.040963899344205856,
0.027445431798696518,
0.04434983804821968,
0.03757956996560097,
0.036609355360269547,
0.037241507321596146,
-0.0017739635659381747,
0.02562638372182846,
0.00719172740355134,
-0.039870522916316986,
-0.010006430558860302,
-0.021976949647068977,
-0.014406832866370678,
0.016625596210360527,
0.013866547495126724,
0.0560622476041317,
0.05067087337374687,
0.009492039680480957,
-0.017936866730451584,
0.0013881877530366182,
-0.050237931311130524,
-0.0052610901184380054,
-0.017615677788853645,
0.013340501114726067,
0.020291848108172417,
0.03792274743318558,
0.014821176417171955,
0.010888045653700829,
0.02890813909471035,
-0.0485481321811676,
0.034133195877075195,
-0.01589766889810562,
-0.019424740225076675,
0.006705539301037788,
-0.07826381921768188,
-0.015591057948768139,
0.019970551133155823,
-0.0076772659085690975,
0.03967965766787529,
0.030120190232992172,
0.061899807304143906,
0.009122978895902634,
0.01712227426469326,
-0.007573464885354042,
0.014826754108071327,
0.010923531837761402,
0.00869464036077261,
0.016410736367106438,
0.0037689588498324156,
-0.011007622815668583,
-0.01359262689948082,
-0.035378728061914444,
-0.00222820439375937,
0.0067886714823544025,
-0.0010670641204342246,
-0.05046745389699936,
-0.049548663198947906,
0.005446145310997963,
0.011546042747795582,
-0.041969187557697296,
0.018177062273025513,
0.016205422580242157,
0.013058695010840893,
0.01996183767914772,
-0.00958455540239811,
0.025840535759925842,
0.046346236020326614,
-0.0004996583447791636,
-0.011146004311740398,
0.03540914133191109,
0.011864548549056053,
-0.014044318348169327,
0.022524524480104446,
-0.013030584901571274,
-0.015113829635083675,
0.0013716393150389194,
-0.0284145288169384,
0.018583448603749275,
0.003921056166291237,
-0.02320113591849804,
-0.002835048595443368,
-0.005367451347410679,
-0.018924763426184654,
-0.043444178998470306,
-0.022670185193419456,
-0.03604451194405556,
0.029587892815470695,
0.019492236897349358,
0.007142385467886925,
0.005876277107745409,
0.026962732896208763,
-0.00748151121661067,
0.00034146071993745863,
0.006104611791670322,
-0.015890752896666527,
0.0272812619805336,
0.024455316364765167,
-0.02134784683585167,
-0.026656141504645348,
0.02931613102555275,
0.021058863028883934,
0.04376671090722084,
-0.04204661771655083,
-0.005303124897181988,
-0.008430227637290955,
0.022458570078015327,
-0.018134016543626785,
-0.04418493062257767,
-0.05576517432928085,
0.03770638629794121,
0.04894722253084183,
0.03617461770772934,
0.0798015296459198,
0.007361230906099081,
0.034353047609329224,
-0.004864854272454977,
-0.004548624157905579,
-0.0033385115675628185,
-0.0069181229919195175,
-0.0002286024100612849,
0.025606373324990273,
-0.030895313248038292,
-0.010791520588099957,
0.06585930287837982,
0.0036423769779503345,
0.03831510618329048,
0.02768678031861782,
-0.0047240788117051125,
0.002535115694627166,
0.07435604184865952,
-0.06356294453144073,
-0.04707547649741173,
0.021937325596809387,
-0.08026019483804703,
0.022788697853684425,
-0.05235321447253227,
-0.05957353115081787,
0.04297047108411789,
0.05273547023534775,
-0.0011599927674978971,
-0.011124116368591785,
-0.0242502149194479,
-0.07249866425991058,
-0.0018569724634289742,
0.01572122983634472,
0.01927001029253006,
0.03126637637615204,
0.005105904769152403,
0.07154271006584167,
-0.01081105973571539,
0.02852594293653965,
0.0028190314769744873,
-0.040332138538360596,
-0.000447362894192338,
0.007043762598186731,
-0.049456093460321426,
-0.011224986054003239,
0.004830171819776297,
-0.021784506738185883,
-0.015085713006556034,
-0.004663798958063126,
0.02776682749390602,
0.0305955708026886,
0.024662764742970467,
-0.02928793989121914,
0.04876831918954849,
-0.012388616800308228,
0.010205033235251904,
-0.024144824594259262,
-0.037425294518470764,
0.14929841458797455,
0.04462703689932823,
0.04136233031749725,
-0.044393643736839294,
0.0014716535806655884,
0.05330200493335724,
0.001902148243971169,
-0.062315668910741806,
0.03323078155517578,
0.0074022444896399975,
-0.023441243916749954,
0.003248077118769288,
0.02243540808558464,
-0.005832529626786709,
-0.007862717844545841,
0.05517825484275818,
-0.03453044593334198,
-0.005363762378692627,
0.032415129244327545,
-0.006983734667301178,
-0.026258092373609543,
-0.014384004287421703,
-0.04490097239613533,
0.0421568863093853,
0.005124391056597233,
-0.05247170105576515,
0.010396678000688553,
-0.013257679529488087,
-0.02287442237138748,
0.019296448677778244,
-0.04524144157767296,
0.03853034973144531,
0.003787871915847063,
-0.0036473004147410393,
0.027790162712335587,
0.03778057545423508,
0.0013681793352589011,
-0.031124526634812355,
0.012055445462465286,
0.0332694835960865,
0.021445486694574356,
0.0032893125899136066,
0.0029479332733899355,
0.03190723434090614,
0.0002319055492989719,
-0.05180631950497627,
-0.06719077378511429,
0.044688791036605835,
0.006868967320770025,
0.00805029645562172,
0.014885240234434605,
-0.021757028996944427,
-0.012500917539000511,
-0.031076740473508835,
0.006242149509489536,
0.03397436812520027,
0.016575265675783157,
-0.013511589728295803,
-0.00523437699303031,
0.0020760700572282076,
0.022984294220805168,
0.028708772733807564,
0.02614927850663662,
0.022811230272054672,
-0.05498262867331505,
-0.05500437319278717,
0.004716156516224146,
0.02514522522687912,
0.0065758004784584045,
0.01469286996871233,
-0.0341607965528965,
-0.016731252893805504,
0.019584447145462036,
-0.015317250043153763,
-0.04278963431715965,
-0.02835875377058983,
0.012599710375070572,
0.0010562106035649776,
-0.009991616010665894,
-0.01606246456503868,
-0.015799757093191147,
0.005717397667467594,
0.00009746057185111567,
-0.012110421434044838,
-0.04028306528925896,
-0.057635825127363205,
0.012882720679044724,
0.01621795818209648,
0.07966349273920059,
-0.039223890751600266,
0.010733925737440586,
0.06056125834584236,
0.0318785198032856,
-0.017954064533114433,
-0.03347212076187134,
-0.018668157979846,
-0.037122275680303574,
-0.007515902630984783,
0.01490387786179781,
0.05279277265071869,
0.049969617277383804,
0.014528012834489346,
0.026030106469988823,
-0.015594461932778358,
-0.0250263474881649,
0.013270744122564793,
0.03594029322266579,
-0.043790798634290695,
0.03124256618320942,
0.012515125796198845,
-0.003681904636323452,
-0.016676729544997215,
-0.004456226248294115,
-0.004536385182291269,
0.020548410713672638,
0.05817115306854248,
-0.029938193038105965,
-0.04589015990495682,
-0.013833516277372837,
-0.013672983273863792,
0.05474435165524483,
-0.0028947670944035053,
0.01803830824792385,
-0.028209980577230453,
-0.03959888964891434,
-0.0022535661701112986,
0.022227652370929718,
0.011109198443591595,
-0.00878679845482111,
-0.00812361016869545,
-0.016576213762164116,
0.029039375483989716,
0.026527564972639084,
-0.0043771895579993725,
-0.0258889589458704,
0.037609510123729706,
-0.015608510933816433,
0.015213304199278355,
-0.016374491155147552,
-0.04872732236981392,
0.027603356167674065,
-0.0380571149289608,
0.0193935576826334,
0.020166654139757156,
0.0162730161100626,
0.05393063277006149,
0.03890877217054367,
-0.018898624926805496,
0.003270735265687108,
0.001007047831080854,
-0.019726717844605446,
0.0031340497080236673,
-0.014332907274365425,
0.0196828730404377,
0.018333975225687027,
0.0012175616575405002,
-0.005026903003454208,
0.04262964054942131,
0.017449485138058662,
0.0046247877180576324,
0.05365952104330063,
-0.0021961366292089224,
-0.012633121572434902,
0.005491374526172876,
0.010054096579551697,
-0.015570255927741528,
-0.024476854130625725,
0.021769896149635315,
0.02378913015127182,
0.042636871337890625,
-0.003974066115915775,
0.02571800723671913,
0.013993172906339169,
-0.004480978939682245,
-0.09862984716892242,
-0.013872652314603329,
0.029727820307016373,
0.02869391441345215,
0.034602608531713486,
-0.0239202119410038,
-0.026350263506174088,
0.016060881316661835,
-0.0504862479865551,
0.05207589268684387,
-0.014624170027673244,
0.024768410250544548,
-0.00893089547753334,
-0.004560790024697781,
-0.03409434109926224,
-0.008203314617276192,
0.025668233633041382,
0.019815586507320404,
0.019759584218263626,
0.016874194145202637,
-0.007010235451161861,
-0.011544272303581238,
-0.02196941338479519,
0.025893129408359528,
0.007894128561019897,
-0.0573873296380043,
0.04734961688518524,
-0.055826421827077866,
-0.010998958721756935,
0.06047472730278969,
0.015252127312123775,
-0.031328678131103516,
-0.013054046779870987,
-0.0033095970284193754,
-0.002213960513472557,
0.027679594233632088,
0.01005858276039362,
-0.020233474671840668,
0.014432364143431187,
0.04400721192359924,
-0.0037567720282822847,
0.03119068592786789,
-0.0065736486576497555,
0.015957675874233246,
0.04477117583155632,
-0.0008664242341183126,
-0.014897857792675495,
0.004849039949476719,
0.013224650174379349,
-0.017238570377230644,
0.0334443636238575,
-0.04301049932837486,
0.005397411994636059,
-0.011934726499021053,
0.00763138709589839,
-0.014779656194150448,
0.02426634356379509,
0.054948799312114716,
0.025776544585824013,
0.00353613612242043,
-0.0013271337375044823,
-0.017138827592134476,
-0.0422150194644928,
0.04189315810799599,
0.01595953106880188,
-0.040183860808610916,
-0.07274799793958664,
-0.008285805583000183,
-0.01505087036639452,
-0.03754224255681038,
-0.03833455964922905,
0.004930420778691769,
-0.0332535095512867,
0.04202289506793022,
-0.021886218339204788,
-0.007542718667536974,
-0.030507398769259453,
-0.012473003938794136,
-0.008332115598022938,
-0.06912841647863388,
0.03656088188290596,
0.03069707565009594,
0.004257729277014732,
-0.0006826802273280919,
-0.021583447232842445,
-0.03330923989415169,
-0.003065350465476513,
0.04916701465845108,
-0.04006184637546539,
-0.008434340357780457,
-0.015655241906642914,
0.013986718840897083,
0.03370232135057449,
-0.02205040119588375,
0.04387566074728966,
-0.04783674329519272,
0.014792900532484055,
0.0013125980040058494,
0.00017928105080500245,
0.02855273149907589,
-0.006878980901092291,
0.003970811143517494,
-0.00018396701489109546,
-0.03526074066758156,
-0.007575621362775564,
-0.013007069937884808,
0.02610483579337597,
-0.007939704693853855,
0.004004384856671095,
0.019066134467720985,
0.02573627233505249,
-0.0038340508472174406,
-0.003160732565447688,
-0.01865997724235058,
-0.09289669990539551,
0.04741453006863594,
-0.037735555320978165,
-0.030684592202305794,
0.02914183773100376,
0.0217093788087368,
0.02299325540661812,
-0.06608971208333969,
-0.014635147526860237,
0.04199039936065674,
0.0002852574398275465,
-0.028654364868998528,
0.01469667162746191,
-0.0011875268537551165,
0.026964271441102028,
0.02540258690714836,
0.016920415684580803,
-0.0043148742988705635,
-0.07366964966058731,
0.009609361179172993,
0.028775654733181,
0.01722654141485691,
-0.004635955672711134,
0.02456110715866089,
0.023146454244852066,
-0.01764766126871109,
0.019045935943722725,
-0.01361502893269062,
-0.019185369834303856,
-0.04852008819580078,
0.018319295719265938,
0.026161817833781242,
-0.0025254248175770044,
-0.01527941320091486,
0.015408049337565899,
-0.013599828816950321,
0.062135640531778336,
-0.018912114202976227,
0.024690696969628334,
-0.052015915513038635,
0.01588393561542034,
-0.034091249108314514,
0.025427907705307007,
-0.00623365817591548,
0.035743240267038345,
0.006629223469644785,
0.0026614386588335037,
0.000796773936599493,
0.03544427827000618,
-0.0022322621662169695,
-0.005499727558344603,
0.01110594067722559,
0.05514652281999588,
-0.01682586595416069,
-0.0010039032204076648,
-0.041840266436338425,
0.005191579461097717,
-0.038149524480104446,
-0.01092926599085331,
0.065988689661026,
0.02816948853433132,
-0.00444987416267395,
0.006236437242478132,
-0.04250200837850571,
0.06272217631340027,
-0.03225687891244888,
-0.004592915531247854,
-0.05612391233444214,
-0.0021766601130366325,
0.009517603553831577,
-0.03804515674710274
] |
<p>In calculating the pseudoinverse of a matrix $A$, of size (m,n), I need to choose a tolerance threshold for the eigenvalues. I'm trying to understand how I should pick this. Matlab default is to use the $norm(A)*max(m,n)*eps$, where the norm is norm-2 and the eps is the machine epsilon. Any ideas as to why this is the default value?</p>
<p>Moreover, there are cases in which $ A $ is only interesting in comparison to other values. For example, I'd like to calculate the eigenvalues of $C + BB^TA^{-0.5}$ where A,B,C are matrices, but B can have a very large second dimension. In this example, how should we choose the tolerance? </p> | 33,239 | [
0.011284268461167812,
0.027739999815821648,
-0.0021484929602593184,
-0.034848205745220184,
0.040647536516189575,
0.02163929119706154,
-0.033598463982343674,
-0.02471955679357052,
0.009516139514744282,
-0.02420114167034626,
0.02478049322962761,
0.01570591889321804,
0.0449681393802166,
0.040383897721767426,
0.04403836652636528,
-0.004150402266532183,
-0.01713002286851406,
-0.04994901642203331,
0.011513075791299343,
-0.025545477867126465,
0.016000304371118546,
0.037837255746126175,
0.03275594487786293,
-0.03195097669959068,
-0.03967093676328659,
0.023427847772836685,
0.03651122376322746,
-0.000603043707087636,
-0.0009465957409702241,
0.033336326479911804,
-0.05534428358078003,
-0.042320288717746735,
0.03308258578181267,
0.021154817193746567,
-0.015453997999429703,
0.0017525097355246544,
-0.010470440611243248,
-0.017307328060269356,
0.0014395678881555796,
0.03762713447213173,
-0.0030930200591683388,
-0.009171324782073498,
0.047836266458034515,
0.01324131153523922,
-0.010373763740062714,
0.03979089856147766,
-0.0011017660144716501,
-0.019454246386885643,
0.04052690044045448,
-0.023889122530817986,
0.07299339026212692,
0.05029826983809471,
0.012294077314436436,
-0.0043821195140480995,
0.00997983105480671,
0.01577245257794857,
0.05315723642706871,
0.04482075199484825,
0.02425837516784668,
-0.08512569218873978,
-0.0027438600081950426,
-0.03338160738348961,
0.011355577036738396,
-0.021154480054974556,
-0.027464164420962334,
0.023863621056079865,
-0.011183395981788635,
-0.017365869134664536,
0.03295116871595383,
-0.0332203134894371,
-0.028293674811720848,
0.009429756551980972,
0.011690261773765087,
-0.08327428996562958,
0.06023940071463585,
-0.008029013872146606,
0.026158243417739868,
0.02587343193590641,
0.028755463659763336,
0.013965800404548645,
-0.005296939052641392,
0.026264941319823265,
-0.006628059316426516,
0.04997364059090614,
-0.002936712931841612,
-0.025287887081503868,
0.03276154771447182,
-0.030383510515093803,
0.004217931535094976,
0.017531603574752808,
-0.00571355689316988,
0.004438390489667654,
0.0654287114739418,
-0.04272554814815521,
-0.005108254961669445,
0.011336125433444977,
0.009855920448899269,
0.04682214558124542,
-0.00009755884093465284,
-0.02797066979110241,
-0.0335511714220047,
-0.03783227503299713,
-0.01696258969604969,
0.04238195717334747,
0.005897874012589455,
0.048892147839069366,
-0.015772422775626183,
0.025751516222953796,
0.024173740297555923,
-0.01850048452615738,
-0.019759923219680786,
0.013699781149625778,
-0.018222764134407043,
0.026633696630597115,
0.040231604129076004,
0.010744558647274971,
0.006283476948738098,
-0.03558291494846344,
0.029879366979002953,
0.05510750412940979,
0.009524657391011715,
0.009103426709771156,
0.02543785609304905,
-0.04440566152334213,
-0.05026319622993469,
0.016486847773194313,
0.010622784495353699,
0.02716928906738758,
-0.04610651731491089,
0.030420472845435143,
-0.0022410026285797358,
-0.05243677645921707,
0.006819070316851139,
-0.009951443411409855,
0.03379329293966293,
-0.003374303923919797,
-0.058727651834487915,
-0.05737399682402611,
0.043828148394823074,
-0.02046981453895569,
-0.01522794645279646,
-0.08811621367931366,
0.001214586547575891,
0.04316834732890129,
0.0878460630774498,
0.06398675590753555,
0.04239337146282196,
0.02740517258644104,
0.03263944014906883,
0.015674801543354988,
-0.04382894188165665,
-0.00962822139263153,
-0.044223763048648834,
-0.03324458375573158,
0.013263236731290817,
-0.013263769447803497,
-0.016409197822213173,
-0.001347580342553556,
0.0030140350572764874,
0.011033701710402966,
0.037067100405693054,
-0.01453774981200695,
-0.0420430563390255,
-0.013153926469385624,
0.01592358760535717,
0.00423805508762598,
0.07917700707912445,
0.009771919809281826,
0.023995790630578995,
0.010250023566186428,
-0.03526676446199417,
-0.0003439679858274758,
-0.00019371570670045912,
0.05168687179684639,
0.04010137915611267,
-0.013833830133080482,
0.021148061379790306,
-0.009354998357594013,
0.029095642268657684,
0.021861141547560692,
-0.050491634756326675,
-0.04640877991914749,
0.008738800883293152,
0.03301459923386574,
0.007250447291880846,
0.05606323853135109,
-0.004525713622570038,
-0.0034226407296955585,
0.01877855509519577,
-0.02810748666524887,
-0.022118709981441498,
-0.04776901379227638,
0.01929878629744053,
0.024008197709918022,
-0.046937327831983566,
0.01754031889140606,
-0.016567738726735115,
-0.01712140440940857,
0.0012944643385708332,
-0.0010920704808086157,
-0.0064046429470181465,
0.0046440172009170055,
0.017550446093082428,
-0.0489136204123497,
0.02051563933491707,
0.04062013328075409,
0.03927440196275711,
-0.005300996359437704,
0.044616296887397766,
-0.023884892463684082,
-0.05000512674450874,
0.007085366640239954,
-0.04538873955607414,
0.019580909982323647,
0.03843776881694794,
-0.076424740254879,
-0.03379777818918228,
-0.031348470598459244,
-0.027697715908288956,
-0.0046882410533726215,
-0.01692470908164978,
0.0767110139131546,
0.036129627376794815,
0.03422559052705765,
0.007430914789438248,
-0.0035799993202090263,
0.034393273293972015,
-0.0007448343676514924,
-0.01427294872701168,
-0.034001074731349945,
-0.053066570311784744,
0.011065095663070679,
0.02589273639023304,
0.0525471568107605,
-0.05206432193517685,
0.022544685751199722,
0.041626591235399246,
0.011739412322640419,
0.024418527260422707,
0.013968359678983688,
-0.026096682995557785,
-0.019293876364827156,
0.01734970323741436,
0.04660729691386223,
0.01152461115270853,
-0.008674508891999722,
-0.01495675090700388,
0.03941737860441208,
0.03005683235824108,
0.018602753058075905,
0.0061523751355707645,
0.022185038775205612,
-0.04117624834179878,
0.010450547561049461,
-0.015043322928249836,
0.018103359267115593,
0.022885272279381752,
0.006793605163693428,
-0.028123486787080765,
0.06464259326457977,
-0.03404739871621132,
0.029316836968064308,
0.019658492878079414,
-0.041383013129234314,
0.014481266029179096,
0.01003639679402113,
-0.028065498918294907,
-0.011461998336017132,
0.014702982269227505,
0.007807835005223751,
0.03769310563802719,
-0.048568930476903915,
-0.030347084626555443,
-0.04258441925048828,
0.028636394068598747,
0.0700034499168396,
-0.014090760610997677,
0.020069871097803116,
-0.016753755509853363,
-0.017664996907114983,
-0.023031240329146385,
-0.00485908193513751,
0.013226070441305637,
-0.005839770194143057,
-0.03736523911356926,
0.001651443773880601,
-0.040549106895923615,
-0.018669340759515762,
0.03472208231687546,
-0.001484143198467791,
0.04232092946767807,
0.007799212820827961,
-0.004831749014556408,
-0.026323888450860977,
-0.02262687496840954,
0.012606736272573471,
-0.01604447141289711,
0.03421996906399727,
-0.045956801623106,
0.033067137002944946,
-0.011873972602188587,
-0.036785632371902466,
0.027764467522501945,
-0.032308340072631836,
-0.021979540586471558,
-0.04562487453222275,
-0.041364721953868866,
-0.011079222895205021,
-0.020037870854139328,
0.013156156055629253,
-0.001045547309331596,
-0.001641949755139649,
-0.00981063861399889,
-0.029056159779429436,
-0.03826992213726044,
-0.005341863725334406,
-0.04340426251292229,
0.02383393421769142,
0.002909822389483452,
-0.012184841558337212,
0.0841154083609581,
0.03620878979563713,
0.01874825544655323,
-0.04316309839487076,
-0.01287651713937521,
0.0037612481974065304,
-0.05544830858707428,
0.011787359602749348,
0.06524469703435898,
-0.0008517640526406467,
0.04245631769299507,
-0.0076088691130280495,
0.045518096536397934,
0.05946400761604309,
-0.031636517494916916,
-0.028772195801138878,
0.004632924217730761,
-0.010936347767710686,
0.0012781608384102583,
0.02280953712761402,
0.013795834966003895,
0.018179159611463547,
0.02658618427813053,
-0.0018165435176342726,
0.026428868994116783,
0.009340477176010609,
-0.04184728115797043,
-0.00839205365628004,
-0.07362625747919083,
0.04084771126508713,
-0.030900688841938972,
0.024976516142487526,
0.016015056520700455,
0.00006072339238016866,
-0.012298058718442917,
0.03606940060853958,
-0.012832807376980782,
-0.058937594294548035,
-0.011943093501031399,
0.007659181021153927,
-0.0034966350067406893,
0.008290342055261135,
0.0078146206215024,
0.00499177910387516,
-0.0195259228348732,
0.016537785530090332,
-0.02016431838274002,
-0.048105545341968536,
0.057122863829135895,
0.034043218940496445,
0.013160170055925846,
0.003757722210139036,
-0.040020860731601715,
0.002586778486147523,
-0.06448487937450409,
-0.016107751056551933,
-0.02798873372375965,
0.07563679665327072,
-0.011455457657575607,
0.006492265034466982,
0.027286389842629433,
0.00674192700535059,
-0.008015221916139126,
0.0014390165451914072,
-0.04800519719719887,
0.006369589827954769,
-0.025493618100881577,
-0.002103775506839156,
-0.0012962983455508947,
0.007072901353240013,
0.047373466193675995,
-0.028699522837996483,
-0.028287500143051147,
0.04087093099951744,
0.034100793302059174,
-0.035689909011125565,
0.013824069872498512,
-0.05236044153571129,
-0.0065417056903243065,
-0.048260871320962906,
0.0004156438517384231,
0.012340539135038853,
-0.020519724115729332,
0.03531269729137421,
-0.0041533769108355045,
-0.03499086946249008,
-0.026301153004169464,
0.033256594091653824,
0.01841094344854355,
0.0028016334399580956,
0.0328344888985157,
0.033851515501737595,
0.04913955181837082,
-0.03244844451546669,
-0.029611023142933846,
0.013777653686702251,
0.0631926953792572,
0.03149893134832382,
0.016670556738972664,
-0.011037014424800873,
-0.05037432536482811,
-0.013728565536439419,
-0.0019399183802306652,
0.03025246597826481,
-0.02078135684132576,
0.02417750097811222,
0.028301184996962547,
0.01620251126587391,
-0.05119543522596359,
0.009351699613034725,
0.05252228304743767,
0.009844023734331131,
-0.03554220870137215,
-0.047385323792696,
-0.014976207166910172,
-0.030650325119495392,
0.002551368437707424,
-0.010653187520802021,
-0.011991726234555244,
-0.01445547491312027,
-0.023101050406694412,
0.056232795119285583,
-0.018710866570472717,
-0.005907444749027491,
0.004504096694290638,
0.06262526661157608,
0.02461475320160389,
0.003483155043795705,
-0.011268364265561104,
-0.00595355499535799,
0.011764817871153355,
0.05825911834836006,
0.024923140183091164,
-0.013565178029239178,
-0.04347104951739311,
-0.0032790869008749723,
0.04532020539045334,
0.031012127175927162,
0.00408304575830698,
-0.04547847434878349,
-0.0492478646337986,
-0.008748332038521767,
0.04251338914036751,
-0.0026149002369493246,
0.059030238538980484,
-0.0015431201318278909,
0.019511252641677856,
-0.043963171541690826,
0.007536702323704958,
-0.009836586192250252,
0.005342191085219383,
0.019502071663737297,
0.04977972060441971,
-0.041589803993701935,
-0.023682834580540657,
-0.05826515331864357,
-0.024851951748132706,
0.0106334388256073,
0.06374876946210861,
0.013207907788455486,
-0.023430045694112778,
0.0063963280990719795,
0.019843656569719315,
0.014129589311778545,
-0.025699185207486153,
0.0003246941196266562,
0.03873781859874725,
0.009186874143779278,
0.04851270094513893,
-0.014583383686840534,
-0.02181418053805828,
0.035761646926403046,
0.01744350790977478,
0.00041059800423681736,
-0.011297493241727352,
-0.001702162902802229,
0.038617029786109924,
0.021351616829633713,
-0.031667560338974,
0.057713355869054794,
0.008292391896247864,
-0.004614473320543766,
-0.015722377225756645,
-0.05252247303724289,
-0.002952289069071412,
-0.019970448687672615,
-0.01022045686841011,
-0.026926584541797638,
-0.0010718870908021927,
-0.03572802245616913,
0.025245364755392075,
0.01887926273047924,
0.059937406331300735,
-0.0063310954719781876,
-0.008226022124290466,
0.011329252272844315,
0.08157727122306824,
0.00915463361889124,
-0.01354206819087267,
0.05251286178827286,
0.02444484643638134,
-0.0006857466651126742,
0.006129384506493807,
0.04721388593316078,
-0.008398260921239853,
0.013479392975568771,
0.05269816890358925,
-0.014665137976408005,
-0.004181989468634129,
-0.0006447039777413011,
-0.015193884260952473,
0.00028887856751680374,
-0.05255814269185066,
0.03221554309129715,
0.0011836481280624866,
0.004832468926906586,
-0.001054859603755176,
-0.015754740685224533,
0.006162628531455994,
0.012215256690979004,
-0.01748848520219326,
0.030337687581777573,
-0.07790663838386536,
0.020265519618988037,
-0.021900659427046776,
0.015020850114524364,
-0.07932715117931366,
-0.0016222981503233314,
-0.014381901361048222,
0.00013419875176623464,
-0.017797211185097694,
-0.009745211340487003,
-0.03010784648358822,
-0.042014311999082565,
-0.02688508853316307,
0.013611653819680214,
0.05433434993028641,
-0.02627328410744667,
-0.027869300916790962,
0.020711936056613922,
0.04899017885327339,
0.062438204884529114,
-0.025502923876047134,
0.0153586957603693,
0.024335118010640144,
-0.007959282957017422,
0.007408286910504103,
0.0037035548593848944,
0.018364880234003067,
-0.04618265479803085,
-0.0024808167945593596,
-0.05536353588104248,
0.0007657215464860201,
0.03192141652107239,
-0.022176839411258698,
-0.012126761488616467,
0.04717479273676872,
0.0031314396765083075,
0.0326780304312706,
-0.02088331989943981,
-0.006209102459251881,
-0.03427484631538391,
0.023370714858174324,
0.028914498165249825,
-0.047007594257593155,
0.006921118125319481,
-0.0256989486515522,
0.031128229573369026,
0.024991950020194054,
0.017055580392479897,
-0.0037605140823870897,
0.07943414896726608,
-0.0269049983471632,
0.0007929150597192347,
-0.03596211597323418,
-0.023803936317563057,
0.0543869212269783,
0.01697079837322235,
-0.01805196888744831,
-0.006618117447942495,
0.015620933845639229,
-0.04443990811705589,
-0.0538066104054451,
-0.06345956772565842,
0.04608052223920822,
0.03234093263745308,
0.012686274014413357,
0.029293691739439964,
0.03784968703985214,
0.002036613877862692,
-0.02715260162949562,
-0.03659561276435852,
-0.022960152477025986,
0.012156838551163673,
-0.011600526981055737,
0.016830332577228546,
-0.05317503958940506,
-0.035995323210954666,
0.009156876243650913,
0.01817520521581173,
-0.00657224515452981,
0.02747172862291336,
0.023768018931150436,
0.017407018691301346,
-0.005444842856377363,
-0.043511226773262024,
-0.02181236259639263,
0.04622259363532066,
-0.05122620239853859,
0.020469950512051582,
0.022065894678235054,
-0.01203903928399086,
0.020314978435635567,
0.004045512061566114,
0.0286709051579237,
-0.04326017573475838,
0.017655927687883377,
-0.029525697231292725,
-0.00125837919767946,
0.03559121862053871,
-0.03552757203578949,
0.003644045442342758,
-0.010797344148159027,
0.02195652388036251,
0.009627860970795155,
0.018171066418290138,
-0.041267700493335724,
-0.05043502524495125,
-0.047411415725946426,
-0.04952877387404442,
-0.038658663630485535,
0.003261944279074669,
0.026797877624630928,
-0.02317672036588192,
0.03218235820531845,
-0.034760791808366776,
0.024363316595554352,
0.0031983156222850084,
0.03947872295975685,
0.0037682282272726297,
0.024710049852728844,
0.012126256711781025,
0.00476977089419961,
0.016958311200141907,
0.020743846893310547,
0.13068653643131256,
0.08260266482830048,
0.024744536727666855,
-0.06279006600379944,
0.07073331624269485,
0.01154417172074318,
0.029243072494864464,
-0.026341209188103676,
0.029211288318037987,
-0.025638144463300705,
-0.012557802721858025,
0.023217739537358284,
0.036480747163295746,
0.0070752231404185295,
0.007416000589728355,
0.008700637146830559,
-0.02708716318011284,
-0.015421107411384583,
0.03314363956451416,
0.06966984272003174,
0.02086830325424671,
-0.03760768473148346,
0.0019630591850727797,
0.021732183173298836,
-0.03902536258101463,
-0.010366829112172127,
-0.019942590966820717,
-0.018673470243811607,
-0.009853814728558064,
-0.021030759438872337,
0.00013490895798895508,
0.02318652905523777,
0.020839545875787735,
0.010186867788434029,
0.004645857494324446,
0.0365339033305645,
0.0051412940956652164,
-0.01945655234158039,
-0.01277894526720047,
0.01020124088972807,
-0.032868579030036926,
-0.018135670572519302,
-0.012143041007220745,
-0.01783503219485283,
-0.0407513789832592,
-0.02648530900478363,
-0.01897503063082695,
0.040127165615558624,
0.006142197642475367,
0.024906424805521965,
-0.0034518162719905376,
-0.00744827464222908,
0.01560035441070795,
-0.03110049106180668,
-0.030103661119937897,
-0.014216181822121143,
0.0065567162819206715,
-0.012842339463531971,
0.020999962463974953,
-0.002854449674487114,
0.03062170371413231,
0.0185676459223032,
0.023104149848222733,
0.02381858229637146,
-0.036583755165338516,
0.019014457240700722,
-0.005190831609070301,
0.033294763416051865,
-0.01920950971543789,
-0.0015454912791028619,
0.013032035902142525,
-0.004683553706854582,
-0.03256438300013542,
-0.0617290660738945,
-0.00513041764497757,
-0.021353181451559067,
0.01808861456811428,
-0.034304939210414886,
-0.021852588281035423,
-0.020196137949824333,
-0.08884565532207489,
-0.005044890567660332,
-0.040898632258176804,
0.008987965062260628,
-0.03948916867375374,
-0.03793817386031151,
-0.0021012239158153534,
0.019611824303865433,
-0.01773996092379093,
-0.004901571664959192,
0.009151496924459934,
0.03059040941298008,
0.013310685753822327,
-0.012152301147580147,
0.011271314695477486,
-0.02787410467863083,
-0.06531020253896713,
0.04444301500916481,
-0.006744957063347101,
0.014680338092148304,
0.0017521352274343371,
0.0016309034544974566,
0.00004138744770898484,
0.0499405711889267,
-0.03380947187542915,
-0.027947677299380302,
0.009936178103089333,
-0.037014614790678024,
0.004645909648388624,
0.03816691040992737,
-0.01703874208033085,
-0.05496002361178398,
0.006749480962753296,
-0.0464065819978714,
-0.024079984053969383,
0.004775908309966326,
0.04025194048881531,
-0.017803575843572617,
0.03137621283531189,
-0.0016302346484735608,
-0.0064636641182005405,
-0.05798974633216858,
-0.016490118578076363,
-0.007454400882124901,
0.01815740205347538,
0.009343277662992477,
-0.00395225128158927,
-0.0394340455532074,
-0.012153935618698597,
-0.028756456449627876,
-0.012335572391748428,
-0.0029425194952636957,
0.02613173797726631,
0.025995362550020218,
-0.016453847289085388,
-0.003467418486252427,
-0.016471853479743004,
0.0760197564959526,
-0.024677466601133347,
-0.0010705951135605574,
0.018574722111225128,
-0.07331015914678574,
-0.003428581403568387,
0.018143823370337486,
-0.03297590836882591,
-0.019595135003328323,
0.0034020619932562113,
0.0009788272436708212,
-0.0384320393204689,
0.0388464629650116,
-0.04245791211724281,
-0.03863273188471794,
0.007990802638232708,
0.01470971293747425,
-0.004978038836270571,
-0.02486688829958439,
0.01932985708117485,
-0.03648098558187485,
0.01878981478512287,
-0.01751902885735035,
0.03168277442455292,
-0.010709196329116821,
-0.047660425305366516,
0.021817145869135857,
-0.005382218863815069,
0.022441396489739418,
0.02360500767827034,
0.0153920603916049,
0.01927950605750084,
0.04769638180732727,
-0.017345113679766655,
-0.030174560844898224,
0.014932171441614628,
0.028745803982019424,
-0.07285906374454498,
-0.009690053761005402,
0.006026005372405052,
-0.003828766057267785,
0.019561607390642166,
-0.041330061852931976,
0.003857539501041174,
0.07546032220125198,
-0.066095732152462,
0.0390462651848793,
-0.024725839495658875,
0.008752064779400826,
-0.03618032485246658,
-0.018999679014086723,
-0.02612852118909359,
0.023872701451182365,
0.01256896834820509,
-0.02963516116142273,
0.07458153367042542,
-0.024097731336951256,
-0.06153088063001633,
-0.06497572362422943,
-0.0005052786436863244,
0.054036129266023636,
-0.0027888116892427206,
-0.053754184395074844,
0.00814745295792818,
0.03172239661216736,
-0.0659044086933136,
0.038424331694841385,
-0.03608917444944382,
-0.021811706945300102,
-0.015863267704844475,
0.038142431527376175,
0.012877254746854305,
0.055159300565719604,
0.054888155311346054,
0.03654705733060837,
0.031590644270181656,
-0.019798096269369125,
0.0001239120465470478,
0.007050985004752874,
0.009388185106217861,
0.06738974899053574,
0.03266787528991699,
-0.002889035502448678,
-0.05876229330897331,
-0.006082252599298954,
-0.012356942519545555,
-0.014895148575305939,
-0.006740131415426731,
-0.00008235083805629984,
0.008596750907599926,
-0.072053462266922,
0.03765946254134178,
-0.0029291471000760794,
-0.017776988446712494,
-0.008351336233317852,
0.040704403072595596,
-0.0025131443981081247,
0.020160170271992683,
-0.019560594111680984,
-0.057060305029153824,
0.03162071108818054,
0.024652665480971336,
-0.03539818897843361,
-0.08994510769844055,
-0.025958895683288574,
-0.023928770795464516,
-0.033470187336206436,
-0.005237055942416191,
-0.0353989340364933,
-0.04152125120162964,
0.050880953669548035,
0.010235806927084923,
0.03377030789852142,
-0.02705804444849491,
-0.004495458677411079,
0.025624949485063553,
-0.08440123498439789,
0.025527246296405792,
-0.025124339386820793,
0.010874893516302109,
0.001417948747985065,
-0.0008670518873259425,
-0.006678596138954163,
0.03132915496826172,
0.03391720727086067,
0.05443485081195831,
0.014901679940521717,
0.01177859865128994,
0.011022049002349377,
0.030029766261577606,
-0.02668008580803871,
0.027775581926107407,
0.007197140250355005,
0.0030380769167095423,
-0.03437205031514168,
-0.0011931813787668943,
0.020433850586414337,
0.028706425800919533,
0.020007111132144928,
0.01454555056989193,
0.004448252264410257,
0.010492746718227863,
-0.017864489927887917,
0.06331788748502731,
0.01384374126791954,
-0.023707590997219086,
0.05598659813404083,
-0.004160970449447632,
0.008881679736077785,
0.026250069960951805,
-0.001507081207819283,
-0.058210454881191254,
0.010514873079955578,
-0.01769081875681877,
-0.013779786415398121,
-0.0026464564725756645,
0.019498588517308235,
0.006793273147195578,
-0.05960426852107048,
-0.015452508814632893,
0.06415686756372452,
-0.02469785325229168,
-0.018133040517568588,
0.020707547664642334,
0.0257476307451725,
0.0380905382335186,
-0.009623507037758827,
0.06614106893539429,
0.04409785941243172,
-0.015772495418787003,
0.011519763618707657,
0.00852248165756464,
0.00911460630595684,
-0.005423526745289564,
0.036037836223840714,
0.04009604454040527,
-0.030814627185463905,
0.034141380339860916,
-0.03322778642177582,
0.018626056611537933,
-0.05249110981822014,
-0.013644114136695862,
0.058638643473386765,
-0.020001614466309547,
0.02864825539290905,
-0.01619960553944111,
-0.02299576625227928,
0.061732932925224304,
-0.01842411234974861,
0.0029600090347230434,
-0.020437370985746384,
0.014988794922828674,
-0.012750370427966118,
-0.010803129523992538,
-0.019303061068058014,
0.047451552003622055,
-0.025870947167277336,
0.01017158292233944,
-0.008958274498581886,
0.004208173602819443,
0.018495656549930573,
-0.026040760800242424,
0.01645532436668873,
0.05302422121167183,
-0.007021103519946337,
-0.021423175930976868,
-0.013409692794084549,
-0.030617035925388336,
0.009603088721632957,
0.02808832935988903,
0.0512358583509922,
0.021118570119142532,
-0.01113883312791586,
-0.06011755391955376,
-0.009189916774630547,
0.000868049799464643,
-0.04001891240477562,
-0.03486841171979904,
-0.03168249875307083,
0.008649097755551338,
-0.006490626372396946,
0.04702000692486763
] |
<p>I have a dataset that includes variables about customer income levels. The income was collected in binned fashion (<code>Which range describes your income? 0-25k, 25k-50k,...</code>). My question is how best use this for modeling using <code>glmnet</code> and <code>gbm</code> packages in <code>R</code>.</p>
<p>I have looked at the <code>grouped</code> packaged in <code>R</code> but it seems to do everything (coursening and regression) for you. Is there a package that converts binned data back to continuous data for use in with other algos?</p>
<p>EDIT: The current method I'm using is to convert them to the mid-point of the range (<code>0-25k -> 12500</code>), then using an <code>ifelse()</code> stmt to code a few variables to convey the fact that there is a relationship between the levels.</p>
<pre><code>incOver25k <- ifelse(df1$income >= 25000,1,0)
incOver50k <- ifelse(df1$income >= 50000,1,0)
</code></pre>
<p>Then use these flags instead of using <code>model.matrix()</code>. </p>
<p>Was curious if there were any better ideas.</p> | 74,064 | [
0.0031258061062544584,
0.025091882795095444,
0.0019624687265604734,
0.00632802490144968,
0.016227010637521744,
-0.014490995556116104,
0.0012537697330117226,
-0.037750955671072006,
0.0508858859539032,
-0.006632218137383461,
0.040219005197286606,
0.048937514424324036,
0.022663114592432976,
0.0027053970843553543,
0.04734447970986366,
0.026545820757746696,
-0.012541437521576881,
-0.027498774230480194,
0.004402281250804663,
0.0009594973525963724,
-0.010743900202214718,
0.003878058632835746,
-0.0270911306142807,
-0.02284298837184906,
-0.02922770194709301,
0.03908451274037361,
0.0333046093583107,
-0.05041709542274475,
0.00446424400433898,
0.031175266951322556,
-0.04933840408921242,
-0.025760924443602562,
0.009838094934821129,
0.0427674800157547,
0.014763383194804192,
0.014073764905333519,
0.006510608363896608,
-0.031522803008556366,
-0.038397565484046936,
0.003955259453505278,
-0.0342429094016552,
-0.005458161700516939,
0.023633677512407303,
0.030582036823034286,
0.024249449372291565,
0.013468677178025246,
0.012713233940303326,
-0.007019910961389542,
0.05780326947569847,
-0.022834312170743942,
0.048272766172885895,
-0.018264833837747574,
0.03285970538854599,
0.008599753491580486,
0.002217181259766221,
0.010492300614714622,
0.0618511438369751,
0.041120387613773346,
-0.01251673512160778,
-0.010600217618048191,
-0.014878078363835812,
-0.04185501113533974,
0.005196701269596815,
-0.00292792241089046,
-0.007355965673923492,
-0.012387102469801903,
0.02090531773865223,
-0.011573952622711658,
0.024133335798978806,
-0.03273874148726463,
-0.016751188784837723,
0.008117329329252243,
0.017521001398563385,
-0.026349108666181564,
0.029812166467308998,
-0.05991299822926521,
-0.014691159129142761,
-0.010364008136093616,
0.038238734006881714,
0.039337385445833206,
-0.053560759872198105,
0.0009952333057299256,
-0.005776675418019295,
0.04201957955956459,
0.01029577013105154,
-0.018113866448402405,
0.06080789119005203,
-0.03725810721516609,
0.039909083396196365,
0.041663724929094315,
-0.02979016862809658,
0.00400394294410944,
0.03617766499519348,
0.04001064971089363,
-0.03149355575442314,
0.07901010662317276,
-0.007987851276993752,
-0.001417701132595539,
0.016488850116729736,
-0.01338888332247734,
-0.0239724088460207,
-0.012292762286961079,
0.008569508790969849,
0.03472885861992836,
-0.054080020636320114,
0.005440380424261093,
-0.033068541437387466,
-0.062470365315675735,
0.0004963269457221031,
-0.03891986608505249,
-0.03651849552989006,
0.025071697309613228,
0.018607160076498985,
-0.0054162126034498215,
0.01975511945784092,
-0.045794710516929626,
0.029927678406238556,
-0.0034046503715217113,
0.06188014894723892,
0.07633505016565323,
0.05526110529899597,
0.0007121259695850313,
0.0035524179693311453,
-0.023127112537622452,
-0.05491103604435921,
0.004543042276054621,
0.000027439602490630932,
-0.02981829084455967,
-0.054569464176893234,
0.026507049798965454,
-0.007980159483850002,
-0.01791827566921711,
0.04547959566116333,
-0.0186564140021801,
0.0381777323782444,
0.010801191441714764,
-0.05240148305892944,
-0.059261735528707504,
0.021038653329014778,
-0.014652867801487446,
0.0442194938659668,
-0.024251926690340042,
0.012502492405474186,
0.03225220367312431,
0.04929354041814804,
0.035905033349990845,
0.022516800090670586,
-0.011488511227071285,
-0.010136834345757961,
-0.013112698681652546,
-0.021115196868777275,
-0.02805081196129322,
-0.04363333806395531,
-0.017901873216032982,
0.011416681110858917,
-0.05229242891073227,
0.01612185500562191,
-0.004148439504206181,
-0.044097963720560074,
-0.013807659968733788,
0.02663133107125759,
0.02156219258904457,
-0.01968238689005375,
-0.016995921730995178,
0.00039514474337920547,
0.0020308427046984434,
0.05529886484146118,
-0.016964079812169075,
0.06686202436685562,
0.02067619375884533,
-0.0009830822236835957,
0.009706362150609493,
0.0017545624868944287,
0.03606340289115906,
0.038884587585926056,
0.003323181066662073,
0.02634395845234394,
-0.02869435027241707,
0.0417514368891716,
0.025398854166269302,
-0.03077095001935959,
-0.019738206639885902,
0.015803931280970573,
-0.021254850551486015,
0.028239931911230087,
-0.0015262310625985265,
-0.02460111305117607,
-0.03633566200733185,
0.06690128892660141,
-0.03394761309027672,
-0.04455737769603729,
-0.055901795625686646,
0.003167171962559223,
0.0295720137655735,
-0.009017212316393852,
-0.018315458670258522,
-0.024061212316155434,
0.055238280445337296,
-0.025463925674557686,
-0.007965099066495895,
-0.043007444590330124,
-0.009033642709255219,
0.05495596304535866,
-0.042314562946558,
-0.013606566935777664,
-0.0027667612303048372,
0.011589905247092247,
-0.05051063373684883,
0.06027771532535553,
-0.02043130248785019,
0.006926573812961578,
0.01946789212524891,
-0.01838517002761364,
0.03928769379854202,
-0.013822995126247406,
0.003583564655855298,
0.04323965683579445,
-0.007240182254463434,
-0.009910465218126774,
0.055260349065065384,
-0.06228175759315491,
0.04376468062400818,
0.08599389344453812,
0.013081926852464676,
0.019875621423125267,
-0.013945026323199272,
-0.011289454065263271,
0.03842373564839363,
-0.02383165992796421,
-0.003867506282404065,
-0.03706900030374527,
0.005789448972791433,
-0.010099697858095169,
0.007343511562794447,
0.008908438496291637,
0.019506361335515976,
0.07863268256187439,
0.0026317655574530363,
0.028328225016593933,
0.012410314753651619,
0.014374876394867897,
0.00930631160736084,
0.04795141890645027,
0.018050847575068474,
0.03630823642015457,
0.011115055531263351,
0.008572064340114594,
0.0010535435285419226,
0.01398712769150734,
0.007740276865661144,
0.015183373354375362,
0.0652683898806572,
0.01801944151520729,
0.013784864917397499,
-0.029722101986408234,
-0.012729288078844547,
0.05470019206404686,
-0.0321626216173172,
-0.0067423745058476925,
0.05057550221681595,
0.000905381515622139,
-0.07327776402235031,
0.02410927414894104,
-0.02421821653842926,
0.0041954610496759415,
0.038114141672849655,
-0.03751293569803238,
0.013633301481604576,
0.03552139550447464,
-0.028913212940096855,
0.013702553696930408,
-0.03220392391085625,
-0.0540393702685833,
-0.09687674045562744,
0.038135841488838196,
0.02571256272494793,
0.00019637156219687313,
0.028167542070150375,
-0.030743440613150597,
-0.011011334136128426,
0.0048937126994132996,
0.017769910395145416,
0.02514827810227871,
-0.022095225751399994,
-0.0630931407213211,
-0.008969886228442192,
0.002549568424001336,
-0.02017018012702465,
0.029195860028266907,
0.006211603060364723,
-0.04413397237658501,
0.002396099269390106,
0.011059841141104698,
-0.02771562710404396,
-0.007135402411222458,
0.0068595316261053085,
0.013035847805440426,
0.026714716106653214,
-0.03623662143945694,
0.0602625235915184,
0.010697233490645885,
-0.03725548833608627,
-0.011924875900149345,
-0.05250921845436096,
-0.023022910580039024,
-0.03178786486387253,
0.013768383301794529,
0.025627557188272476,
0.02658599242568016,
0.00927790254354477,
0.03256791830062866,
-0.0036332039162516594,
0.02765967696905136,
-0.07623007893562317,
-0.05401447042822838,
0.00688847666606307,
0.00889168493449688,
-0.0022252968046814203,
0.031852319836616516,
0.02588513493537903,
0.05719583481550217,
0.07016227394342422,
-0.01697677932679653,
-0.04783376678824425,
-0.05142143368721008,
-0.004148696083575487,
-0.025171659886837006,
0.0026631474029272795,
0.03795793280005455,
0.02436544932425022,
-0.006396526005119085,
-0.0054223123006522655,
0.020224738866090775,
0.03917873650789261,
-0.021854477003216743,
-0.00021426848252303898,
0.016983525827527046,
-0.02984783798456192,
-0.0017467448487877846,
0.02381962724030018,
0.017254194244742393,
-0.015080919489264488,
0.021315384656190872,
-0.024362944066524506,
0.011786439456045628,
0.0020376311149448156,
-0.007754804566502571,
0.002343373838812113,
-0.030330000445246696,
0.019594576209783554,
0.020193755626678467,
0.004063121043145657,
0.036097727715969086,
-0.06059384346008301,
0.026920007541775703,
0.020179901272058487,
0.025876861065626144,
-0.00772497383877635,
-0.012338517233729362,
0.02322034165263176,
0.0049428753554821014,
-0.04414251819252968,
0.0421052947640419,
0.044404227286577225,
-0.029504792764782906,
0.02188153751194477,
-0.03727854788303375,
-0.023310858756303787,
0.03351280838251114,
0.03256827965378761,
0.03174339234828949,
0.0035343619529157877,
-0.03226437047123909,
0.022991150617599487,
-0.06836729496717453,
0.003601028583943844,
-0.03489883616566658,
0.05667975917458534,
0.024008385837078094,
0.031963903456926346,
0.007721283007413149,
-0.0023466614075005054,
0.037904150784015656,
0.007168311160057783,
-0.027337025851011276,
0.039262060075998306,
0.005356928333640099,
0.019042912870645523,
0.005899815354496241,
-0.011710490100085735,
0.015675321221351624,
-0.01722051575779915,
0.00311740068718791,
-0.021022871136665344,
-0.009556900709867477,
-0.036411043256521225,
0.03000185452401638,
-0.0018485956825315952,
-0.018770476803183556,
0.00020231858070474118,
-0.016805924475193024,
0.014062520116567612,
-0.01199304312467575,
0.027319101616740227,
0.030221350491046906,
0.020989740267395973,
0.008733506314456463,
-0.009506694972515106,
0.002018105471506715,
0.00005011571556678973,
0.05039892718195915,
0.0248409491032362,
0.015335275791585445,
-0.04377169907093048,
0.015357558615505695,
-0.013485720381140709,
0.025277642533183098,
0.02381652034819126,
-0.0358232818543911,
0.01944015361368656,
-0.021951308473944664,
-0.02426176145672798,
0.019452529028058052,
0.0027247194666415453,
-0.005771508440375328,
-0.022188734263181686,
0.05515449121594429,
0.02586958557367325,
-0.030318692326545715,
0.06332308053970337,
0.12087995558977127,
0.04050229862332344,
-0.02838262915611267,
-0.01334051787853241,
0.003808207344263792,
-0.00951079186052084,
-0.022940805181860924,
0.07191983610391617,
-0.005911106709390879,
0.01952339895069599,
0.02801014669239521,
0.06094978749752045,
-0.028795389458537102,
-0.006773434113711119,
0.020255086943507195,
0.03436613827943802,
0.06131961569190025,
-0.014814792200922966,
-0.06063881888985634,
-0.024111147969961166,
0.06663480401039124,
-0.002674468094483018,
0.023243600502610207,
-0.010639892891049385,
-0.13436415791511536,
0.012905612587928772,
0.04226737469434738,
0.032979968935251236,
-0.03579864278435707,
-0.03815479949116707,
-0.08303713798522949,
-0.046039026230573654,
0.01222266722470522,
-0.025441544130444527,
0.03838016837835312,
-0.05116133764386177,
0.023904332891106606,
-0.01173448096960783,
0.01891106367111206,
-0.024982912465929985,
0.013935478404164314,
-0.03752586618065834,
0.011508502066135406,
-0.013752476312220097,
-0.029930666089057922,
-0.0188661590218544,
0.04430684074759483,
0.009403111413121223,
0.03523474559187889,
-0.04150313884019852,
-0.05526146665215492,
0.031400859355926514,
0.009962781332433224,
-0.019807271659374237,
-0.040522415190935135,
-0.020294681191444397,
0.011735115200281143,
0.00810530036687851,
0.049639493227005005,
0.01823451742529869,
-0.045098721981048584,
-0.02013792097568512,
0.05221619829535484,
-0.010981624945998192,
-0.013502751477062702,
-0.02539779245853424,
0.021549042314291,
-0.007094336673617363,
-0.0064056082628667355,
0.02909623645246029,
0.01620110124349594,
-0.03284537419676781,
0.024789849296212196,
-0.04732080549001694,
0.0094070415943861,
-0.022925587370991707,
-0.04038858413696289,
-0.06885460764169693,
-0.014123184606432915,
-0.008474420756101608,
0.0101211192086339,
0.02464979514479637,
0.03368460759520531,
-0.013318775221705437,
0.0016711140051484108,
0.0164888184517622,
0.0440567322075367,
-0.02904152125120163,
-0.02766348049044609,
0.018639184534549713,
-0.012083414942026138,
-0.0007198518724180758,
0.005577077157795429,
0.022202152758836746,
-0.007227325811982155,
0.004841144196689129,
-0.004454242996871471,
-0.02906877174973488,
0.02969241887331009,
-0.02962481789290905,
-0.015116482973098755,
-0.021466895937919617,
-0.03920980542898178,
0.01702769100666046,
0.016801202669739723,
0.05365835502743721,
0.032944224774837494,
-0.018962275236845016,
-0.02310016192495823,
0.026397384703159332,
0.002713486086577177,
-0.026585232466459274,
-0.023448660969734192,
0.05418376624584198,
-0.010435636155307293,
-0.009116582572460175,
-0.056315772235393524,
-0.08545245975255966,
0.02974853292107582,
-0.021434854716062546,
0.011462774127721786,
-0.03278834745287895,
0.018757762387394905,
0.008898281492292881,
0.04588764160871506,
-0.013430423103272915,
0.03369488939642906,
-0.045432914048433304,
-0.01650749146938324,
-0.0218584556132555,
0.006943421438336372,
0.07831258326768875,
0.03476698324084282,
-0.026338785886764526,
0.048210080713033676,
0.0026378887705504894,
-0.030464420095086098,
0.02986397221684456,
-0.0008873043116182089,
-0.03202471509575844,
-0.01096055656671524,
-0.042985156178474426,
0.000328769936459139,
0.08106935769319534,
-0.016631262376904488,
-0.025574255734682083,
0.017430640757083893,
-0.014707405120134354,
0.05938087776303291,
0.007324705831706524,
-0.00004945452747051604,
-0.031439464539289474,
-0.018612751737236977,
-0.047241706401109695,
0.0008108048350550234,
-0.03343963623046875,
-0.010542523115873337,
0.02823675610125065,
-0.009881610982120037,
-0.02048802748322487,
0.02503029815852642,
0.07566847652196884,
0.033438414335250854,
-0.00016326351033058017,
0.01976591721177101,
-0.006291183177381754,
0.08077961951494217,
0.008323648944497108,
-0.005121072754263878,
-0.012266028672456741,
0.05098634585738182,
-0.03211212903261185,
-0.02032644674181938,
-0.03183310478925705,
-0.01319137867540121,
0.04317913204431534,
-0.017159484326839447,
0.047427672892808914,
0.027003899216651917,
-0.0007353394175879657,
-0.006752525921911001,
-0.048463400453329086,
-0.005686715245246887,
-0.008455945178866386,
0.01439240574836731,
0.06412934511899948,
-0.031940411776304245,
-0.0071137151680886745,
0.01209996547549963,
0.01918180100619793,
0.01003949623554945,
0.03077705204486847,
-0.028622429817914963,
0.009701231494545937,
0.017634570598602295,
-0.017112109810113907,
-0.04714854434132576,
0.04812829568982124,
-0.017004767432808876,
0.02204206772148609,
-0.05814092606306076,
-0.05308600515127182,
0.04550691321492195,
0.02933417074382305,
-0.023802150040864944,
-0.023475369438529015,
0.007791031617671251,
-0.03818966820836067,
0.02549455128610134,
0.02610509842634201,
-0.04568053036928177,
0.02501722425222397,
0.021669022738933563,
0.029026716947555542,
-0.04735473915934563,
0.0018008156912401319,
0.0020632229279726744,
-0.03286903724074364,
-0.026404475793242455,
-0.059526775032281876,
-0.040790051221847534,
0.026618728414177895,
0.010625471360981464,
0.0026686450000852346,
0.0261062104254961,
-0.02998405136168003,
-0.035060297697782516,
-0.020008109509944916,
0.0008846332202665508,
-0.003564346581697464,
0.06527440994977951,
-0.01923198066651821,
-0.0396793931722641,
0.0036649536341428757,
-0.015885883942246437,
0.11651439964771271,
0.04798334836959839,
0.03182202950119972,
-0.05282009392976761,
-0.003726873779669404,
0.015589004382491112,
-0.002559925429522991,
-0.01627058908343315,
-0.003959587775170803,
-0.03005152940750122,
-0.009018207900226116,
0.039100050926208496,
0.06226964667439461,
0.020156294107437134,
0.03832579031586647,
0.035581767559051514,
-0.029153386130928993,
0.023045888170599937,
0.0034669656306505203,
0.025354212149977684,
-0.025646869093179703,
-0.03820129483938217,
-0.027012549340724945,
0.019600259140133858,
0.04247938096523285,
-0.0247498806566,
-0.013627626933157444,
0.018009720370173454,
-0.011450892314314842,
0.01801791600883007,
-0.04459351301193237,
0.014508351683616638,
0.005923172924667597,
0.02137289009988308,
0.05425148457288742,
-0.02871312014758587,
0.027927931398153305,
0.004663761705160141,
-0.012877913191914558,
0.030192624777555466,
-0.012697824276983738,
-0.006750375032424927,
-0.011192230507731438,
0.004863516893237829,
-0.0366557240486145,
-0.04568943753838539,
-0.03684341162443161,
0.009119600988924503,
0.005864681676030159,
-0.03568004071712494,
-0.02160227857530117,
0.029996266588568687,
-0.013983371667563915,
-0.03581099212169647,
-0.03609903156757355,
0.04280979558825493,
0.016224758699536324,
0.005152450874447823,
-0.007757280021905899,
0.008453244343400002,
0.004671178758144379,
0.011733727529644966,
0.015878532081842422,
0.014309638179838657,
-0.01841258630156517,
-0.009388890117406845,
-0.02368391864001751,
0.05231679230928421,
0.003590094158425927,
-0.003904786892235279,
0.028847603127360344,
-0.045067764818668365,
-0.02908097766339779,
-0.02944447658956051,
0.022839931771159172,
0.025676753371953964,
-0.03448677435517311,
-0.032807864248752594,
0.00005154862810741179,
-0.008981295861303806,
-0.022619500756263733,
0.0056064496748149395,
0.033397261053323746,
-0.025062816217541695,
-0.009783667512238026,
0.007506728637963533,
-0.018930163234472275,
0.027864214032888412,
0.05430418998003006,
0.006377589888870716,
-0.020214304327964783,
0.0775253176689148,
-0.02469925582408905,
-0.05506198853254318,
-0.0022095604799687862,
-0.012565769255161285,
-0.050960198044776917,
0.016931653022766113,
-0.025921111926436424,
0.07126834243535995,
-0.010650986805558205,
-0.01346996147185564,
-0.027524059638381004,
0.031023187562823296,
-0.007455640006810427,
0.052217934280633926,
0.027019815519452095,
-0.03686433285474777,
0.05940306931734085,
0.014280116185545921,
0.0038294808473438025,
-0.028970709070563316,
-0.021202782168984413,
-0.018268264830112457,
-0.019832195714116096,
-0.014106937684118748,
-0.02244509942829609,
-0.030695557594299316,
0.031795114278793335,
-0.012546890415251255,
-0.011594072915613651,
-0.04148224741220474,
-0.00850981567054987,
-0.038354262709617615,
0.0024782666005194187,
-0.0038294324185699224,
-0.04267314076423645,
0.0022965718526393175,
0.009861691854894161,
-0.02611437253654003,
0.012370514683425426,
0.05802428722381592,
0.017878230661153793,
-0.031933534890413284,
-0.017288196831941605,
0.02099747210741043,
0.019220206886529922,
0.039835959672927856,
-0.024797771126031876,
-0.0011974647641181946,
0.005389832891523838,
-0.009007468819618225,
-0.01101341936737299,
-0.013207209296524525,
-0.0037360636051744223,
0.045581985265016556,
-0.02499355748295784,
-0.03485048562288284,
-0.045026250183582306,
0.04561591520905495,
-0.02389414794743061,
-0.02667280100286007,
-0.02522887848317623,
0.03678523004055023,
-0.012388449162244797,
0.014187546446919441,
-0.016661817207932472,
0.002715871436521411,
0.009092358872294426,
0.027948100119829178,
0.042470626533031464,
0.015343575738370419,
-0.024123353883624077,
0.01624440774321556,
-0.036139972507953644,
-0.028343796730041504,
0.0025522583164274693,
-0.019530821591615677,
0.022605029866099358,
0.034410685300827026,
-0.02964426577091217,
0.01537119597196579,
0.00006713528273394331,
0.01991819217801094,
-0.10647502541542053,
-0.059487227350473404,
0.0226447731256485,
-0.00033839757088571787,
0.0337010957300663,
-0.06884454935789108,
0.0012794876238331199,
-0.01249744277447462,
-0.06313875317573547,
-0.014474712312221527,
0.0008886351133696735,
0.04504789412021637,
-0.03998564928770065,
0.019714314490556717,
-0.036056578159332275,
0.00035730583476834,
0.021335015073418617,
-0.006568795070052147,
0.05020209029316902,
-0.0027231986168771982,
0.027445895597338676,
-0.03795242682099342,
-0.023953717201948166,
-0.014402195811271667,
-0.004851990845054388,
-0.0512869618833065,
0.03532888740301132,
-0.026299651712179184,
-0.014514639973640442,
0.03852870687842369,
-0.047424789518117905,
0.049999695271253586,
0.033402904868125916,
0.04701165109872818,
0.028804607689380646,
0.062463730573654175,
0.03247224539518356,
-0.0021380523685365915,
0.0116566251963377,
0.01699281856417656,
0.03739164024591446,
0.014941477216780186,
-0.01424373872578144,
0.02154594101011753,
0.03087918646633625,
0.003704369068145752,
-0.007072254084050655,
0.021715233102440834,
-0.015784060582518578,
0.020240185782313347,
-0.02076917141675949,
0.023800576105713844,
0.013014137744903564,
-0.045858629047870636,
0.022297458723187447,
-0.06155109778046608,
-0.019442759454250336,
0.00957380048930645,
0.025252701714634895,
-0.002889865543693304,
-0.0013928208500146866,
-0.021538544446229935,
-0.05508774146437645,
-0.0075126648880541325,
0.03220265731215477,
-0.028062116354703903,
-0.008557065390050411,
-0.03326891362667084,
0.007141398265957832,
-0.0025933547876775265,
-0.00216451077722013,
-0.003028878942131996,
-0.028730029240250587,
0.053364239633083344,
-0.047218579798936844,
0.022245382890105247,
0.07156576216220856,
0.0036012937780469656,
0.033110495656728745,
-0.05795406177639961,
0.04248272255063057,
0.037582654505968094,
0.03902454301714897,
0.0059924740344285965,
-0.04778965935111046,
-0.03261757642030716,
0.0010578245855867863,
0.07824493944644928,
0.012991719879209995,
0.018666068091988564,
-0.038690708577632904,
0.008858089335262775,
0.0037665050476789474,
-0.020091479644179344,
0.033861249685287476,
0.005594817455857992,
-0.05744084715843201,
-0.018048401921987534,
-0.024646848440170288,
-0.013317711651325226,
-0.006235317327082157,
-0.0038551336620002985,
0.0060891201719641685,
-0.012208486907184124,
-0.0033752298913896084,
0.0012122816406190395,
-0.0006784847937524319,
0.010400575585663319,
-0.03307351842522621,
0.04095274209976196,
0.010417000390589237,
0.006156325805932283,
0.03593030571937561,
0.026018470525741577,
-0.0513128824532032,
0.06855832040309906,
-0.03990890458226204,
0.013503900729119778,
-0.01040225476026535,
0.024914171546697617,
-0.015308717265725136,
-0.058077048510313034,
0.03555447235703468,
0.013271108269691467,
-0.049808163195848465,
0.028698420152068138,
0.004824555478990078,
-0.02144799567759037,
0.026555759832262993,
-0.026415707543492317,
-0.0012734890915453434,
0.012869966216385365,
-0.008779446594417095,
0.020363494753837585,
-0.0017561258282512426,
0.018810871988534927,
0.013031595386564732,
0.012549404054880142,
0.029474901035428047,
0.002619040198624134,
0.004997252486646175,
-0.016150103881955147,
0.035641707479953766,
-0.01045205257833004,
-0.014220109209418297,
0.019747726619243622,
0.008150785230100155,
-0.0066611748188734055,
0.0011103510623797774,
0.0033124256879091263,
-0.024619974195957184,
-0.043675102293491364,
-0.008653221651911736,
-0.030286381021142006,
-0.02718544937670231,
-0.02928997203707695,
-0.004097664728760719,
-0.017881838604807854,
0.04233953356742859,
0.018649112433195114,
0.02473302371799946,
0.018772132694721222,
-0.018717840313911438,
0.030082136392593384,
0.00727500207722187,
-0.009712706319987774,
-0.023388635367155075,
0.013854201883077621,
-0.014317728579044342,
-0.008732154034078121,
-0.0050663393922150135,
-0.027695436030626297,
0.036368973553180695,
0.03866472467780113,
0.029726261273026466,
-0.056340910494327545,
-0.016756704077124596,
0.0032964448910206556,
0.015463648363947868,
-0.04040749743580818,
-0.044664788991212845,
-0.025627318769693375,
-0.04110967740416527,
0.005859697703272104,
-0.04416732117533684
] |
<p>I am interested in fitting a Poisson/negative binomial distribution to estimate the number of times a phenomenon happens within a period, let's just say 10 years. I can count the events from monthly reports, but unfortunately, there are reports missing. So for one sample, I might have 120 observational slots, but for some others I might have 30. The event can happen if it is not observed. </p>
<p>The missing slots pattern is random (ie not correlated between samples), and it can result in anything from a nearly complete observational record to a very decimated one.</p>
<p>How can I cope with this?</p> | 74,065 | [
-0.013638680800795555,
-0.037030573934316635,
-0.008974231779575348,
0.0050407047383487225,
0.049365218728780746,
-0.007105051539838314,
0.048453643918037415,
-0.0025926283560693264,
0.032704394310712814,
-0.014759985730051994,
0.017447397112846375,
0.06628534197807312,
0.006337950937449932,
-0.006166377104818821,
0.01283455640077591,
-0.012076213955879211,
-0.02433859556913376,
-0.0062043736688792706,
0.009320257231593132,
-0.03886062651872635,
-0.007098184898495674,
0.014506622217595577,
0.030311696231365204,
0.0203530453145504,
-0.0060702902264893055,
0.017483137547969818,
0.03307421877980232,
-0.01695951074361801,
-0.006691342685371637,
0.0398058220744133,
-0.05735829845070839,
-0.02415364421904087,
0.0055940235033631325,
0.0633058026432991,
-0.000715223082806915,
-0.006313004996627569,
-0.020496126264333725,
-0.04557524621486664,
-0.012392559088766575,
0.03392687067389488,
-0.05908522382378578,
-0.019639788195490837,
-0.007800769060850143,
0.02408519759774208,
-0.028548920527100563,
0.003733498277142644,
0.005740548949688673,
-0.045531805604696274,
0.03694650158286095,
-0.05614698305726051,
0.03203197941184044,
-0.004513127729296684,
0.06064150854945183,
0.009197898209095001,
-0.033823225647211075,
-0.027535568922758102,
0.06314344704151154,
0.04700833559036255,
-0.0023405556567013264,
-0.042092882096767426,
-0.003418135456740856,
-0.028724031522870064,
-0.003589008003473282,
-0.024163587018847466,
-0.021474473178386688,
0.0340907983481884,
-0.03686809539794922,
-0.04657996818423271,
0.03448756784200668,
-0.03848952054977417,
0.05208950862288475,
-0.0015680243959650397,
0.051180168986320496,
-0.009620105847716331,
0.013569779694080353,
-0.06785833090543747,
0.004402629099786282,
0.03453110158443451,
0.03151419013738632,
0.028194142505526543,
-0.009536338038742542,
0.0019691267516463995,
0.044010087847709656,
0.03298404440283775,
0.02343953400850296,
-0.03268802911043167,
0.07116501778364182,
-0.041780173778533936,
0.011903509497642517,
-0.008421266451478004,
-0.03166217356920242,
-0.006850271951407194,
0.06003687158226967,
0.021382981911301613,
-0.04808779060840607,
0.02420119382441044,
-0.034011393785476685,
0.02884092926979065,
0.007955476641654968,
0.004961589351296425,
0.014216127805411816,
-0.012370242737233639,
0.01929033175110817,
0.100654736161232,
-0.043114177882671356,
-0.011605069041252136,
-0.001825390849262476,
0.00044352060649544,
-0.011798450723290443,
-0.012180137448012829,
-0.012187776155769825,
0.002746732672676444,
0.04165736958384514,
-0.012828314676880836,
0.02881898544728756,
0.0363791398704052,
-0.014367532916367054,
-0.024764787405729294,
0.008953310549259186,
0.07789737731218338,
0.010743151418864727,
-0.0271000973880291,
0.030255796387791634,
-0.05464649945497513,
-0.058746807277202606,
0.004314063582569361,
0.02792269177734852,
-0.018214542418718338,
-0.04718565568327904,
0.05169117450714111,
0.006727217696607113,
-0.027872199192643166,
0.07276678085327148,
-0.035564009100198746,
0.06158396601676941,
0.02540496177971363,
-0.07182621955871582,
-0.057877760380506516,
0.009365099482238293,
-0.01879693567752838,
-0.013853776268661022,
-0.04848097637295723,
0.02827504277229309,
0.048790305852890015,
0.05021357908844948,
0.03239525854587555,
-0.021552326157689095,
0.008123458363115788,
0.03581305965781212,
0.004906800575554371,
-0.013470386154949665,
0.031775183975696564,
-0.00804551038891077,
0.004343245178461075,
-0.035756535828113556,
-0.08176933228969574,
0.05383763089776039,
0.009959114715456963,
0.0015808527823537588,
-0.02291511930525303,
0.05040482431650162,
0.041605111211538315,
-0.02152378484606743,
-0.01934603601694107,
0.04631552845239639,
-0.04422491416335106,
0.0862608402967453,
0.0014508588938042521,
-0.01740512065589428,
-0.0034153484739363194,
0.03068891353905201,
0.02442714385688305,
0.03495284542441368,
0.0500161238014698,
0.04590599238872528,
-0.03098210319876671,
0.012875936925411224,
-0.007714141625910997,
0.002570242155343294,
0.026710273697972298,
-0.008679322898387909,
-0.03113148920238018,
-0.007543644867837429,
-0.000012321806025283877,
0.04358917847275734,
0.020168887451291084,
0.008742095902562141,
-0.000048834790504770353,
0.05350847542285919,
-0.06039799377322197,
-0.030659520998597145,
-0.062112610787153244,
-0.004862568806856871,
0.00045475043589249253,
0.003212643787264824,
0.06297612935304642,
-0.007393201347440481,
0.012092657387256622,
-0.022332046180963516,
-0.020260537043213844,
-0.009392539039254189,
-0.039766427129507065,
0.033232178539037704,
-0.062472011893987656,
-0.02745046839118004,
0.03348616138100624,
0.054726291447877884,
0.00011045030259992927,
0.06564538180828094,
-0.06051335856318474,
-0.01892835646867752,
-0.05101065710186958,
-0.06777040660381317,
0.009858889505267143,
-0.009838923811912537,
-0.009352101944386959,
0.028629859909415245,
-0.016484875231981277,
-0.01841537095606327,
0.026541879400610924,
-0.034730616956949234,
0.04431866481900215,
0.05564345791935921,
0.015984462574124336,
-0.005015810951590538,
0.02438577264547348,
0.028508152812719345,
-0.012869151309132576,
-0.04312979429960251,
-0.022578170523047447,
-0.06088137626647949,
0.018013861030340195,
0.02930353954434395,
-0.022546924650669098,
-0.03474896773695946,
0.031712185591459274,
0.06682601571083069,
-0.0067912074737250805,
0.018760155886411667,
0.03215981647372246,
-0.018826736137270927,
0.013127586804330349,
0.012019029818475246,
0.009724541567265987,
0.025044577196240425,
0.007536600809544325,
0.05660087615251541,
-0.017295800149440765,
-0.00837875995784998,
0.011941522359848022,
-0.017961405217647552,
0.03863966092467308,
0.00943221990019083,
0.010731295682489872,
-0.018953610211610794,
-0.020459512248635292,
0.06683342903852463,
-0.021512266248464584,
0.004171222914010286,
0.010719416663050652,
-0.011492929421365261,
0.01666567660868168,
0.014347441494464874,
-0.011439934372901917,
0.00943165086209774,
0.038736362010240555,
-0.0375814214348793,
-0.02623611129820347,
-0.0014811733271926641,
-0.02033090591430664,
0.01133872289210558,
-0.02798192948102951,
-0.051965292543172836,
-0.056587159633636475,
0.02125314064323902,
0.03317020460963249,
0.04388225078582764,
0.018641984090209007,
0.015160558745265007,
-0.026801174506545067,
-0.014690082520246506,
0.012638024054467678,
0.022981537505984306,
0.01909567415714264,
-0.026266058906912804,
-0.00038313830737024546,
0.031943053007125854,
-0.012533256784081459,
0.012996598146855831,
-0.005635750945657492,
-0.028461778536438942,
0.013618633151054382,
-0.013525118120014668,
-0.03817722946405411,
-0.005653547588735819,
-0.0028303470462560654,
-0.027963118627667427,
-0.04823775589466095,
-0.01000296976417303,
0.05746539309620857,
0.01401807926595211,
-0.030727451667189598,
-0.005499162245541811,
-0.057981014251708984,
-0.01258300431072712,
-0.06689879298210144,
-0.031047848984599113,
0.02788158319890499,
-0.029955372214317322,
-0.03075828216969967,
0.014058318920433521,
0.0004888433613814414,
0.03600284829735756,
-0.03878858685493469,
-0.0785951092839241,
-0.02334033139050007,
-0.030562976375222206,
0.030515117570757866,
0.008222168311476707,
0.027415696531534195,
0.0506022609770298,
0.03531082347035408,
-0.008245226927101612,
-0.00015777423686813563,
-0.0004495039756875485,
-0.011875925585627556,
-0.015679018571972847,
0.04268830269575119,
0.01881839521229267,
0.03976055234670639,
0.010341373272240162,
-0.000476423476357013,
0.008503595367074013,
0.02933441661298275,
0.03379124402999878,
-0.013689039275050163,
0.0040876371785998344,
0.004188433289527893,
0.0018457272090017796,
0.02084289863705635,
-0.002293269382789731,
-0.04250963032245636,
0.010062295012176037,
-0.04274655506014824,
-0.008612772449851036,
0.04689396917819977,
-0.04007315635681152,
-0.023195700719952583,
-0.03944011405110359,
0.019192878156900406,
-0.006636792793869972,
0.011103127151727676,
-0.013752357102930546,
-0.02714882604777813,
-0.02705538459122181,
0.017575176432728767,
0.05221778526902199,
-0.005861461162567139,
-0.027338366955518723,
0.0512322299182415,
0.02087104693055153,
0.00032507546711713076,
-0.008601857349276543,
-0.023138416931033134,
-0.007789124269038439,
0.01751398667693138,
-0.014714797958731651,
-0.010591338388621807,
0.030027294531464577,
0.04998726397752762,
0.04033342003822327,
-0.023173566907644272,
-0.0445222482085228,
0.012740680947899818,
-0.044223472476005554,
-0.006796266883611679,
-0.015946857631206512,
0.05029531195759773,
-0.01929536648094654,
-0.028740257024765015,
0.01567932404577732,
0.008408645167946815,
0.008467514999210835,
0.02826300635933876,
-0.0562078021466732,
0.02686302550137043,
-0.021324288100004196,
-0.008350006304681301,
-0.04432220011949539,
0.02792440913617611,
0.05887013301253319,
0.0011795657919719815,
0.02413330413401127,
0.006091179791837931,
0.029995165765285492,
-0.027252331376075745,
0.0050363242626190186,
-0.01171966828405857,
0.009155455976724625,
-0.0038872254081070423,
-0.016957882791757584,
0.0225178562104702,
0.0171097069978714,
0.05432262644171715,
0.02980971708893776,
0.026540709659457207,
-0.03527715057134628,
-0.031381215900182724,
0.02644280530512333,
-0.02011124975979328,
0.01931670494377613,
0.02113799937069416,
0.029071448370814323,
-0.04651171341538429,
0.010998545214533806,
-0.016049478203058243,
0.01590653695166111,
0.04472764953970909,
0.040042389184236526,
-0.007511341478675604,
-0.031992752104997635,
0.003910680767148733,
0.005541647784411907,
0.016674473881721497,
0.025620680302381516,
0.030773278325796127,
0.0508662611246109,
0.008751309476792812,
-0.06810177862644196,
0.00030547394999302924,
0.035182468593120575,
0.008048039861023426,
0.04211166501045227,
-0.01716582477092743,
0.01465004961937666,
-0.006546332035213709,
0.016126582399010658,
-0.011928020976483822,
0.02367919497191906,
-0.021982243284583092,
0.018170185387134552,
0.03634721413254738,
-0.005816392134875059,
-0.04624997451901436,
-0.004721451550722122,
0.017026377841830254,
0.047609321773052216,
-0.009317670948803425,
-0.017745357006788254,
0.06193115934729576,
0.018687335774302483,
0.018206503242254257,
0.026611177250742912,
-0.0025782340671867132,
-0.09875699877738953,
-0.004294890910387039,
0.06108473986387253,
0.03592159226536751,
-0.018570933490991592,
-0.03501954302191734,
-0.05923010781407356,
-0.00013554611359722912,
0.029865672811865807,
-0.018544020131230354,
-0.005954024847596884,
-0.007775109726935625,
0.01255534216761589,
-0.014297811314463615,
-0.05220932513475418,
-0.02543479949235916,
0.03201044723391533,
-0.03229286149144173,
0.05828273668885231,
-0.03850354254245758,
-0.0227371696382761,
-0.03367682173848152,
0.051283031702041626,
0.015561514534056187,
0.08871544897556305,
0.0030884358566254377,
0.006756145041435957,
0.005517094396054745,
0.0045788181014359,
0.013110212050378323,
-0.05439681559801102,
-0.01767641305923462,
-0.007905310019850731,
0.019476188346743584,
0.027750713750720024,
-0.0017959920223802328,
-0.010219995863735676,
-0.016313424333930016,
-0.0014662803150713444,
-0.030100280418992043,
-0.007499889936298132,
-0.04074528440833092,
0.023267850279808044,
0.01672803983092308,
0.02036370150744915,
0.06587962061166763,
0.05454636365175247,
0.0034069507382810116,
0.02352193184196949,
-0.047258272767066956,
-0.0027883436996489763,
-0.01742657460272312,
-0.0019813713151961565,
-0.0655074194073677,
0.017109723761677742,
-0.01885324716567993,
0.031242571771144867,
-0.01747984066605568,
-0.0013977522030472755,
0.017468957230448723,
0.000854385260026902,
0.02709886245429516,
0.041492193937301636,
0.004400831181555986,
0.009109104983508587,
-0.0027263087686151266,
0.01959974505007267,
-0.003756812075152993,
-0.024148929864168167,
0.01290261372923851,
0.008325569331645966,
-0.026987306773662567,
0.016553036868572235,
-0.05637240409851074,
-0.015355530194938183,
-0.0536322146654129,
-0.009932901710271835,
0.03774358704686165,
-0.00452002789825201,
0.032169491052627563,
-0.027678124606609344,
0.024544836953282356,
-0.0001713837991701439,
-0.014431734569370747,
-0.018987685441970825,
-0.0077537596225738525,
-0.015509058721363544,
0.046602241694927216,
-0.07796341925859451,
0.029890544712543488,
-0.020688049495220184,
0.000057246932556154206,
-0.08899415284395218,
-0.06954550743103027,
0.053659792989492416,
0.039343684911727905,
-0.038856275379657745,
-0.028987033292651176,
0.0016227825544774532,
0.015956571325659752,
0.0008031646138988435,
-0.013652447611093521,
0.03996117413043976,
-0.03338300809264183,
-0.023583171889185905,
-0.017386121675372124,
0.009074801579117775,
0.07708283513784409,
-0.005088362377136946,
-0.027121638879179955,
0.047044072300195694,
-0.041191987693309784,
-0.04554564878344536,
-0.006137541029602289,
0.001993706915527582,
-0.029628721997141838,
-0.020737800747156143,
-0.02114788442850113,
0.007707570679485798,
0.013630718924105167,
-0.07025720179080963,
-0.014259818010032177,
0.01803077943623066,
0.029423411935567856,
0.03330838680267334,
-0.04752415046095848,
0.031696170568466187,
-0.02824474684894085,
-0.003192306961864233,
-0.0317801907658577,
-0.013863280415534973,
0.014776774682104588,
0.0034256393555551767,
0.023316528648138046,
0.011152904480695724,
-0.01304914616048336,
0.036279305815696716,
0.01816587895154953,
0.0022277103271335363,
-0.00972664076834917,
0.002888602437451482,
0.0021396521478891373,
0.045407794415950775,
0.011136947199702263,
-0.0020145224407315254,
0.01418657973408699,
0.01457887515425682,
-0.04986371472477913,
-0.055075518786907196,
-0.04031927138566971,
-0.00864496361464262,
0.04584188759326935,
-0.013623924925923347,
0.04117242619395256,
0.013793230056762695,
-0.011645030230283737,
0.011560609564185143,
-0.022485556080937386,
0.01645650714635849,
0.011838873848319054,
0.007691041100770235,
0.03583166003227234,
0.015123645775020123,
0.03260718658566475,
0.01769941672682762,
0.011192509904503822,
0.013747488148510456,
0.05734226852655411,
-0.01616562344133854,
0.03078528121113777,
0.014021849259734154,
-0.015007371082901955,
-0.037132684141397476,
-0.004460022784769535,
-0.057503532618284225,
0.02095898799598217,
-0.02979099191725254,
-0.01740245148539543,
0.031289055943489075,
0.03360398858785629,
0.00441016023978591,
-0.010093657299876213,
-0.05253652483224869,
-0.0486891008913517,
0.016052136197686195,
0.031249213963747025,
0.01973191648721695,
0.058666277676820755,
0.02195323258638382,
0.029126783832907677,
0.019352320581674576,
0.018686043098568916,
-0.020187627524137497,
-0.058467380702495575,
-0.02165190316736698,
-0.023255910724401474,
-0.03529513627290726,
0.05616024509072304,
0.017268309369683266,
0.008413795381784439,
0.010514595545828342,
0.002803368726745248,
0.004208240192383528,
0.006862173788249493,
0.05104552209377289,
-0.038924846798181534,
0.04748924821615219,
0.0442163459956646,
-0.0010488382540643215,
-0.02284836769104004,
0.02553369663655758,
0.11898992955684662,
0.08316259831190109,
0.04840356856584549,
-0.07090503722429276,
-0.011551899835467339,
0.031577467918395996,
0.00398537190631032,
-0.01147108431905508,
0.037532877177000046,
0.010204494930803776,
-0.027238154783844948,
0.05517500266432762,
0.031654104590415955,
0.0026087630540132523,
0.011985388584434986,
0.0852808728814125,
-0.03485057130455971,
-0.010890799574553967,
-0.019217051565647125,
0.001271831220947206,
0.026812313124537468,
0.0027563669718801975,
-0.05108777433633804,
0.050699636340141296,
0.0019382255850359797,
-0.01946304365992546,
-0.02943478152155876,
0.0020348099060356617,
-0.026149816811084747,
0.005474302917718887,
-0.011570555157959461,
0.027201298624277115,
0.04247110337018967,
0.019929522648453712,
0.005539530888199806,
-0.01942879520356655,
0.010106283240020275,
-0.010682624764740467,
0.02274535410106182,
0.009699074551463127,
-0.0002122197620337829,
0.0007855400326661766,
0.007620214484632015,
-0.005555986892431974,
-0.03933195769786835,
-0.014650415629148483,
-0.03374255448579788,
0.05907260254025459,
-0.027946121990680695,
0.022368963807821274,
-0.018196184188127518,
-0.029255084693431854,
-0.00860594492405653,
-0.02535688504576683,
-0.035039447247982025,
0.011556649580597878,
0.027088327333331108,
-0.043555110692977905,
-0.026348179206252098,
0.005789848044514656,
0.010753460228443146,
0.003884217469021678,
0.03297324478626251,
0.06133602559566498,
0.0016952683217823505,
-0.020975345745682716,
-0.030444761738181114,
0.041110750287771225,
-0.007601248100399971,
0.005121584516018629,
0.005049092695116997,
-0.055658165365457535,
-0.019128110259771347,
0.006691626738756895,
0.0062883938662707806,
-0.003990908619016409,
0.04172142222523689,
-0.023790419101715088,
-0.01764397695660591,
0.009555496275424957,
-0.023910189047455788,
-0.0017139846459031105,
-0.011809764429926872,
-0.009584816172719002,
-0.03258959576487541,
-0.0060221971943974495,
-0.0069909305311739445,
0.05062010884284973,
-0.007858891040086746,
0.014672485180199146,
0.012282835319638252,
0.07864143699407578,
0.02241678349673748,
-0.04048314690589905,
-0.02226943150162697,
-0.04461831599473953,
-0.039296604692935944,
-0.004741304088383913,
-0.021427052095532417,
0.0382305383682251,
0.004816222470253706,
0.016484636813402176,
0.0277694184333086,
0.007545143365859985,
-0.031691569834947586,
0.013954724185168743,
0.0042389752343297005,
-0.07792409509420395,
-0.015346990898251534,
-0.03376568853855133,
-0.01357933972030878,
-0.01360698975622654,
-0.028196657076478004,
-0.010159045457839966,
-0.01120674517005682,
0.04600086063146591,
-0.002427765866741538,
-0.06740380823612213,
0.034568142145872116,
0.013733658008277416,
-0.0017402633093297482,
-0.004030655138194561,
0.020877784118056297,
-0.0684293583035469,
0.0007102907402440906,
-0.00047579166130162776,
-0.03372384235262871,
-0.014072936959564686,
0.00942910648882389,
-0.0207610372453928,
-0.003612466622143984,
0.03129034861922264,
0.014852860011160374,
0.01973014324903488,
0.029590308666229248,
0.007280981633812189,
-0.009449504315853119,
0.050095997750759125,
-0.03971186652779579,
-0.02256566286087036,
0.01730434224009514,
-0.05155792459845543,
-0.032775502651929855,
0.06963648647069931,
0.0037219272926449776,
0.03297741338610649,
0.006002156995236874,
-0.008776777423918247,
-0.027998555451631546,
0.022745899856090546,
-0.03916404768824577,
-0.03573627769947052,
-0.03050837107002735,
0.04325404390692711,
0.008413688279688358,
-0.0016674696234986186,
-0.010518934577703476,
0.004872129298746586,
-0.012384842149913311,
-0.014632416889071465,
0.06434374302625656,
0.031112592667341232,
-0.0031500300392508507,
0.00966243352741003,
0.008682859130203724,
0.029110053554177284,
0.002285947557538748,
0.01507639791816473,
-0.007911985740065575,
0.04676380008459091,
-0.029763244092464447,
0.030581695958971977,
-0.01261894404888153,
0.018914131447672844,
-0.08223693817853928,
-0.03212062641978264,
0.004207957535982132,
-0.0030896535608917475,
0.012013017199933529,
-0.031217655166983604,
0.0007345512858591974,
0.02647513896226883,
0.018286321312189102,
0.022713899612426758,
-0.019638607278466225,
0.008965015411376953,
-0.03371430188417435,
0.015856385231018066,
-0.02733519859611988,
-0.019242186099290848,
0.047736525535583496,
0.008671519346535206,
0.015211101621389389,
0.04180213063955307,
0.008484785445034504,
-0.05765966325998306,
-0.035655632615089417,
-0.016880786046385765,
0.022456565871834755,
-0.06627658009529114,
0.042053669691085815,
-0.03777346387505531,
-0.012797140516340733,
0.030481113120913506,
-0.03599471226334572,
0.0050866068340837955,
0.0010491249850019813,
0.03129863739013672,
-0.041085969656705856,
0.07069261372089386,
0.03715857118368149,
-0.013954907655715942,
0.01470044907182455,
-0.021883556619286537,
0.020008735358715057,
0.01831578090786934,
-0.04717433080077171,
0.036588482558727264,
0.030976427718997,
-0.0032120675314217806,
-0.0037072503473609686,
0.002166151534765959,
0.023636724799871445,
0.015758246183395386,
0.024533472955226898,
0.013923275284469128,
0.02856598235666752,
0.007716307882219553,
0.002331431955099106,
-0.038087982684373856,
0.0225237850099802,
0.04987535998225212,
0.05242164433002472,
-0.03103340044617653,
0.007692668121308088,
-0.03976554051041603,
-0.04924079403281212,
-0.0018784217536449432,
0.0032826035749167204,
-0.01986118033528328,
-0.04763897880911827,
0.0038262514863163233,
0.019904043525457382,
0.026841988787055016,
-0.017554519698023796,
-0.02224711887538433,
-0.049153946340084076,
0.03223103657364845,
-0.0190614964812994,
-0.017117831856012344,
0.021693356335163116,
-0.007993745617568493,
0.023866675794124603,
-0.0760638564825058,
0.03710365295410156,
-0.025815509259700775,
-0.016916360706090927,
-0.01622011698782444,
-0.03372950851917267,
-0.024107474833726883,
0.018329594284296036,
0.03922601416707039,
-0.053887028247117996,
-0.009665840305387974,
-0.009015532210469246,
0.017526527866721153,
0.026464978232979774,
-0.05093221366405487,
0.03880862146615982,
-0.039460573345422745,
-0.03361076861619949,
0.006718811579048634,
-0.030498571693897247,
-0.003826346481218934,
-0.02095596119761467,
-0.00011519138206494972,
0.0048326049000024796,
0.031232215464115143,
0.026727458462119102,
-0.02449606917798519,
0.035272933542728424,
0.02516348846256733,
0.0013081012293696404,
0.023345664143562317,
0.034926898777484894,
0.026568157598376274,
0.021211199462413788,
0.014828608371317387,
-0.08491282165050507,
0.03390374407172203,
-0.03472421318292618,
-0.019373983144760132,
0.02699187397956848,
0.002235336694866419,
-0.011622077785432339,
-0.07074786722660065,
-0.0059067304246127605,
0.020300494506955147,
-0.01770130731165409,
0.0177751611918211,
0.045381590723991394,
-0.011350239627063274,
0.01500625442713499,
-0.013200893998146057,
0.007752904202789068,
0.022334201261401176,
0.010918909683823586,
-0.010256108827888966,
0.030912915244698524,
0.0205963384360075,
-0.02620747685432434,
0.027462860569357872,
0.022320954129099846,
0.014996957965195179,
0.016429318115115166,
0.001990827266126871,
0.04544232040643692,
-0.020006883889436722,
-0.014748947694897652,
0.02099839225411415,
-0.0060889809392392635,
0.003963193856179714,
0.009672613814473152,
0.006752559915184975,
0.035258859395980835,
0.0020374839659780264,
0.025438405573368073,
-0.04616902396082878,
-0.016627075150609016,
-0.004052686970680952,
0.0018882699077948928,
-0.0223211869597435,
0.01655123569071293,
0.0006592418649233878,
0.028849471360445023,
-0.00487625552341342,
0.008714553900063038,
0.05631880834698677,
-0.06520043313503265,
0.0022074158769100904,
-0.018764672800898552,
0.006125529762357473,
-0.0065448349341750145,
-0.015603738836944103,
-0.011273219250142574,
-0.04379837587475777,
-0.004688146058470011,
0.02095297910273075,
-0.014130046591162682,
-0.01996202953159809,
-0.030205611139535904,
-0.026421869173645973,
0.0145005714148283,
-0.06410709768533707,
-0.031540267169475555,
-0.07692735642194748,
-0.0020997703541070223,
-0.028880536556243896,
-0.020830854773521423
] |
<p>I am using the <code>flexmix</code> package to estimate latent class multinomial logit models in R. In choice theory, there can be variables associated with the alternative (generic) or that vary with the agent (alternative-specific).</p>
<p>The <code>nnet</code> package that underlies <code>FLXMRmultinom</code> can't accommodate generic variables. So far, I haven't seen that the <code>FLXMRcondlogit</code> can handle alternative-specific ones.</p>
<p>The most flexible package for MNL models is <code>mlogit</code>. Has anyone seen an implementation of this for <code>flexmix</code>?</p> | 36,709 | [
-0.033756788820028305,
-0.019250568002462387,
0.029361575841903687,
0.024496879428625107,
-0.00037466658977791667,
0.023292439058423042,
-0.026524830609560013,
-0.024258041754364967,
0.041736356914043427,
-0.029114417731761932,
0.03226612135767937,
0.04020567610859871,
0.09307605028152466,
0.048899587243795395,
0.020262615755200386,
-0.019797509536147118,
0.0003938751178793609,
-0.030627448111772537,
-0.0012655596947297454,
-0.04137144237756729,
-0.008367291651666164,
0.03369106724858284,
-0.017421768978238106,
-0.02831176668405533,
0.011309478431940079,
0.033765725791454315,
-0.03918180614709854,
-0.018805736675858498,
0.013210184872150421,
0.051255933940410614,
-0.04567868262529373,
0.0028870736714452505,
-0.04085688292980194,
0.016896571964025497,
-0.001253332826308906,
0.039287105202674866,
-0.051452893763780594,
-0.023985490202903748,
0.00719221169129014,
-0.0007854807772673666,
-0.03004343807697296,
-0.020495407283306122,
-0.009672186337411404,
0.017282679677009583,
-0.02279704064130783,
0.029507936909794807,
-0.012658441439270973,
-0.0010223649442195892,
0.06502030044794083,
0.006357735022902489,
0.0635378360748291,
0.05974067375063896,
-0.002046185778453946,
0.025208180770277977,
-0.03952734172344208,
-0.012892364524304867,
0.07489786297082901,
0.08099574595689774,
-0.00029362866189330816,
-0.041836488991975784,
-0.02676539309322834,
-0.02321610413491726,
0.04060426726937294,
-0.07834970206022263,
-0.031661055982112885,
0.0021865349262952805,
0.008517530746757984,
0.0005904711433686316,
0.03318489342927933,
-0.03909755498170853,
0.0046221972443163395,
0.015382731333374977,
0.014725386165082455,
0.015315801836550236,
0.024446696043014526,
-0.03669944778084755,
-0.0033117225393652916,
0.01843482255935669,
0.05378321185708046,
0.021903790533542633,
0.006172437220811844,
0.032773666083812714,
0.004189542029052973,
-0.01726800948381424,
-0.044565312564373016,
-0.03381384536623955,
0.02900795079767704,
-0.006124521140009165,
0.0020647684577852488,
-0.019187146797776222,
-0.05487546697258949,
0.000928630877751857,
0.07333066314458847,
0.036307770758867264,
-0.01452456321567297,
0.05547517538070679,
-0.009313676506280899,
0.036146923899650574,
0.02398071624338627,
-0.0012521359603852034,
-0.03934207558631897,
0.0005409998702816665,
-0.015214947052299976,
0.0344393327832222,
-0.004253765102475882,
0.007571069523692131,
-0.0217455942183733,
-0.046168021857738495,
-0.018698619678616524,
-0.012326749972999096,
-0.010846486315131187,
0.005354319699108601,
0.014647302217781544,
-0.020147915929555893,
0.019701311364769936,
-0.04540639743208885,
-0.04849071428179741,
-0.02804689109325409,
0.043650031089782715,
0.09271668642759323,
0.04994737356901169,
-0.0150562459602952,
0.05280788615345955,
-0.02730933390557766,
-0.05354563519358635,
-0.011262361891567707,
0.021352829411625862,
-0.018699223175644875,
-0.03303133323788643,
0.026603221893310547,
-0.027997052296996117,
-0.023944703862071037,
0.021065603941679,
-0.02258479595184326,
-0.0031298480462282896,
-0.013102468103170395,
-0.07038383930921555,
-0.0736413523554802,
0.014213134534657001,
0.016447637230157852,
0.0033510541543364525,
-0.038119636476039886,
-0.03160993382334709,
0.010398712940514088,
0.06767482310533524,
-0.027759958058595657,
0.05540075525641441,
0.05464833229780197,
-0.03399248048663139,
0.019065512344241142,
-0.017109235748648643,
0.013172931037843227,
-0.023020584136247635,
-0.0021234306041151285,
0.008198550902307034,
-0.07657545059919357,
0.021136565133929253,
0.02004074677824974,
-0.03258434683084488,
0.006224996875971556,
0.0631721094250679,
0.010624545626342297,
-0.02738841250538826,
0.023293478414416313,
0.012227647006511688,
0.003295434406027198,
0.057066693902015686,
0.00497861485928297,
0.03428492695093155,
0.01863963156938553,
-0.010744943283498287,
0.008972196839749813,
-0.024791447445750237,
0.05641341954469681,
0.014386170543730259,
0.006746085826307535,
0.0009060836746357381,
-0.014645174145698547,
0.01729678362607956,
0.026494383811950684,
-0.037615515291690826,
0.0002981575671583414,
0.0004854613507632166,
-0.06340038031339645,
-0.02847992070019245,
0.013729553669691086,
0.018491247668862343,
0.0020201827865093946,
0.07666532695293427,
-0.023554127663373947,
-0.04182784631848335,
-0.08688294142484665,
0.022485380992293358,
-0.0034543427173048258,
-0.016152383759617805,
0.021818581968545914,
0.01025513093918562,
0.0637488141655922,
0.02233155630528927,
-0.02057311125099659,
-0.03533776104450226,
0.01783432997763157,
0.030752750113606453,
-0.02499282732605934,
-0.0011730024125427008,
0.011312278918921947,
0.023120231926441193,
-0.044815465807914734,
-0.005134554114192724,
0.0036044574808329344,
-0.053335633128881454,
0.013461422175168991,
-0.06073702499270439,
0.04613874852657318,
0.007931903935968876,
-0.02097288891673088,
0.005038590170443058,
0.017268557101488113,
-0.029153352603316307,
0.04877115413546562,
-0.025413356721401215,
0.03814851492643356,
0.07483337074518204,
-0.01649792678654194,
0.030441448092460632,
0.018115226179361343,
-0.030803993344306946,
0.027032770216464996,
-0.03410368040204048,
-0.008100371807813644,
-0.03967389836907387,
-0.0335354320704937,
0.0727018192410469,
0.018270062282681465,
-0.011714370921254158,
0.011623354628682137,
0.043512169271707535,
0.003506074193865061,
0.01731758564710617,
0.017135299742221832,
-0.0035092614125460386,
-0.04362666234374046,
0.007982474751770496,
0.04429380223155022,
0.015491812489926815,
0.002496087923645973,
0.03929935768246651,
0.013445664197206497,
0.025416700169444084,
-0.011099456809461117,
0.02206561528146267,
0.020746871829032898,
0.03056528978049755,
-0.027851194143295288,
0.0001177405210910365,
-0.02095845714211464,
0.038621846586465836,
-0.022560536861419678,
0.02594982087612152,
0.04963172599673271,
0.024876734241843224,
-0.012141323648393154,
0.046776559203863144,
-0.021832626312971115,
0.04888946935534477,
0.03563467040657997,
-0.02146076411008835,
0.008533425629138947,
0.016666924580931664,
-0.035838782787323,
-0.0034292899072170258,
-0.012492046691477299,
-0.005453210324048996,
-0.015131451189517975,
0.03816952556371689,
-0.005958891473710537,
-0.02293272316455841,
0.015588469803333282,
-0.028948310762643814,
-0.01860816963016987,
0.004607453476637602,
0.0030138003639876842,
0.017236260697245598,
0.005274818278849125,
-0.054228316992521286,
-0.004032558295875788,
-0.019362805411219597,
-0.03466573357582092,
0.0019157985225319862,
-0.014645048417150974,
-0.009366622194647789,
0.06584455817937851,
-0.016239117830991745,
-0.0606674887239933,
-0.008927361108362675,
0.019306626170873642,
0.00787416659295559,
-0.0006519814487546682,
-0.00025357844424434006,
0.012764624319970608,
-0.011517106555402279,
-0.05177268013358116,
0.024836549535393715,
-0.07707589119672775,
-0.023524058982729912,
-0.03726089373230934,
0.0009745523566380143,
-0.011119133792817593,
-0.0096432501450181,
0.024851994588971138,
0.036882705986499786,
-0.019585752859711647,
0.003996018785983324,
-0.09211090207099915,
-0.05227120965719223,
0.003815121715888381,
-0.006248222663998604,
0.02657119743525982,
-0.010666156187653542,
0.004421184305101633,
0.06353668868541718,
0.04890056699514389,
-0.0429561510682106,
-0.04822066053748131,
-0.0064388299360871315,
0.01884014531970024,
-0.019763179123401642,
0.00720276078209281,
0.018528178334236145,
-0.014985830523073673,
0.014783710241317749,
0.0003784129803534597,
0.0069001647643744946,
0.03831327706575394,
0.04297871142625809,
-0.014333206228911877,
0.02767295017838478,
-0.022330770269036293,
-0.017562445253133774,
0.05344147980213165,
-0.00025479134637862444,
0.01354994811117649,
0.011653382331132889,
-0.03809446841478348,
-0.008039077743887901,
-0.021152205765247345,
-0.05671211704611778,
0.009412862360477448,
0.0016229251632466912,
-0.0012905638432130218,
-0.012835228815674782,
0.02197972685098648,
-0.002439553616568446,
-0.0577695406973362,
-0.00319226598367095,
0.050515249371528625,
0.02940180152654648,
-0.045023363083601,
0.025129184126853943,
0.07507754862308502,
0.019978273659944534,
-0.025136182084679604,
-0.01528140064328909,
-0.0008864899282343686,
0.013492978177964687,
-0.0009491117089055479,
-0.03205014765262604,
0.012472767382860184,
0.015809258446097374,
0.02909231185913086,
0.02739246003329754,
0.022694047540426254,
-0.013494273647665977,
0.03543351963162422,
-0.061746302992105484,
-0.012467999011278152,
-0.01750129833817482,
0.030798321589827538,
-0.00848525669425726,
0.0069351461715996265,
-0.006170745473355055,
0.010475356131792068,
0.014639658853411674,
0.02392156422138214,
-0.06582525372505188,
0.030429812148213387,
0.012292489409446716,
0.009181377477943897,
0.028763549402356148,
-0.01722738705575466,
0.0557386688888073,
0.027187326923012733,
-0.005321293603628874,
0.004455432295799255,
-0.0033220001496374607,
-0.020219668745994568,
-0.014384168200194836,
0.011489322409033775,
-0.04742933437228203,
0.030408497899770737,
0.0009583514765836298,
0.003914476837962866,
-0.01857377216219902,
-0.035647470504045486,
0.014248884283006191,
-0.020341474562883377,
-0.026452558115124702,
-0.005812432151287794,
0.00618662778288126,
-0.020011326298117638,
0.049351222813129425,
0.04202505946159363,
0.03916393965482712,
-0.03444803133606911,
0.04352671653032303,
0.01766418106853962,
0.04913194105029106,
0.029298994690179825,
-0.0036725173704326153,
-0.026453662663698196,
-0.05607270821928978,
-0.02730376087129116,
0.0465654581785202,
0.037286657840013504,
0.007109403610229492,
-0.041549280285835266,
0.06752102077007294,
0.04656084626913071,
-0.023905014619231224,
-0.025761771947145462,
0.03879518434405327,
0.016832105815410614,
-0.026228195056319237,
-0.00907880812883377,
0.004616949707269669,
-0.004413217306137085,
0.019182531163096428,
0.028263643383979797,
0.0013285543536767364,
0.003183361142873764,
-0.006402744445949793,
0.019179288297891617,
0.0025022211484611034,
-0.023634010925889015,
0.011413772590458393,
0.012849786318838596,
0.03163951635360718,
-0.011866586282849312,
-0.011603419668972492,
-0.0007863232749514282,
0.027926655486226082,
0.017273355275392532,
0.04918229952454567,
0.0008630446973256767,
-0.09212972223758698,
0.017824340611696243,
0.040660254657268524,
0.04649932682514191,
-0.029302207753062248,
-0.020025093108415604,
-0.01477493904531002,
-0.0036077669356018305,
-1.988250630802213e-7,
-0.010297933593392372,
0.007698838599026203,
0.021308347582817078,
-0.01257177535444498,
-0.01446577813476324,
-0.034618694335222244,
-0.010112601332366467,
-0.012274982407689095,
-0.05473943427205086,
0.02512298710644245,
-0.04580676555633545,
-0.003760415129363537,
-0.016342351213097572,
0.06107401102781296,
-0.009457744657993317,
0.01950167492032051,
-0.021012239158153534,
-0.03776656463742256,
0.007946954108774662,
-0.014390082098543644,
-0.06275241822004318,
-0.04789665341377258,
0.0037429891526699066,
0.01816949062049389,
-0.009230214171111584,
0.054347533732652664,
-0.023937731981277466,
-0.007090018130838871,
0.025764331221580505,
0.019369639456272125,
-0.00933561846613884,
0.00647249398753047,
-0.0041381195187568665,
0.01367736142128706,
0.028401130810379982,
0.02736050821840763,
0.06009552255272865,
0.010241314768791199,
0.03196289762854576,
0.03367379307746887,
-0.033583108335733414,
0.0008885764400474727,
-0.015490361489355564,
-0.031221609562635422,
-0.03461481258273125,
-0.04316682368516922,
-0.007765594869852066,
0.05254446715116501,
0.030931906774640083,
0.030239438638091087,
-0.027118081226944923,
-0.03677228093147278,
0.004450136795639992,
0.015525094233453274,
-0.0011549449991434813,
-0.015442678704857826,
0.005814050789922476,
0.009364540688693523,
0.009925753809511662,
0.018843451514840126,
0.03835105895996094,
-0.03709917888045311,
-0.025715623050928116,
0.01903386041522026,
-0.01646329089999199,
-0.0038453093729913235,
-0.022163867950439453,
-0.051369618624448776,
0.006247506011277437,
0.01070910319685936,
0.015734057873487473,
0.058513835072517395,
0.03955557942390442,
-0.03408002853393555,
-0.06359542906284332,
-0.030381634831428528,
0.007301647216081619,
0.0004766600613947958,
-0.004483008291572332,
-0.015879401937127113,
0.013978138566017151,
-0.01223466731607914,
-0.032316260039806366,
-0.07902202755212784,
-0.04552764445543289,
-0.020214149728417397,
-0.022374019026756287,
-0.03199264779686928,
-0.030772240832448006,
-0.005103779025375843,
-0.001690203556790948,
-0.018057528883218765,
0.0006019729771651328,
0.043592315167188644,
-0.007503371685743332,
0.011649388819932938,
-0.045690447092056274,
0.04003326594829559,
0.045322731137275696,
0.026665350422263145,
0.020386096090078354,
0.027713920921087265,
-0.0013665023725479841,
-0.0032144843135029078,
0.00729799922555685,
0.018558897078037262,
0.00832614116370678,
-0.029205741360783577,
0.003938657231628895,
0.02734888158738613,
0.014876814559102058,
0.004211687948554754,
-0.012246801517903805,
0.045946646481752396,
-0.056490182876586914,
-0.024779584258794785,
-0.06142236292362213,
-0.0032913859467953444,
0.018448157235980034,
0.013533029705286026,
-0.057229869067668915,
0.011505586095154285,
-0.02451183833181858,
-0.010333909653127193,
0.03409404307603836,
-0.039198629558086395,
-0.014109497889876366,
0.018995022401213646,
0.07580628246068954,
0.024333715438842773,
0.025892196223139763,
0.03623473644256592,
-0.029993832111358643,
0.06974539160728455,
0.009998951107263565,
0.0006911446689628065,
-0.04564188793301582,
0.016600433737039566,
-0.030051862820982933,
-0.04942120984196663,
-0.033203087747097015,
0.02238556183874607,
0.015664637088775635,
-0.009150272235274315,
0.03731163218617439,
0.05564546212553978,
-0.030751150101423264,
-0.0023260191082954407,
-0.011197047308087349,
0.00228068046271801,
0.030083617195487022,
0.053471408784389496,
0.07033555954694748,
0.004279115237295628,
0.009122109971940517,
0.06517046689987183,
-0.0006524671334773302,
0.0056558577343821526,
0.016264474019408226,
0.007666933815926313,
0.031147219240665436,
0.04451325908303261,
-0.013637336902320385,
-0.06028815731406212,
0.010101194493472576,
-0.06520549207925797,
0.039207179099321365,
-0.05862721428275108,
-0.061120111495256424,
0.03916988894343376,
0.015292963944375515,
0.005721440073102713,
-0.04726622626185417,
-0.017649652436375618,
-0.035127926617860794,
0.015531398355960846,
0.011282911524176598,
-0.000546199909877032,
0.029193289577960968,
-0.0026763519272208214,
0.03170086815953255,
-0.048445869237184525,
0.04714418947696686,
0.015639355406165123,
-0.10067012906074524,
-0.046351224184036255,
0.022966817021369934,
-0.014428647235035896,
0.0010948341805487871,
0.015347867272794247,
-0.012662558816373348,
0.02712654508650303,
-0.06553924828767776,
-0.020977837964892387,
-0.03898196667432785,
-0.0030436923261731863,
0.028338635340332985,
0.0491127148270607,
-0.0492427684366703,
-0.01818077638745308,
-0.01726572774350643,
-0.027781128883361816,
0.13107125461101532,
0.04975852742791176,
0.07595628499984741,
-0.08406713604927063,
0.008925422094762325,
-0.028458870947360992,
0.005534496158361435,
-0.01459199283272028,
-0.027396978810429573,
0.015212822705507278,
0.0020768498070538044,
0.042414966970682144,
0.030875226482748985,
0.022336097434163094,
0.0022515025921165943,
0.051110949367284775,
-0.021939437836408615,
0.0017791606951504946,
0.036529239267110825,
-0.014726504683494568,
0.02266136184334755,
-0.047643691301345825,
-0.03530951589345932,
-0.011154969222843647,
0.045782528817653656,
-0.0422227643430233,
-0.0073685422539711,
-0.044430579990148544,
0.020538462325930595,
0.0022889873944222927,
-0.004910471849143505,
-0.008420412428677082,
0.01061683427542448,
0.015731878578662872,
0.026788363233208656,
-0.0048447661101818085,
0.01584673300385475,
-0.007151189260184765,
0.015110298059880733,
0.04239519685506821,
0.02510244771838188,
-0.006158286705613136,
-0.008773465640842915,
0.020073985680937767,
-0.047479864209890366,
0.018238592892885208,
-0.01728677749633789,
0.018029075115919113,
-0.017115211114287376,
-0.021298371255397797,
0.00020221142040099949,
0.022035295143723488,
0.03946377709507942,
-0.003544769948348403,
-0.0302179716527462,
0.029299791902303696,
0.05325544998049736,
0.0053512039594352245,
0.0385330468416214,
-0.024662494659423828,
-0.009210720658302307,
-0.016696825623512268,
0.002699374221265316,
-0.006967132445424795,
-0.04723690077662468,
-0.025187646970152855,
-0.005300195887684822,
0.010209850035607815,
0.019291790202260017,
-0.014621171168982983,
-0.00484886858612299,
0.0017821399960666895,
-0.007079694885760546,
-0.024613535031676292,
-0.01223705057054758,
0.016869299113750458,
0.015570994466543198,
-0.009559865109622478,
0.021234069019556046,
-0.035955578088760376,
-0.027926543727517128,
-0.030162572860717773,
-0.03245958313345909,
0.02154395915567875,
-0.018232766538858414,
0.009666291996836662,
0.025676580145955086,
-0.007482827641069889,
-0.003953495062887669,
0.012826620601117611,
-0.04683244600892067,
0.02945881523191929,
0.02352486550807953,
-0.04223814606666565,
0.0019677875097841024,
-0.02046961337327957,
-0.049589116126298904,
-0.017257772386074066,
-0.017697304487228394,
0.055520180612802505,
-0.020707547664642334,
0.03317606821656227,
0.009730522520840168,
0.002507980680093169,
0.002517740009352565,
0.006378785241395235,
0.03012888692319393,
-0.054401107132434845,
0.026447059586644173,
-0.014839024282991886,
0.019174782559275627,
-0.05303533002734184,
0.008673278614878654,
-0.03806309401988983,
-0.03485069423913956,
0.038311783224344254,
-0.04209723696112633,
-0.0716157928109169,
0.011894035153090954,
-0.003923211246728897,
-0.002369847148656845,
-0.013043035753071308,
0.029599815607070923,
-0.009753544814884663,
-0.012016750872135162,
-0.04131530225276947,
0.013913162052631378,
0.020277876406908035,
0.007432449609041214,
-0.0623394250869751,
-0.00801865290850401,
0.03217654675245285,
0.008936531841754913,
-0.00005268806853564456,
0.0057883053086698055,
0.0004910722491331398,
0.045215800404548645,
0.05405839905142784,
-0.023337826132774353,
0.013568687252700329,
0.03568679839372635,
-0.039607271552085876,
-0.011209714226424694,
0.00003998667307314463,
-0.008465069346129894,
0.051576368510723114,
-0.006270925980061293,
0.014798104763031006,
-0.007434196304529905,
0.04212251305580139,
-0.022318873554468155,
-0.020620694383978844,
-0.0025472084525972605,
0.0458693727850914,
0.020827950909733772,
-0.02395152673125267,
-0.04013955965638161,
0.012381277047097683,
-0.023389026522636414,
0.010688883252441883,
0.04588792473077774,
-0.0023750043474137783,
-0.022611228749155998,
0.023522451519966125,
-0.02459958754479885,
-0.00867590680718422,
-0.001855592243373394,
0.01640412211418152,
-0.0035317770671099424,
0.04163874685764313,
-0.003628465114161372,
0.01595732755959034,
0.001816224423237145,
0.01938290148973465,
-0.1027672067284584,
0.009145071730017662,
-0.009975126013159752,
0.042967163026332855,
0.04060528427362442,
-0.029984604567289352,
0.01863645389676094,
0.039405837655067444,
-0.04759541153907776,
-0.00487313698977232,
-0.004696476738899946,
0.021330785006284714,
-0.021409261971712112,
-0.01734987460076809,
-0.022378886118531227,
0.003731751348823309,
-0.005777729209512472,
-0.00816909596323967,
0.054966285824775696,
-0.01897481642663479,
0.0074938638135790825,
-0.03230717033147812,
-0.027638843283057213,
-0.02133241854608059,
0.026021648198366165,
-0.07087092846632004,
0.04681951925158501,
-0.05852646753191948,
-0.04038574919104576,
0.013183076865971088,
-0.002336326753720641,
0.05275382101535797,
0.03489988297224045,
0.028165560215711594,
0.008352739736437798,
0.05765824764966965,
0.020996926352381706,
0.03169850632548332,
-0.013551962561905384,
0.00789870135486126,
0.021397260949015617,
0.020320691168308258,
-0.03431975841522217,
0.0007251331117004156,
0.006599103100597858,
0.000973717134911567,
0.01105978712439537,
0.04892073944211006,
-0.008035204373300076,
-0.006336210761219263,
-0.03076084516942501,
-0.03842242807149887,
0.0022218767553567886,
0.0003608701517805457,
-0.0023036100901663303,
-0.051743581891059875,
0.0020768765825778246,
0.0486556813120842,
-0.023292269557714462,
0.022754119709134102,
-0.015868140384554863,
-0.03318791836500168,
-0.023937523365020752,
0.009215455502271652,
0.010251330211758614,
-0.03237355872988701,
-0.03349343687295914,
0.002631673589348793,
0.018865317106246948,
-0.0188736692070961,
0.0028549544513225555,
0.00457552308216691,
-0.044116418808698654,
0.022036409005522728,
-0.04382975772023201,
-0.010729285888373852,
0.011445960029959679,
-0.0038976899813860655,
0.04712894931435585,
-0.04329656809568405,
0.06892029941082001,
0.027125151827931404,
0.012827657163143158,
-0.02186645194888115,
-0.014627560041844845,
-0.02272362820804119,
0.028502406552433968,
0.036265838891267776,
-0.020622573792934418,
-0.016754217445850372,
0.015780581161379814,
0.028714314103126526,
0.01368525717407465,
-0.037193525582551956,
0.06044602766633034,
0.018685242161154747,
-0.033149782568216324,
-0.003356107510626316,
0.016710927709937096,
0.01757938601076603,
0.005035997834056616,
0.024543315172195435,
-0.012780963443219662,
0.010423318482935429,
-0.0020783969666808844,
-0.012470480054616928,
-0.016607923433184624,
-0.03379620984196663,
0.005357103422284126,
0.030959073454141617,
-0.009219224564731121,
0.004487662110477686,
0.013109203428030014,
0.010408632457256317,
-0.05363902077078819,
0.011589289642870426,
-0.05697156488895416,
-0.06012343987822533,
0.0022600058000534773,
0.022013872861862183,
0.004733645357191563,
-0.06528324633836746,
0.04225935414433479,
0.005497776437550783,
0.016116216778755188,
-0.010149977169930935,
0.01676151528954506,
0.06078282743692398,
0.060637377202510834,
0.0018345239805057645,
0.03977356478571892,
-0.020830785855650902,
-0.017864223569631577,
0.03801877796649933,
0.012487010098993778,
0.018480395898222923,
-0.010490856133401394,
-0.00804892648011446,
-0.015927504748106003,
-0.025963345542550087,
0.04505227133631706,
-0.008469405584037304,
0.05143400654196739,
-0.02899814397096634,
-0.021149931475520134,
0.044775158166885376,
0.02305862307548523,
0.03644935414195061,
-0.022509826347231865,
-0.03278321027755737,
0.04534241929650307,
-0.007550492882728577,
0.0036321100778877735,
-0.03635470196604729,
0.003604297060519457,
-0.00741747859865427,
0.008259456604719162,
-0.0006706647691316903,
-0.009951555170118809,
0.03462996706366539,
0.061486367136240005,
0.04037237539887428,
-0.04811472445726395,
0.056931622326374054,
-0.029536589980125427,
-0.00016299144772347063,
-0.013585364446043968,
-0.010087448172271252,
0.006305119954049587,
-0.017900142818689346,
0.00004419262404553592,
-0.012329960241913795,
0.008570707403123379,
-0.0018239619676023722,
0.008214964531362057,
-0.03888269513845444,
-0.03799974173307419,
0.03171193599700928,
0.05112115293741226,
-0.046874210238456726,
0.02938000299036503,
-0.05050167441368103,
-0.05666156858205795,
0.0040558637119829655,
0.01155734620988369
] |
<p>I need to predict with a simple model if a bank customer is still active.</p>
<p>I have some information like the date of the last meeting with the customer, but some of them didn't have any meeting with their advisor.</p>
<pre><code>Customer_Id | Last_meeting_date (in days from now) | Gender |...
A 115 F ...
B NA F ...
</code></pre>
<p>Is it possible to use a special value/flag like 1000 to "indicate" to the tree that we don't have any date ?</p>
<p>In my mind, the decision tree isn't linear like regression, so it can make an exception, like if Last_meeting_date=1000 then... but I'm not sure of it.</p> | 36,710 | [
-0.009421939961612225,
-0.021540271118283272,
-0.0036363222170621157,
0.04856610298156738,
0.05073771998286247,
-0.011723127216100693,
-0.019312473013997078,
-0.025228919461369514,
0.03700074180960655,
0.016509758308529854,
0.0585542768239975,
0.03676323965191841,
0.02767089009284973,
0.017967212945222855,
-0.013905603438615799,
0.014928390271961689,
0.003925892058759928,
-0.01855934038758278,
0.0023249154910445213,
-0.007084357552230358,
-0.003762361593544483,
0.007363941054791212,
0.022070985287427902,
0.02369081601500511,
0.0009590054978616536,
0.029128298163414,
0.012174715287983418,
0.0006084786145947874,
-0.004592810291796923,
0.010991216637194157,
-0.05925653874874115,
-0.07374297082424164,
0.007873421534895897,
0.04653702676296234,
0.04709097370505333,
-0.008764605037868023,
-0.002790998201817274,
-0.04250434786081314,
-0.034549031406641006,
0.020135652273893356,
0.03801028057932854,
0.004617472179234028,
0.03467089310288429,
0.06832453608512878,
-0.031054535880684853,
0.009687024168670177,
-0.006865285336971283,
0.0002454949135426432,
0.06859596073627472,
-0.02952638640999794,
-0.012164468877017498,
-0.06550619006156921,
0.0445668064057827,
0.016814539209008217,
-0.030063245445489883,
-0.011633651331067085,
0.03217869997024536,
0.05372239276766777,
-0.02680489793419838,
-0.030186381191015244,
-0.020712262019515038,
-0.05784091353416443,
0.032580915838479996,
0.026007793843746185,
-0.02711034193634987,
-0.014897990971803665,
0.0016594075132161379,
-0.04627547413110733,
0.01842273399233818,
-0.024769408628344536,
0.0018612344283610582,
-0.012780497781932354,
0.011972049251198769,
-0.016550205647945404,
0.015129591338336468,
-0.050616003572940826,
-0.011413132771849632,
0.013394046574831009,
0.03283063694834709,
0.04773040860891342,
-0.022204333916306496,
-0.01127876527607441,
0.026571311056613922,
0.02357432059943676,
0.04007818177342415,
-0.00659487908706069,
0.06190776452422142,
-0.029366083443164825,
0.022274095565080643,
-0.004543227609246969,
-0.00017426579142920673,
-0.007131461054086685,
0.018867621198296547,
-0.01495177298784256,
-0.050975192338228226,
0.035464268177747726,
-0.006347995717078447,
0.03125668317079544,
0.05377480015158653,
0.02666698582470417,
-0.020663941279053688,
-0.037640538066625595,
0.026925278827548027,
0.03088766150176525,
-0.041667837649583817,
-0.03908951207995415,
-0.009166761301457882,
-0.0004916577599942684,
-0.025742724537849426,
-0.02289731428027153,
-0.012697748839855194,
0.001181592233479023,
0.003154248930513859,
-0.025969695299863815,
0.004250371363013983,
-0.01873883418738842,
-0.029091838747262955,
-0.008900810033082962,
0.005872198846191168,
0.039690423756837845,
0.038084059953689575,
-0.013432382605969906,
0.03394802287220955,
-0.008287097327411175,
-0.03836296126246452,
0.003180872881785035,
0.0035667791962623596,
-0.022984536364674568,
-0.02856992743909359,
0.04205797612667084,
-0.028893768787384033,
0.011565801687538624,
0.07741472125053406,
-0.0009370626648887992,
0.06463528424501419,
0.0036165600176900625,
-0.0539054274559021,
-0.0353495255112648,
-0.0021386209409683943,
0.011315641924738884,
0.04613041505217552,
-0.04716092348098755,
0.006820774637162685,
0.0559319406747818,
0.058254312723875046,
0.012706934474408627,
0.03214344009757042,
0.016580777242779732,
-0.02931230701506138,
0.0001265697937924415,
-0.025401979684829712,
-0.01444999035447836,
-0.01852198876440525,
0.0011292615672573447,
-0.019177289679646492,
-0.05864210054278374,
0.04295017570257187,
0.011480145156383514,
-0.042967360466718674,
-0.03588997572660446,
0.013856342993676662,
-0.00457953754812479,
-0.0059498390182852745,
0.0058174231089651585,
-0.007422857452183962,
-0.040036749094724655,
0.10200277715921402,
-0.01626027561724186,
0.031873226165771484,
0.004115454386919737,
-0.0024511420633643866,
0.03446975350379944,
0.023449277505278587,
0.04251326620578766,
0.05396248772740364,
0.016726046800613403,
-0.004101397003978491,
-0.033331189304590225,
0.042294248938560486,
0.012460230849683285,
-0.04628942906856537,
-0.02393471635878086,
-0.04811255261301994,
0.0366242341697216,
-0.00878125336021185,
-0.02415204979479313,
-0.013557635247707367,
-0.03108949586749077,
0.053488846868276596,
-0.05751124396920204,
-0.04055830091238022,
-0.05143124237656593,
0.003175891935825348,
0.00013675574155058712,
0.03835773468017578,
-0.00003837446274701506,
-0.011927500367164612,
-0.010112384334206581,
-0.026144446805119514,
-0.011167884804308414,
-0.04449091851711273,
0.0063839866779744625,
0.06351995468139648,
-0.0694354698061943,
0.011084819212555885,
0.02738037146627903,
0.012080923654139042,
0.015856532379984856,
0.04104490950703621,
-0.05821165069937706,
-0.05187147483229637,
0.000029269347578519955,
-0.08900713175535202,
-0.0023511708714067936,
-0.022669708356261253,
-0.019160564988851547,
0.06897125393152237,
-0.002822109730914235,
-0.03879803791642189,
0.016437293961644173,
-0.04590099677443504,
0.037410393357276917,
0.1316278576850891,
0.007535120472311974,
0.03457922115921974,
-0.00915687344968319,
-0.0033722103107720613,
-0.0066049532033503056,
-0.019269896671175957,
-0.03643949702382088,
-0.017754357308149338,
-0.018221404403448105,
-0.006293177139014006,
-0.008515708148479462,
0.01881956309080124,
0.04745594412088394,
0.05695216730237007,
-0.0126144178211689,
0.005036510992795229,
0.013606480322778225,
0.005779113620519638,
0.05751688778400421,
0.027577504515647888,
0.005432002246379852,
0.0305754654109478,
0.01585417613387108,
0.03634517639875412,
-0.0034398380666971207,
0.02307688072323799,
-0.008777636103332043,
0.013158335350453854,
-0.00559279415756464,
0.014791746623814106,
0.0033711350988596678,
0.008998507633805275,
-0.020406151190400124,
0.050491735339164734,
-0.03424070402979851,
-0.007565243169665337,
0.022727536037564278,
-0.02792597934603691,
-0.0015109560918062925,
-0.021007854491472244,
-0.03517933562397957,
-0.004663664381951094,
0.06370088458061218,
-0.06144014000892639,
0.012041452340781689,
0.0343569777905941,
-0.021386533975601196,
0.005312578286975622,
-0.031236769631505013,
-0.03251570463180542,
-0.029427649453282356,
0.027763815596699715,
0.05618606135249138,
0.02911279909312725,
0.05852523446083069,
-0.008572068065404892,
-0.004558009095489979,
-0.013523091562092304,
-0.007114458363503218,
0.007782583124935627,
0.006756858434528112,
-0.04863397032022476,
-0.02990155667066574,
0.06276300549507141,
-0.021757708862423897,
0.0056468285620212555,
-0.01719033531844616,
-0.028472959995269775,
0.03324836120009422,
-0.002835534978657961,
-0.03331112489104271,
-0.04733796790242195,
-0.02476673573255539,
0.010644257068634033,
-0.019144665449857712,
-0.06068184971809387,
-0.02260538376867771,
0.014471601694822311,
-0.024493012577295303,
-0.005745277740061283,
-0.04821169003844261,
0.011178658343851566,
-0.019483529031276703,
-0.026739567518234253,
-0.018559042364358902,
-0.019790951162576675,
0.0029735579155385494,
0.047466255724430084,
0.0009268764406442642,
0.009047426283359528,
-0.07849191874265671,
-0.03853720799088478,
-0.0004304083704482764,
0.0022911960259079933,
0.03373432531952858,
0.0025801074225455523,
0.005202136002480984,
0.06619761884212494,
0.024070413783192635,
-0.03089451789855957,
-0.04654517024755478,
-0.039090655744075775,
-0.030693046748638153,
-0.06870333850383759,
0.0084349000826478,
-0.007541217841207981,
0.04044552147388458,
-0.024657059460878372,
-0.026668664067983627,
0.025247331708669662,
0.04503573477268219,
0.0017594145610928535,
-0.0034264479763805866,
-0.02280213125050068,
0.0076024956069886684,
-0.004308308940380812,
0.04735114425420761,
0.03185274824500084,
-0.018538769334554672,
0.03479108214378357,
-0.05088089033961296,
0.037032827734947205,
0.0380915068089962,
-0.07295377552509308,
0.020238066092133522,
-0.0248350091278553,
0.02832571230828762,
0.010798722505569458,
0.05202142521739006,
-0.019146425649523735,
-0.04909167066216469,
-0.01591615378856659,
-0.009174196049571037,
0.0547659695148468,
-0.04949430376291275,
-0.003504672320559621,
0.03949088230729103,
0.015801092609763145,
-0.006680634804069996,
0.008153908886015415,
0.006026400253176689,
0.024839362129569054,
0.034531526267528534,
-0.04027685150504112,
0.001009610015898943,
0.043117403984069824,
0.0433112308382988,
-0.02274564653635025,
0.011351857334375381,
-0.024544036015868187,
-0.01856907270848751,
-0.03381173685193062,
-0.015046251006424427,
-0.027616819366812706,
0.03703191503882408,
0.036969300359487534,
-0.02365710772573948,
0.022041020914912224,
-0.03253302350640297,
0.022499576210975647,
0.02050512656569481,
-0.059468548744916916,
-0.007118741516023874,
0.029342878609895706,
-0.012929770164191723,
-0.003387227887287736,
-0.019449507817626,
0.019505226984620094,
-0.04561906307935715,
0.004405586048960686,
-0.023395685479044914,
0.009809322655200958,
0.00004725255712401122,
0.0039866892620921135,
-0.025043873116374016,
0.025088010355830193,
-0.013340570032596588,
-0.0047585428692400455,
0.014158651232719421,
0.006943593267351389,
0.003201857442036271,
0.004610289819538593,
-0.005078789312392473,
-0.028864290565252304,
-0.01678895391523838,
-0.011779597960412502,
-0.011026791296899319,
0.03549373522400856,
0.036375872790813446,
0.017302006483078003,
-0.04664895683526993,
-0.003877387847751379,
0.026712095364928246,
0.013228170573711395,
0.03742694482207298,
0.05496200919151306,
-0.009372258558869362,
0.01617395505309105,
-0.005011075176298618,
0.009021608158946037,
-0.020117416977882385,
-0.03074868768453598,
-0.011847528629004955,
0.04754721745848656,
0.04121485725045204,
-0.04728993773460388,
0.034187015146017075,
0.07176225632429123,
0.04973708093166351,
-0.040780209004879,
-0.005905265919864178,
0.04100814461708069,
0.026932492852211,
-0.01811578869819641,
-0.0005860108649358153,
0.050314560532569885,
0.02066047489643097,
0.0029819977935403585,
-0.01082125399261713,
-0.027814166620373726,
-0.023803476244211197,
0.000299869105219841,
0.032502416521310806,
0.029175156727433205,
-0.0209149532020092,
-0.024407586082816124,
0.023464815691113472,
0.024339210242033005,
-0.012354283593595028,
0.033914174884557724,
0.011128075420856476,
-0.11760132014751434,
0.018357137218117714,
0.06907172501087189,
0.02758776769042015,
-0.009428445249795914,
-0.05598711967468262,
-0.035001128911972046,
-0.01901039481163025,
-0.00665127020329237,
-0.001599321374669671,
0.0023379416670650244,
-0.0340600460767746,
0.00466564204543829,
0.0014053372433409095,
-0.03309319540858269,
-0.00524525111541152,
0.02992846630513668,
-0.012273404747247696,
0.05410080775618553,
0.009736324660480022,
-0.03890301659703255,
-0.019025728106498718,
0.0077084144577383995,
0.002149607753381133,
0.023814242333173752,
-0.017564138397574425,
-0.022484969347715378,
-0.005424278322607279,
-0.004016234539449215,
-0.03266071528196335,
-0.06215694919228554,
-0.021752241998910904,
0.015897400677204132,
0.019979778677225113,
0.041456520557403564,
-0.004797714296728373,
-0.00869915820658207,
-0.002230860060080886,
0.048670776188373566,
-0.012587860226631165,
-0.019613534212112427,
-0.010150204412639141,
0.007312160916626453,
-0.012474083341658115,
0.0027761743403971195,
0.006103374529629946,
0.027683738619089127,
-0.0014983167639002204,
0.007313344161957502,
-0.026704512536525726,
0.006252684164792299,
0.01940283738076687,
-0.0023314361460506916,
-0.041792888194322586,
-0.01861572451889515,
-0.014933327212929726,
-0.006005098577588797,
-0.00803965050727129,
0.011305597610771656,
0.0011650692904368043,
-0.0008643441251479089,
-0.03951164335012436,
0.045756515115499496,
-0.003199831349775195,
-0.0068952785804867744,
-0.06291445344686508,
0.00015598621394019574,
-0.08016445487737656,
0.012597293592989445,
0.020768482238054276,
-0.04691619053483009,
0.02700495347380638,
0.02794714644551277,
0.0011544103035703301,
0.016263147816061974,
-0.015513158403337002,
-0.0029296122957021,
0.01928003877401352,
0.014029928483068943,
-0.0022898411843925714,
-0.0157118272036314,
0.03357294201850891,
0.004776574205607176,
-0.017367631196975708,
-0.00013039421173743904,
0.014381267130374908,
-0.0018063712632283568,
-0.008453096263110638,
-0.01744452491402626,
0.09543030709028244,
-0.017744282260537148,
-0.04253518208861351,
-0.02805708535015583,
-0.0433846153318882,
0.027202356606721878,
0.007180471904575825,
-0.05092475935816765,
-0.019892672076821327,
0.013678855262696743,
-0.020723873749375343,
0.004502176772803068,
-0.002188799437135458,
0.08427876979112625,
-0.014252693392336369,
0.008256603963673115,
0.0035348099190741777,
-0.015447903424501419,
0.05493898689746857,
0.009199478663504124,
0.0010497269686311483,
0.020912403240799904,
-0.0194380059838295,
0.0038337032310664654,
-0.02217642217874527,
0.013398666866123676,
-0.0334106981754303,
-0.002386800479143858,
-0.040133338421583176,
0.0026989090256392956,
0.06495963037014008,
0.02518332377076149,
-0.006134386640042067,
-0.02741149440407753,
-0.008762761950492859,
0.024185845628380775,
-0.03136669471859932,
0.005737424362450838,
-0.008327115327119827,
-0.011890345253050327,
-0.011817716993391514,
0.016155652701854706,
0.013407031074166298,
0.00890272855758667,
-0.02547026425600052,
0.012410319410264492,
0.00999254360795021,
0.025528227910399437,
0.0721820592880249,
-0.023658141493797302,
0.01596134714782238,
-0.009642287157475948,
-0.018159152939915657,
0.06244296580553055,
0.01731031946837902,
-0.03059227392077446,
-0.013023682869970798,
0.017163975164294243,
-0.02998635731637478,
-0.04660411179065704,
0.001695033977739513,
-0.0020534496288746595,
0.017825568094849586,
-0.028438739478588104,
0.03660082072019577,
0.00404810905456543,
0.03799821808934212,
0.009871715679764748,
-0.04204835742712021,
-0.01806691102683544,
0.004866919945925474,
0.006712737958878279,
0.043818969279527664,
0.0010092813754454255,
0.044420015066862106,
0.03590652346611023,
0.024310441687703133,
0.05313775688409805,
0.04528973996639252,
0.008771855384111404,
0.002147069200873375,
0.008815107867121696,
-0.04380055516958237,
-0.04113142564892769,
0.03538978844881058,
-0.02564539946615696,
-0.02798968181014061,
-0.010125195607542992,
-0.05518578737974167,
0.02985084243118763,
0.0135386036708951,
0.03319160267710686,
-0.032814331352710724,
-0.0050342632457613945,
-0.08647558093070984,
-0.011248988099396229,
0.01070201676338911,
0.007938046008348465,
0.07572077214717865,
-0.015842601656913757,
0.015584699809551239,
-0.002094346098601818,
-0.008773479610681534,
-0.009186053648591042,
-0.07157351821660995,
-0.04256667569279671,
-0.013322317972779274,
-0.02924148179590702,
0.027336370199918747,
-0.024236489087343216,
-0.009216304868459702,
0.002876855432987213,
-0.03511662781238556,
0.01991356536746025,
0.031091930344700813,
0.08501075953245163,
0.012674991972744465,
0.04629756882786751,
0.0016955484170466661,
0.01064192596822977,
-0.009783967398107052,
0.01699529029428959,
0.13616108894348145,
0.08586647361516953,
0.033661480993032455,
-0.021592993289232254,
0.01191377267241478,
0.012152100913226604,
-0.012684586457908154,
-0.016348637640476227,
-0.00777977192774415,
0.02056204155087471,
-0.021810835227370262,
0.03599679470062256,
0.029756590723991394,
-0.03955509141087532,
-0.0216522179543972,
0.0011865247506648302,
-0.01052849367260933,
0.019483739510178566,
0.0406176783144474,
0.013663365505635738,
0.011775714345276356,
-0.055957235395908356,
-0.03335033729672432,
0.03921869397163391,
0.05423610284924507,
-0.03713362663984299,
-0.026579106226563454,
0.00918534304946661,
0.013528741896152496,
-0.014867848716676235,
-0.019393960013985634,
0.010691375471651554,
0.03626208007335663,
0.05709005892276764,
0.022345202043652534,
0.019103815779089928,
-0.007781995926052332,
-0.029604623094201088,
0.033910397440195084,
0.04948241636157036,
-0.006303086411207914,
-0.008337224833667278,
0.01359171699732542,
0.008996861055493355,
-0.047931719571352005,
-0.042919352650642395,
-0.023936839774250984,
0.027602743357419968,
0.04627259448170662,
-0.04138927906751633,
-0.00876118615269661,
-0.017049850896000862,
0.02622426301240921,
-0.023061316460371017,
-0.013699016533792019,
0.0272025428712368,
0.024497365579009056,
-0.0073552546091377735,
-0.016403647139668465,
-0.009182802401483059,
0.008038128726184368,
0.0020121708512306213,
0.00977452751249075,
0.017539551481604576,
-0.01924188993871212,
-0.0034607595298439264,
-0.03327850624918938,
0.022315289825201035,
-0.004471117164939642,
0.017789853736758232,
0.019841555505990982,
-0.022862982004880905,
-0.021914536133408546,
-0.025909509509801865,
0.029218362644314766,
0.021874623373150826,
-0.010873480699956417,
-0.02142801694571972,
0.003458271501585841,
-0.029428713023662567,
0.0006670484435744584,
0.014924672432243824,
-0.005175406578928232,
-0.00840869639068842,
-0.00026797334430739284,
0.030282843858003616,
0.019719097763299942,
0.03603794798254967,
0.018384015187621117,
-0.03485724329948425,
-0.017076818272471428,
0.07802436500787735,
-0.0026216187980026007,
-0.038914866745471954,
-0.060757361352443695,
-0.004678034223616123,
-0.03362612426280975,
0.05574214830994606,
0.014073708094656467,
0.06577294319868088,
0.007322106976062059,
0.011364143341779709,
-0.016952738165855408,
-0.00015989453822840005,
0.00501096248626709,
0.002358175814151764,
0.024306481704115868,
-0.07036890834569931,
-0.015140432864427567,
-0.02693502977490425,
-0.010402610525488853,
-0.026753507554531097,
-0.027133794501423836,
-0.007620989810675383,
-0.020674049854278564,
0.01474629808217287,
-0.011360528878867626,
-0.023567376658320427,
0.023431269451975822,
0.00385309848934412,
-0.012437691912055016,
-0.0022550614085048437,
0.016641097143292427,
-0.035926561802625656,
-0.025742966681718826,
0.0429697260260582,
-0.05684702843427658,
-0.01586904004216194,
-0.026544611901044846,
-0.012529206462204456,
0.008553382009267807,
0.01408752053976059,
0.024391645565629005,
0.01641293801367283,
-0.009633119218051434,
-0.0038976846262812614,
0.013637319207191467,
0.04886304587125778,
-0.0581439733505249,
-0.04545490816235542,
0.02111465111374855,
-0.06031373143196106,
-0.017634594812989235,
0.05079216882586479,
0.01789158023893833,
0.035419248044490814,
-0.012814110144972801,
0.0019843345507979393,
0.016520773991942406,
0.053853366523981094,
-0.030178118497133255,
-0.023338958621025085,
-0.012582153081893921,
0.01988297700881958,
-0.013320298865437508,
0.012300893664360046,
-0.021369656547904015,
0.014294956810772419,
-0.03882646560668945,
-0.01979718543589115,
0.050885703414678574,
0.03503775596618652,
-0.03152024745941162,
-0.005119957495480776,
0.015931492671370506,
-0.022898854687809944,
-0.006697994656860828,
0.010722842998802662,
-0.014941156841814518,
0.0020028722938150167,
-0.00907890684902668,
0.011016173288226128,
-0.01772855408489704,
0.05117908492684364,
-0.10286986827850342,
-0.03320294991135597,
0.02932758256793022,
0.01997489482164383,
0.028023235499858856,
-0.03178313747048378,
0.01112687774002552,
0.03193272277712822,
-0.06706544756889343,
0.008070790208876133,
0.023801425471901894,
0.005946173332631588,
-0.045287296175956726,
0.0361735001206398,
-0.03412725776433945,
0.02114320546388626,
0.047621726989746094,
0.012361845932900906,
0.05327197164297104,
0.00021085482148919255,
0.026510732248425484,
-0.04528011381626129,
-0.019732419401407242,
0.01889646425843239,
-0.0034182053059339523,
-0.053772203624248505,
0.03279538452625275,
-0.059591516852378845,
-0.050790779292583466,
0.024614837020635605,
-0.052890513092279434,
-0.003568301908671856,
0.04429591819643974,
0.012843734584748745,
0.0297513660043478,
0.06537028402090073,
0.024505196139216423,
-0.035211607813835144,
0.028842415660619736,
0.0182383731007576,
-0.018797529861330986,
0.017736921086907387,
0.033258046954870224,
0.047011598944664,
0.015124231576919556,
-0.03697221726179123,
-0.01600823365151882,
0.0007435776060447097,
-0.006300858687609434,
-0.03343139961361885,
0.005739337299019098,
-0.016285426914691925,
-0.004105306696146727,
-0.04041783884167671,
-0.03632321208715439,
0.009225904941558838,
0.03338036313652992,
0.05280747264623642,
0.02270621992647648,
-0.006297181826084852,
-0.004435267765074968,
-0.020838705822825432,
-0.04883934184908867,
0.012373288162052631,
0.03549031540751457,
-0.02070939540863037,
-0.0012168532703071833,
-0.013104958459734917,
-0.021407026797533035,
-0.005323424004018307,
-0.011519650928676128,
0.04339374974370003,
0.008907859213650227,
0.050594691187143326,
-0.045504532754421234,
0.014353516511619091,
0.05798671394586563,
-0.02350442111492157,
0.00906721968203783,
-0.11222530901432037,
0.0362989604473114,
0.03438970074057579,
0.05446232110261917,
-0.043344367295503616,
-0.008200448006391525,
-0.07172712683677673,
0.012288573198020458,
0.05133644863963127,
-0.03688273951411247,
0.018609976395964622,
-0.014484313316643238,
-0.018724068999290466,
-0.016672469675540924,
-0.02641027607023716,
0.04051923006772995,
-0.007569595240056515,
0.03139858692884445,
-0.02327141724526882,
-0.029616767540574074,
-0.0017391860019415617,
-0.0021067513152956963,
0.021638209000229836,
0.02020341157913208,
-0.0006682687671855092,
0.017914066091179848,
-0.01839735545217991,
0.025171037763357162,
0.027556246146559715,
-0.00034215449704788625,
0.03382795304059982,
0.046257056295871735,
-0.013143084943294525,
0.031068170443177223,
0.016033371910452843,
-0.0491182804107666,
0.038633037358522415,
-0.01805446669459343,
0.010779770091176033,
0.006433558184653521,
0.03162200003862381,
0.004843868315219879,
-0.056029558181762695,
-0.0006759540410712361,
0.02484164573252201,
-0.016972532495856285,
0.023341266438364983,
-0.00494066858664155,
0.0022519126068800688,
0.03995544835925102,
0.0035811681300401688,
0.03786374628543854,
-0.004693382885307074,
-0.0010777737479656935,
0.017114227637648582,
-0.021601153537631035,
-0.013291960582137108,
-0.0013534969184547663,
0.04012422636151314,
0.009189378470182419,
0.017741631716489792,
0.002032442484050989,
-0.03739096224308014,
0.05928171053528786,
0.048022013157606125,
0.01172685343772173,
0.01744965836405754,
0.019026055932044983,
0.022343650460243225,
0.012817950919270515,
0.011408126913011074,
0.005904951598495245,
-0.07636328041553497,
-0.024713439866900444,
-0.038319483399391174,
-0.022830162197351456,
-0.012905992567539215,
0.026541313156485558,
0.03385112062096596,
0.03594796359539032,
-0.023945121094584465,
0.036663688719272614,
0.026173332706093788,
0.02527913823723793,
0.022951463237404823,
-0.02711651287972927,
0.01666732132434845,
-0.0011470031458884478,
-0.013981157913804054,
0.012685497291386127,
-0.03177369758486748,
-0.042246218770742416,
-0.018778955563902855,
0.03621286526322365,
0.011362522840499878,
0.022367535158991814,
-0.006062519736588001,
-0.02774721384048462,
-0.0025277414824813604,
0.00830788817256689,
-0.029559660702943802,
0.003239790676161647,
-0.04122690483927727,
0.019419675692915916,
-0.04819818213582039,
-0.056335002183914185
] |
<p>I have one categorical dichotomous dependent variable (yes/no - retention of newly learned words) and two independent variables - both are categorical. One independent variable is "delay between exposure and test" and has two levels (short time delay/week time delay). The other IV is "word type" and relates to the types of words children were exposed to - object label, colour label etc. I have run a binary logistic regression on my data (440 participants - 44 per condition of word type and time delay) using the "Enter" Method and defined both IVs as categorical using the categorical tab.
The initial outputs - Block 0 "Variables not in the Equation", Block 1 Omnibus Tests of Model Coeffcients and the Hosmer and Lemeshow Test all suggest that the model is significant and the Block 1 Classification Table suggests there's been an 11% improvement in predicting the DV (when compared to the Block 0 classification table). Yet the Block 1 "Variables in the Equation" Table shows no main effect of either of the IVs nor an Interaction effect - and not by a long way (time delay p=0.37; word type p=0.37; Word type*Time Delay p=0.401. I don't know how to interpret this as all the examples I've seen in my book and online show at least one significant main effect when the model is significant. It also seems somewhat illogical for SPSS to report that the model is significant but that neither of the IVs are having a significant effect! Also, my data are quite clear and it seems very likely that there is a main effect of time delay. Retention of all word types except one fall from around 65% in the short delay to around 33% after one week. </p>
<p>I have tried changing the indicator from first to last (ie from short delay to the week delay) for the time delay variable and concerningly the results change - I thought when the IV was dichotomous it didn't matter which of the categories was used as the control group (indicator). Even more of a concern, it produces a main effect of word type rather than time delay.</p>
<p>I have used dummy coding and effectively treated each of my word type categories as different IVs and this produces completely different results. Again - this is a concern as I would expect very similar results since it should effectively be running the same data.</p>
<p>Can anyone help?</p> | 33,244 | [
-0.04598134383559227,
-0.02456939034163952,
0.026203405112028122,
-0.01050829142332077,
0.017488092184066772,
-0.022560978308320045,
-0.005654442124068737,
-0.0072890380397439,
0.04468054324388504,
-0.04771682620048523,
0.01712721772491932,
0.02175114117562771,
0.04719017446041107,
0.024771815165877342,
-0.013653624802827835,
0.0453701987862587,
0.0227879136800766,
-0.0027390916366130114,
0.012165170162916183,
0.04344906285405159,
-0.051213063299655914,
0.03228146955370903,
0.016632040962576866,
-0.011475685052573681,
0.014969190582633018,
0.07147318869829178,
0.015672236680984497,
-0.05799451470375061,
0.018821386620402336,
-0.006602906621992588,
-0.027759119868278503,
-0.011469767428934574,
-0.036789387464523315,
-0.03215678036212921,
-0.007476978003978729,
0.02868082746863365,
-0.0028283449355512857,
-0.04244736209511757,
0.00031368466443382204,
-0.005409106146544218,
-0.024763507768511772,
-0.0074581485241651535,
-0.017113791778683662,
0.05163218080997467,
-0.029368257150053978,
0.004228835925459862,
-0.030207199975848198,
-0.01048820186406374,
0.042737897485494614,
-0.007898646406829357,
0.03459109738469124,
0.014111869037151337,
0.023952439427375793,
0.054341401904821396,
-0.012598245404660702,
-0.01032314170151949,
0.05282008647918701,
0.05604667216539383,
-0.01376647874712944,
-0.014918338507413864,
-0.00711540412157774,
-0.012602024711668491,
-0.025003384798765182,
-0.015572688542306423,
-0.009466307237744331,
-0.001183307496830821,
0.04044967517256737,
0.015253828838467598,
0.065252885222435,
-0.01417152862995863,
0.038830049335956573,
0.0037804378662258387,
0.047807447612285614,
0.016678128391504288,
0.026255639269948006,
-0.013681244105100632,
-0.015659214928746223,
0.03389636054635048,
0.03698141872882843,
0.06213236600160599,
0.006490257102996111,
0.009452844969928265,
-0.01637466624379158,
0.03939453884959221,
-0.008960584178566933,
-0.009145661257207394,
0.04024885222315788,
-0.038132116198539734,
0.010732699185609818,
0.030054137110710144,
-0.03954287990927696,
0.001569520914927125,
0.06820416450500488,
-0.008043874986469746,
-0.0034732057247310877,
0.026188336312770844,
-0.020398573949933052,
0.037440940737724304,
0.030921829864382744,
0.004963964223861694,
-0.007205411326140165,
-0.015488934703171253,
0.0369097925722599,
0.04489889368414879,
-0.02425500378012657,
-0.007668097969144583,
-0.03582723066210747,
0.00842864066362381,
-0.03181633725762367,
-0.03824860602617264,
-0.004089978523552418,
0.03911823406815529,
0.011939674615859985,
0.00017836596816778183,
-0.002733222907409072,
-0.04690096154808998,
-0.016645945608615875,
0.00010958810162264854,
0.04665667936205864,
0.062490448355674744,
0.04710808023810387,
-0.042415961623191833,
0.015303452499210835,
-0.01785970665514469,
-0.06261935830116272,
-0.016567468643188477,
0.026681942865252495,
-0.026049818843603134,
-0.055683668702840805,
0.06543529778718948,
0.043566279113292694,
0.01586981862783432,
0.046185512095689774,
-0.009309817105531693,
0.03315829858183861,
0.04053950682282448,
-0.07792001962661743,
-0.06997806578874588,
-0.005346609745174646,
-0.032238274812698364,
0.02635778672993183,
-0.0501839742064476,
-0.04165976122021675,
0.005705696530640125,
0.052864622324705124,
0.01057040598243475,
0.023392224684357643,
0.02610030770301819,
0.03603610023856163,
0.04830271005630493,
-0.018000608310103416,
0.01502264104783535,
-0.016699032858014107,
-0.009199756197631359,
-0.021486464887857437,
-0.08716682344675064,
0.03418369218707085,
0.0529661700129509,
-0.02052619308233261,
-0.022603698074817657,
-0.001652982085943222,
0.015476597473025322,
-0.0027897285763174295,
-0.014322885312139988,
0.009085765108466148,
-0.036958206444978714,
0.029206519946455956,
-0.03277750313282013,
0.05776744335889816,
0.0014744035433977842,
0.04896136373281479,
0.024563247337937355,
0.02304738573729992,
0.05361076071858406,
-0.0232094656676054,
-0.005481136962771416,
-0.00043491291580721736,
0.008549471385776997,
-0.03917830437421799,
-0.009311159141361713,
-0.03060731291770935,
-0.033205047249794006,
-0.06515772640705109,
0.01560272928327322,
0.005494889337569475,
0.0224897637963295,
-0.010706963017582893,
0.036180105060338974,
0.04973558709025383,
-0.01686818338930607,
-0.06895210593938828,
-0.03349806368350983,
0.04161474108695984,
-0.032663870602846146,
-0.03610176593065262,
0.043744102120399475,
-0.03937086462974548,
0.023369532078504562,
0.029938222840428352,
0.005243734922260046,
-0.03403720259666443,
-0.01293750386685133,
0.03525833785533905,
-0.06018193066120148,
0.02045806683599949,
0.04984087496995926,
0.02033323235809803,
-0.03259514644742012,
0.024735480546951294,
-0.04255395382642746,
-0.024895820766687393,
0.03803788125514984,
0.009419132955372334,
0.04473736509680748,
-0.03084656037390232,
-0.045187897980213165,
0.037646856158971786,
0.008672096766531467,
-0.017348675057291985,
0.029105838388204575,
-0.04659660905599594,
0.095587819814682,
0.03233008831739426,
-0.0005861100507900119,
0.012447907589375973,
0.048781730234622955,
0.031308311969041824,
0.030509542673826218,
-0.02380415052175522,
-0.026378024369478226,
-0.004316295497119427,
-0.027189038693904877,
0.05208766460418701,
0.012612123042345047,
-0.015471241436898708,
0.0049616205506026745,
0.004004636313766241,
0.016234174370765686,
0.02891278639435768,
0.023309867829084396,
0.038681577891111374,
-0.0443170927464962,
0.024913489818572998,
0.040678806602954865,
0.0057836128398776054,
0.0019261756679043174,
0.020935971289873123,
-0.019390495494008064,
0.05385582521557808,
-0.007440679706633091,
0.016722198575735092,
0.024460922926664352,
0.05426134914159775,
-0.01986520178616047,
-0.028853390365839005,
0.004108515568077564,
0.027016980573534966,
-0.046538081020116806,
-0.006829966325312853,
0.0865655392408371,
0.022089309990406036,
0.01017017662525177,
0.011296023614704609,
-0.005496954079717398,
0.04664880409836769,
0.02081708051264286,
-0.019004832953214645,
0.0159456767141819,
0.023364586755633354,
-0.053737822920084,
0.029141249135136604,
-0.010019104927778244,
-0.04351693391799927,
-0.008870629593729973,
0.03676571696996689,
0.014753276482224464,
-0.0010749034117907286,
-0.0060063018463552,
-0.01911589503288269,
0.035406675189733505,
0.012035948224365711,
-0.0012098747538402677,
0.05876432731747627,
-0.01844940520823002,
-0.047999292612075806,
-0.009300606325268745,
-0.044765301048755646,
-0.009124984964728355,
0.03792792558670044,
-0.04521729424595833,
-0.07871322333812714,
0.02917937934398651,
-0.013252354227006435,
-0.045660097151994705,
-0.05838261544704437,
-0.04994126036763191,
-0.0004383458581287414,
-0.0517670139670372,
-0.04228857159614563,
0.021089663729071617,
0.00341224716976285,
-0.045941807329654694,
0.004177210386842489,
0.0009103743941523135,
-0.009661096148192883,
0.011295648291707039,
-0.006545513868331909,
0.003888776758685708,
-0.004369470290839672,
-0.025066565722227097,
-0.01971997693181038,
0.0027172034606337547,
-0.016798870638012886,
-0.054053787142038345,
-0.06314586848020554,
0.030355466529726982,
-0.0015544387279078364,
0.03647807613015175,
-0.05565953254699707,
0.03214920684695244,
0.10137932002544403,
0.017630234360694885,
0.02430296689271927,
-0.07045745849609375,
-0.006985493935644627,
-0.04608062654733658,
-0.04501556232571602,
0.030882971361279488,
0.048360344022512436,
0.008028232492506504,
-0.006045850925147533,
-0.037250082939863205,
0.02565472386777401,
0.05067910999059677,
0.011782791465520859,
-0.013334108516573906,
0.05770369619131088,
-0.023007581010460854,
-0.03965296223759651,
0.020358311012387276,
0.038052257150411606,
-0.039812371134757996,
-0.022867882624268532,
-0.020455366000533104,
0.05224866047501564,
0.002366345375776291,
-0.028637023642659187,
-0.005430556368082762,
-0.04194416105747223,
-0.012577430345118046,
0.0006929124938324094,
-0.016731778159737587,
-0.009037594310939312,
-0.03853147476911545,
-0.04275039955973625,
-0.023482298478484154,
0.02730189450085163,
0.009445801377296448,
0.035740360617637634,
0.060532696545124054,
0.0355699323117733,
0.00546204624697566,
-0.0029244162142276764,
-0.07576528191566467,
-0.01794113591313362,
0.022999104112386703,
-0.016108687967061996,
0.01745283044874668,
0.026893746107816696,
0.032899558544158936,
0.0005258442251943052,
-0.0033067052718251944,
-0.03621697425842285,
-0.034098461270332336,
-0.0461338572204113,
0.029222918674349785,
-0.022566817700862885,
0.04636301100254059,
0.021636569872498512,
0.02641366235911846,
0.007893749512732029,
-0.01218667533248663,
-0.022016795352101326,
0.04395413398742676,
-0.049538832157850266,
0.014293689280748367,
-0.03387456759810448,
-0.018963603302836418,
0.0384603776037693,
-0.003012873698025942,
0.017666682600975037,
0.009212921373546124,
0.014189033769071102,
0.0036358600482344627,
0.028156176209449768,
-0.048002276569604874,
0.014328105375170708,
0.0007010143017396331,
0.0018829724285751581,
-0.027760740369558334,
-0.0021079513244330883,
-0.025788942351937294,
-0.013448020443320274,
0.0012051801895722747,
0.007356905844062567,
-0.00434854393824935,
0.03209152817726135,
-0.05312512442469597,
-0.02688021957874298,
0.0686696395277977,
0.03897712752223015,
0.04347284883260727,
0.00615018792450428,
-0.08002764731645584,
0.02015901543200016,
0.024498729035258293,
-0.011620679870247841,
0.04846354201436043,
-0.004805698525160551,
-0.026737505570054054,
-0.08093271404504776,
-0.01430671289563179,
0.012379067949950695,
0.061151016503572464,
0.006973747629672289,
0.000594831130001694,
0.047145068645477295,
0.01834106631577015,
-0.03804060444235802,
-0.0005001111421734095,
0.03193081542849541,
0.025404401123523712,
-0.03342857211828232,
-0.00716269388794899,
0.00048251182306557894,
-0.014652282930910587,
0.002633661264553666,
0.03342820703983307,
0.025412090122699738,
0.014992213808000088,
-0.032587312161922455,
0.0342380590736866,
-0.015146620571613312,
-0.02317758835852146,
-0.015329509973526001,
-0.005721426568925381,
-0.03340040519833565,
0.02185036987066269,
-0.035447314381599426,
0.015570093877613544,
0.03186403587460518,
0.009136560373008251,
0.024805912747979164,
0.039616022258996964,
-0.096477210521698,
0.005299310199916363,
0.0356273278594017,
0.049173228442668915,
-0.024354828521609306,
0.023237738758325577,
-0.023412153124809265,
-0.010301015339791775,
-0.001680092653259635,
-0.020981809124350548,
0.06769965589046478,
0.0016339985886588693,
0.02228998765349388,
-0.045350246131420135,
-0.04159132391214371,
-0.03161066770553589,
0.008382788859307766,
-0.018604997545480728,
0.03868371248245239,
-0.015521867200732231,
-0.011209988035261631,
-0.037372563034296036,
-0.018827322870492935,
0.0010857016313821077,
0.023146679624915123,
-0.024843545630574226,
-0.01591840200126171,
0.037317562848329544,
-0.027169059962034225,
-0.03446958214044571,
-0.03814869001507759,
0.004722489509731531,
-0.02673465758562088,
-0.0162186436355114,
0.04462932422757149,
-0.03199825435876846,
-0.04266806319355965,
0.001980497734621167,
0.028148628771305084,
-0.014404196292161942,
-0.009350466541945934,
-0.006374830845743418,
0.050721824169158936,
-0.012081977911293507,
-0.013263795524835587,
0.038360293954610825,
0.033367086201906204,
0.009222597815096378,
0.03039093315601349,
-0.015984825789928436,
0.018962090834975243,
-0.01560725923627615,
-0.028137048706412315,
-0.023223333060741425,
-0.010084707289934158,
-0.03195950388908386,
0.04020129516720772,
-0.01352688018232584,
-0.01721157319843769,
-0.06438460946083069,
-0.022523093968629837,
0.021508866921067238,
0.026548581197857857,
-0.008522781543433666,
-0.0038017905317246914,
-0.002415297320112586,
-0.015137703157961369,
-0.020616963505744934,
0.01913028210401535,
0.034814100712537766,
-0.025268573313951492,
-0.0029334446880966425,
0.020842673256993294,
-0.03928812965750694,
-0.011001937091350555,
-0.00022753296070732176,
-0.013047746382653713,
-0.003743833862245083,
0.009011825546622276,
-0.016693463549017906,
-0.02465326339006424,
0.030983205884695053,
0.004873963072896004,
-0.05370037257671356,
-0.03170429542660713,
0.037355758249759674,
0.00394411338493228,
0.04602300003170967,
-0.0007812720723450184,
0.016574790701270103,
-0.013688374310731888,
-0.02015378698706627,
-0.06713064759969711,
-0.053651370108127594,
0.029997197911143303,
0.0016196020878851414,
-0.058382611721754074,
-0.005033986642956734,
0.016483448445796967,
-0.010891715064644814,
-0.050760336220264435,
-0.014390758238732815,
0.07160140573978424,
-0.030769243836402893,
0.011369641870260239,
0.008016236126422882,
-0.0071631246246397495,
0.045252107083797455,
0.03902681544423103,
-0.012392248027026653,
-0.02297644503414631,
-0.017823657020926476,
-0.0008905005524866283,
0.016124967485666275,
0.0012973671546205878,
-0.02554175816476345,
-0.010981898754835129,
-0.021345822140574455,
0.021832633763551712,
0.01967420056462288,
-0.029020478948950768,
-0.04007687792181969,
0.016394948586821556,
-0.032905735075473785,
0.02431347407400608,
-0.04564386233687401,
0.0004967352142557502,
-0.005310395732522011,
0.003982557915151119,
-0.01522755715996027,
0.02794891782104969,
-0.017223773524165154,
0.006608300376683474,
0.033283524215221405,
-0.021837059408426285,
0.010094287805259228,
-0.02162753790616989,
0.05006764829158783,
0.010388285852968693,
0.032495319843292236,
-0.0002723369107116014,
-0.0005076286033727229,
0.028725875541567802,
0.017146868631243706,
0.024155065417289734,
0.005660633090883493,
-0.002947410801425576,
-0.0260471124202013,
0.0026095639914274216,
-0.04683445394039154,
-0.002083512721583247,
0.06877952069044113,
0.024915730580687523,
0.03879997506737709,
0.03247401863336563,
-0.03116140328347683,
-0.01791480742394924,
-0.022628067061305046,
-0.02200309745967388,
-0.0030333036556839943,
0.0010963736567646265,
0.0456530824303627,
-0.004589547868818045,
-0.01602819748222828,
0.02573619969189167,
0.012634271755814552,
0.020404919981956482,
0.0676172748208046,
0.02096172794699669,
-0.028569836169481277,
0.03236912563443184,
-0.04963494464755058,
-0.060388971120119095,
0.0057243057526648045,
-0.05788193270564079,
-0.009951827116310596,
-0.012507646344602108,
-0.02560316026210785,
0.037274062633514404,
0.04951486364006996,
0.0255830530077219,
-0.07777255028486252,
-0.02607729844748974,
-0.074946828186512,
-0.017822859808802605,
0.0232559684664011,
-0.01333658304065466,
-0.012210141867399216,
-0.003917634021490812,
0.029952598735690117,
0.0056611173786222935,
0.03461000323295593,
-0.04854903742671013,
-0.08955451101064682,
0.0060253385454416275,
0.001807787804864347,
-0.03018867038190365,
0.0760466605424881,
-0.012069694697856903,
-0.030797630548477173,
-0.023009955883026123,
-0.04763742536306381,
0.0076705459505319595,
0.00514258723706007,
-0.01836099661886692,
0.002707126084715128,
0.05791144073009491,
-0.0031971700955182314,
0.0052092913538217545,
0.02531636692583561,
-0.002211072714999318,
0.142520934343338,
0.06401827931404114,
0.010199925862252712,
-0.0338701568543911,
0.03626692667603493,
0.012907505966722965,
0.05338476225733757,
-0.031000535935163498,
0.014292947016656399,
0.013427055440843105,
-0.03887961432337761,
0.029459768906235695,
0.030569320544600487,
0.03475183993577957,
-0.027800217270851135,
0.03682549670338631,
-0.027051493525505066,
-0.010824653320014477,
0.004128283355385065,
-0.00811757892370224,
0.018654577434062958,
-0.013954533264040947,
0.008990605361759663,
0.0014594398671761155,
0.009230092167854309,
0.0015043943421915174,
-0.0021649845875799656,
-0.014309382997453213,
0.009372761473059654,
-0.022794947028160095,
-0.015021979808807373,
-0.01192779652774334,
0.012415295466780663,
0.026687515899538994,
-0.021278781816363335,
-0.010118857026100159,
0.01980496011674404,
-0.04612180218100548,
0.02823719009757042,
0.03222738578915596,
-0.006752853747457266,
0.0014975541271269321,
0.011698512360453606,
0.02794407494366169,
-0.047557283192873,
-0.045645441859960556,
-0.023312849923968315,
0.06650947034358978,
-0.0009066693601198494,
-0.035131700336933136,
-0.002195123117417097,
-0.021433092653751373,
0.013798794709146023,
-0.05404916778206825,
-0.040571440011262894,
0.008718907833099365,
-0.0017411512089893222,
-0.036752812564373016,
-0.009217041544616222,
-0.019082942977547646,
-0.012338063679635525,
0.00021262113295961171,
0.03128352388739586,
0.020052142441272736,
-0.030621560290455818,
-0.017667395994067192,
-0.024748191237449646,
0.02980949729681015,
0.02989453263580799,
0.020679308101534843,
0.008739570155739784,
0.00925816036760807,
-0.007881325669586658,
0.018388869240880013,
-0.007393921725451946,
0.043684449046850204,
0.0020353517029434443,
-0.0305088609457016,
-0.056129518896341324,
-0.04447310045361519,
-0.034625209867954254,
0.0019374476978555322,
-0.006367526948451996,
-0.0013028060784563422,
-0.07920262217521667,
0.008334429934620857,
0.022268932312726974,
0.029929472133517265,
0.018128376454114914,
0.024720080196857452,
-0.008742760866880417,
0.030399499461054802,
0.010941470973193645,
-0.06225551292300224,
-0.008491060696542263,
-0.011852966621518135,
-0.0064634885638952255,
-0.0017299382016062737,
-0.0033136385027319193,
0.04409436136484146,
-0.005232077557593584,
-0.00567054096609354,
0.013722540810704231,
0.031308937817811966,
0.013952350243926048,
0.05099954828619957,
0.005877126939594746,
-0.05240606889128685,
0.023833276703953743,
-0.02234589494764805,
-0.012945310212671757,
-0.006962853949517012,
-0.005707928445190191,
-0.06846484541893005,
-0.000427646329626441,
0.014557022601366043,
-0.02927675098180771,
-0.01308993436396122,
0.005628611892461777,
-0.029554570093750954,
0.05152313411235809,
-0.03971601277589798,
0.025511182844638824,
-0.05064452067017555,
0.00024568915250711143,
-0.04389381408691406,
-0.01814584992825985,
0.003935487009584904,
0.020648671314120293,
-0.027118463069200516,
0.026284461840987206,
0.0026650612708181143,
-0.007839011028409004,
-0.012733795680105686,
-0.011968540027737617,
0.01765338145196438,
0.012741790153086185,
0.05618524178862572,
0.02855915017426014,
-0.032180581241846085,
0.012538682669401169,
-0.02449340559542179,
-0.026028942316770554,
0.050574891269207,
-0.004030494950711727,
0.023300331085920334,
0.028105856850743294,
0.019977271556854248,
0.015161989256739616,
0.07981501519680023,
-0.006013946607708931,
-0.025226349011063576,
0.04431525245308876,
-0.03796688839793205,
0.0022219109814614058,
-0.020763421431183815,
-0.012987877242267132,
0.046899039298295975,
-0.016234394162893295,
0.024040227755904198,
0.03979676216840744,
0.03344222158193588,
0.000005243514351604972,
-0.000825692608486861,
-0.058089081197977066,
0.028783665969967842,
-0.009550511837005615,
-0.014320893213152885,
0.0314045175909996,
0.02290555089712143,
-0.0007598055526614189,
0.03169175237417221,
0.00402047298848629,
0.020362846553325653,
-0.06399199366569519,
-0.010591365396976471,
0.012182634323835373,
0.08589994162321091,
0.04786268621683121,
-0.025431320071220398,
-0.0036825432907789946,
0.00529493298381567,
-0.033444251865148544,
0.01958390511572361,
-0.02952302247285843,
0.0027328559663146734,
-0.03951255977153778,
0.008857052773237228,
-0.029261427000164986,
-0.034886281937360764,
0.014745423570275307,
0.006731975823640823,
0.011282546445727348,
0.06558658182621002,
-0.01882682926952839,
-0.022131165489554405,
-0.007338003721088171,
0.0004410377878230065,
0.00270969420671463,
-0.02565712295472622,
0.008120782673358917,
-0.018562868237495422,
0.005155702121555805,
0.013449003919959068,
0.018959814682602882,
0.03480494022369385,
0.05820970982313156,
0.03347251936793327,
0.024631178006529808,
0.03722966089844704,
0.025119900703430176,
-0.02524777501821518,
0.0326734222471714,
-0.0077218967489898205,
0.014022703282535076,
0.03100762702524662,
-0.021457910537719727,
-0.020302096381783485,
0.008783716708421707,
-0.04721051827073097,
-0.00205809623003006,
0.007049881387501955,
-0.011775331571698189,
0.0036369385197758675,
0.011818031780421734,
-0.01239211019128561,
-0.010925978422164917,
-0.02152985706925392,
0.00996059738099575,
-0.05386263504624367,
-0.03482048586010933,
0.03455793485045433,
-0.009642173536121845,
-0.04881468415260315,
0.0119777237996459,
-0.048727769404649734,
-0.0145787438377738,
0.004861492197960615,
-0.014899048954248428,
0.026656977832317352,
-0.02438637614250183,
-0.01426516193896532,
0.002759210765361786,
0.00488820718601346,
-0.034356292337179184,
0.05073463171720505,
-0.025640640407800674,
0.0540749728679657,
-0.028504906222224236,
-0.007362188771367073,
0.01488343346863985,
-0.015524033457040787,
0.04852363094687462,
-0.059574760496616364,
0.042854852974414825,
-0.0004738591378554702,
-0.05873517692089081,
-0.03728165477514267,
-0.013236705213785172,
-0.01726299338042736,
0.04908198490738869,
0.06750050187110901,
-0.0404127761721611,
-0.05676564574241638,
0.0016865826910361648,
0.04691208526492119,
0.006914960220456123,
-0.02491549402475357,
0.02226562798023224,
0.026879027485847473,
-0.004463563673198223,
-0.004165447782725096,
-0.011900185607373714,
0.016775615513324738,
-0.017469510436058044,
0.03704070672392845,
-0.03182472288608551,
0.007979831658303738,
-0.005856873467564583,
-0.0018560501048341393,
0.009041703306138515,
0.01632073149085045,
-0.013194759376347065,
0.031374555081129074,
-0.011031663045287132,
-0.038755178451538086,
0.0452907532453537,
-0.008360697887837887,
-0.06332956999540329,
0.03416109085083008,
-0.012773762457072735,
0.002206098288297653,
0.018052617087960243,
0.027719669044017792,
0.02474617026746273,
0.001165734021924436,
0.009219519793987274,
0.019962524995207787,
0.015046859160065651,
-0.007734938059002161,
0.06665417551994324,
0.022601034492254257,
-0.003983349073678255,
-0.007726236712187529,
0.01045955903828144,
0.005936616566032171,
0.014743044041097164,
0.03754524886608124,
0.026521027088165283,
0.0010309572098776698,
-0.007486690767109394,
-0.00006848554767202586,
0.03616659343242645,
-0.029131878167390823,
0.022838333621621132,
0.00852185022085905,
0.018820378929376602,
-0.011179987341165543,
0.013475872576236725,
0.02112031914293766,
0.021621890366077423,
-0.018169628456234932,
0.05622592568397522,
-0.008517448790371418,
0.023853344842791557,
-0.02365926094353199,
-0.013626768253743649,
-0.026514211669564247,
0.015838414430618286,
-0.023321790620684624,
0.01114495936781168,
0.03708416968584061,
0.01862523891031742,
0.009799140505492687,
0.005293519236147404,
-0.003274539252743125,
-0.050776753574609756,
-0.03357774764299393,
-0.018802499398589134,
-0.012559880502521992,
-0.008261548355221748,
-0.01643401011824608,
-0.016191693022847176,
0.0038377337623387575,
-0.03893326595425606,
-0.020403152331709862,
0.045761626213788986,
0.02963109500706196,
-0.000012499342119554058,
-0.049646299332380295,
-0.001721867243759334,
0.015648478642106056,
0.07780078798532486,
-0.038483209908008575,
0.003926113713532686,
-0.030236324295401573,
0.04802795872092247,
0.016041038557887077,
-0.00028213547193445265
] |
<p>I need help with the following question:</p>
<p>Consider $m$ observations $(y_1; n_1); ... ; (y_m; n_m)$, where $y_i \sim Bin(n_i; θ_i)$ are binomial variables.
Assume that $θ_i \sim w_1Beta(α_1; β_1) + w_2Beta(α_2; β_2)$ are mixture from two Beta distributions $(w_1 + w_2 = 1)$. </p>
<ul>
<li>Derive a Laplace approximation of the likelihood and each mixture component of the
prior. </li>
<li>Derive the empirical Bayes likelihood of the data by integrating out i using the Laplace approximation, and leave the hyper-parameters $(w_j ; α_j ; β_j)$ (j = 1; 2) </li>
<li>Derive the EM algorithm to estimate the hyperparameters (you may use also mixture
of Gaussian prior to approximate mixture of Beta prior)</li>
</ul> | 48,384 | [
-0.03943432867527008,
0.005256344564259052,
-0.0049890815280377865,
-0.0024682332295924425,
0.04687441512942314,
0.014474084600806236,
0.006550352089107037,
-0.009594853036105633,
0.045324672013521194,
-0.034647390246391296,
0.014218609780073166,
0.05478936806321144,
0.08076269924640656,
0.0027477750554680824,
0.03847908601164818,
-0.01313423365354538,
-0.021746190264821053,
0.004283256828784943,
0.0035411652643233538,
0.0070569803938269615,
0.0099196070805192,
0.01779521442949772,
0.021470487117767334,
-0.03288519009947777,
-0.04583005979657173,
0.03239292651414871,
0.03367956727743149,
-0.035636454820632935,
-0.022583015263080597,
0.07756524533033371,
-0.024993713945150375,
-0.0223176721483469,
0.03479098528623581,
0.030012959614396095,
-0.03194437175989151,
-0.028942327946424484,
-0.06878367066383362,
-0.025251276791095734,
-0.011660760268568993,
0.03189481794834137,
-0.02283974550664425,
-0.0461602546274662,
-0.02558627538383007,
0.0025323876179754734,
-0.01674574613571167,
-0.0194285586476326,
-0.008171431720256805,
-0.02954730950295925,
-0.005954954773187637,
-0.034139033406972885,
0.07738077640533447,
0.006673096679151058,
0.04759756475687027,
0.03677085414528847,
-0.012902959249913692,
-0.01962006837129593,
0.023964272812008858,
0.09848286211490631,
0.03341509774327278,
-0.03977299481630325,
-0.03767156973481178,
-0.046984076499938965,
0.007389989215880632,
-0.04607035592198372,
-0.03430372476577759,
0.04946473240852356,
-0.0073154037818312645,
0.0007324098260141909,
0.00739180576056242,
-0.025437070056796074,
0.03355677053332329,
0.006110457703471184,
0.036840811371803284,
0.0036257512401789427,
0.006520313676446676,
-0.027892496436834335,
0.000608765403740108,
0.04846134036779404,
0.03620745614171028,
0.024859841912984848,
0.015946481376886368,
0.007599656470119953,
0.030758028849959373,
0.04691433161497116,
-0.007251710165292025,
-0.014652721583843231,
0.09177304804325104,
0.013161985203623772,
-0.00898344349116087,
0.027971060946583748,
-0.014592299237847328,
0.03416705131530762,
0.04167729616165161,
-0.012524132616817951,
-0.037805527448654175,
0.06642068177461624,
-0.005690281745046377,
0.04554462060332298,
0.00437195785343647,
-0.021965833380818367,
-0.009904589504003525,
-0.01850290596485138,
0.0007984294788911939,
0.06339550018310547,
-0.03170356899499893,
-0.050150711089372635,
-0.006779570132493973,
0.006608937401324511,
-0.013859301805496216,
-0.039336901158094406,
-0.008181273937225342,
0.04116244241595268,
0.015684157609939575,
-0.041707009077072144,
0.0005834992625750601,
-0.006384020205587149,
0.002939031459391117,
-0.0313163660466671,
0.04286924749612808,
0.07818496972322464,
0.028298083692789078,
-0.036574169993400574,
0.011533147655427456,
-0.017451882362365723,
-0.05575333908200264,
-0.015386523678898811,
-0.002743674209341407,
-0.019412824884057045,
-0.026149611920118332,
0.03817912936210632,
0.0008900989778339863,
-0.03169993311166763,
0.07195410877466202,
0.009417692199349403,
-0.027244770899415016,
-0.00267228065058589,
-0.05085169896483421,
-0.04785197973251343,
0.0023605157621204853,
-0.010641787201166153,
0.019800683483481407,
-0.06286004185676575,
0.007012571208178997,
0.05699184909462929,
0.05663217976689339,
0.01248463336378336,
0.021726470440626144,
0.022029006853699684,
0.052242543548345566,
-0.0015999581664800644,
-0.042342714965343475,
-0.037195589393377304,
-0.02706550993025303,
0.011040540412068367,
-0.03786681219935417,
-0.10295983403921127,
0.013619332574307919,
-0.0023956617806106806,
-0.022165533155202866,
-0.011771961115300655,
0.03028053604066372,
0.02264263853430748,
-0.023558197543025017,
-0.020178712904453278,
0.028520114719867706,
-0.029356496408581734,
0.07158461213111877,
0.00774235837161541,
0.017727872356772423,
0.06207664683461189,
-0.023579871281981468,
0.026123324409127235,
-0.012995057739317417,
0.040047354996204376,
0.037327930331230164,
-0.03995818272233009,
-0.03134239464998245,
-0.015124634839594364,
0.020398559048771858,
0.035886529833078384,
0.003832685062661767,
-0.026245594024658203,
-0.013912592083215714,
0.009985649026930332,
0.02899545431137085,
0.036990728229284286,
-0.009959985502064228,
-0.046512264758348465,
0.006569164339452982,
-0.042537059634923935,
-0.034901972860097885,
-0.07648260146379471,
-0.011049815453588963,
-0.05606592446565628,
-0.01807178370654583,
0.05607328936457634,
-0.023382950574159622,
-0.01692393235862255,
0.0017122604185715318,
-0.007902869023382664,
-0.013328108936548233,
-0.0028764167800545692,
0.038707394152879715,
-0.024800080806016922,
0.011735143139958382,
0.0487251915037632,
0.049845945090055466,
-0.03546444699168205,
0.06121476739645004,
-0.028008101508021355,
-0.03893129155039787,
0.012479783967137337,
-0.04576711356639862,
-0.00397920235991478,
0.003664012299850583,
-0.00596932927146554,
-0.014817027375102043,
-0.03152715787291527,
-0.015495993196964264,
0.01605011150240898,
-0.036919478327035904,
0.05445350334048271,
0.06672867387533188,
0.030725980177521706,
-0.015046543441712856,
0.012118603102862835,
0.0003684343828354031,
0.04175815358757973,
0.0017153728986158967,
0.016051553189754486,
-0.047153372317552567,
0.006535207852721214,
0.06599434465169907,
0.00932492595165968,
-0.042598385363817215,
0.04883991926908493,
0.016306845471262932,
0.003997426480054855,
0.015290074050426483,
0.019093768671154976,
0.0065064881928265095,
-0.0038205841556191444,
0.016313418745994568,
0.005561360623687506,
-0.01257114764302969,
0.0014471240574494004,
0.020689407363533974,
0.0011680669849738479,
0.05312282219529152,
-0.0400482602417469,
-0.014703452587127686,
0.043411847203969955,
-0.020797202363610268,
0.0035303093027323484,
-0.046878598630428314,
-0.024708189070224762,
0.07476978003978729,
-0.004772080574184656,
0.020924625918269157,
0.02849481627345085,
0.016758542507886887,
0.033232707530260086,
0.005601424258202314,
-0.014049544930458069,
0.010422089137136936,
0.024927692487835884,
-0.04988473653793335,
0.013908732682466507,
0.005683799274265766,
-0.0426907055079937,
0.03750377893447876,
-0.003075632033869624,
-0.02618533745408058,
-0.014451763592660427,
0.02239413931965828,
0.004824214149266481,
0.011862749233841896,
-0.011781874112784863,
-0.04873279109597206,
-0.04991624876856804,
-0.006222384981811047,
-0.023535870015621185,
0.03351367637515068,
-0.012488835491240025,
-0.06483142822980881,
0.023237334564328194,
-0.03877169266343117,
0.024894658476114273,
0.04194032400846481,
0.029661301523447037,
-0.02692554146051407,
-0.002155983354896307,
0.012618182227015495,
-0.0738682746887207,
-0.03390834107995033,
0.012957812286913395,
-0.006109441164880991,
-0.02476082369685173,
0.003587917657569051,
0.051559001207351685,
0.02333395555615425,
-0.01167101040482521,
0.029301417991518974,
-0.01205387432128191,
-0.031796373426914215,
-0.03312379866838455,
-0.0007524459506385028,
-0.005464646965265274,
0.00905978586524725,
0.02889818698167801,
0.029364313930273056,
-0.00552707351744175,
-0.0012673953315243125,
-0.08445344865322113,
-0.0700092539191246,
0.024248551577329636,
0.0028512345161288977,
0.029136640951037407,
0.008522775955498219,
-0.04015066474676132,
0.07441771030426025,
0.029037121683359146,
-0.0416952408850193,
-0.008899400942027569,
0.020415684208273888,
-0.013637484982609749,
-0.016025865450501442,
-0.00006993916758801788,
0.010115793906152248,
0.019258636981248856,
0.018206695094704628,
0.025287093594670296,
-0.005279627628624439,
0.046275850385427475,
0.016713641583919525,
0.02803969755768776,
0.03747710585594177,
0.010252085514366627,
-0.002387557178735733,
0.039544183760881424,
-0.001066809636540711,
0.021372519433498383,
0.017809314653277397,
-0.017252689227461815,
0.008316832594573498,
0.01613079011440277,
-0.02279292233288288,
0.008993604220449924,
-0.02054852806031704,
-0.014361743815243244,
-0.02252652309834957,
0.05329243466258049,
0.04417005553841591,
-0.0529874823987484,
0.02183089777827263,
0.0006730500608682632,
0.02832433022558689,
-0.038849227130413055,
-0.013908691704273224,
0.07216526567935944,
0.023223387077450752,
-0.03863461688160896,
-0.04911617562174797,
-0.004649100359529257,
0.0023253518156707287,
0.0019673483911901712,
-0.0165423396974802,
-0.015035645104944706,
0.009706061333417892,
0.05954364687204361,
0.026215650141239166,
-0.030094442889094353,
-0.04781804978847504,
-0.007579365745186806,
-0.0673154816031456,
0.031832121312618256,
-0.010067139752209187,
0.017014427110552788,
0.019418010488152504,
0.036209892481565475,
0.008354037068784237,
0.0023783280048519373,
0.03477966785430908,
0.015892159193754196,
-0.07110823690891266,
0.03274963051080704,
0.010770588181912899,
-0.013247056864202023,
0.010795670561492443,
-0.015697307884693146,
0.047630976885557175,
-0.017472296953201294,
-0.007780792657285929,
-0.01239374652504921,
0.021904336288571358,
-0.026150278747081757,
0.009469487704336643,
-0.07580925524234772,
-0.024783525615930557,
-0.00465374393388629,
0.021537913009524345,
-0.010955041274428368,
-0.0028941810596734285,
0.015348096378147602,
0.02895362116396427,
-0.007528573740273714,
-0.003789749462157488,
-0.020432688295841217,
0.01475410908460617,
-0.025655755773186684,
0.029031578451395035,
0.026372822001576424,
0.04815666750073433,
-0.020867202430963516,
0.019161421805620193,
0.01510805543512106,
0.04038970544934273,
0.04206331819295883,
0.003627670230343938,
-0.024623412638902664,
-0.01371885184198618,
0.001321054296568036,
0.005216389428824186,
0.04963024705648422,
0.0036959259305149317,
0.016711194068193436,
0.04230758920311928,
0.021175632253289223,
-0.03749643266201019,
0.004235814791172743,
0.051628585904836655,
0.030738141387701035,
0.029468411579728127,
-0.036196380853652954,
-0.0023208458442240953,
-0.00385308382101357,
-0.007685279473662376,
0.025600461289286613,
-0.010884488932788372,
0.009908923879265785,
-0.03692646697163582,
0.03393936902284622,
-0.038686905056238174,
-0.002886697184294462,
0.021940315142273903,
0.029288044199347496,
0.020641330629587173,
0.050072990357875824,
-0.04594143107533455,
0.01317407377064228,
0.05818038061261177,
0.05942527949810028,
-0.012466262094676495,
0.008005122654139996,
-0.0858568325638771,
-0.0033637501765042543,
0.013678996823728085,
0.024663513526320457,
-0.0261492021381855,
-0.011938526295125484,
-0.06050018221139908,
0.0011495916405692697,
0.023599356412887573,
-0.010602198541164398,
0.03132467716932297,
-0.026803448796272278,
-0.001987745985388756,
0.006965239532291889,
0.01296263188123703,
-0.0778474360704422,
0.005441402085125446,
-0.02139107510447502,
0.03235144540667534,
-0.008157521486282349,
-0.018191473558545113,
-0.03631221503019333,
-0.010518141090869904,
0.05660223215818405,
0.09196872264146805,
0.01776864007115364,
-0.039566125720739365,
0.007484626490622759,
0.016300542280077934,
-0.046949177980422974,
-0.06264635920524597,
0.03746163100004196,
-0.007344089914113283,
-0.03530677407979965,
0.03141745924949646,
-0.036030516028404236,
-0.03541816398501396,
0.018933460116386414,
0.009069674648344517,
-0.02460341528058052,
-0.021060355007648468,
-0.0033287471160292625,
0.03564334288239479,
0.041599106043577194,
0.0030154732521623373,
0.0836104229092598,
-0.006128895096480846,
-0.02771867625415325,
-0.005001210607588291,
-0.04151341691613197,
-0.021617284044623375,
-0.03840714320540428,
0.006324398797005415,
-0.032862503081560135,
0.014389663934707642,
-0.02954808622598648,
0.03782424330711365,
-0.022781217470765114,
0.015635574236512184,
0.003025987185537815,
-0.04656432196497917,
0.018924487754702568,
0.022449510172009468,
-0.001478266785852611,
-0.0017268857918679714,
-0.03313329815864563,
0.01749298721551895,
0.021199969574809074,
0.0027263036463409662,
0.05710067227482796,
-0.03727421164512634,
0.019222106784582138,
0.0010553390020504594,
-0.027935359627008438,
0.012876441702246666,
-0.023365842178463936,
-0.02593918889760971,
0.017986509948968887,
-0.005516292527318001,
0.013007105328142643,
-0.007377445697784424,
0.04391904175281525,
0.01669144071638584,
0.00029809330590069294,
-0.03987259790301323,
0.02380366437137127,
-0.0028670048341155052,
0.057126790285110474,
-0.01494416780769825,
0.008865466341376305,
0.006054960656911135,
-0.0036127702333033085,
-0.051089268177747726,
-0.05387752875685692,
0.03970813751220703,
0.013805309310555458,
-0.0021349911112338305,
-0.03469898924231529,
0.011542275547981262,
0.0016205311985686421,
-0.045367531478405,
0.0023827210534363985,
0.0635281354188919,
-0.01314885076135397,
-0.01678360626101494,
0.009420009329915047,
0.05449587479233742,
0.0578497052192688,
0.021312236785888672,
0.007597723510116339,
0.02152937650680542,
-0.02815893106162548,
-0.01943531073629856,
0.015162711963057518,
0.016205579042434692,
-0.04870240017771721,
0.021624932065606117,
-0.024402132257819176,
0.0028334702365100384,
0.05710954964160919,
-0.040996868163347244,
-0.019269177690148354,
0.0065263002179563046,
0.048475299030542374,
-0.02311118133366108,
-0.04003676399588585,
-0.024395357817411423,
0.017465602606534958,
0.009247848764061928,
-0.018520761281251907,
-0.004003025591373444,
-0.015786299481987953,
-0.01199005451053381,
0.06699654459953308,
-0.024321861565113068,
-0.01639951951801777,
-0.005649100057780743,
0.08018749207258224,
-0.02648085355758667,
0.028110921382904053,
0.019065408036112785,
-0.0034459030721336603,
0.021860996261239052,
0.015199418179690838,
-0.0003382486174814403,
0.04194169119000435,
0.01763586886227131,
-0.0532136969268322,
0.0013906609965488315,
-0.058368586003780365,
0.023996712639927864,
0.07142692804336548,
-0.010224220342934132,
0.019809404388070107,
0.001719586318358779,
0.009747177362442017,
-0.01949276588857174,
-0.011603644117712975,
-0.007655892986804247,
0.003139419248327613,
-0.008648966439068317,
0.03286617994308472,
-0.0023498241789638996,
-0.030390676110982895,
0.06393586844205856,
0.0010973279131576419,
0.033810168504714966,
0.01583128422498703,
0.000999793759547174,
0.023976966738700867,
0.03742879256606102,
-0.019871395081281662,
-0.05363503098487854,
0.03889237344264984,
-0.030092215165495872,
0.006876110099256039,
-0.024234171956777573,
-0.056801386177539825,
0.045443132519721985,
0.05845531448721886,
-0.001904616947285831,
-0.040193986147642136,
-0.012893164530396461,
-0.03206823393702507,
0.027149278670549393,
0.014513980597257614,
0.015450705774128437,
0.07076657563447952,
0.009999300353229046,
0.02376197651028633,
-0.009589442983269691,
0.03523341193795204,
-0.008911678567528725,
-0.07097501307725906,
-0.011751560494303703,
-0.0034862104803323746,
-0.02970099449157715,
0.00009945480996975675,
-0.003281328361481428,
-0.03197995945811272,
0.02460017241537571,
-0.010822194628417492,
0.05332004278898239,
0.012508649379014969,
0.037164222449064255,
-0.012519746087491512,
0.056579191237688065,
0.007164436392486095,
0.023815801367163658,
-0.01795659214258194,
0.001736025675199926,
0.09577173739671707,
0.1018005907535553,
0.061560217291116714,
-0.06029742956161499,
-0.0038437610492110252,
0.01972690038383007,
-0.009873149916529655,
-0.039039161056280136,
-0.013225493021309376,
0.008193757385015488,
-0.04265535995364189,
-0.013143092393875122,
0.06502982974052429,
0.003197649959474802,
0.002279074164107442,
0.060899823904037476,
-0.02494320273399353,
-0.011168024502694607,
0.005756264086812735,
-0.012117605656385422,
-0.022105557844042778,
-0.03514055162668228,
-0.03334546089172363,
0.03344062715768814,
0.01934075728058815,
-0.058900319039821625,
-0.019151216372847557,
-0.01872975565493107,
-0.007059847470372915,
0.00634776521474123,
-0.03249867632985115,
-0.010417654179036617,
-0.0011292845010757446,
-0.018289437517523766,
0.01451627817004919,
0.0007062230724841356,
0.015277154743671417,
-0.01754581369459629,
0.030746109783649445,
0.026121845468878746,
0.014394140802323818,
0.018806038424372673,
0.019311295822262764,
0.02569052204489708,
-0.04504195600748062,
-0.039041392505168915,
-0.025494972243905067,
0.0612744577229023,
-0.01781247928738594,
-0.013563666492700577,
0.005780279636383057,
-0.03267508000135422,
-0.00033057815744541585,
-0.057269249111413956,
0.016480697318911552,
0.026046348735690117,
-0.002036014338955283,
-0.027915827929973602,
-0.0020557185634970665,
-0.046139683574438095,
0.03736547753214836,
0.0066519672982394695,
0.00013846864749211818,
0.008951250463724136,
-0.04046022146940231,
-0.024016112089157104,
-0.001831364817917347,
0.036734260618686676,
0.006287368480116129,
-0.04348212853074074,
0.0004815908905584365,
-0.0344010628759861,
-0.01807916909456253,
-0.005965379998087883,
0.019008047878742218,
-0.0336664654314518,
0.005772036965936422,
0.015850791707634926,
-0.0261326115578413,
0.008749553933739662,
-0.03652442991733551,
-0.011379876174032688,
-0.008674180135130882,
-0.01686975173652172,
-0.053762659430503845,
-0.014913258142769337,
0.02114635333418846,
0.039855118840932846,
0.0005745689268223941,
-0.008725026622414589,
-0.00793417077511549,
0.04821636900305748,
0.014105139300227165,
-0.032866086810827255,
-0.02928915247321129,
0.0133805051445961,
-0.027254989370703697,
0.012927391566336155,
-0.01417966466397047,
0.05331817641854286,
0.018539682030677795,
0.041447944939136505,
0.008399656973779202,
0.005416681990027428,
-0.014642932452261448,
0.03473544493317604,
-0.04177943244576454,
-0.052751827985048294,
-0.005123952403664589,
-0.0053779371082782745,
0.011138970963656902,
-0.0019988776184618473,
0.00006558922177646309,
-0.0260474793612957,
-0.012496830895543098,
0.012924684211611748,
-0.019252710044384003,
-0.03513142094016075,
-0.005687493830919266,
0.0038404467049986124,
0.00005007467916584574,
-0.020651238039135933,
0.019022097811102867,
0.03442750871181488,
0.0017516242805868387,
-0.004307050257921219,
-0.005421503446996212,
0.01117150392383337,
0.03568599745631218,
-0.046024665236473083,
-0.014933902770280838,
0.04646541550755501,
0.01336667500436306,
0.024859894067049026,
-0.016619617119431496,
0.00925167091190815,
0.013697952963411808,
0.034103650599718094,
-0.03132718428969383,
-0.03801501914858818,
0.040224507451057434,
-0.04324590042233467,
-0.02660943567752838,
0.01607181504368782,
-0.013751152902841568,
0.016315679997205734,
0.034730833023786545,
-0.018335485830903053,
-0.054223742336034775,
0.03491894528269768,
-0.033962737768888474,
-0.021567825227975845,
-0.015843819826841354,
0.003949036821722984,
0.005607370287179947,
-0.022926613688468933,
-0.005749390460550785,
0.043193601071834564,
0.019315365701913834,
0.0288779828697443,
0.04265330731868744,
0.04452834278345108,
-0.011916948482394218,
0.02870658040046692,
0.027615491300821304,
0.016711676493287086,
0.007258969359099865,
0.0008029783493839204,
-0.008897481486201286,
0.06442929059267044,
-0.02377300336956978,
0.0637952908873558,
-0.015966156497597694,
-0.012004408985376358,
-0.09121226519346237,
-0.008368945680558681,
0.004370056092739105,
-0.0012220731005072594,
0.04107518866658211,
-0.05202655494213104,
0.04357583448290825,
0.044135529547929764,
-0.011150490492582321,
0.023614680394530296,
-0.008664430119097233,
-0.0054641226306557655,
-0.027209846302866936,
0.024066608399152756,
-0.018693288788199425,
0.0007273168885149062,
0.007576055824756622,
0.03494991362094879,
0.04440853372216225,
-0.004756619222462177,
-0.015074347145855427,
-0.01676073670387268,
-0.03445754945278168,
-0.00892838928848505,
0.026292139664292336,
-0.0766298770904541,
0.054628729820251465,
-0.04423825442790985,
-0.03136782348155975,
0.032776523381471634,
0.018802190199494362,
0.023803699761629105,
0.011990595608949661,
0.00995392631739378,
0.015856372192502022,
0.015489625744521618,
0.019710568711161613,
0.013691102154552937,
0.01278818491846323,
0.000966751656960696,
0.0025090081617236137,
-0.0018088381038978696,
-0.03906770795583725,
0.011266110464930534,
0.0051039294339716434,
-0.0034637877251952887,
-0.026633059605956078,
0.014663057401776314,
0.00834634155035019,
-0.03985840082168579,
-0.013169271871447563,
-0.019897054880857468,
-0.005418375600129366,
-0.02479756809771061,
0.026352526620030403,
-0.018173078075051308,
-0.006451008841395378,
0.04167169705033302,
0.007391674909740686,
-0.024436021223664284,
0.008623087778687477,
-0.02220165729522705,
-0.049078360199928284,
0.021062862128019333,
0.027588332071900368,
-0.021455997601151466,
-0.04389714077115059,
-0.02107839845120907,
0.0009328981395810843,
0.014002667739987373,
-0.02833298034965992,
-0.0026858411729335785,
-0.057690054178237915,
0.056878700852394104,
-0.03710055351257324,
0.004756283015012741,
0.02205408550798893,
0.017560642212629318,
0.005618521943688393,
-0.062204793095588684,
0.04823726415634155,
-0.01713297888636589,
-0.048665400594472885,
-0.0014290546532720327,
-0.0038677568081766367,
-0.037272725254297256,
-0.016453994438052177,
0.06157512217760086,
0.01290892157703638,
0.015597445890307426,
-0.000008714341674931347,
0.02534312941133976,
0.0037756995297968388,
-0.06556563079357147,
0.040601324290037155,
-0.012855065055191517,
-0.024472232908010483,
-0.006827442441135645,
-0.0059257978573441505,
0.0343223437666893,
0.023593049496412277,
-0.008637757040560246,
-0.021801048889756203,
-0.015272231772542,
0.007110618986189365,
-0.0011735730804502964,
-0.045031871646642685,
-0.034423429518938065,
0.004664239473640919,
0.05593752861022949,
0.0022751742508262396,
0.03537015616893768,
0.00456819636747241,
-0.01117590069770813,
-0.05339944735169411,
0.02235005795955658,
-0.02725895307958126,
-0.017662029713392258,
0.004966731648892164,
-0.0391140952706337,
-0.014885727316141129,
-0.09276088327169418,
0.0008200823212973773,
-0.002975967712700367,
-0.04480965435504913,
0.014939174056053162,
0.03352627903223038,
-0.005505925975739956,
0.06858986616134644,
0.01936119794845581,
0.03168458119034767,
0.027063146233558655,
-0.008764968253672123,
0.02909238636493683,
0.04846520721912384,
0.04402100294828415,
-0.044618237763643265,
0.014152796939015388,
0.05394495651125908,
-0.0036096610128879547,
0.015765497460961342,
-0.02454247884452343,
0.015069525688886642,
-0.02773282118141651,
-0.06303928047418594,
0.03131861239671707,
-0.026547297835350037,
0.004684362560510635,
-0.023572178557515144,
-0.021699702367186546,
0.05652603507041931,
-0.0389128178358078,
0.0011867238208651543,
-0.010628116317093372,
0.011484725400805473,
-0.05402907729148865,
0.007639831863343716,
-0.01950990967452526,
-0.0012065659975633025,
0.008519232273101807,
0.005644557997584343,
-0.00463341036811471,
-0.022607246413826942,
-0.0023721957113593817,
-0.025751829147338867,
-0.021853357553482056,
-0.005178987048566341,
-0.007821664214134216,
0.00011840211664093658,
-0.05188318341970444,
-0.012215263210237026,
-0.043245911598205566,
0.01669757254421711,
0.01945146918296814,
0.01817101612687111,
-0.008735244162380695,
0.004566862713545561,
-0.004941865801811218,
0.03293122351169586,
-0.042204197496175766,
-0.0001573358167661354,
-0.012745058164000511,
-0.011279609985649586,
0.008953138254582882,
-0.0315726175904274
] |
<p>I have a huge dataset (millions of rows, thousands of columns) and <code>glmnet</code> Lasso regularised regression is too slow.</p>
<p>I am wondering what other libraries there are that try to implement regularised linear model estimation extremely efficiently? I don't necessarily need a distributed solution (it can estimate on one CPU), and it is fine for me to load all data to RAM (so an <code>R</code> solution may be fine, if one exists that's faster somehow than <code>glmnet</code>). It also does not necessarily need to be Lasso or Elastic Net.</p>
<p>I can use java, python or R.</p>
<p>My data is pretty messy, some columns are sparse, some have heavy autocorrelation, etc. </p> | 33,249 | [
-0.048909228295087814,
0.04737311974167824,
-0.020407531410455704,
-0.01637800969183445,
0.03368070721626282,
-0.0033346519339829683,
-0.019345710054039955,
-0.01905863918364048,
0.022739548236131668,
-0.032963111996650696,
0.06143670529127121,
0.049795929342508316,
0.06675899773836136,
-0.002517892513424158,
0.013993468135595322,
-0.0096734669059515,
-0.038197796791791916,
-0.007942475378513336,
-0.02262645587325096,
-0.03791456297039986,
0.0010178179945796728,
0.009041285142302513,
0.01183847151696682,
0.0009905407205224037,
-0.01943473145365715,
0.04702318459749222,
0.01802460476756096,
-0.01460023783147335,
-0.03843807429075241,
0.058606553822755814,
-0.02514147013425827,
-0.0161335077136755,
-0.024570543318986893,
0.05646197125315666,
0.020381661131978035,
0.007911881431937218,
-0.029079671949148178,
-0.0467836931347847,
-0.025588637217879295,
0.05686108022928238,
0.03243374824523926,
-0.05554916709661484,
-0.009000102058053017,
0.012920348905026913,
0.012790743261575699,
0.06643127650022507,
0.002194956410676241,
-0.0350695438683033,
0.027538936585187912,
-0.028425004333257675,
0.07376314699649811,
-0.007776011247187853,
0.05139504745602608,
0.000583467714022845,
-0.03494436666369438,
0.02122347615659237,
0.03978089988231659,
0.07675627619028091,
0.002053143223747611,
-0.07580335438251495,
-0.02549884282052517,
-0.014236030168831348,
0.02056301012635231,
-0.054319530725479126,
-0.031044183298945427,
0.03938958793878555,
-0.019289931282401085,
0.000927607761695981,
0.022990072146058083,
0.006935916841030121,
0.004573799669742584,
0.011436788365244865,
0.048640549182891846,
0.011510759592056274,
0.0020846943370997906,
-0.01808173768222332,
-0.024173904210329056,
0.0015280962688848376,
0.05765359848737717,
0.008792988955974579,
-0.01808352768421173,
0.022978708148002625,
0.007922434248030186,
-0.011099460534751415,
0.024979243054986,
-0.01642785407602787,
0.07428152859210968,
-0.015802759677171707,
0.0069521148689091206,
0.031958580017089844,
-0.015924042090773582,
-0.007751895114779472,
0.03324319049715996,
0.018651360645890236,
-0.024203211069107056,
0.016263941302895546,
0.0021418279502540827,
0.027120567858219147,
0.01402661856263876,
-0.022045131772756577,
-0.02088644914329052,
-0.04115987941622734,
-0.03549831733107567,
0.0548795610666275,
-0.024953696876764297,
0.008122913539409637,
-0.0404365211725235,
-0.025623386725783348,
-0.07242389023303986,
-0.0068870242685079575,
-0.010602015070617199,
0.008788883686065674,
-0.01976170390844345,
-0.013001509010791779,
0.020831072703003883,
-0.033005762845277786,
-0.002887691603973508,
-0.018903402611613274,
0.024835769087076187,
0.11706505715847015,
0.01758110336959362,
-0.028413770720362663,
0.032053351402282715,
-0.04199589788913727,
-0.039331190288066864,
0.028432033956050873,
0.0012588930549100041,
-0.04240237921476364,
-0.04334540665149689,
0.07005853950977325,
-0.008215345442295074,
-0.07342246919870377,
0.04550337418913841,
0.0023022876121103764,
0.024563388898968697,
-0.023926520720124245,
-0.07211954891681671,
-0.07879631966352463,
0.05610940605401993,
-0.03507150337100029,
0.03301490843296051,
-0.01888301968574524,
0.03067583031952381,
0.0003707669966388494,
0.07394453883171082,
0.05772938206791878,
0.03248357027769089,
0.04173293709754944,
-0.000128801359096542,
-0.05105876177549362,
-0.016606280580163002,
-0.031431738287210464,
-0.018460851162672043,
0.03123086504638195,
-0.0021230897400528193,
-0.06022530049085617,
0.012848706915974617,
-0.01925966888666153,
-0.032529350370168686,
0.04268954321742058,
0.041591960936784744,
0.02441345527768135,
-0.003407616401091218,
0.01278961356729269,
0.001051022089086473,
-0.03705340251326561,
0.05007233843207359,
0.015770800411701202,
0.06367619335651398,
0.032675039023160934,
-0.007624207995831966,
-0.014985403046011925,
0.04684663563966751,
0.031087158247828484,
0.037313949316740036,
-0.015965571627020836,
-0.014539499767124653,
-0.01127449981868267,
0.021553268656134605,
0.04559925198554993,
-0.03184875473380089,
-0.02713589370250702,
0.013275316916406155,
-0.018222853541374207,
0.019235102459788322,
0.03896792232990265,
0.012722278945147991,
-0.04333766549825668,
0.04358813539147377,
-0.041297294199466705,
-0.0201560091227293,
-0.04454747959971428,
0.026766253635287285,
0.017379822209477425,
0.011197729036211967,
0.01150404755026102,
0.021402036771178246,
0.00959757436066866,
0.005188160575926304,
-0.016679760068655014,
0.0007086137193255126,
0.031893543899059296,
0.018348105251789093,
0.008617233484983444,
-0.035630904138088226,
0.043965477496385574,
0.02178613282740116,
-0.04488755390048027,
0.05657970905303955,
-0.022247890010476112,
-0.04935538023710251,
0.004220147151499987,
-0.024978334084153175,
-0.01772976852953434,
-0.03268001973628998,
-0.017338810488581657,
0.014938175678253174,
-0.005617931019514799,
-0.011094671674072742,
0.0001357852015644312,
-0.05567105486989021,
0.050802819430828094,
0.0468413382768631,
0.03224087134003639,
0.021825343370437622,
-0.009287441149353981,
-0.04631742462515831,
-0.013711018487811089,
-0.033138249069452286,
0.002679581521078944,
-0.052985046058893204,
-0.01617412082850933,
0.03983772173523903,
0.040819201618433,
-0.02600187435746193,
0.017444118857383728,
0.07918339967727661,
0.021849215030670166,
0.025666454806923866,
-0.0016754656098783016,
-0.044199198484420776,
-0.03930974751710892,
-0.006091320421546698,
0.00039990190998651087,
0.00963515229523182,
-0.0012651551514863968,
-0.017776157706975937,
0.017768118530511856,
0.04943326488137245,
-0.0070915077812969685,
-0.018340401351451874,
0.027051320299506187,
0.026980893686413765,
-0.03652727231383324,
-0.0038330929819494486,
-0.03973453491926193,
0.014675445854663849,
0.0011971689527854323,
0.01613464578986168,
0.017154281958937645,
-0.019831636920571327,
0.039877552539110184,
-0.009371571242809296,
-0.032972872257232666,
0.01984478533267975,
0.021893786266446114,
-0.0463675856590271,
-0.015275831334292889,
0.034707747399806976,
-0.0414997935295105,
0.04662087559700012,
-0.029874764382839203,
-0.005636453162878752,
-0.07450278103351593,
0.033277228474617004,
0.02581009455025196,
-0.00783565640449524,
0.024026740342378616,
-0.008674094453454018,
-0.008693528361618519,
0.030391359701752663,
-0.05032409355044365,
0.03989425301551819,
0.014627814292907715,
-0.04818490892648697,
0.0046135494485497475,
-0.012518290430307388,
-0.029332581907510757,
0.026491040363907814,
0.027137866243720055,
-0.006707303691655397,
0.028172289952635765,
-0.0037147062830626965,
-0.08758354187011719,
-0.023663798347115517,
-0.04301441088318825,
0.0365142896771431,
0.013663728721439838,
0.008470986969769001,
0.02416669949889183,
-0.0053446632809937,
-0.035408444702625275,
0.01174992322921753,
-0.01625957153737545,
0.0279842559248209,
-0.03497158735990524,
-0.010533437132835388,
0.017240483313798904,
-0.005287029780447483,
-0.008033772930502892,
0.054712917655706406,
-0.03751156106591225,
0.0013152799801900983,
-0.07240665704011917,
-0.021683258935809135,
0.015999451279640198,
0.010670089162886143,
-0.01579999551177025,
0.04792802780866623,
-0.00003691007805173285,
0.05312377214431763,
0.03249729052186012,
-0.011936112307012081,
-0.0437844954431057,
-0.0031392518430948257,
-0.013047338463366032,
-0.03875282406806946,
0.023714790120720863,
-0.03817033767700195,
0.002574051497504115,
0.006864855997264385,
-0.024621373042464256,
0.0028786698821932077,
0.04484865814447403,
0.017569446936249733,
0.01328526996076107,
0.009674758650362492,
-0.015140672214329243,
0.012265804223716259,
0.022161776199936867,
0.022921057417988777,
-0.008805139921605587,
0.01541264820843935,
-0.004924916662275791,
-0.01501153502613306,
-0.01568954810500145,
-0.050854843109846115,
-0.035125985741615295,
-0.011363431811332703,
0.0010412344709038734,
-0.04514371231198311,
-0.0036944032181054354,
-0.009080961346626282,
-0.051878202706575394,
0.024365875869989395,
0.059354495257139206,
0.022883711382746696,
0.01354038156569004,
0.02079993486404419,
0.011920096352696419,
0.003453676588833332,
-0.0245798509567976,
0.01831507310271263,
-0.03704386204481125,
-0.014636713080108166,
-0.0009168570977635682,
-0.01638624630868435,
-0.00024381694674957544,
0.03220999613404274,
0.025073638185858727,
-0.008909338153898716,
-0.038435112684965134,
-0.03194696828722954,
0.0358332060277462,
-0.05971166118979454,
0.044780317693948746,
-0.0004203012795187533,
0.05890104919672012,
0.014521190896630287,
0.020648811012506485,
0.00439941743388772,
-0.01202397421002388,
0.03321385383605957,
-0.0012022018199786544,
-0.07042837888002396,
0.012589369900524616,
-0.02048492059111595,
-0.011444365605711937,
0.014788257889449596,
0.002090267837047577,
0.013099309988319874,
0.004282104317098856,
0.0197623111307621,
-0.011284192092716694,
0.016216734424233437,
-0.0312827043235302,
0.02363893948495388,
0.03325317054986954,
-0.009262640960514545,
0.005132449325174093,
-0.014038216322660446,
-0.0161467082798481,
-0.021718421950936317,
0.029592663049697876,
0.04423924908041954,
0.00028321347781457007,
-0.04200388491153717,
-0.008264667354524136,
0.03219818323850632,
0.02670946903526783,
0.021479351446032524,
0.010787171311676502,
0.02989029511809349,
-0.04409432038664818,
0.0049246749840676785,
-0.009611213579773903,
0.011890974827110767,
0.008049232885241508,
0.0056259105913341045,
-0.002242343034595251,
-0.07039675861597061,
-0.022281119599938393,
-0.002452469663694501,
0.038891322910785675,
0.016515342518687248,
0.02282045967876911,
-0.001722003216855228,
0.04944562911987305,
-0.03748882934451103,
-0.00509437033906579,
0.07610789686441422,
-0.016682913526892662,
-0.01715586706995964,
0.004514405038207769,
-0.03206406161189079,
-0.0033477903343737125,
0.005230682902038097,
0.04554058611392975,
-0.020880920812487602,
-0.002791658276692033,
0.010710126720368862,
0.01338583417236805,
-0.042782727628946304,
0.01083778589963913,
-0.02588699385523796,
0.04788889363408089,
0.05766329914331436,
-0.024621928110718727,
-0.015494780614972115,
-0.026382235810160637,
0.06701505184173584,
0.04502396285533905,
0.035924870520830154,
0.009788629598915577,
-0.09101209789514542,
0.03245994448661804,
0.03477604314684868,
0.0600309856235981,
-0.032779861241579056,
-0.031473737210035324,
-0.05811673775315285,
-0.037911880761384964,
0.05104522407054901,
-0.04240142181515694,
-0.008461247198283672,
0.000051497230742825195,
-0.006013398990035057,
0.00519331032410264,
-0.025807054713368416,
-0.011896553449332714,
-0.027247821912169456,
-0.04550977051258087,
0.026184862479567528,
-0.009311920031905174,
-0.034982830286026,
-0.0504784919321537,
0.04251345247030258,
-0.008203364908695221,
0.028981994837522507,
-0.007254783995449543,
-0.0017133334185928106,
-0.000879425962921232,
0.02655867673456669,
-0.008406254462897778,
-0.04632441699504852,
-0.007118728943169117,
0.00026075178175233305,
-0.04956375062465668,
0.04639093577861786,
-0.016393253579735756,
-0.04324096441268921,
0.020577892661094666,
0.010907243937253952,
-0.04196304827928543,
-0.023500921204686165,
-0.031392332166433334,
0.009525682777166367,
0.04407684877514839,
0.03973880410194397,
0.054530780762434006,
0.023950397968292236,
0.0064245350658893585,
0.005084680393338203,
-0.017344050109386444,
-0.001319727161899209,
-0.04957039654254913,
-0.03535999357700348,
-0.02291262522339821,
-0.03450281172990799,
-0.02566494792699814,
0.029142851009964943,
0.0015624936204403639,
0.04506436735391617,
0.010419702157378197,
0.010825776495039463,
-0.011756282299757004,
0.05628455430269241,
-0.006594162900000811,
-0.023062052205204964,
0.04369860142469406,
0.03602088615298271,
0.014423096552491188,
-0.013141032308340073,
0.04065776243805885,
0.02243434265255928,
-0.006248539313673973,
0.00447694119066,
-0.024051323533058167,
0.019153999164700508,
-0.005821488332003355,
-0.028989730402827263,
0.018855063244700432,
-0.02508576214313507,
0.02417677454650402,
0.014824078418314457,
0.05457381159067154,
-0.012438412755727768,
-0.0602644681930542,
-0.021809065714478493,
-0.005825680680572987,
-0.028203994035720825,
0.006836674176156521,
-0.048735737800598145,
0.010739723220467567,
-0.0494920089840889,
-0.009401017799973488,
-0.06856118142604828,
-0.051254045218229294,
0.023433946073055267,
0.0032354271970689297,
-0.0007408967358060181,
-0.059651851654052734,
0.01012509036809206,
-0.013326591812074184,
0.0014945283764973283,
0.007951335050165653,
0.027707194909453392,
-0.020976193249225616,
0.01036141999065876,
-0.010194364935159683,
0.0038166085723787546,
0.025957999750971794,
0.01635783538222313,
0.03187275305390358,
-0.001747534959577024,
0.011375940404832363,
-0.03359275683760643,
-0.01703605055809021,
0.03724644333124161,
-0.02594374120235443,
0.007834040559828281,
-0.06558118015527725,
-0.007983134128153324,
0.05056881532073021,
0.017791418358683586,
0.012523270212113857,
0.03805633261799812,
-0.005200586747378111,
-0.012098630890250206,
-0.03237035870552063,
0.015513909049332142,
0.009163389913737774,
0.003782863263040781,
-0.03207213431596756,
-0.026379283517599106,
0.0067436243407428265,
-0.013372358866035938,
0.034235790371894836,
0.031206464394927025,
-0.016020076349377632,
-0.017528776079416275,
0.048889026045799255,
-0.013939392752945423,
0.03005119599401951,
0.0061124349012970924,
-0.01871737278997898,
0.051274288445711136,
-0.01785191334784031,
0.026175597682595253,
0.005342522636055946,
0.02422427386045456,
-0.0565737746655941,
-0.028470218181610107,
-0.018407970666885376,
-0.009079341776669025,
0.03540981933474541,
-0.008289266377687454,
0.028002694249153137,
0.05228590592741966,
0.020479993894696236,
0.0076175956055521965,
-0.03937675803899765,
-0.021603813394904137,
0.0332985520362854,
0.01586255617439747,
0.07103320211172104,
0.02007651887834072,
-0.014873980544507504,
0.047634948045015335,
0.009980783797800541,
0.01542987022548914,
0.03862413391470909,
-0.03383168578147888,
0.03064579889178276,
0.014436719939112663,
-0.030794164165854454,
-0.038352061063051224,
0.011393735185265541,
-0.04487094283103943,
0.027878371998667717,
0.005742472596466541,
-0.038976218551397324,
0.058041367679834366,
0.02274763211607933,
0.03292892500758171,
-0.014670955017209053,
-0.024983147159218788,
-0.06191745772957802,
0.024532727897167206,
0.02027755230665207,
-0.02149316668510437,
0.017230020835995674,
0.006809192709624767,
0.027109475806355476,
0.019546901807188988,
0.06478355824947357,
-0.023509176447987556,
-0.10958454012870789,
-0.016036605462431908,
-0.018845602869987488,
-0.01910180225968361,
0.06267184019088745,
0.04144860431551933,
-0.03726881369948387,
0.01610286347568035,
-0.03897974640130997,
0.007450421806424856,
-0.004635302349925041,
0.0554930716753006,
0.023696500808000565,
0.04982298985123634,
-0.01613716408610344,
-0.025244347751140594,
-0.025629594922065735,
-0.014873208478093147,
0.11715798079967499,
0.07752106338739395,
0.05288690701127052,
-0.0656680315732956,
-0.013272703625261784,
-0.01922396570444107,
-0.04270844906568527,
-0.04193979874253273,
0.014919918961822987,
-0.02066926099359989,
0.013134511187672615,
0.04504799097776413,
0.01952287368476391,
0.03514765575528145,
0.01502874493598938,
0.02506646141409874,
-0.016570448875427246,
0.021122975274920464,
0.019215356558561325,
0.016046814620494843,
0.037943169474601746,
0.017323864623904228,
-0.056936439126729965,
0.014401020482182503,
-0.012224508449435234,
-0.03663371503353119,
-0.03832443803548813,
-0.03502310812473297,
0.02065003104507923,
-0.020058540627360344,
-0.023607591167092323,
-0.0014349527191370726,
-0.029431434348225594,
0.002402793150395155,
0.005071448627859354,
0.02314521186053753,
0.006207694299519062,
0.024837708100676537,
-0.010515587404370308,
0.029319709166884422,
0.0028359072748571634,
0.026566924527287483,
-0.012520700693130493,
0.005822953302413225,
-0.025420935824513435,
-0.01849842630326748,
-0.054991915822029114,
0.04450346529483795,
-0.03305977210402489,
0.0030633516144007444,
0.014781809411942959,
0.021856460720300674,
0.023173291236162186,
-0.034988563507795334,
-0.026362748816609383,
0.006289276294410229,
0.021539928391575813,
-0.01634102687239647,
0.01493985764682293,
0.010868760757148266,
0.04518737271428108,
-0.0011751526035368443,
0.011970266699790955,
0.012636197730898857,
-0.006374588701874018,
-0.025922751054167747,
0.008087506517767906,
0.03251924365758896,
-0.007322078570723534,
0.027647776529192924,
-0.0004631252959370613,
-0.010662360116839409,
0.026780331507325172,
-0.0031141883227974176,
0.05173703655600548,
-0.004972527269273996,
-0.0038574703503400087,
-0.03797497600317001,
-0.008415804244577885,
-0.050318438559770584,
-0.04567940533161163,
0.01589961163699627,
-0.049811992794275284,
0.01540466770529747,
-0.04463218152523041,
-0.015442490577697754,
0.029982224106788635,
0.03303276747465134,
0.008532585576176643,
-0.001335994340479374,
-0.021192926913499832,
0.00807484332472086,
0.004306530114263296,
-0.039031386375427246,
-0.016133340075612068,
-0.053819067776203156,
-0.027518145740032196,
0.029021915048360825,
-0.019133014604449272,
0.09205178916454315,
0.02050250768661499,
0.005900945980101824,
-0.03872765973210335,
0.019458431750535965,
-0.021285435184836388,
0.016845151782035828,
-0.008215069770812988,
-0.06767763197422028,
0.0069943624548614025,
-0.000973582617007196,
0.01615866646170616,
-0.028779419139027596,
-0.019145259633660316,
-0.0448002852499485,
-0.018043432384729385,
0.014959403313696384,
0.012275299988687038,
-0.05890607833862305,
0.03032577410340309,
0.011622943915426731,
0.06415176391601562,
-0.039854273200035095,
0.022056149318814278,
-0.03109150007367134,
0.01842418499290943,
-0.00901149120181799,
-0.04858647659420967,
-0.0032306688372045755,
0.0024815707001835108,
-0.020112382248044014,
0.0007289605564437807,
0.002927106572315097,
-0.0013528488343581557,
0.00024506470072083175,
0.028297094628214836,
0.020385779440402985,
-0.015185654163360596,
0.049393180757761,
-0.020579451695084572,
-0.02515752613544464,
0.04717801511287689,
-0.05381367355585098,
-0.050194863229990005,
0.026677124202251434,
-0.02439124695956707,
0.027087604627013206,
0.028871912509202957,
-0.01476745679974556,
-0.02191866748034954,
0.04349374398589134,
-0.00798557698726654,
-0.005998348351567984,
-0.011203490197658539,
0.016554467380046844,
0.012593025341629982,
0.008693317882716656,
0.016213832423090935,
-0.02061881311237812,
-0.03631412610411644,
0.026699965819716454,
0.04806336760520935,
0.010937356390058994,
0.026666151359677315,
0.03473692014813423,
0.02393278479576111,
0.03522526100277901,
0.028452668339014053,
-0.007774010766297579,
0.031804490834474564,
0.02568189613521099,
-0.036032065749168396,
0.013260859064757824,
0.03019247204065323,
0.04228157550096512,
-0.09509803354740143,
0.011952191591262817,
-0.004569795448333025,
0.009368539787828922,
0.020260123535990715,
-0.06896456331014633,
-0.00039305147947743535,
0.06116703897714615,
-0.03733557462692261,
0.03783722594380379,
-0.0017331464914605021,
-0.01833728887140751,
-0.011023038066923618,
0.008855977095663548,
0.0303307194262743,
0.006420297548174858,
0.02879096008837223,
0.003960310947149992,
0.040105853229761124,
0.03120776265859604,
0.03706817328929901,
-0.03093091957271099,
-0.021513186395168304,
0.00846268329769373,
0.024039702489972115,
-0.04106729477643967,
0.02505253627896309,
-0.057315610349178314,
0.0006910650990903378,
0.040347594767808914,
0.001705247675999999,
0.01320460345596075,
0.016456283628940582,
0.02668832615017891,
-0.012621607631444931,
0.04941229149699211,
0.029243232682347298,
-0.015336123295128345,
0.011159071698784828,
-0.013296500779688358,
0.01300758495926857,
0.03458698093891144,
-0.00019278797844890505,
0.033947426825761795,
0.009672311134636402,
-0.0045730480924248695,
0.014832528308033943,
0.021528121083974838,
0.034156434237957,
-0.01614314131438732,
0.015468157827854156,
-0.003587157931178808,
0.017970804125070572,
-0.02012002095580101,
-0.02319871075451374,
-0.04109695181250572,
0.006774022243916988,
0.00898897834122181,
-0.002989725675433874,
-0.04854201897978783,
0.03738880529999733,
-0.00040683732368052006,
-0.01726902835071087,
0.0010985000990331173,
-0.0093551529571414,
0.010683764703571796,
-0.07013143599033356,
0.013806512579321861,
0.01182179432362318,
-0.043686650693416595,
-0.01825081743299961,
-0.028929751366376877,
-0.022388121113181114,
0.0496424101293087,
0.0025261472910642624,
0.026240354403853416,
0.01910882070660591,
0.011447163298726082,
0.012172957882285118,
-0.0735485851764679,
0.06932363659143448,
0.00783840287476778,
0.0007393165142275393,
-0.012910244055092335,
0.016891052946448326,
0.005381690803915262,
-0.014662022702395916,
0.056486453860998154,
-0.0071791778318583965,
0.021264497190713882,
-0.02110920660197735,
0.0029721404425799847,
0.009714743122458458,
-0.027006009593605995,
-0.00035816471790894866,
-0.011384728364646435,
-0.04364066943526268,
-0.004736987873911858,
-0.014197904616594315,
-0.0005347627447918057,
-0.008414919488132,
0.041956909000873566,
0.02378198876976967,
-0.024539507925510406,
0.007074919529259205,
-0.0067919581197202206,
0.043660540133714676,
-0.004569611512124538,
-0.015650028362870216,
0.03442763164639473,
-0.011655895039439201,
-0.02273692563176155,
-0.00473359040915966,
-0.019323045387864113,
-0.013186347670853138,
0.041812557727098465,
-0.05398445948958397,
-0.016053801402449608,
-0.020237289369106293,
-0.007816033437848091,
-0.027277871966362,
-0.07361861318349838,
0.025575963780283928,
0.0007986724958755076,
-0.02282290905714035,
0.018749454990029335,
0.013112980872392654,
-0.020785721018910408,
0.06722632050514221,
-0.02077963389456272,
0.023932496085762978,
0.03345029056072235,
0.03415963798761368,
-0.012535683810710907,
0.03996751457452774,
0.005922796670347452,
-0.0031211012974381447,
0.02033323235809803,
0.004299380350857973,
-0.0162146408110857,
0.04280763119459152,
-0.014105443842709064,
0.030570613220334053,
-0.05796816572546959,
-0.04068434238433838,
-0.001873979577794671,
-0.006791069637984037,
0.011413919739425182,
-0.0339905209839344,
-0.01622910052537918,
0.05474032089114189,
-0.05329742282629013,
-0.037728309631347656,
-0.02534504048526287,
-0.006698371842503548,
-0.0018456499092280865,
0.009945778176188469,
-0.04202188923954964,
0.03306417539715767,
-0.007083290722221136,
0.03435531631112099,
0.023255635052919388,
-0.010528955608606339,
0.06141626462340355,
-0.03542141243815422,
0.02674325928092003,
-0.023529991507530212,
-0.028133202344179153,
-0.004265166353434324,
-0.01742437109351158,
0.008374636061489582,
-0.02465425245463848,
0.020934686064720154,
0.045266322791576385,
0.030940713360905647,
-0.02388007938861847,
-0.011604288592934608,
-0.005371734034270048,
0.022486092522740364,
-0.08039697259664536,
0.0007562990067526698,
-0.038001250475645065,
0.010399803519248962,
-0.011712516658008099,
-0.016450338065624237
] |
<p>I have a data set and I want to examine an hypothesis in there and probably Network Analysis should prove or reject my theory.</p>
<p>I have a list of products and a group of people who give the product to each other. Anyone can sell it to another in any price he want (hopefully someone will buy it).</p>
<p>So, imagine a chain of products transfers between the people. Except the sell price, one will also take a percentage of the sale only of the next one who will re-sell the product. And also, if I sell for the first time a product, I will take a percentage forever for every sale.</p>
<p>Example:</p>
<p>A -> B -> C</p>
<p>Person A will take the money from sale to Person B. Person B will take the money of the sale to person C and Person A will take a percentage of this sale as the previous owner and the creator of the chain. If person C sell the product to someone else, only person B will take the previous percentage, but person A will take the percentage of the creator.</p>
<p>I believe that there are people that try to exploit the system and create small or bigger circles to take advantage of these percentages of next sales to "hide" themselves.</p>
<p>Is there any way to identify those people?</p> | 74,066 | [
0.004361602943390608,
-0.014692502096295357,
0.010140280239284039,
-0.03255459666252136,
0.02212735079228878,
-0.02399749495089054,
-0.02544865757226944,
-0.005648411810398102,
0.003247550455853343,
-0.030769074335694313,
0.013303400948643684,
0.011150848120450974,
0.015401645563542843,
0.022782735526561737,
0.009232701733708382,
0.0038751971442252398,
-0.06072826310992241,
0.010226191952824593,
-0.00038957729702815413,
0.0004185695725027472,
0.006980167236179113,
0.03404335305094719,
0.007816188968718052,
-0.014791229739785194,
-0.04519001394510269,
0.04045940190553665,
0.02002396248281002,
-0.03734688088297844,
0.025497570633888245,
0.052692413330078125,
-0.028523113578557968,
-0.010637734085321426,
-0.017349813133478165,
0.007794006261974573,
0.03037732094526291,
0.017141371965408325,
-0.04913921281695366,
-0.037146423012018204,
0.0035644753370434046,
0.026359114795923233,
-0.026949340477585793,
0.02491837739944458,
0.005513743497431278,
0.03541829064488411,
0.00041171067277900875,
0.01557241566479206,
0.021382464095950127,
-0.02677346207201481,
0.03969389200210571,
-0.05368368700146675,
0.10235854238271713,
-0.006548331584781408,
-0.0057754190638661385,
0.01753547228872776,
-0.005866330582648516,
0.000020471519746934064,
0.03319994732737541,
0.09333682060241699,
-0.0465938001871109,
-0.04619164764881134,
-0.03428063541650772,
0.01962047442793846,
-0.008260619826614857,
-0.03302169591188431,
-0.042999353259801865,
0.021879078820347786,
-0.03206995502114296,
-0.007923956960439682,
0.03903308883309364,
0.015210348181426525,
0.025703556835651398,
0.013684303499758244,
0.045802030712366104,
0.002916489029303193,
-0.025393612682819366,
-0.00450177164748311,
-0.0019373830873519182,
0.01961391419172287,
0.05022576451301575,
0.03182780742645264,
0.020094407722353935,
-0.04120927304029465,
0.0011879531666636467,
0.06378547847270966,
0.01813955046236515,
-0.010934306308627129,
0.04443461820483208,
-0.06858614832162857,
0.03727981075644493,
0.029196741059422493,
-0.033455703407526016,
-0.011348262429237366,
0.034264352172613144,
0.012387370690703392,
-0.06579587608575821,
0.010767835192382336,
-0.002586064161732793,
0.021845849230885506,
0.0082838274538517,
-0.022290822118520737,
-0.02636049874126911,
-0.02275657095015049,
-0.03126801550388336,
0.04479547217488289,
0.0012984710047021508,
0.0018248880514875054,
-0.02827351540327072,
-0.002908304799348116,
-0.0071921818889677525,
-0.0035337635781615973,
-0.04023797810077667,
-0.021453265100717545,
0.028884198516607285,
0.020545462146401405,
0.008230127394199371,
-0.008638668805360794,
-0.0532025508582592,
-0.02631337195634842,
0.08060968667268753,
0.040183063596487045,
0.01575320214033127,
-0.003070782870054245,
0.038917701691389084,
-0.003975613042712212,
-0.024139469489455223,
0.011803538538515568,
0.013994810171425343,
-0.025212693959474564,
-0.04664158076047897,
0.05216539278626442,
0.04497736692428589,
-0.04692879691720009,
0.0510963536798954,
-0.0161809790879488,
0.06281748414039612,
0.0026886791456490755,
-0.09557896107435226,
-0.06594546139240265,
0.06553129106760025,
-0.011596775613725185,
0.03613469749689102,
-0.053060855716466904,
0.00271993619389832,
-0.004272491671144962,
0.08895274996757507,
0.00203592493198812,
0.011230898089706898,
0.023463493213057518,
0.0583847314119339,
0.038416698575019836,
-0.015954867005348206,
-0.0379459373652935,
-0.002672359347343445,
-0.022705940529704094,
-0.0255038533359766,
-0.05240588262677193,
0.00017791063874028623,
0.0645269826054573,
-0.03389761596918106,
-0.030658813193440437,
0.026815297082066536,
0.01905270852148533,
-0.016205033287405968,
0.017261696979403496,
-0.04088520258665085,
-0.009470072574913502,
0.056906647980213165,
-0.010924448259174824,
0.03115643747150898,
0.021405240520834923,
-0.0026564323343336582,
0.08092327415943146,
-0.01736382208764553,
0.04015563800930977,
0.0346214734017849,
-0.03814238682389259,
-0.00004729655120172538,
0.01236742828041315,
-0.006456720642745495,
0.033744484186172485,
-0.04621892794966698,
-0.016859833151102066,
-0.023514216765761375,
0.0003116048173978925,
0.041633982211351395,
0.0064776865765452385,
-0.009051510132849216,
-0.04963166266679764,
0.005641058553010225,
-0.04092741385102272,
-0.037886835634708405,
-0.07267583906650543,
0.0009267936693504453,
-0.030282093212008476,
-0.014084176160395145,
-0.018413739278912544,
0.01933320239186287,
-0.00570226414129138,
-0.05148720741271973,
-0.041745733469724655,
-0.025207767263054848,
-0.007477445062249899,
0.05790618062019348,
-0.03454416245222092,
-0.004595821723341942,
0.03151886910200119,
0.016747450456023216,
-0.044293519109487534,
0.07131253927946091,
-0.03790009394288063,
-0.026485832408070564,
0.03982888162136078,
-0.012550056912004948,
0.01888645999133587,
-0.029973560944199562,
0.04025201126933098,
0.04539242386817932,
0.021226244047284126,
0.0024793052580207586,
0.03285671025514603,
-0.05425513535737991,
0.04801047220826149,
0.06878544390201569,
0.02098204754292965,
-0.025742830708622932,
-0.019148916006088257,
0.03653602674603462,
0.014346752315759659,
-0.007656554691493511,
-0.0473819337785244,
-0.07654373347759247,
-0.009017497301101685,
0.012796487659215927,
0.024377325549721718,
-0.03994675353169441,
-0.0171962957829237,
0.06356574594974518,
0.06916770339012146,
0.004532556049525738,
-0.02004346251487732,
-0.0141376918181777,
0.006723935715854168,
0.004710562061518431,
0.033059921115636826,
0.01578623242676258,
0.042736995965242386,
0.01592600718140602,
-0.0006261739181354642,
0.047742392867803574,
-0.013689941726624966,
0.02225431427359581,
0.0003544555511325598,
0.003225550753995776,
0.01075831800699234,
0.010318446904420853,
0.02267698384821415,
0.0311971977353096,
-0.0019535827450454235,
-0.00003191936411894858,
-0.005551200360059738,
0.014600117690861225,
-0.019681157544255257,
-0.013447032310068607,
-0.06206117942929268,
0.029155276715755463,
0.04131634160876274,
-0.04849068447947502,
0.0023042424581944942,
0.027494993060827255,
-0.035363681614398956,
0.03617474064230919,
0.002805085852742195,
0.009789502248167992,
-0.002818605164065957,
0.03312318027019501,
0.03272368386387825,
0.0056443284265697,
0.017172491177916527,
-0.04119699448347092,
-0.03574668616056442,
0.004845551680773497,
0.014011231251060963,
0.00761423772200942,
0.01829387992620468,
-0.07341209799051285,
-0.008236951194703579,
0.023266397416591644,
-0.02854050137102604,
0.025756288319826126,
-0.00009706184937385842,
0.005399089306592941,
0.055789485573768616,
-0.014190156944096088,
-0.027770109474658966,
-0.01682613603770733,
-0.02552230842411518,
0.03453239053487778,
-0.027993135154247284,
-0.013356293551623821,
0.010301753878593445,
0.0567358061671257,
-0.001345509197562933,
0.044158510863780975,
-0.04677619785070419,
-0.012256717309355736,
-0.024831589311361313,
-0.04009152948856354,
0.01934417523443699,
0.014854549430310726,
0.027317829430103302,
-0.029309332370758057,
0.00862982589751482,
-0.029040666297078133,
-0.060340024530887604,
-0.10321201384067535,
-0.006562034599483013,
0.00014793600712437183,
-0.01041379850357771,
0.03914343938231468,
-0.004783904645591974,
0.08437889814376831,
0.0407220683991909,
-0.0502283088862896,
-0.019623786211013794,
-0.04498423635959625,
-0.03518788516521454,
-0.02395283244550228,
0.035363830626010895,
0.022639641538262367,
-0.014045720919966698,
-0.008050818927586079,
0.025464212521910667,
0.015484846197068691,
0.06594905257225037,
-0.046704623848199844,
-0.010221424512565136,
0.05734139680862427,
0.006932569667696953,
-0.011512727476656437,
0.02622361108660698,
0.021094387397170067,
-0.03641043230891228,
0.024154208600521088,
0.015484851785004139,
0.03213841840624809,
0.006471781991422176,
-0.06873391568660736,
-0.03202670440077782,
-0.020464902743697166,
-0.027648495510220528,
0.011915809474885464,
-0.003128266194835305,
-0.005592919420450926,
-0.027851391583681107,
0.01014007069170475,
0.007226588204503059,
0.03194376081228256,
-0.010960188694298267,
0.03250782936811447,
0.047601114958524704,
0.015968000516295433,
-0.02503216080367565,
-0.0029210522770881653,
-0.03595993295311928,
-0.005398828070610762,
-0.01791561394929886,
-0.00943769421428442,
0.000459662958746776,
0.01622140035033226,
0.04779418557882309,
0.01658300682902336,
0.021495232358574867,
-0.042057450860738754,
-0.020748957991600037,
-0.0747668594121933,
-0.015083328820765018,
-0.02904652990400791,
0.05232466012239456,
-0.014237227849662304,
0.05890394747257233,
0.0015645012026652694,
0.026340758427977562,
-0.017850536853075027,
0.0026496800128370523,
-0.06901442259550095,
0.023030631244182587,
-0.013273951597511768,
0.04784613102674484,
-0.006818242371082306,
-0.022191008552908897,
0.020690908655524254,
-0.020542364567518234,
-0.014035639353096485,
-0.001087716780602932,
0.023550791665911674,
-0.060489386320114136,
0.0030916857067495584,
-0.018630458042025566,
-0.0008551054052077234,
0.0035491925664246082,
0.026603346690535545,
0.02874467335641384,
0.02083992399275303,
0.015666093677282333,
0.05174936726689339,
-0.001422567991539836,
-0.01266499888151884,
-0.03489484637975693,
-0.028186628594994545,
0.056231386959552765,
0.03033834882080555,
-0.006371879018843174,
0.020027417689561844,
-0.0327107310295105,
-0.005450761411339045,
-0.017018262296915054,
0.025003734976053238,
0.022067271173000336,
0.022368213161826134,
0.011773727834224701,
-0.050435181707143784,
-0.032913196831941605,
0.0062742638401687145,
0.03513476997613907,
0.008435506373643875,
0.016350092366337776,
0.06731338053941727,
0.04214141517877579,
-0.03036283142864704,
0.0012621200876310468,
0.061458613723516464,
0.0361081026494503,
-0.024268195033073425,
-0.02333543263375759,
0.01210009679198265,
0.019406607374548912,
0.019932163879275322,
-0.006773232948035002,
-0.0037318640388548374,
0.007547775283455849,
0.031136656180024147,
0.0409657247364521,
0.044588059186935425,
-0.05074383318424225,
0.03957904502749443,
-0.014083686284720898,
0.035326242446899414,
-0.02936210297048092,
0.006012846250087023,
0.034346792846918106,
0.019538382068276405,
0.014716905541718006,
0.03294738754630089,
0.015820235013961792,
-0.10142312943935394,
-0.0124285239726305,
0.033262547105550766,
0.04391464591026306,
-0.04487689584493637,
-0.016096962615847588,
-0.03309028223156929,
-0.013276777230203152,
0.038694530725479126,
-0.03127487003803253,
0.048920728266239166,
0.005586661864072084,
0.009940696880221367,
-0.038882169872522354,
-0.018122948706150055,
-0.009473178535699844,
-0.020153524354100227,
-0.04522398114204407,
0.018901431933045387,
-0.02177410200238228,
-0.004229611251503229,
-0.04371034353971481,
0.01580248400568962,
0.026446469128131866,
0.03749912232160568,
-0.008708570152521133,
-0.03137047961354256,
-0.002918506972491741,
0.04481292888522148,
-0.017149247229099274,
-0.06002672389149666,
0.0651467964053154,
-0.004438949283212423,
-0.018030205741524696,
0.05000066012144089,
-0.03665604069828987,
-0.020228764042258263,
-0.014216496609151363,
-0.015226395800709724,
-0.004234082996845245,
-0.019919702783226967,
-0.028792571276426315,
0.04576245695352554,
0.052970364689826965,
-0.011934158392250538,
0.04078591242432594,
0.05680957809090614,
-0.007852924056351185,
0.008126012049615383,
0.002995455637574196,
0.0023601099383085966,
-0.009382643736898899,
0.003540104953572154,
-0.0064665330573916435,
0.0013359752483665943,
-0.011363665573298931,
-0.001300699426792562,
0.061794769018888474,
0.024021293967962265,
-0.01842663623392582,
-0.018551012501120567,
-0.0072920918464660645,
0.052519429475069046,
-0.022541062906384468,
0.03344489261507988,
0.0013826744398102164,
-0.0011764009250327945,
0.033148143440485,
-0.013371031731367111,
0.005775493569672108,
-0.026656806468963623,
0.013403932563960552,
0.0011059074895456433,
0.0032170501071959734,
-0.013303201645612717,
-0.05026119202375412,
-0.062033750116825104,
0.003629859769716859,
-0.038548361510038376,
0.0588025338947773,
-0.014220446348190308,
0.015140028670430183,
0.03538284823298454,
-0.03377949818968773,
0.012943568639457226,
0.016974423080682755,
-0.0071586789563298225,
0.029680367559194565,
-0.026088301092386246,
0.0328427329659462,
-0.01919005624949932,
0.009398727677762508,
-0.05471336469054222,
-0.023729830980300903,
0.013632500544190407,
-0.008786896243691444,
-0.051817044615745544,
-0.038580991327762604,
0.0009860129794105887,
0.0005158592248335481,
-0.012736666947603226,
-0.03429728373885155,
0.04007919132709503,
-0.008805994875729084,
0.013612180948257446,
0.014680203050374985,
0.0015110113890841603,
0.07637237757444382,
0.0165437962859869,
-0.026809489354491234,
0.00170725432690233,
0.017055915668606758,
0.011696435511112213,
0.006204046308994293,
-0.012692509219050407,
-0.025889817625284195,
-0.05137953907251358,
-0.042034510523080826,
0.04307902604341507,
0.03438505530357361,
-0.040565475821495056,
0.007367903832346201,
0.018519315868616104,
0.0346958227455616,
-0.002789557445794344,
0.013789458200335503,
-0.006429476663470268,
-0.00001222578066517599,
-0.013153810985386372,
0.017318546772003174,
0.01767704449594021,
-0.004709607921540737,
-0.0004956046468578279,
0.03430434688925743,
0.0027450411580502987,
-0.057846006006002426,
0.005201962310820818,
0.051482416689395905,
-0.02293601632118225,
-0.03476933762431145,
-0.005162565503269434,
-0.04092372581362724,
0.0657782256603241,
-0.024422982707619667,
0.00647412333637476,
-0.01562981866300106,
0.041246965527534485,
-0.04208940267562866,
-0.030869027599692345,
-0.05104317516088486,
-0.015963267534971237,
0.04234236851334572,
0.014281632378697395,
0.028074683621525764,
0.05400380119681358,
0.03273455426096916,
-0.008107288740575314,
0.0022446990478783846,
0.00022856626310385764,
-0.0034740895498543978,
-0.006518126465380192,
0.008651653304696083,
-0.045101750642061234,
-0.019220562651753426,
0.025618351995944977,
0.005247565917670727,
-0.007313592825084925,
0.04126426950097084,
0.018640607595443726,
0.008193235844373703,
0.04523341357707977,
-0.03642050921916962,
-0.015421338379383087,
0.05922213941812515,
-0.03874284401535988,
0.05712238699197769,
-0.034412045031785965,
-0.03592482954263687,
0.05329315736889839,
0.02701466903090477,
0.002689903136342764,
-0.04185659438371658,
-0.04525868594646454,
-0.02598423883318901,
0.009962053969502449,
-0.003107719123363495,
0.0036556152626872063,
0.033503372222185135,
0.006162569392472506,
0.015026681125164032,
-0.02643507719039917,
0.02758263237774372,
-0.007624324876815081,
-0.06008877232670784,
-0.04167928546667099,
-0.006934062577784061,
-0.028846727684140205,
-0.015977155417203903,
-0.004789694212377071,
-0.003766024950891733,
0.025471733883023262,
-0.04372125118970871,
-0.020965036004781723,
-0.023010514676570892,
0.030132770538330078,
0.007825112901628017,
0.06914763897657394,
-0.002795027568936348,
0.04392499476671219,
-0.010236378759145737,
-0.012671194970607758,
0.12230399996042252,
0.02623397298157215,
-0.0148050207644701,
-0.046845290809869766,
0.02176988497376442,
0.020400144159793854,
-0.016223322600126266,
-0.060526952147483826,
0.02037850394845009,
0.013627704232931137,
-0.0021543889306485653,
0.05457887426018715,
0.046061646193265915,
0.022651486098766327,
0.030068352818489075,
0.07982905209064484,
-0.01813066564500332,
-0.01234099268913269,
0.057814404368400574,
-0.0013275891542434692,
-0.030033128336071968,
-0.025900766253471375,
-0.058552827686071396,
0.037333302199840546,
0.0005276694428175688,
-0.01195433083921671,
-0.01620537042617798,
-0.004448162391781807,
0.03784957900643349,
-0.004605078604072332,
0.01653699204325676,
0.02268408052623272,
0.016488119959831238,
0.0013478024629876018,
-0.0023310729302465916,
0.008269652724266052,
0.03698069229722023,
-0.024585068225860596,
0.03378818556666374,
0.054776471108198166,
0.023475375026464462,
-0.013477652333676815,
0.013089997693896294,
0.027861371636390686,
-0.028426453471183777,
-0.0312074963003397,
-0.022534310817718506,
0.008526482619345188,
-0.019125744700431824,
-0.015823567286133766,
-0.015312306582927704,
-0.01270611584186554,
-0.0023899918887764215,
-0.017149826511740685,
-0.03879094496369362,
-0.0014939149841666222,
0.020111098885536194,
-0.019676538184285164,
-0.035368870943784714,
-0.016404947265982628,
-0.0019895334262400866,
-0.002000683918595314,
0.02180321142077446,
-0.0231490395963192,
-0.04400041699409485,
-0.02789221704006195,
-0.01192794181406498,
0.053156301379203796,
-0.012933569960296154,
-0.005041481927037239,
0.0076383985579013824,
-0.04806172102689743,
-0.008920896798372269,
0.020513759925961494,
-0.01896119862794876,
0.007549795787781477,
-0.0025593996979296207,
-0.00047159063979052007,
0.04771673306822777,
0.02050100825726986,
0.017641453072428703,
0.01185472309589386,
-0.013511340133845806,
0.008833490312099457,
-0.041061628609895706,
-0.00305853970348835,
0.04883786663413048,
0.02133474126458168,
0.006431045476347208,
0.003021291457116604,
0.008488786406815052,
0.05663559213280678,
-0.00965886190533638,
-0.010550299659371376,
-0.022927168756723404,
-0.0683402419090271,
-0.03295337036252022,
0.024287385866045952,
-0.030439389869570732,
0.051763080060482025,
0.02106240577995777,
-0.03546394035220146,
-0.0114831468090415,
-0.021093355491757393,
-0.008593937382102013,
0.032923582941293716,
0.017395690083503723,
-0.09137331694364548,
-0.004817976616322994,
0.013471471145749092,
-0.015271895565092564,
-0.022179530933499336,
-0.02535850927233696,
0.0023503240663558245,
-0.00029370610718615353,
-0.01905994676053524,
0.008743860758841038,
-0.03584761917591095,
0.009206293150782585,
-0.0352354533970356,
0.028197452425956726,
-0.03306150063872337,
-0.009894141927361488,
-0.042189985513687134,
-0.049527961760759354,
-0.008601322770118713,
0.031244127079844475,
-0.007081600371748209,
0.030066415667533875,
0.02701173536479473,
0.04173721745610237,
0.021167345345020294,
-0.024297891184687614,
-0.031952399760484695,
-0.04428422823548317,
0.03551549091935158,
-0.012501288205385208,
0.0035777101293206215,
-0.036966074258089066,
-0.05004533380270004,
0.05412201210856438,
-0.026315312832593918,
-0.006449033971875906,
0.017954040318727493,
-0.020752079784870148,
0.07173265516757965,
-0.005631936248391867,
-0.025789562612771988,
-0.006807900965213776,
0.02476665750145912,
-0.022851990535855293,
-0.005648467224091291,
0.003434783313423395,
0.027325784787535667,
0.002991284476593137,
0.015915382653474808,
-0.00038533014594577253,
0.012198458425700665,
-0.008466454222798347,
0.010277495719492435,
0.035021912306547165,
-0.0063218832947313786,
-0.030725182965397835,
0.00855307187885046,
0.014766475185751915,
-0.016986126080155373,
0.00913438480347395,
0.02146046794950962,
0.06700433790683746,
0.013242634944617748,
-0.04000621289014816,
0.00020771451818291098,
-0.023053672164678574,
0.005142153240740299,
-0.05195493996143341,
-0.03372155874967575,
0.004205992911010981,
0.02194305881857872,
0.023753102868795395,
-0.03494493290781975,
-0.010095851495862007,
0.0018351641483604908,
-0.05749841034412384,
0.05640801042318344,
-0.0021883859299123287,
0.01074961293488741,
-0.049404218792915344,
0.021469799801707268,
-0.03662838414311409,
0.0324677899479866,
0.014977062121033669,
0.052256226539611816,
0.03164243325591087,
0.01329345814883709,
0.01099708303809166,
-0.013997259549796581,
-0.03784382343292236,
-0.011034499853849411,
0.012061819434165955,
-0.056845057755708694,
0.04371420666575432,
-0.04041095823049545,
-0.04357833415269852,
0.04258883744478226,
0.002464821795001626,
-0.00036264379741624,
0.008378352969884872,
-0.010362423956394196,
0.03505663946270943,
0.04596972092986107,
0.005427389871329069,
0.029840456321835518,
0.01284017413854599,
-0.005897906608879566,
-0.00733204698190093,
0.04512571170926094,
0.030731210485100746,
-0.004036962520331144,
0.015587970614433289,
-0.00851195678114891,
-0.015779994428157806,
-0.03665627911686897,
-0.014813368208706379,
0.005205837544053793,
0.00794360414147377,
-0.0143479835242033,
0.01562832109630108,
-0.013705593533813953,
0.028281299397349358,
-0.048417724668979645,
-0.0048516844399273396,
0.0077877044677734375,
0.014280639588832855,
-0.026118041947484016,
0.009156433865427971,
-0.008259089663624763,
-0.03897595405578613,
0.05494332313537598,
0.024756258353590965,
-0.002158860210329294,
-0.06157411262392998,
0.007200050633400679,
0.016504963859915733,
0.005030718166381121,
-0.023925377056002617,
-0.02288658916950226,
0.0032612576615065336,
0.052642516791820526,
-0.019757920876145363,
-0.003283068537712097,
-0.004195068031549454,
-0.010050858370959759,
0.010996349155902863,
-0.09285235404968262,
0.04411909729242325,
0.013426976278424263,
0.0074473656713962555,
-0.06481868773698807,
-0.00840135756880045,
-0.024988584220409393,
-0.03225884214043617,
0.013086903840303421,
-0.042772963643074036,
-0.0011612728703767061,
0.004804491996765137,
0.026478147134184837,
0.014987409114837646,
-0.037542957812547684,
0.028847992420196533,
-0.017301449552178383,
-0.014141405001282692,
-0.007770206313580275,
-0.016573550179600716,
-0.016729295253753662,
0.015199272893369198,
0.016754694283008575,
0.0032086276914924383,
-0.03776116669178009,
-0.010421776212751865,
-0.017060192301869392,
0.0020927886944264174,
-0.020259562879800797,
0.018821528181433678,
0.039239369332790375,
0.016739537939429283,
0.009745913557708263,
0.005936012137681246,
-0.026512611657381058,
-0.06000608578324318,
0.06709593534469604,
-0.041673265397548676,
-0.030718693509697914,
-0.01769622415304184,
-0.026408767327666283,
-0.025624964386224747,
-0.015786170959472656,
0.017653843387961388,
0.04344148933887482,
-0.02463638037443161,
0.02108042687177658,
0.02601277269423008,
0.0014305649092420936,
-0.00637198518961668,
0.024965746328234673,
0.03127448260784149,
-0.016791963949799538,
0.013748851604759693,
-0.015158820897340775,
0.035057488828897476,
0.01655823364853859,
0.0142809534445405,
0.013411296531558037,
0.006959946826100349,
0.012106388807296753,
0.059615034610033035,
-0.022948971018195152,
-0.0020099489483982325,
-0.057524822652339935,
0.037292465567588806,
0.03686370328068733,
-0.058496758341789246,
0.02053973078727722,
0.023721996694803238,
-0.006582564674317837,
0.05731521546840668,
0.0017087399028241634,
0.029919181019067764,
-0.006783803924918175,
0.03076406940817833,
-0.012343001551926136,
0.01759047619998455,
0.020926469936966896,
0.01091925147920847,
-0.02950442209839821,
-0.0013778917491436005,
-0.022891558706760406,
0.01807336136698723,
0.027404559776186943,
0.0031434763222932816,
0.04875241219997406,
-0.0011886326828971505,
-0.001878882641904056,
-0.03633489832282066,
-0.028194492682814598,
-0.02594710700213909,
-0.020876212045550346,
0.010777773335576057,
0.018297279253602028,
0.016022903844714165,
0.013784957118332386,
-0.0038529024459421635,
0.01721159927546978,
0.037715934216976166,
-0.08947990089654922,
-0.0026096070650964975,
-0.0248943530023098,
0.023168904706835747,
-0.005728114861994982,
-0.056895893067121506
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.