index
int64 0
731k
| package
stringlengths 2
98
⌀ | name
stringlengths 1
76
| docstring
stringlengths 0
281k
⌀ | code
stringlengths 4
8.19k
| signature
stringlengths 2
42.8k
⌀ | embed_func_code
listlengths 768
768
|
---|---|---|---|---|---|---|
22,353 | paypalrestsdk.notifications | get_event_types | Get the list of events types that are subscribed to a webhook
| def get_event_types(self, api=None):
"""Get the list of events types that are subscribed to a webhook
"""
api = api or default_api()
url = util.join_url(self.path, str(self['id']), 'event-types')
return Resource(self.api.get(url), api=api)
| (self, api=None) | [
-0.061109527945518494,
-0.05922386422753334,
-0.02901829592883587,
-0.025404103100299835,
0.0026822718791663647,
0.02788340486586094,
0.04326554760336876,
-0.013819483108818531,
-0.013435366563498974,
0.025526322424411774,
0.0003047292120754719,
-0.031235698610544205,
0.022104188799858093,
-0.040367208421230316,
0.010170371271669865,
0.05775723233819008,
-0.01992170698940754,
0.010205291211605072,
0.08764852583408356,
-0.08890563249588013,
-0.011191773228347301,
0.02692311257123947,
0.0014666286297142506,
-0.04235763102769852,
0.024880308657884598,
0.0710616484284401,
-0.016429733484983444,
-0.008991830982267857,
-0.0123877739533782,
-0.04522104933857918,
-0.014282169751822948,
-0.05876990780234337,
0.056604884564876556,
-0.0320388525724411,
-0.015128972940146923,
0.027359608560800552,
-0.04993521422147751,
0.03319120407104492,
-0.06006193533539772,
0.04581468552350998,
0.01603688672184944,
-0.01457898784428835,
-0.01615910604596138,
-0.02264544554054737,
0.04480201378464699,
0.01852491684257984,
-0.059852417558431625,
-0.0060280184261500835,
-0.0032955496571958065,
-0.028389740735292435,
-0.0340292789041996,
0.034256257116794586,
-0.011156854219734669,
0.03230075165629387,
-0.007215289399027824,
-0.02901829592883587,
-0.05321766808629036,
0.030083347111940384,
0.007424807641655207,
0.06732524186372757,
0.029524631798267365,
0.011715569533407688,
0.03347055986523628,
-0.021720072254538536,
0.07242351770401001,
-0.004923682194203138,
-0.004779638256877661,
0.01918839104473591,
-0.027219930663704872,
0.037783149629831314,
-0.012361584231257439,
0.030397625640034676,
-0.006163332611322403,
0.02489776723086834,
0.030642062425613403,
-0.02322162128984928,
0.0636935904622078,
-0.0007671428029425442,
-0.0084069250151515,
-0.03589748218655586,
0.06722047924995422,
0.05178596079349518,
-0.04591944441199303,
0.06529989838600159,
0.04288142919540405,
0.03617684170603752,
-0.009271188639104366,
-0.018193179741501808,
-0.0636935904622078,
-0.01081638690084219,
-0.021877210587263107,
-0.045325808227062225,
-0.04892254248261452,
0.011628270149230957,
-0.0110957445576787,
-0.06990929692983627,
-0.04309094697237015,
-0.0005674455896951258,
-0.015521819703280926,
-0.028354821726679802,
-0.0006143689970485866,
-0.0326324887573719,
0.00007788736547809094,
0.006145872641354799,
0.05726835876703262,
-0.04997013509273529,
0.017128128558397293,
0.008751757442951202,
-0.013898052275180817,
0.08506446331739426,
0.03301660344004631,
-0.037783149629831314,
0.027918323874473572,
-0.004229652229696512,
0.016132915392518044,
0.02859925851225853,
-0.00029436242766678333,
0.05845562741160393,
0.018437618389725685,
-0.06770935654640198,
0.051751039922237396,
0.01965980790555477,
0.04668768122792244,
0.011907627806067467,
0.03320866450667381,
0.054719217121601105,
-0.026085037738084793,
0.0023025197442620993,
0.0017765412339940667,
0.030484924092888832,
-0.046582918614149094,
0.022837502881884575,
-0.037643469870090485,
0.015949586406350136,
0.008022808469831944,
0.0231867004185915,
0.007285128813236952,
0.016368623822927475,
0.025142205879092216,
-0.010004502721130848,
-0.05223991721868515,
0.03488481044769287,
0.04710671678185463,
-0.0138805927708745,
-0.04522104933857918,
0.02203434891998768,
-0.01144494116306305,
0.045605167746543884,
0.01727653667330742,
0.01653449237346649,
-0.02847703918814659,
0.005678821355104446,
-0.029105594381690025,
-0.01699717901647091,
-0.0018834829097613692,
0.0028481404297053814,
-0.031253159046173096,
0.02575330063700676,
0.007276398595422506,
-0.034081656485795975,
-0.030956340953707695,
0.04682735726237297,
-0.0666617676615715,
-0.08192168921232224,
-0.00425365986302495,
0.02748182788491249,
0.03416895493865013,
0.003038016613572836,
0.013994081877171993,
0.02077724039554596,
-0.08569301664829254,
-0.024408891797065735,
0.03104363940656185,
0.028826236724853516,
-0.0009220991050824523,
-0.0011103382566943765,
-0.0038302578032016754,
0.005246689543128014,
0.043789342045784,
0.03474513068795204,
-0.010091802105307579,
-0.06135396659374237,
-0.02364065684378147,
-0.03313882276415825,
-0.014290899969637394,
-0.015530549921095371,
-0.010711627081036568,
0.03341818228363991,
-0.04553532972931862,
0.037503790110349655,
-0.037643469870090485,
-0.006198252085596323,
0.009166428819298744,
-0.007272033952176571,
-0.0429861880838871,
0.022802583873271942,
-0.03399435803294182,
0.022401006892323494,
-0.1082511618733406,
-0.017739223316311836,
-0.026504075154662132,
0.03956405445933342,
-0.025421563535928726,
0.00026012471062131226,
-0.00325626484118402,
-0.006634748540818691,
0.07954714447259903,
-0.021266115829348564,
0.006054208148270845,
-0.06379834562540054,
-0.010091802105307579,
0.04172907769680023,
-0.011898898519575596,
-0.01765192300081253,
-0.0051462952978909016,
-0.02859925851225853,
0.007555756717920303,
-0.050459008663892746,
0.006451420020312071,
-0.036386359483003616,
-0.025386644527316093,
0.014718666672706604,
-0.038795821368694305,
-0.039075177162885666,
0.019729647785425186,
0.0350244902074337,
-0.018297938629984856,
-0.0006743872654624283,
-0.0543350987136364,
-0.06292535364627838,
-0.00996085349470377,
0.01880427449941635,
0.01244888361543417,
0.02379779703915119,
-0.01822809875011444,
0.05995717644691467,
0.002194486791267991,
0.0054867626167833805,
0.026277096942067146,
0.03614192083477974,
0.06928074359893799,
-0.005264149513095617,
-0.020428042858839035,
-0.005347083788365126,
-0.016010696068406105,
-0.005006616469472647,
0.0237803366035223,
0.001926041324622929,
-0.002691001631319523,
-0.04455757513642311,
0.015548010356724262,
-0.03858630359172821,
0.005905799567699432,
-0.04001801088452339,
-0.006700223311781883,
-0.07078229635953903,
-0.059119101613759995,
-0.021301034837961197,
0.02147563360631466,
-0.0700489804148674,
0.024793008342385292,
0.10936859250068665,
0.008302166126668453,
0.1190064400434494,
-0.08450574427843094,
-0.049725696444511414,
0.028529420495033264,
0.03697999566793442,
-0.019153472036123276,
0.017442405223846436,
0.01075527723878622,
-0.004884397145360708,
0.008891436271369457,
-0.006124047562479973,
0.009035480208694935,
-0.038341864943504333,
-0.01161081064492464,
0.05321766808629036,
-0.02421683259308338,
-0.052030399441719055,
-0.04591944441199303,
-0.004810192622244358,
0.07193464785814285,
0.04183383658528328,
0.011087014339864254,
-0.07444886863231659,
0.015321031212806702,
0.07451870292425156,
-0.04480201378464699,
-0.005211769603192806,
0.07528693974018097,
-0.010947335511446,
0.002005702117457986,
-0.002263234928250313,
-0.05227483808994293,
0.03277216851711273,
0.006765697617083788,
-0.008542238734662533,
0.07361079007387161,
-0.007835114374756813,
0.021964510902762413,
0.05426526069641113,
0.053427185863256454,
-0.012955219484865665,
-0.05894450470805168,
-0.012998869642615318,
0.018193179741501808,
-0.0409957617521286,
0.007996617816388607,
-0.058001670986413956,
-0.06861726939678192,
0.020323283970355988,
-0.01066797785460949,
-0.018105879426002502,
-0.027394527569413185,
0.006665303371846676,
-0.03813234716653824,
0.032353129237890244,
-0.006316106300801039,
0.06180792301893234,
-0.011907627806067467,
0.04246239364147186,
0.0965181365609169,
-0.03306898474693298,
0.09169921278953552,
-0.017267806455492973,
-0.00736806308850646,
-0.012902840040624142,
-0.020166143774986267,
-0.03809742629528046,
-0.01443930808454752,
-0.03883073851466179,
0.011994927190244198,
0.012771891430020332,
-0.02774372510612011,
-0.011645729653537273,
0.011156854219734669,
-0.013426636345684528,
-0.0050459010526537895,
-0.008612078614532948,
-0.04354490339756012,
-0.011226693168282509,
0.03413403779268265,
0.0290532149374485,
-0.014875805005431175,
0.027970703318715096,
0.03488481044769287,
-0.018751895055174828,
0.046163883060216904,
-0.040471967309713364,
0.07102673500776291,
-0.030205566436052322,
0.029577011242508888,
0.028267521411180496,
0.048608265817165375,
-0.047455914318561554,
-0.022453386336565018,
-0.015268651768565178,
-0.0061065880581736565,
0.07116641104221344,
0.03313882276415825,
0.04937649890780449,
-0.03348802030086517,
-0.010851305909454823,
-0.005037171300500631,
0.008441844955086708,
0.05182087793946266,
-0.041344959288835526,
0.005006616469472647,
-0.011261613108217716,
-0.024862848222255707,
0.044487737119197845,
-0.028354821726679802,
-0.01367107406258583,
0.018542377278208733,
-0.0098997438326478,
0.04371950402855873,
-0.018891574814915657,
-0.013592504896223545,
0.055312853306531906,
-0.015486900694668293,
0.0350244902074337,
-0.059433382004499435,
0.03858630359172821,
0.016368623822927475,
-0.03277216851711273,
-0.028721477836370468,
-0.005718105938285589,
-0.033941976726055145,
0.049446336925029755,
0.01615910604596138,
-0.018839195370674133,
-0.03739903122186661,
0.024845387786626816,
-0.0261723380535841,
-0.07319175451993942,
-0.0469670370221138,
0.00491058686748147,
0.061528563499450684,
0.006626018788665533,
0.051890719681978226,
0.05119232460856438,
-0.01938045024871826,
-0.002127920975908637,
-0.00895691104233265,
0.01210841629654169,
0.00814939197152853,
-0.022453386336565018,
-0.03753871098160744,
-0.02491522766649723,
0.04920189827680588,
-0.010083071887493134,
-0.024705709889531136,
-0.06166824325919151,
-0.009760065004229546,
-0.027150090783834457,
-0.030415084213018417,
0.06613796949386597,
-0.008991830982267857,
0.03258010745048523,
-0.002300337189808488,
-0.012064767070114613,
0.05122724547982216,
-0.014989294111728668,
0.004845112562179565,
0.03369753807783127,
0.027988163754343987,
0.06236663833260536,
-0.022732743993401527,
0.05922386422753334,
0.06715064495801926,
0.03931961581110954,
-0.0024662059731781483,
-0.06264599412679672,
0.012833001092076302,
-0.007333143148571253,
-0.010379889979958534,
-0.05618584528565407,
-0.028354821726679802,
0.0015550192911177874,
-0.010982255451381207,
0.03249280899763107,
-0.020428042858839035,
0.0002886333968490362,
0.0324404276907444,
-0.026538994163274765,
-0.05904926359653473,
0.04724639654159546,
0.07598533481359482,
-0.07738212496042252,
-0.06334438920021057,
-0.011794138699769974,
0.06973470002412796,
-0.027411988005042076,
0.05461445823311806,
-0.02545648254454136,
-0.021458175033330917,
0.0228898823261261,
0.0098997438326478,
-0.04141480103135109,
0.002119191223755479,
-0.038202185183763504,
-0.023954935371875763,
-0.07249335944652557,
0.002426921157166362,
-0.04469725489616394,
-0.030223026871681213,
-0.015041673555970192,
0.04724639654159546,
0.03399435803294182,
0.06809347122907639,
0.06250631809234619,
-0.009864823892712593,
-0.023012101650238037,
-0.00020979119290132076,
0.026556454598903656,
-0.0006443781312555075,
-0.0070101357996463776,
0.013426636345684528,
-0.0429861880838871,
0.04948125779628754,
0.0003311918117105961,
-0.00895691104233265,
-0.02648661471903324,
-0.020009005442261696,
-0.04724639654159546,
-0.021545473486185074,
0.02306448109447956,
-0.0583159513771534,
-0.014849615283310413,
0.008345815353095531,
-0.0005134291714057326,
0.0075295669957995415,
0.025666002184152603,
0.005534777417778969,
-0.028826236724853516,
0.046198803931474686,
0.017643194645643234,
0.0036905789747834206,
0.08296927809715271,
0.06509038060903549,
-0.040925923734903336,
-0.02521204575896263,
0.022593066096305847,
-0.012143336236476898,
-0.03160235658288002,
-0.01603688672184944,
-0.017765412107110023,
-0.0023308920208364725,
0.006556179374456406,
0.026731053367257118,
0.013077438808977604,
0.044627416878938675,
-0.0189090333878994,
0.008568428456783295,
-0.04784002900123596,
0.04183383658528328,
0.032091233879327774,
-0.00584032479673624,
0.06823315471410751,
-0.0074509973637759686,
-0.01727653667330742,
0.02563108131289482,
0.04536072909832001,
0.03175949305295944,
-0.0077434503473341465,
-0.05988733842968941,
0.0033806664869189262,
-0.07731228321790695,
0.047176554799079895,
0.09023258090019226,
0.01876935549080372,
-0.013147278688848019,
-0.0318467952311039,
-0.04117036238312721,
-0.021807370707392693,
-0.08646125346422195,
0.013217117637395859,
0.012885380536317825,
0.006032383535057306,
0.037084754556417465,
0.031515058130025864,
-0.018682055175304413,
0.010877495631575584,
-0.04700195789337158,
-0.03767839074134827,
0.012771891430020332,
-0.03285946696996689,
0.04284650832414627,
0.00801844336092472,
0.016848769038915634,
-0.004037593957036734,
0.008520414121448994,
-0.002605884801596403,
-0.052728794515132904,
-0.023012101650238037,
0.03299914672970772,
-0.006778792478144169,
-0.009087859652936459,
0.011052094399929047,
-0.03656095638871193,
0.010144181549549103,
-0.0051593901589512825,
0.06676652282476425,
-0.04899238049983978,
0.0189090333878994,
0.033662620931863785,
0.04211319610476494,
-0.003042381489649415,
-0.01587974652647972,
0.007359333336353302,
-0.044487737119197845,
0.007132355123758316,
-0.04141480103135109,
0.037783149629831314,
0.03486735001206398,
0.009934662841260433,
-0.025823140516877174,
0.0021617496386170387,
-0.009925933554768562,
-0.016089266166090965,
-0.0595032200217247,
-0.005360178649425507,
-0.07235368341207504,
-0.01649957336485386,
-0.02933257259428501,
0.07891859114170074,
-0.0031209508888423443,
0.016805119812488556,
0.03973865136504173,
-0.008869611658155918,
0.045465487986803055,
0.005351448897272348,
0.02276766486465931,
0.01906617358326912,
0.018158258870244026,
0.027516746893525124,
0.015766257420182228,
-0.10322272032499313,
-0.0020580815616995096,
0.02192959003150463,
0.05932862311601639,
0.03614192083477974,
-0.059119101613759995,
0.03530384600162506,
-0.05636044591665268,
0.00953308679163456,
-0.04714163765311241,
-0.020724859088659286,
0.00512010557577014,
0.014622637070715427,
0.013592504896223545,
0.015486900694668293,
0.022383546456694603,
0.06341423094272614,
-0.008227961137890816,
-0.02901829592883587,
0.011654459871351719,
0.024548569694161415,
-0.05597632750868797,
0.015478170476853848,
0.022837502881884575,
0.01409011147916317,
0.008511683903634548,
-0.0861818939447403,
0.00040321375126950443,
0.013705994002521038,
-0.04281159117817879,
-0.04927174001932144,
-0.031061099842190742,
0.009445787407457829,
-0.03890058025717735,
0.010973525233566761,
-0.0742393434047699,
-0.02674851380288601,
0.029838910326361656,
0.018594756722450256,
-0.06166824325919151,
0.0015790265752002597,
-0.00014786323299631476,
0.014762315899133682,
0.02919289469718933,
-0.013836943544447422,
0.024234293028712273,
0.021126436069607735,
0.08953418582677841,
-0.04965585470199585,
-0.03291184455156326,
-0.044767092913389206,
-0.029926208779215813,
0.00017091570771299303,
0.02147563360631466,
-0.022837502881884575,
0.0378180667757988,
-0.01601942628622055,
0.027761185541749,
0.008808501996099949,
-0.0018278296338394284,
-0.004109615925699472,
-0.0077303554862737656,
0.02433905191719532,
0.014212329871952534,
-0.0032911845482885838,
-0.03118331916630268,
-0.023675577715039253,
-0.022243868559598923,
-0.006473245099186897,
-0.010004502721130848,
0.0006929383962415159,
0.04721147567033768,
0.046617839485406876,
0.05269387364387512,
0.04801462963223457,
0.013208388350903988,
-0.037084754556417465,
0.07884874939918518,
-0.021405795589089394,
0.03924977779388428,
0.05426526069641113,
-0.020428042858839035,
-0.057128679007291794,
-0.0031449582893401384,
-0.04644324257969856,
0.048189226537942886,
0.010764006525278091,
-0.014194870367646217,
0.00007509106217185035,
-0.010990984737873077,
0.006678398232907057,
0.0009297378128394485,
-0.03455307334661484,
-0.016569411382079124,
-0.04948125779628754,
0.006503799930214882,
-0.008869611658155918,
-0.031392838805913925,
0.003555265022441745,
-0.05007489398121834,
-0.008323990739881992,
0.05510333552956581,
0.07298223674297333,
-0.04068148508667946,
0.039494216442108154,
-0.021894671022892,
0.008114472031593323,
0.008005348034203053,
0.0358276441693306,
-0.013068709522485733,
0.005255419295281172,
0.05967782065272331,
-0.029384953901171684,
0.007883128710091114,
-0.003465783316642046,
-0.02117881551384926,
-0.0066958582028746605,
0.0013956979382783175,
-0.002027526730671525,
0.04766543209552765,
0.00034592358861118555,
0.045046452432870865,
0.024251753464341164,
0.009585466235876083,
-0.02664375491440296,
0.0044588129967451096,
0.07591549307107925,
0.05636044591665268,
0.036945074796676636,
0.057722315192222595,
-0.0716552883386612,
-0.025858059525489807,
0.04623372107744217,
-0.05210023745894432,
-0.062401559203863144,
-0.003269359702244401,
0.054579537361860275,
0.015731338411569595,
0.006172062363475561,
0.022593066096305847,
-0.008123202249407768,
-0.054439861327409744,
0.011060824617743492,
0.017486054450273514,
0.03259756788611412,
-0.0304500050842762,
-0.014360738918185234,
-0.03645619750022888,
0.04071640595793724,
-0.055731888860464096,
-0.0022566874977201223,
0.012553643435239792,
0.0356181263923645,
0.026573915034532547,
-0.01992170698940754,
-0.05161136016249657,
-0.04110052436590195,
0.01852491684257984,
-0.032370589673519135,
0.01564403995871544,
-0.03802758455276489,
0.035234007984399796,
-0.02035820297896862,
-0.010982255451381207,
-0.026958031579852104,
0.010126722045242786,
0.051751039922237396,
0.044452816247940063,
0.03495464846491814,
-0.04197351634502411
] |
22,359 | paypalrestsdk.notifications | WebhookEvent | Exposes REST endpoints for working with subscribed webhooks events
| class WebhookEvent(Find, List, Post):
"""Exposes REST endpoints for working with subscribed webhooks events
"""
path = "/v1/notifications/webhooks-events/"
__root_cert_path = "data/DigiCertHighAssuranceEVRootCA.crt.pem"
__intermediate_cert_path = "data/DigiCertSHA2ExtendedValidationServerCA.crt.pem"
__cert_chain_path = [__root_cert_path, __intermediate_cert_path]
def resend(self):
"""Specify a received webhook event-id to resend the event notification
"""
return self.post('resend', {}, self)
def get_resource(self):
"""Get the resource sent via the webhook event, e.g. Authorization, conveniently
wrapped in the corresponding paypalrestsdk class
"""
webhook_resource_type = self.resource_type
klass = util.get_member(webhook_resource_type)
resource = klass(self.resource.__dict__)
return resource
@staticmethod
def _get_expected_sig(transmission_id, timestamp, webhook_id, event_body):
"""Get the input string to generate the HMAC signature
"""
if sys.version_info[0] == 2:
data = str(binascii.crc32(event_body.decode('utf-8').encode('utf-8')) & 0xffffffff)
else:
data = str(binascii.crc32(event_body.encode('utf-8')) & 0xffffffff)
expected_sig = transmission_id + "|" + timestamp + "|" + webhook_id + "|" + data
return expected_sig
@staticmethod
def _is_common_name_valid(cert):
"""Check that the common name in the certificate refers to paypal"""
from OpenSSL import crypto
if cert.get_subject().commonName.lower().endswith(".paypal.com"):
return True
else:
return False
@classmethod
def _get_certificate_store(cls):
"""Returns a certificate store with the trust chain loaded
"""
from OpenSSL import crypto
store = crypto.X509Store()
try:
for cert_path in cls.__cert_chain_path:
cert_str = open(os.path.join(os.path.dirname(__file__), cert_path)).read()
cert = crypto.load_certificate(crypto.FILETYPE_PEM, cert_str)
store.add_cert(cert)
return store
except Exception as e:
print(e)
@classmethod
def _verify_certificate_chain(cls, cert):
"""Verify certificate using chain of trust shipped with sdk
"""
from OpenSSL import crypto
store = cls._get_certificate_store()
try:
store_ctx = crypto.X509StoreContext(store, cert)
store_ctx.verify_certificate()
return True
except Exception as e:
print(e)
return False
@classmethod
def _verify_certificate(cls, cert):
"""Verify that certificate is unexpired, has valid common name and is trustworthy
"""
if cls._verify_certificate_chain(cert) and cls._is_common_name_valid(cert) and not cert.has_expired():
return True
else:
return False
@staticmethod
def _get_cert(cert_url):
"""Fetches the paypal certificate used to sign the webhook event payload
"""
from OpenSSL import crypto
try:
r = requests.get(cert_url)
cert = crypto.load_certificate(crypto.FILETYPE_PEM, str(r.text))
return cert
except requests.exceptions.RequestException as e:
print("Error retrieving PayPal certificate with url " + cert_url)
print(e)
@classmethod
def _verify_signature(cls, transmission_id, timestamp, webhook_id, event_body, cert, actual_sig, auth_algo):
"""Verify that the webhook payload received is from PayPal,
unaltered and targeted towards correct recipient
"""
from OpenSSL import crypto
expected_sig = WebhookEvent._get_expected_sig(transmission_id, timestamp, webhook_id, event_body)
try:
crypto.verify(cert, b64decode(actual_sig), expected_sig.encode('utf-8'), auth_algo)
return True
except Exception as e:
print(e)
return False
@classmethod
def verify(cls, transmission_id, timestamp, webhook_id, event_body, cert_url, actual_sig, auth_algo='sha256'):
"""Verify certificate and payload
"""
__auth_algo_map = {
'SHA256withRSA': 'sha256WithRSAEncryption',
'SHA1withRSA': 'sha1WithRSAEncryption'
}
try:
if auth_algo != 'sha256' and auth_algo not in __auth_algo_map.values():
auth_algo = __auth_algo_map[auth_algo]
except KeyError as e:
print('Authorization algorithm mapping not found in verify method.')
return False
cert = WebhookEvent._get_cert(cert_url)
return WebhookEvent._verify_certificate(cert) and WebhookEvent._verify_signature(transmission_id, timestamp, webhook_id, event_body, cert, actual_sig, auth_algo)
| (attributes=None, api=None) | [
0.004618984647095203,
-0.08939209580421448,
-0.06211060285568237,
0.06694579869508743,
-0.04960986226797104,
-0.06631682813167572,
-0.054091259837150574,
-0.002209987724199891,
-0.005523126572370529,
0.009237969294190407,
-0.01744403876364231,
-0.003447040216997266,
0.05244021862745285,
-0.02877529338002205,
-0.037561193108558655,
-0.0065451995469629765,
0.035674285143613815,
-0.012431948445737362,
0.04245534911751747,
-0.05947680026292801,
0.03881912678480148,
0.04536432772874832,
-0.04162982851266861,
0.030072540044784546,
-0.01459402684122324,
0.05711816996335983,
-0.01719834841787815,
0.023920444771647453,
-0.014928165823221207,
0.010063489899039268,
-0.038249123841524124,
-0.020932845771312714,
0.08538242429494858,
0.043005697429180145,
-0.021266985684633255,
-0.054877471178770065,
-0.006505889352411032,
-0.020559396594762802,
-0.07221340388059616,
0.04520708695054054,
-0.01613696478307247,
0.015871617943048477,
0.04925606772303581,
-0.0001148603914771229,
0.025984246283769608,
0.06568785756826401,
-0.06631682813167572,
0.11659497022628784,
-0.020402153953909874,
-0.01944887451827526,
0.004722174722701311,
0.011783325113356113,
0.02627907507121563,
0.0243135504424572,
0.03642118722200394,
0.01793541945517063,
0.00459441589191556,
0.06030232086777687,
-0.007532876450568438,
0.03231323882937431,
0.027202872559428215,
0.009606505744159222,
0.013159193098545074,
-0.008029171265661716,
-0.010633492842316628,
-0.008579518646001816,
0.01563575491309166,
0.004432260058820248,
0.001956926193088293,
-0.004616527818143368,
0.03968396037817001,
-0.009198659099638462,
-0.0316842719912529,
0.005523126572370529,
0.05161469802260399,
-0.04575743153691292,
0.022406989708542824,
0.006613993085920811,
-0.015095235779881477,
0.010869355872273445,
0.012530224397778511,
-0.022937681525945663,
0.02018594555556774,
0.0022013885900378227,
0.07472927868366241,
0.03384634852409363,
0.04721192270517349,
0.005562437232583761,
-0.025315968319773674,
0.017699556425213814,
-0.0437132865190506,
-0.01646127551794052,
-0.0169428288936615,
0.007955464534461498,
0.05023882910609245,
-0.00947874691337347,
-0.0021620779298245907,
0.007935808971524239,
-0.0067712352611124516,
-0.02063801698386669,
0.0016399852465838194,
-0.0032897982746362686,
-0.07024788111448288,
0.05416988208889961,
0.0668671727180481,
0.00986693799495697,
-0.028952190652489662,
0.003014624584466219,
0.01334591768682003,
0.03982154652476311,
-0.013208330608904362,
-0.0628575012087822,
0.019871462136507034,
-0.013247641734778881,
0.014092817902565002,
-0.039192575961351395,
0.021149054169654846,
0.023881133645772934,
-0.030387023463845253,
-0.006505889352411032,
0.05912300571799278,
-0.06061680614948273,
0.021719057112932205,
0.005488730035722256,
-0.004810623358935118,
0.02608252316713333,
0.013581780716776848,
0.04037189111113548,
0.03844567760825157,
-0.008093050681054592,
-0.0033119104336947203,
0.04626847058534622,
-0.021502848714590073,
0.055978164076805115,
-0.017542313784360886,
-0.021070431917905807,
0.03769877925515175,
0.02193526364862919,
-0.012029015459120274,
0.010653148405253887,
0.03127150982618332,
0.004130060318857431,
0.008147102780640125,
-0.004493682645261288,
-0.02030387707054615,
-0.01686420850455761,
-0.05947680026292801,
-0.015950238332152367,
-0.06238577887415886,
-0.02042180858552456,
0.01107573602348566,
-0.03642118722200394,
0.018348179757595062,
-0.013286951929330826,
0.04052913561463356,
0.009016848169267178,
-0.03028874658048153,
-0.019193356856703758,
-0.052872635424137115,
-0.0022947508841753006,
-0.03390531241893768,
-0.009690040722489357,
-0.014132128097116947,
-0.06034163013100624,
-0.006874425336718559,
-0.003724670736119151,
0.005193900782614946,
0.010721941478550434,
-0.019802669063210487,
0.021050777286291122,
-0.06159956753253937,
0.011380392126739025,
-0.037266362458467484,
0.04363466426730156,
0.015075580216944218,
0.062071293592453,
0.0580616220831871,
-0.04827330633997917,
-0.047015368938446045,
-0.015596444718539715,
-0.006373216398060322,
-0.023153889924287796,
0.018446456640958786,
-0.022996647283434868,
0.009984869509935379,
0.03333531320095062,
-0.004373294301331043,
0.04434225335717201,
0.012766087427735329,
0.030151160433888435,
-0.033060137182474136,
0.054877471178770065,
0.0343966968357563,
0.034848764538764954,
-0.0015490797813981771,
0.035222217440605164,
-0.03644084185361862,
0.05267608165740967,
-0.01092832162976265,
-0.07166305929422379,
0.015832306817173958,
0.006260198540985584,
0.0029114345088601112,
-0.018721630796790123,
-0.013404883444309235,
-0.030524609610438347,
-0.014476095326244831,
0.027478046715259552,
-0.021660091355443,
-0.05275470390915871,
-0.012323844246566296,
0.0036362220998853445,
-0.021050777286291122,
-0.02132595144212246,
-0.01037797424942255,
-0.01895749382674694,
0.06128508225083351,
-0.026908043771982193,
-0.024569068104028702,
-0.007193823345005512,
0.05849403887987137,
-0.047054678201675415,
-0.01825973205268383,
-0.033138759434223175,
0.02362561598420143,
0.07685204595327377,
0.02820529043674469,
0.03192013502120972,
0.00606855982914567,
-0.042966388165950775,
0.02423492819070816,
0.017915764823555946,
0.039074644446372986,
0.04276983439922333,
0.013011778704822063,
-0.06332922726869583,
0.018515249714255333,
0.03695187717676163,
0.02378285862505436,
0.018800251185894012,
0.06325060874223709,
-0.026947353035211563,
0.028028393164277077,
0.00806356780230999,
-0.05161469802260399,
0.018161455169320107,
0.08200172334909439,
-0.021876297891139984,
0.005424850154668093,
-0.049924347549676895,
-0.026967009529471397,
-0.033178068697452545,
-0.008564776740968227,
-0.01961594447493553,
-0.019753530621528625,
-0.06761407852172852,
0.013237813487648964,
-0.008672880940139294,
0.07323548197746277,
-0.002139965770766139,
0.045993294566869736,
0.05071055516600609,
-0.001037428854033351,
0.05373746529221535,
-0.0557423010468483,
-0.010407457128167152,
0.029502537101507187,
-0.0037836364936083555,
-0.018593870103359222,
0.0004972165334038436,
0.06820373237133026,
-0.044853292405605316,
0.0011934424983337522,
0.004262733273208141,
-0.027065284550189972,
-0.008132361806929111,
-0.013159193098545074,
0.0553491972386837,
-0.027281492948532104,
-0.0446174293756485,
0.022583886981010437,
-0.006073473487049341,
0.0790141224861145,
0.0566464439034462,
-0.004466656595468521,
-0.027065284550189972,
-0.033138759434223175,
-0.001316901994869113,
0.002616605721414089,
-0.03294220566749573,
-0.013955230824649334,
0.03028874658048153,
0.05527057498693466,
-0.028303567320108414,
-0.048980895429849625,
0.012078153900802135,
-0.024588722735643387,
-0.019380081444978714,
0.050002966076135635,
-0.030780129134655,
-0.012481086887419224,
0.09961283206939697,
0.10385836660861969,
-0.056725066155195236,
-0.029384605586528778,
-0.007002184633165598,
0.048941582441329956,
-0.015625927597284317,
0.0028696672525256872,
-0.027478046715259552,
-0.015704547986388206,
0.03828843683004379,
0.029050465673208237,
-0.022053195163607597,
0.049138136208057404,
0.00986693799495697,
0.01572420448064804,
-0.03205772116780281,
0.03254910185933113,
0.05063193663954735,
-0.015871617943048477,
0.02673114649951458,
-0.011409875005483627,
0.00984236877411604,
0.10024179518222809,
-0.07016925513744354,
0.01735558919608593,
-0.015281960368156433,
-0.029050465673208237,
-0.02415630780160427,
-0.029286328703165054,
-0.05161469802260399,
-0.0056901960633695126,
0.006255284883081913,
-0.007424772251397371,
-0.010721941478550434,
-0.06663130968809128,
-0.016716793179512024,
-0.024942517280578613,
-0.04925606772303581,
0.006805631797760725,
-0.01620575785636902,
-0.004373294301331043,
0.02234802395105362,
-0.035064972937107086,
-0.05711816996335983,
-0.00012752882321365178,
-0.04064706712961197,
0.008599174208939075,
-0.04933468997478485,
0.010319008491933346,
-0.01037797424942255,
0.031782545149326324,
0.07995757460594177,
0.04536432772874832,
-0.0655699297785759,
-0.04776226729154587,
-0.04567881301045418,
0.025060448795557022,
0.011812807992100716,
-0.010338664054870605,
0.016362998634576797,
-0.040214650332927704,
-0.014446612447500229,
0.007139771245419979,
-0.002311949385330081,
0.04007706418633461,
-0.032686688005924225,
-0.02419561892747879,
0.01678558811545372,
-0.011282116174697876,
-0.012323844246566296,
-0.023900790140032768,
0.0023144062142819166,
0.017218003049492836,
-0.024942517280578613,
0.027812184765934944,
0.02116870880126953,
-0.037266362458467484,
0.02366492711007595,
0.016510413959622383,
0.11124873906373978,
-0.05436643213033676,
0.047801580280065536,
0.031133923679590225,
-0.08577553182840347,
-0.02608252316713333,
0.017286796122789383,
0.03380703926086426,
0.024549413472414017,
0.014869200065732002,
-0.027949772775173187,
0.0015171399572864175,
0.003695187857374549,
-0.057039547711610794,
-0.0713878870010376,
-0.04343811422586441,
0.04960986226797104,
-0.030504954978823662,
-0.04846985638141632,
0.00689899455755949,
0.01553747896105051,
0.009955386631190777,
-0.04064706712961197,
-0.007326496299356222,
0.021601125597953796,
0.03119288943707943,
0.013660402037203312,
-0.01211746409535408,
0.07174167782068253,
0.004107948392629623,
0.02087388001382351,
-0.007523048669099808,
-0.05967335402965546,
-0.02885391376912594,
-0.030563920736312866,
-0.044106390327215195,
0.061874739825725555,
0.024942517280578613,
0.010161766782402992,
0.006918649654835463,
-0.009783403016626835,
0.00865813996642828,
0.008967709727585316,
-0.037973951548337936,
0.03876016288995743,
0.012097809463739395,
0.0428091436624527,
-0.053894706070423126,
0.013847126625478268,
0.04858778789639473,
0.06769269704818726,
-0.060970600694417953,
-0.04375259578227997,
0.01404367946088314,
0.020991811528801918,
-0.03390531241893768,
0.013021606020629406,
-0.009984869509935379,
0.02230871468782425,
-0.04858778789639473,
-0.00014480394020210952,
-0.023566650226712227,
-0.00199132296256721,
0.04560019075870514,
-0.019665082916617393,
-0.08373138308525085,
-0.013031433336436749,
0.0664740726351738,
-0.015173856168985367,
-0.022819750010967255,
-0.020814914256334305,
0.05161469802260399,
-0.036696359515190125,
-0.05546712875366211,
0.01143935788422823,
0.036204978823661804,
0.01731627993285656,
-0.011380392126739025,
-0.026593558490276337,
-0.030937369912862778,
-0.03427876532077789,
0.04736916348338127,
-0.013493332080543041,
-0.02181733213365078,
-0.04162982851266861,
-0.014584198594093323,
0.003805748652666807,
-0.027812184765934944,
0.029423916712403297,
0.025433899834752083,
-0.02014663629233837,
-0.005164417903870344,
0.058965764939785004,
-0.011242805980145931,
-0.020598705857992172,
0.03195944428443909,
-0.024058030918240547,
-0.07221340388059616,
-0.032116685062646866,
-0.0052479528822004795,
-0.028401842340826988,
0.001361126429401338,
-0.0033979020081460476,
0.0016448991373181343,
-0.08176586031913757,
0.027733564376831055,
-0.02714390680193901,
-0.04131534323096275,
0.01379798911511898,
-0.008633570745587349,
-0.014780751429498196,
0.03535980358719826,
0.04874503239989281,
0.0059014903381466866,
-0.015449030324816704,
0.024569068104028702,
0.007508307229727507,
-0.004916270729154348,
-0.04964917153120041,
-0.024745965376496315,
-0.00728718563914299,
0.05279401317238808,
0.013286951929330826,
0.05365884304046631,
0.0089234858751297,
-0.08844864368438721,
0.008255206979811192,
-0.015734031796455383,
0.02079525962471962,
-0.029974263161420822,
0.0218566432595253,
0.04536432772874832,
-0.0419050008058548,
-0.00018365378491580486,
0.025984246283769608,
0.04434225335717201,
0.02513907104730606,
0.001764059066772461,
-0.01767990179359913,
0.05939817801117897,
0.03675532713532448,
0.004361009690910578,
-0.001980266999453306,
0.04544294998049736,
0.017955074086785316,
-0.03435738384723663,
-0.024628033861517906,
-0.003277513664215803,
-0.020028704777359962,
0.013581780716776848,
0.03740394860506058,
0.017365416511893272,
-0.02382216788828373,
-0.038996025919914246,
0.03288324177265167,
-0.05566368252038956,
-0.04442087560892105,
-0.024293893948197365,
-0.012461431324481964,
0.011527806520462036,
0.06159956753253937,
-0.0726851299405098,
-0.012490914203226566,
-0.08192309737205505,
0.00947874691337347,
-0.02083456888794899,
0.016156619414687157,
-0.03549738973379135,
-0.011763669550418854,
0.03681429103016853,
0.048862963914871216,
0.061835430562496185,
0.012618673034012318,
0.007036581169813871,
-0.06136370450258255,
0.07814928889274597,
0.006967787630856037,
0.013994541019201279,
0.007891585119068623,
-0.02771390974521637,
-0.027930116280913353,
-0.08357413858175278,
-0.03512394055724144,
-0.04630777984857559,
-0.0023905702400952578,
0.03156634047627449,
0.05271539092063904,
-0.05232228711247444,
0.030229780822992325,
-0.005203728564083576,
0.03205772116780281,
0.01185211818665266,
0.006653303746134043,
-0.024942517280578613,
-0.007847360335290432,
-0.03429841995239258,
-0.022937681525945663,
0.0016842095647007227,
0.012215740978717804,
0.06651338189840317,
-0.025492865592241287,
-0.02918805368244648,
-0.09874799847602844,
-0.02680976688861847,
0.011842290870845318,
0.04571812227368355,
0.010407457128167152,
0.023586304858326912,
0.000251525838393718,
-0.10975494235754013,
-0.023055613040924072,
-0.019989393651485443,
-0.002788589335978031,
0.00411531887948513,
0.08569691330194473,
-0.007129943463951349,
0.05169332027435303,
0.00014012046449352056,
0.02983667701482773,
0.03392497077584267,
0.008181499317288399,
0.050867799669504166,
-0.023075269535183907,
0.043005697429180145,
-0.029817020520567894,
-0.036696359515190125,
-0.06372233480215073,
0.01145901344716549,
-0.004908899776637554,
0.012451604008674622,
0.011056080460548401,
0.042140863835811615,
-0.020520085468888283,
0.011940566822886467,
-0.02529631182551384,
-0.07976102083921432,
0.06961891055107117,
-0.013945403508841991,
0.015734031796455383,
-0.0001699872373137623,
0.018328525125980377,
-0.03535980358719826,
0.03294220566749573,
-0.1056666448712349,
-0.02960081398487091,
0.013119881972670555,
-0.02574838325381279,
-0.07339271903038025,
-0.048941582441329956,
0.018358007073402405,
0.0009139693574979901,
0.034200143069028854,
-0.08192309737205505,
0.07818860560655594,
0.025060448795557022,
0.03679463639855385,
-0.015586616471409798,
0.0015269676223397255,
0.05558506026864052,
0.02063801698386669,
-0.02853943035006523,
-0.04626847058534622,
0.001316901994869113,
-0.007547617889940739,
0.07968240231275558,
-0.032234616577625275,
-0.08011481910943985,
0.06152094528079033,
-0.02329147607088089,
-0.00794072262942791,
0.054877471178770065,
-0.027576321735978127,
0.016549725085496902,
-0.05550643801689148,
0.00957702286541462,
0.0029925124254077673,
0.007016926072537899,
0.033060137182474136,
-0.01158677227795124,
-0.0015797910746186972,
0.02272147499024868,
0.02169940061867237,
-0.017345761880278587,
0.0010349720250815153,
-0.022171126678586006,
0.04453880712389946,
-0.03199875354766846,
0.005292177200317383,
0.04544294998049736,
0.05126090347766876,
-0.014770924113690853,
0.0041054910980165005,
0.07807067036628723,
0.03671601414680481,
-0.005159504245966673,
-0.011154357343912125,
-0.0028033307753503323,
0.026220109313726425,
-0.0014766009990125895,
-0.002734537236392498,
0.00741003081202507,
-0.027949772775173187,
0.009144607000052929,
0.021188365295529366,
0.005031744949519634,
0.07535824924707413,
-0.014092817902565002,
-0.04524639621376991,
-0.03115357831120491,
-0.013601436279714108,
-0.06415475159883499,
0.013729195110499859,
0.008712191134691238,
-0.05165400728583336,
-0.010004524141550064,
-0.05527057498693466,
0.013257469050586224,
-0.009409952908754349,
-0.02415630780160427,
0.05959473177790642,
-0.05570299178361893,
0.025119414553046227,
0.012736604548990726,
0.0027615632861852646,
0.03066219761967659,
-0.024922862648963928,
-0.05739334225654602,
0.019871462136507034,
0.02219078317284584,
0.002520786365494132,
-0.009527884423732758,
0.0531478077173233,
-0.07276375591754913,
0.021561814472079277,
0.04147258773446083,
-0.08404586464166641,
0.004857304971665144,
0.0029802280478179455,
-0.0010005752556025982,
-0.03221496194601059,
0.0014643165050074458,
-0.010761251673102379,
-0.035222217440605164,
0.05141814425587654,
0.013424539007246494,
0.0870334655046463,
-0.004429802764207125,
0.010594182647764683,
0.0011148214107379317,
-0.023389752954244614,
-0.008432104252278805,
-0.03288324177265167,
-0.0018942751921713352,
-0.013847126625478268,
-0.014810234308242798,
0.005719678942114115,
0.0008304344955831766,
0.0059014903381466866,
0.02873598225414753,
0.010741597041487694,
0.00715451268479228,
-0.024510102346539497,
-0.015095235779881477,
0.05436643213033676,
0.03136978670954704,
-0.013247641734778881,
-0.05641058087348938,
0.008038999512791634,
-0.05452367663383484,
0.034986354410648346,
0.056764375418424606,
-0.068282350897789,
-0.0312321987003088,
-0.03494704142212868,
0.014210749417543411,
0.012608845718204975,
0.03431807458400726,
-0.018348179757595062,
0.010486078448593616,
0.006073473487049341,
-0.0048057097010314465,
-0.008550035767257214,
0.029777711257338524,
0.026062866672873497,
0.0786210149526596,
0.028559084981679916,
0.040214650332927704
] |
22,368 | paypalrestsdk.notifications | _get_cert | Fetches the paypal certificate used to sign the webhook event payload
| @staticmethod
def _get_cert(cert_url):
"""Fetches the paypal certificate used to sign the webhook event payload
"""
from OpenSSL import crypto
try:
r = requests.get(cert_url)
cert = crypto.load_certificate(crypto.FILETYPE_PEM, str(r.text))
return cert
except requests.exceptions.RequestException as e:
print("Error retrieving PayPal certificate with url " + cert_url)
print(e)
| (cert_url) | [
-0.020514586940407753,
-0.08323798328638077,
-0.018947884440422058,
0.07630762457847595,
-0.07472249120473862,
-0.0487336628139019,
-0.017795898020267487,
-0.01064436137676239,
0.04670616611838341,
-0.011630462482571602,
0.029509302228689194,
0.011234178207814693,
0.050982341170310974,
-0.01786040887236595,
-0.013943652622401714,
0.005709248129278421,
0.01514171902090311,
-0.011731836944818497,
0.038338132202625275,
-0.03432000055909157,
0.05131411552429199,
0.04309353604912758,
-0.041250355541706085,
0.02469860389828682,
-0.06196769326925278,
0.059903331100940704,
0.011962234042584896,
0.03127875551581383,
-0.019519269466400146,
-0.022486789152026176,
-0.001145075191743672,
0.005400515627115965,
0.047848936170339584,
0.0872192531824112,
-0.038485586643218994,
0.02174951694905758,
0.007543211802840233,
-0.0379326306283474,
-0.06919295340776443,
0.00028770879725925624,
-0.04666930437088013,
0.007745961658656597,
0.06307359784841537,
-0.026578648015856743,
0.0056677768006920815,
0.017390398308634758,
-0.08014144003391266,
0.05006075277924538,
-0.0423193983733654,
-0.056991107761859894,
-0.0008340387139469385,
0.055995792150497437,
0.056548744440078735,
-0.0032439958304166794,
0.03127875551581383,
0.01366717554628849,
0.0016899651382118464,
0.06355282664299011,
-0.009934737347066402,
0.10594595223665237,
0.0004049234848935157,
-0.006907314993441105,
-0.014432094991207123,
-0.011049860157072544,
-0.018625328317284584,
0.01698489859700203,
0.017906488850712776,
-0.016588615253567696,
0.0059488615952432156,
-0.02766612358391285,
0.05120352283120155,
0.025509603321552277,
-0.07955162227153778,
0.001582830329425633,
0.05547970160841942,
-0.0668705478310585,
0.020496154204010963,
-0.031721118837594986,
-0.0359051339328289,
0.03573925048112869,
-0.03376704826951027,
-0.026080988347530365,
0.017703738063573837,
0.01215576846152544,
0.05581147223711014,
-0.005594049580395222,
0.07903553545475006,
-0.016210762783885002,
-0.029103802517056465,
0.10321804881095886,
-0.04582143947482109,
-0.006271418184041977,
-0.04939720779657364,
0.014644060283899307,
0.04316726326942444,
-0.00043228318099863827,
0.047443438321352005,
0.028937917202711105,
0.0032578196842223406,
-0.03166582062840462,
0.034780796617269516,
-0.005280708894133568,
-0.09061069786548615,
0.019832611083984375,
0.06543286889791489,
-0.020293405279517174,
0.029509302228689194,
0.002882271772250533,
0.04364648833870888,
0.011326337233185768,
-0.02125185914337635,
-0.06900864094495773,
-0.02405349165201187,
0.009990032762289047,
0.008497057482600212,
-0.05146156996488571,
0.007879591546952724,
0.017961783334612846,
-0.038116950541734695,
0.028937917202711105,
0.0006324409623630345,
-0.03592356666922569,
-0.0010419723112136126,
0.014902105554938316,
0.0076353708282113075,
0.005077959503978491,
-0.016293706372380257,
-0.002375397365540266,
0.07184713333845139,
0.02713160030543804,
0.041877035051584244,
0.018404146656394005,
-0.009814930148422718,
0.041950762271881104,
-0.035296887159347534,
-0.03730595111846924,
0.019906338304281235,
0.052936114370822906,
0.008741278201341629,
0.029933232814073563,
-0.00891177263110876,
0.001262577949091792,
-0.007446445059031248,
0.014994264580309391,
0.026836691424250603,
-0.017980216071009636,
-0.04235626384615898,
-0.03474393114447594,
-0.07992026209831238,
-0.006534071173518896,
0.022597379982471466,
0.011455359868705273,
0.034965112805366516,
-0.03467020392417908,
0.03441216051578522,
-0.0055295382626354694,
0.00903157889842987,
0.019998496398329735,
-0.0425037182867527,
-0.028495553880929947,
-0.03378547728061676,
0.04692734777927399,
-0.016081741079688072,
-0.08176343888044357,
0.006524855270981789,
-0.008713630959391594,
0.025233125314116478,
0.006331321317702532,
0.0037140066269785166,
-0.038338132202625275,
-0.06775527447462082,
-0.01071808859705925,
-0.06329478323459625,
0.023279355838894844,
0.04508416727185249,
-0.004453582223504782,
0.05868683382868767,
-0.03736124560236931,
-0.03642122447490692,
-0.01360266376286745,
0.000637624878436327,
0.011639677919447422,
0.02412721887230873,
0.04099230840802193,
0.023058174178004265,
0.02174951694905758,
0.0033614984713494778,
0.038338132202625275,
0.011565950699150562,
-0.012699506245553493,
-0.002720993710681796,
0.06351596117019653,
-0.006810547783970833,
0.01802629418671131,
0.017841976135969162,
-0.022689538076519966,
-0.026173148304224014,
0.04254058003425598,
-0.059903331100940704,
-0.041213490068912506,
0.011215746402740479,
0.007501740008592606,
0.006331321317702532,
0.0015275349142029881,
-0.02149147167801857,
-0.014791514724493027,
-0.05197766050696373,
0.0189663153141737,
-0.053968291729688644,
0.008234404027462006,
0.009602964855730534,
0.003642583265900612,
-0.04364648833870888,
0.022173447534441948,
-0.047037940472364426,
0.02722376026213169,
0.0014296160079538822,
-0.03467020392417908,
-0.016238410025835037,
-0.0010621321853250265,
0.011584382504224777,
-0.04648498445749283,
0.03605258837342262,
-0.0249197855591774,
0.07228949666023254,
0.029527734965085983,
-0.016146251931786537,
-0.0071791838854551315,
-0.04670616611838341,
-0.043830808252096176,
0.02451428584754467,
0.005363652016967535,
0.05901860445737839,
0.02104910835623741,
0.03402509167790413,
-0.09790968894958496,
0.004764618817716837,
0.023205628618597984,
0.037711452692747116,
0.0004371791146695614,
0.038817357271909714,
0.003359194379299879,
-0.019611429423093796,
0.04674303159117699,
-0.013952868059277534,
0.04803325608372688,
0.04530534893274307,
0.017759034410119057,
-0.02792416885495186,
-0.031094437465071678,
0.02456958219408989,
-0.018570031970739365,
0.004679371602833271,
-0.04224567115306854,
-0.013998948037624359,
-0.06845568120479584,
-0.023924468085169792,
-0.019316520541906357,
0.04519475996494293,
0.01094848569482565,
0.05138784274458885,
0.06970904767513275,
0.023924468085169792,
0.00039225161890499294,
-0.06432696431875229,
-0.031721118837594986,
0.019076906144618988,
-0.0007102000527083874,
0.0309654138982296,
0.03636592999100685,
0.0906844288110733,
-0.010432395152747631,
0.06325791776180267,
-0.019242793321609497,
0.017067842185497284,
-0.015012696385383606,
0.008842653594911098,
0.06956159323453903,
0.0492866188287735,
-0.018164532259106636,
0.06838195770978928,
0.0218048132956028,
0.056880515068769455,
0.05238315835595131,
-0.03044932335615158,
-0.03422784060239792,
-0.038743630051612854,
-0.00788880791515112,
0.005197765771299601,
0.010063759982585907,
-0.019169066101312637,
0.05525851994752884,
0.07122045010328293,
-0.03317723050713539,
-0.03325095772743225,
-0.018293555825948715,
-0.0021968395449221134,
-0.011796347796916962,
0.04003385826945305,
0.030025392770767212,
-0.011630462482571602,
0.05212511494755745,
0.02108597196638584,
-0.023666422814130783,
-0.012395381927490234,
0.0037393502425402403,
0.009861010126769543,
-0.032513685524463654,
-0.04902857169508934,
-0.005865918472409248,
-0.0015091031091287732,
0.047590892761945724,
0.04677989333868027,
0.04615321382880211,
-0.007451052777469158,
0.018238259479403496,
0.005225413478910923,
-0.02713160030543804,
0.02438526414334774,
0.023168765008449554,
-0.01506799180060625,
0.014201696962118149,
-0.0013167213182896376,
0.007045553531497717,
0.06417950987815857,
0.011381632648408413,
0.031223459169268608,
0.008077734149992466,
-0.02169422246515751,
0.017676090821623802,
-0.028237508609890938,
-0.019611429423093796,
-0.02796103246510029,
-0.04032876715064049,
0.011059076525270939,
0.014874458312988281,
-0.05109293386340141,
-0.038522448390722275,
-0.015851343050599098,
-0.07962535321712494,
0.0309654138982296,
-0.07188399881124496,
-0.03162895888090134,
-0.0005224261549301445,
-0.02176794968545437,
-0.05168275162577629,
-0.008782749995589256,
-0.08456507325172424,
0.006027196533977985,
-0.06605955213308334,
-0.03293761610984802,
0.013252460397779942,
-0.004425934515893459,
0.07903553545475006,
-0.020256541669368744,
0.006460343953222036,
-0.032698001712560654,
-0.03395136445760727,
0.02484605833888054,
-0.029177529737353325,
-0.013197164982557297,
0.02412721887230873,
-0.014579549431800842,
-0.005409731529653072,
-0.019445542246103287,
0.00925276055932045,
0.031942300498485565,
-0.00534522021189332,
-0.003078109584748745,
0.047037940472364426,
-0.001063284114934504,
0.035610225051641464,
0.007050161249935627,
0.03032030165195465,
-0.037822041660547256,
-0.04637439548969269,
0.005174726247787476,
-0.009409431368112564,
-0.017888056114315987,
0.04630066826939583,
-0.0189663153141737,
0.05765465274453163,
-0.03413568437099457,
0.04652184993028641,
0.05127725005149841,
-0.09790968894958496,
-0.03063364140689373,
-0.008524704724550247,
0.05732287839055061,
0.010930053889751434,
0.02125185914337635,
-0.011049860157072544,
0.0274818055331707,
0.06690741330385208,
-0.01566702499985695,
-0.056438155472278595,
-0.028495553880929947,
-0.012828528881072998,
-0.022320901975035667,
-0.0024882922880351543,
0.003889108542352915,
0.031205028295516968,
-0.008441762067377567,
-0.05776524171233177,
-0.05732287839055061,
0.051056068390607834,
-0.01075495220720768,
-0.02169422246515751,
-0.0020401692017912865,
-0.015915853902697563,
0.01510485541075468,
0.0348176583647728,
-0.011418496258556843,
-0.1020384132862091,
-0.0022106633987277746,
-0.022763265296816826,
-0.047037940472364426,
0.0244589913636446,
0.02792416885495186,
0.005405123811215162,
0.014164833351969719,
-0.029619893059134483,
-0.015620945952832699,
0.015455059707164764,
-0.020090656355023384,
0.0023477498907595873,
0.025693921372294426,
0.005474242847412825,
-0.01205439306795597,
-0.0029260474257171154,
0.002882271772250533,
0.05242002382874489,
-0.0362737700343132,
-0.06159905716776848,
0.023887604475021362,
0.04032876715064049,
-0.029509302228689194,
0.050171345472335815,
-0.05791269615292549,
0.05278865993022919,
-0.038485586643218994,
0.019390247762203217,
-0.038338132202625275,
0.026928851380944252,
0.03138934448361397,
-0.017160000279545784,
-0.060308828949928284,
0.004292304161936045,
0.0050549195148050785,
-0.03937031328678131,
-0.03955462947487831,
-0.0049166809767484665,
0.08522861450910568,
-0.03631063550710678,
-0.04585830494761467,
0.015243093483150005,
-0.019906338304281235,
0.014247776940464973,
-0.0028200645465403795,
0.032255638390779495,
-0.041582126170396805,
-0.006220730487257242,
0.09555041790008545,
-0.047111667692661285,
-0.029490871354937553,
-0.0696353167295456,
-0.0249197855591774,
0.02716846391558647,
-0.002462948439642787,
0.003863764926791191,
0.01521544624119997,
-0.025841375812888145,
0.01050612237304449,
0.03317723050713539,
-0.022855425253510475,
-0.03417254611849785,
0.007561643607914448,
0.007925671525299549,
-0.044531214982271194,
-0.032384663820266724,
-0.04029190167784691,
-0.050429388880729675,
-0.010976133868098259,
0.011353985406458378,
0.03395136445760727,
-0.044715531170368195,
-0.01681901142001152,
0.0022866944782435894,
-0.019445542246103287,
0.04412571340799332,
-0.013575016520917416,
0.06451127678155899,
0.0011105155572295189,
0.009639828465878963,
0.01551035512238741,
0.00932648777961731,
0.002723297569900751,
0.025509603321552277,
-0.007769001182168722,
-0.04239312559366226,
-0.0048982491716742516,
-0.019814178347587585,
0.08803024888038635,
-0.008944028057157993,
0.028993211686611176,
0.003882196731865406,
-0.11184412986040115,
0.04254058003425598,
0.03455961495637894,
0.012975983321666718,
0.010469258762896061,
0.07007768005132675,
0.009658260270953178,
-0.02123342640697956,
0.019463974982500076,
-0.004649420268833637,
0.03603415936231613,
0.014865241944789886,
0.011455359868705273,
0.01388835720717907,
0.050245072692632675,
0.06598582118749619,
0.02134401723742485,
-0.025564897805452347,
0.026984145864844322,
0.0498395711183548,
-0.016137035563588142,
0.003656407119706273,
-0.06771840900182724,
-0.026689238846302032,
0.006160827353596687,
0.034780796617269516,
0.04998702555894852,
-0.014754651114344597,
-0.03594199940562248,
-0.02770298719406128,
-0.0677921399474144,
-0.03647651895880699,
-0.09319115430116653,
-0.01540897972881794,
0.008759710006415844,
0.03291918337345123,
0.009639828465878963,
0.016717636957764626,
-0.08286934345960617,
0.029730483889579773,
-0.05433692783117294,
0.059276651591062546,
-0.07081495225429535,
0.009294232353568077,
0.009510805830359459,
0.04003385826945305,
0.013399913907051086,
-0.06263123452663422,
0.03304820507764816,
-0.05581147223711014,
0.03336154669523239,
0.0016369736986234784,
-0.007847336120903492,
-0.005248453468084335,
-0.0029053115285933018,
-0.047996390610933304,
-0.044789258390665054,
-0.0028454081621021032,
-0.04991329833865166,
-0.020514586940407753,
-0.01064436137676239,
0.07298990339040756,
-0.035001978278160095,
-0.026689238846302032,
0.02488292194902897,
0.035610225051641464,
0.026726100593805313,
0.0244589913636446,
-0.025601761415600777,
0.0309654138982296,
-0.004264656454324722,
-0.012717938050627708,
-0.004080338403582573,
0.041950762271881104,
0.014699355699121952,
-0.029232826083898544,
-0.050650570541620255,
-0.035241588950157166,
-0.011400064453482628,
-0.013473641127347946,
0.02149147167801857,
-0.023021310567855835,
0.03892794996500015,
0.004294608253985643,
-0.06934040784835815,
-0.05208824947476387,
-0.03321409225463867,
0.011215746402740479,
0.016054091975092888,
0.04924975335597992,
-0.0006272569880820811,
0.06259437650442123,
-0.004656332079321146,
0.03328781947493553,
0.03800635784864426,
0.017086273059248924,
0.059755876660346985,
0.005916605703532696,
0.043056670576334,
-0.017583930864930153,
-0.029877938330173492,
-0.05584833770990372,
0.008897949010133743,
-0.020846359431743622,
0.005575617775321007,
-0.004967368673533201,
0.023279355838894844,
-0.011860859580338001,
0.0012821616837754846,
-0.012985198758542538,
-0.06513796001672745,
-0.006276025902479887,
-0.04228253662586212,
0.011888506822288036,
0.001627757796086371,
0.014588764868676662,
-0.0436096265912056,
0.05518479272723198,
-0.06930354237556458,
-0.005183942150324583,
0.023813877254724503,
-0.03017284721136093,
-0.09223269671201706,
-0.038485586643218994,
0.02503037638962269,
0.026468057185411453,
0.06270496547222137,
-0.044789258390665054,
0.053378477692604065,
0.03295604884624481,
0.07125731557607651,
-0.018293555825948715,
0.0015240790089592338,
0.054005157202482224,
0.004338383674621582,
-0.0034536574967205524,
-0.0731004923582077,
0.007326638326048851,
0.012865392491221428,
0.03903853893280029,
-0.047111667692661285,
-0.047443438321352005,
0.0491022989153862,
-0.06849254667758942,
-0.00029634867678396404,
-0.003338458715006709,
0.025417443364858627,
0.009907089173793793,
-0.03577611222863197,
-0.03653181716799736,
0.03743497282266617,
0.005285317078232765,
0.017851192504167557,
-0.03153679892420769,
0.0012499060248956084,
0.023279355838894844,
-0.008497057482600212,
0.011492223478853703,
0.019998496398329735,
-0.014819162897765636,
-0.011547518894076347,
-0.03772988170385361,
-0.0009480853914283216,
-0.010036111809313297,
0.0657646432518959,
-0.002638050587847829,
-0.013445993885397911,
0.04357276111841202,
0.03896481171250343,
-0.02737121470272541,
-0.01586977392435074,
-0.03323252499103546,
0.035462770611047745,
0.029527734965085983,
0.013169516809284687,
0.005188549868762493,
-0.025841375812888145,
0.01226635929197073,
-0.019390247762203217,
0.025804512202739716,
0.07984653115272522,
0.003801557468250394,
-0.05507420003414154,
-0.04939720779657364,
-0.013399913907051086,
-0.029177529737353325,
-0.020127519965171814,
0.03559179604053497,
-0.04276176169514656,
-0.008865692652761936,
-0.022763265296816826,
0.025067239999771118,
0.0368267260491848,
0.04548966884613037,
0.041803307831287384,
-0.06569091230630875,
0.03387763723731041,
0.019224360585212708,
0.010063759982585907,
-0.019722020253539085,
0.00692574679851532,
-0.014478174038231373,
-0.06904549896717072,
0.00828969944268465,
0.028864189982414246,
-0.04571085050702095,
0.01848709024488926,
-0.05732287839055061,
-0.008427937515079975,
0.04276176169514656,
-0.12356674671173096,
-0.013796198181807995,
-0.03725065663456917,
0.014975832775235176,
-0.04202448949217796,
-0.03291918337345123,
0.0019629860762506723,
-0.01828433945775032,
0.034983545541763306,
0.04958152770996094,
0.029730483889579773,
-0.017759034410119057,
0.03494668006896973,
0.022966016083955765,
-0.010358667932450771,
-0.006469559855759144,
0.008787358179688454,
0.007068593055009842,
-0.04349903389811516,
0.004861385561525822,
-0.03765615448355675,
0.010635145008563995,
0.022468356415629387,
0.004889033269137144,
-0.018293555825948715,
0.015915853902697563,
-0.006252986378967762,
-0.020496154204010963,
0.026781396940350533,
0.006068668328225613,
-0.04552653059363365,
-0.05592206493020058,
-0.011602814309298992,
-0.019224360585212708,
0.02119656279683113,
0.0910530611872673,
-0.032089754939079285,
0.007027121726423502,
0.006828979589045048,
-0.014994264580309391,
-0.003428313648328185,
0.022118153050541878,
0.0011220354354009032,
0.029951665550470352,
0.0053498283959925175,
0.008607648313045502,
-0.01819218136370182,
0.023463673889636993,
-0.002481380244717002,
0.05754406005144119,
0.0275739636272192,
0.009013147093355656
] |
22,369 | paypalrestsdk.notifications | _get_expected_sig | Get the input string to generate the HMAC signature
| @staticmethod
def _get_expected_sig(transmission_id, timestamp, webhook_id, event_body):
"""Get the input string to generate the HMAC signature
"""
if sys.version_info[0] == 2:
data = str(binascii.crc32(event_body.decode('utf-8').encode('utf-8')) & 0xffffffff)
else:
data = str(binascii.crc32(event_body.encode('utf-8')) & 0xffffffff)
expected_sig = transmission_id + "|" + timestamp + "|" + webhook_id + "|" + data
return expected_sig
| (transmission_id, timestamp, webhook_id, event_body) | [
-0.0031928604003041983,
-0.04119483754038811,
-0.05879027396440506,
0.030141295865178108,
-0.04369359835982323,
-0.08148735016584396,
-0.023130884394049644,
0.06399602442979813,
-0.016137827187776566,
-0.007999503053724766,
0.03508675843477249,
0.0320153646171093,
0.017309119924902916,
-0.02451908402144909,
-0.019885966554284096,
0.0037221116945147514,
0.030540402978658676,
0.028058994561433792,
0.04164600372314453,
-0.05698561668395996,
0.03336885944008827,
-0.021343577653169632,
-0.061531972140073776,
0.04827465862035751,
0.029169555753469467,
0.06673771888017654,
-0.015391669236123562,
-0.020892411470413208,
0.02755577303469181,
-0.02033713273704052,
0.003392414189875126,
-0.0757957249879837,
0.06843826919794083,
0.028232520446181297,
-0.02170797996222973,
-0.04900346323847771,
-0.008485373109579086,
-0.03196330741047859,
-0.08592958748340607,
-0.004114712122827768,
0.02764253504574299,
0.011600147001445293,
0.006589612457901239,
-0.04369359835982323,
0.018445709720253944,
0.008064575493335724,
-0.04775408282876015,
0.06819532811641693,
-0.06298957765102386,
0.032535940408706665,
0.03685671463608742,
-0.02736489474773407,
0.03473970666527748,
0.020285073667764664,
-0.011131630279123783,
0.05688150227069855,
0.027382247149944305,
-0.032848287373781204,
-0.034288544207811356,
0.07551808655261993,
0.018063955008983612,
0.0923847183585167,
0.039251357316970825,
-0.0018784083658829331,
-0.0016343886964023113,
-0.011539413593709469,
0.01827218383550644,
-0.019382745027542114,
-0.018011895939707756,
0.010784579440951347,
0.0009354082867503166,
-0.0018990144599229097,
-0.054313331842422485,
-0.0033295112662017345,
-0.010550321079790592,
0.004685175605118275,
-0.01077590323984623,
0.016892660409212112,
0.0052014123648405075,
0.00324057973921299,
0.05348040908575058,
-0.04501238837838173,
0.025716407224535942,
-0.01278011780232191,
0.04345066472887993,
0.00962196197360754,
-0.013257311657071114,
0.024328207597136497,
-0.03451412543654442,
-0.037342581897974014,
-0.032882992178201675,
-0.05733266472816467,
-0.039320770651102066,
0.05761030688881874,
0.037342581897974014,
-0.025785816833376884,
0.012745412066578865,
-0.03355973958969116,
0.021412987262010574,
-0.005370599217712879,
0.010827961377799511,
0.06194842979311943,
-0.06080316752195358,
0.0209618229418993,
0.045880015939474106,
-0.010368119925260544,
-0.020128902047872543,
-0.03185919299721718,
-0.0053011891432106495,
-0.02311353199183941,
0.024571143090724945,
-0.0617402009665966,
-0.03496529161930084,
-0.03052305057644844,
0.024102624505758286,
-0.025508178398013115,
0.05854734033346176,
0.03470500186085701,
0.054868608713150024,
-0.0161551795899868,
0.05625681206583977,
-0.019261276349425316,
0.019018342718482018,
-0.022315317764878273,
0.03368120640516281,
0.02842339687049389,
0.02045859955251217,
0.006190504878759384,
-0.01752602681517601,
-0.011799701489508152,
0.0169360414147377,
0.05389687046408653,
0.011253097094595432,
0.03364650160074234,
-0.06080316752195358,
-0.005873821675777435,
0.06698065996170044,
0.06170549616217613,
0.006810856983065605,
0.0011083910940214992,
0.022159144282341003,
-0.023130884394049644,
0.04421417415142059,
-0.03692612424492836,
-0.043381255120038986,
0.047649968415498734,
-0.03480911999940872,
-0.023877041414380074,
0.026948435232043266,
0.002435857430100441,
0.06132373958826065,
0.01438522431999445,
-0.05313336104154587,
0.04827465862035751,
0.030887452885508537,
-0.05122458562254906,
0.023391172289848328,
-0.06941000372171402,
-0.012858203612267971,
0.010290033183991909,
0.02045859955251217,
-0.022940007969737053,
0.0217426847666502,
-0.11716409027576447,
0.038314323872327805,
0.02411997690796852,
0.031755078583955765,
0.06423895806074142,
-0.002238472690805793,
-0.021031232550740242,
-0.06705006957054138,
0.051155176013708115,
-0.05007931962609291,
0.03890430927276611,
0.053931575268507004,
0.0401189848780632,
-0.023703517392277718,
-0.0012938459403812885,
-0.027069902047514915,
-0.018168069422245026,
-0.012328952550888062,
-0.011869111098349094,
-0.00456804595887661,
-0.013101139105856419,
0.04601883515715599,
0.007934431545436382,
0.0074615757912397385,
0.05389687046408653,
0.050218138843774796,
-0.031789783388376236,
-0.010047098621726036,
-0.007374813314527273,
0.009335645474493504,
0.04785820096731186,
0.01313584391027689,
0.05750619247555733,
-0.014203022234141827,
0.011305155232548714,
-0.012077340856194496,
-0.03817550465464592,
0.054313331842422485,
-0.007088496815413237,
-0.026254335418343544,
0.0061341095715761185,
0.013682447373867035,
-0.07163112610578537,
0.05632622167468071,
0.015061971731483936,
-0.08738719671964645,
-0.07857212424278259,
-0.01296231895685196,
-0.05125929042696953,
-0.008125308901071548,
0.01494918018579483,
-0.023668812587857246,
0.00031315843807533383,
0.004442240577191114,
0.008129647001624107,
-0.012103370390832424,
-0.015816805884242058,
0.09870103001594543,
0.03092215768992901,
0.028006937354803085,
-0.018705997616052628,
0.06142785772681236,
0.007570028770714998,
0.029724834486842155,
0.02420674078166485,
-0.024293502792716026,
-0.059588491916656494,
0.03775904327630997,
0.010984133929014206,
0.037030238658189774,
0.018445709720253944,
-0.010593702085316181,
-0.003923834301531315,
0.024935545399785042,
-0.03432324901223183,
0.025941990315914154,
-0.034253839403390884,
0.03473970666527748,
-0.00874132290482521,
0.07843330502510071,
0.0718393549323082,
0.017161624506115913,
-0.02892662025988102,
0.03907783329486847,
0.008342214860022068,
-0.02349528670310974,
-0.013005699962377548,
-0.03482647240161896,
-0.006984381936490536,
-0.02287059649825096,
-0.03727317228913307,
0.04306890815496445,
0.03173772618174553,
0.06659889966249466,
0.0300892386585474,
0.06718888878822327,
0.03080069087445736,
0.014584777876734734,
0.015105352737009525,
-0.01540034543722868,
-0.002081215614452958,
-0.07149230688810349,
-0.06729300320148468,
-0.003613658482208848,
0.060907281935214996,
-0.06094198673963547,
0.005500743165612221,
0.004450916778296232,
-0.038314323872327805,
-0.031512144953012466,
-0.0203024260699749,
-0.030384231358766556,
-0.08801189064979553,
-0.0017927302978932858,
0.03952899947762489,
0.020319780334830284,
-0.022922655567526817,
0.020354485139250755,
-0.0261849258095026,
0.07732275128364563,
0.02736489474773407,
-0.015521813184022903,
0.02411997690796852,
0.014437281526625156,
-0.047719378024339676,
0.031512144953012466,
-0.03952899947762489,
-0.029846303164958954,
0.020111549645662308,
-0.009847545064985752,
-0.028718389570713043,
-0.041784822940826416,
0.03461823984980583,
0.029828950762748718,
-0.026410507038235664,
0.0909271091222763,
-0.019695090129971504,
-0.008628531359136105,
0.10793256014585495,
0.0385572575032711,
-0.044561225920915604,
-0.056742679327726364,
0.012676002457737923,
0.0401189848780632,
-0.000788996578194201,
-0.02826722525060177,
-0.038036685436964035,
-0.0731581449508667,
0.03364650160074234,
0.03657907247543335,
-0.05830440670251846,
0.010932075791060925,
0.07083291560411453,
0.05826970189809799,
0.012164103798568249,
0.03236241638660431,
0.06382250040769577,
0.058026764541864395,
0.023790279403328896,
0.03336885944008827,
0.013708475977182388,
0.03939018025994301,
-0.12153692543506622,
-0.021013880148530006,
-0.062399595975875854,
-0.0034705002326518297,
-0.0012515492271631956,
-0.03560733422636986,
-0.006359691731631756,
0.05032225325703621,
-0.01174764335155487,
-0.003899974748492241,
0.022922655567526817,
-0.02392910048365593,
-0.02099652774631977,
-0.058998506516218185,
-0.03173772618174553,
0.0009169712429866195,
-0.025195833295583725,
0.056499745696783066,
0.04938521981239319,
0.0018751546740531921,
-0.027278132736682892,
-0.006910633761435747,
-0.006264253053814173,
0.006659022532403469,
-0.03848784789443016,
0.02139563485980034,
-0.01540034543722868,
0.031945955008268356,
0.03439265862107277,
0.0721864104270935,
-0.015660632401704788,
-0.04320773109793663,
-0.05077341943979263,
0.008350891061127186,
0.07780861854553223,
0.023217646405100822,
-0.017517350614070892,
0.02311353199183941,
-0.03623202443122864,
-0.03730787709355354,
-0.017751609906554222,
-0.0006865083705633879,
0.03220624476671219,
-0.026341097429394722,
0.030974214896559715,
-0.017109567299485207,
-0.007196950260549784,
-0.008316186256706715,
-0.018879521638154984,
0.00547471409663558,
-0.001166955684311688,
-0.0225235465914011,
-0.005704634822905064,
-0.049315810203552246,
-0.026948435232043266,
-0.00022748045739717782,
0.04497768357396126,
-0.0825285017490387,
0.008402949199080467,
0.019486859440803528,
-0.015114028938114643,
0.018220126628875732,
-0.011018838733434677,
0.031251855194568634,
0.038973718881607056,
-0.020718887448310852,
-0.029256317764520645,
0.06073375418782234,
-0.007235993165522814,
-0.023946452885866165,
-0.019938023760914803,
-0.04119483754038811,
0.03246653079986572,
-0.00017013585602398962,
-0.01219880860298872,
-0.004641794133931398,
0.013378778472542763,
-0.0499752052128315,
-0.028163110837340355,
0.010810608975589275,
0.00979548692703247,
-0.020545361563563347,
0.006676374934613705,
-0.01237233355641365,
-0.010663112625479698,
-0.07048586010932922,
-0.01632002741098404,
-0.03340356424450874,
-0.03654436767101288,
-0.009656666778028011,
-0.011201039887964725,
-0.02170797996222973,
-0.004134233575314283,
-0.02139563485980034,
0.009188150055706501,
-0.003693913808092475,
0.010827961377799511,
0.007938769645988941,
0.03557262942194939,
0.02798958495259285,
0.02826722525060177,
-0.018480414524674416,
0.04508179798722267,
-0.014836388640105724,
0.018758054822683334,
0.03755081444978714,
0.03267475962638855,
-0.04279126971960068,
-0.0017656170530244708,
-0.005735001992434263,
0.023235000669956207,
0.0008486458100378513,
0.001009698724374175,
0.04227069392800331,
0.0640307292342186,
-0.0037980289198458195,
-0.006533216685056686,
-0.018098659813404083,
0.006828209385275841,
0.042999498546123505,
-0.022922655567526817,
-0.05160633847117424,
0.015443726442754269,
0.0666683092713356,
-0.01540034543722868,
0.0178383719176054,
0.018879521638154984,
-0.03994545713067055,
-0.028666332364082336,
0.021291520446538925,
-0.0406048521399498,
0.016684429720044136,
-0.013656418770551682,
-0.06941000372171402,
-0.044561225920915604,
-0.04227069392800331,
0.03345562145113945,
0.027764001861214638,
-0.003260101191699505,
0.03139067441225052,
-0.014437281526625156,
-0.010298709385097027,
-0.039251357316970825,
-0.029638072475790977,
0.04345066472887993,
0.05983142554759979,
-0.004025780595839024,
-0.0071492306888103485,
0.056465040892362595,
0.020198311656713486,
-0.02248884178698063,
-0.003255763091146946,
-0.027121959254145622,
-0.05813087895512581,
0.008190380409359932,
-0.00015834157238714397,
-0.020111549645662308,
-0.008945214562118053,
0.03546851500868797,
-0.027816060930490494,
-0.02946454845368862,
-0.0008963651489466429,
-0.05299454182386398,
0.005288174841552973,
-0.025785816833376884,
-0.010194594971835613,
0.035780858248472214,
0.053376294672489166,
0.02720872312784195,
0.06458601355552673,
-0.02483142912387848,
0.03342091664671898,
0.055180955678224564,
-0.05726325511932373,
0.008619855158030987,
-0.02752106823027134,
0.03447942063212395,
-0.01927862875163555,
-0.009778134524822235,
0.02326970547437668,
-0.05028754845261574,
-0.03758551925420761,
-0.04758055880665779,
0.004502973984926939,
0.007578704971820116,
-0.04622706398367882,
-0.02330441027879715,
0.0003370181075297296,
-0.00581742636859417,
-0.019070399925112724,
-0.005175383761525154,
-0.00007828960951883346,
-0.04379771277308464,
0.004650470335036516,
-0.004533341154456139,
-0.004069161601364613,
0.025751112028956413,
0.008398611098527908,
-0.07912740856409073,
0.04414476454257965,
-0.020354485139250755,
-0.01369979977607727,
-0.0072056264616549015,
0.009734753519296646,
0.00043435482075437903,
-0.05483390390872955,
0.018393652513623238,
-0.0017515181098133326,
0.025039659813046455,
-0.02951660566031933,
0.05108576640486717,
-0.05823499709367752,
-0.008598164655268192,
-0.0000854746249387972,
-0.0666683092713356,
-0.03355973958969116,
-0.011287801899015903,
-0.06062963977456093,
0.005275160539895296,
-0.04435299336910248,
0.06878531724214554,
-0.0008106871973723173,
0.078086256980896,
-0.0359196774661541,
-0.021690627560019493,
-0.0448041595518589,
0.027659887447953224,
0.06646008044481277,
0.01974714733660221,
-0.019035695120692253,
-0.06788298487663269,
0.06139314919710159,
0.009379027411341667,
-0.0009598102769814432,
0.024154681712388992,
-0.013552303425967693,
0.012268219143152237,
-0.013508922420442104,
-0.03323004022240639,
-0.0802379697561264,
0.0353817492723465,
-0.018705997616052628,
0.01943480223417282,
-0.023720869794487953,
0.02896132506430149,
-0.033750616014003754,
0.023981157690286636,
0.06205254793167114,
-0.02627168782055378,
-0.05379275605082512,
-0.01473227422684431,
-0.041437774896621704,
-0.014888446778059006,
0.00870661810040474,
-0.011799701489508152,
0.04622706398367882,
-0.024883488193154335,
0.01959097385406494,
-0.039910752326250076,
0.016875308007001877,
-0.027538420632481575,
0.07010410726070404,
-0.001990115037187934,
-0.01330936886370182,
0.01677986979484558,
-0.12049577385187149,
-0.04223598912358284,
0.03402825444936752,
0.01658899150788784,
0.00015061428712215275,
0.021673275157809258,
0.021603865548968315,
0.0016213743947446346,
-0.025577588006854057,
-0.018758054822683334,
0.03692612424492836,
0.021760037168860435,
0.04688645899295807,
0.01599900610744953,
0.070867620408535,
0.020701535046100616,
-0.05410509929060936,
-0.037099648267030716,
-0.009162120521068573,
-0.008094942197203636,
0.010298709385097027,
0.039286062121391296,
-0.0008616601699031889,
-0.031095683574676514,
0.058339111506938934,
0.0056135342456400394,
-0.03149478882551193,
0.024657905101776123,
0.01307510957121849,
-0.016892660409212112,
0.01834159344434738,
0.028388692066073418,
-0.04723351076245308,
-0.02130887284874916,
-0.032848287373781204,
0.00804288499057293,
-0.006012641824781895,
-0.044873569160699844,
-0.01608576998114586,
-0.06711947917938232,
0.01670178212225437,
-0.02517848089337349,
0.05327218025922775,
-0.09543875604867935,
0.07114525884389877,
0.038939014077186584,
-0.014645511284470558,
0.0008361736545339227,
-0.045498259365558624,
0.0624690055847168,
0.011417945846915245,
0.026531975716352463,
-0.0771145150065422,
-0.00445959297940135,
0.0066850511357188225,
0.05007931962609291,
-0.011704262346029282,
-0.06326722353696823,
-0.007908402942121029,
-0.04848289117217064,
0.007795611396431923,
0.020510656759142876,
0.004290406126528978,
0.019660385325551033,
0.005162369459867477,
-0.020979175344109535,
-0.02424144558608532,
0.01795983873307705,
0.029967769980430603,
-0.029967769980430603,
0.030453640967607498,
0.009708724915981293,
-0.0020638632122427225,
0.027538420632481575,
-0.03329944983124733,
-0.0466088205575943,
0.0544174462556839,
-0.07475458085536957,
0.00979548692703247,
-0.019764499738812447,
0.03180713579058647,
-0.0008779281051829457,
0.022107087075710297,
0.0013882000930607319,
0.014237727969884872,
-0.020753592252731323,
0.03364650160074234,
0.054903317242860794,
0.055493298918008804,
-0.020597418770194054,
0.02701784484088421,
0.030974214896559715,
-0.01015121303498745,
-0.04452652111649513,
0.028371339663863182,
-0.03602379187941551,
0.03637084364891052,
0.03402825444936752,
-0.02701784484088421,
-0.04629647359251976,
0.004314265679568052,
-0.08114029467105865,
-0.021916208788752556,
0.010585025884211063,
-0.022940007969737053,
0.010845313780009747,
-0.01658899150788784,
0.05101635679602623,
-0.024310855194926262,
-0.016606343910098076,
0.03727317228913307,
0.0009939729934558272,
0.03307386860251427,
0.011001486331224442,
-0.03276152163743973,
0.008589488454163074,
-0.017309119924902916,
-0.032414473593235016,
-0.005813088268041611,
-0.008133985102176666,
-0.003296975279226899,
-0.042756564915180206,
0.006246900651603937,
-0.010550321079790592,
0.04563707858324051,
0.05781853571534157,
-0.10453146696090698,
0.058026764541864395,
0.009864897467195988,
-0.008524416014552116,
-0.0753098577260971,
-0.0003231903538107872,
0.022540898993611336,
-0.005487728863954544,
-0.02115269936621189,
-0.012910260818898678,
0.032848287373781204,
0.0029108822345733643,
-0.015209468081593513,
0.030453640967607498,
-0.010125184431672096,
-0.009387703612446785,
-0.019417449831962585,
0.006754461210221052,
0.05059989541769028,
0.0041862912476062775,
-0.04122954234480858,
-0.026011399924755096,
0.03102627396583557,
0.008342214860022068,
0.0058651454746723175,
0.024102624505758286,
-0.02255825139582157,
0.008572136051952839,
0.0874566063284874,
0.02295736037194729,
-0.011686909943819046,
-0.03637084364891052,
-0.011391917243599892,
-0.019139809533953667,
0.035537924617528915,
0.02920426055788994,
-0.06451660394668579,
-0.07281109690666199,
0.01291893795132637,
-0.01811601221561432,
0.014064203016459942,
0.05042637139558792,
0.002211359329521656,
0.03192860260605812,
-0.022575603798031807,
0.025282595306634903,
0.00256166304461658,
0.0068412236869335175,
0.019573621451854706,
0.03671789541840553,
0.012328952550888062,
0.01569533720612526
] |
22,370 | paypalrestsdk.notifications | _is_common_name_valid | Check that the common name in the certificate refers to paypal | @staticmethod
def _is_common_name_valid(cert):
"""Check that the common name in the certificate refers to paypal"""
from OpenSSL import crypto
if cert.get_subject().commonName.lower().endswith(".paypal.com"):
return True
else:
return False
| (cert) | [
-0.02693513035774231,
-0.033664461225271225,
0.002461190801113844,
0.07534003257751465,
-0.058249667286872864,
-0.06633198261260986,
0.023463649675250053,
-0.06045717000961304,
0.09278644621372223,
-0.043081965297460556,
0.030566832050681114,
0.016404971480369568,
0.04048280417919159,
-0.03423414006829262,
-0.033664461225271225,
-0.041550952941179276,
0.05216122418642044,
0.034376561641693115,
0.022733747959136963,
-0.04582354426383972,
0.00554991839453578,
0.07598092406988144,
-0.008954639546573162,
-0.03423414006829262,
-0.03485722839832306,
0.09107740968465805,
0.031243326142430305,
0.04183579236268997,
-0.04194260761141777,
0.02050844021141529,
-0.016947947442531586,
-0.01422416977584362,
0.09727267175912857,
0.10004985332489014,
0.02608061209321022,
0.012292602099478245,
-0.005687887780368328,
-0.03003275953233242,
-0.08274585753679276,
-0.029783524572849274,
-0.008629744872450829,
0.02705974690616131,
0.046250805258750916,
-0.005225023720413446,
0.006640319712460041,
0.02369508147239685,
-0.038382112979888916,
0.10503454506397247,
-0.013164922595024109,
-0.03231147304177284,
-0.007953251712024212,
0.0004731561348307878,
0.02616962417960167,
-0.025065870955586433,
0.026436660438776016,
-0.019208859652280807,
0.04593035951256752,
0.1192053034901619,
-0.02691732719540596,
0.09919533878564835,
-0.011215552687644958,
-0.04201381653547287,
-0.015007478184998035,
-0.07619454711675644,
-0.0199565626680851,
0.007993306964635849,
0.02371288277208805,
-0.05212561786174774,
-0.00557662220671773,
-0.022751551121473312,
0.019938761368393898,
0.011981058865785599,
-0.08431247621774673,
0.014980774372816086,
0.0068405973725020885,
-0.056505024433135986,
0.022662537172436714,
0.03724275529384613,
0.020294809713959694,
-0.00554546806961298,
-0.01458021905273199,
-0.05087944492697716,
0.020793279632925987,
-0.019529303535819054,
0.024798834696412086,
0.031189918518066406,
0.04810225963592529,
-0.010975219309329987,
0.023285623639822006,
0.09278644621372223,
-0.01828313246369362,
-0.025546537712216377,
0.023588266223669052,
0.00669817766174674,
0.02524389512836933,
-0.019475895911455154,
0.058890555053949356,
0.03307697921991348,
-0.028377128764986992,
0.011660614982247353,
-0.014170762151479721,
0.0026303143240511417,
-0.07213559001684189,
0.010040590539574623,
0.04019796475768089,
0.0176867488771677,
-0.027469202876091003,
0.00846062134951353,
0.00857633724808693,
0.00953321997076273,
-0.060635197907686234,
-0.09235918521881104,
0.04382966831326485,
-0.034483373165130615,
0.04689169302582741,
-0.05696788802742958,
0.011589405126869678,
-0.007681763730943203,
-0.06544186174869537,
0.0138414166867733,
0.029534289613366127,
0.020793279632925987,
-0.004314872436225414,
-0.0037073632702231407,
0.020170193165540695,
0.0006225299439392984,
0.019475895911455154,
0.0022764902096241713,
0.02689952403306961,
0.06487218290567398,
0.07477035373449326,
0.031118709594011307,
-0.02615182101726532,
-0.015390231274068356,
0.0197785384953022,
-0.017891477793455124,
0.007561597041785717,
0.048600729554891586,
-0.05757317319512367,
-0.006012782454490662,
-0.012070070952177048,
0.02072206884622574,
0.0007705129683017731,
0.01824752613902092,
0.02848394401371479,
0.00752599211409688,
-0.07683543860912323,
-0.02933846227824688,
-0.07021292299032211,
-0.016850033774971962,
0.007788578514009714,
0.0007549357833340764,
0.029498685151338577,
-0.037634409964084625,
-0.0005460350075736642,
-0.004114594776183367,
0.000735464331228286,
-0.02702414244413376,
-0.05372783914208412,
-0.03003275953233242,
-0.010280923917889595,
0.01510539185255766,
-0.07021292299032211,
-0.014482305385172367,
-0.0025880334433168173,
-0.05298013612627983,
0.010912911035120487,
-0.04981129616498947,
0.013467565178871155,
-0.014019440859556198,
-0.038417719304561615,
-0.003113206010311842,
-0.03015737608075142,
0.03405611589550972,
-0.004806665703654289,
0.020775476470589638,
0.013654490932822227,
-0.035960979759693146,
-0.03902300447225571,
-0.0042125084437429905,
-0.0005162715096957982,
0.00848732516169548,
0.00889678206294775,
0.03720715269446373,
0.008789966814219952,
0.036708682775497437,
-0.025546537712216377,
0.012933490797877312,
0.042263053357601166,
0.01695684716105461,
-0.031243326142430305,
0.04048280417919159,
-0.031118709594011307,
0.02065085992217064,
0.03188421577215195,
-0.05885494872927666,
0.025012463331222534,
0.06843267381191254,
-0.028074488043785095,
-0.030673647299408913,
-0.002445613732561469,
-0.006831695791333914,
-0.02462080866098404,
0.01302250288426876,
0.0031265579164028168,
0.004468418657779694,
-0.01828313246369362,
0.05013174191117287,
-0.04365164414048195,
-0.014117354527115822,
0.03177740052342415,
-0.03234707936644554,
-0.014161860570311546,
0.042263053357601166,
-0.037598807364702225,
0.04347361996769905,
-0.0043616038747131824,
-0.007098732981830835,
0.013191626407206059,
0.018033897504210472,
0.017668945714831352,
-0.04842270538210869,
0.06590472906827927,
-0.0037340670824050903,
0.05643381550908089,
0.009835861623287201,
0.017909279093146324,
0.06241544336080551,
-0.0044038849882781506,
-0.04447055608034134,
-0.0015710674924775958,
0.0063376775942742825,
0.030620239675045013,
0.02296517975628376,
0.00344477710314095,
-0.11322367936372757,
0.013494268991053104,
0.02771843783557415,
0.031118709594011307,
0.026703698560595512,
0.020401624962687492,
0.004744356963783503,
-0.056611839681863785,
0.04347361996769905,
0.0013196077197790146,
-0.010209714062511921,
0.03076265938580036,
0.023356834426522255,
-0.02447838895022869,
-0.0042770421132445335,
-0.0356939435005188,
-0.003375792410224676,
-0.02056184783577919,
-0.06152531877160072,
-0.011286762543022633,
-0.032008830457925797,
-0.07868689298629761,
-0.0005685662035830319,
0.032809942960739136,
-0.00004043802255182527,
-0.0070853810757398605,
0.08096560835838318,
0.012524033896625042,
-0.0008367158588953316,
-0.035284485667943954,
0.024870043620467186,
0.04439934715628624,
0.014891762286424637,
-0.0019838621374219656,
-0.003424749244004488,
0.04322438687086105,
-0.020437229424715042,
0.03414512798190117,
-0.00634657870978117,
0.028216907754540443,
-0.004334900062531233,
0.00788649171590805,
0.04286833480000496,
0.030424412339925766,
-0.0013307342305779457,
0.0633411705493927,
0.04350922629237175,
0.017277292907238007,
0.040019940584897995,
-0.02125614322721958,
-0.047140926122665405,
-0.011117639020085335,
-0.047140926122665405,
-0.030584635213017464,
0.00612404802814126,
-0.06932280212640762,
0.022680340334773064,
0.0713878870010376,
-0.0023810795973986387,
-0.08566546440124512,
0.03181300684809685,
0.05048779025673866,
-0.052766505628824234,
0.02681051194667816,
-0.0025145981926470995,
-0.03717154636979103,
0.08367158472537994,
-0.04169337451457977,
-0.060492776334285736,
-0.0059371222741901875,
-0.0011961031705141068,
-0.03145695477724075,
-0.0003944358613807708,
-0.013031404465436935,
0.0396638922393322,
-0.03809727355837822,
0.04920601472258568,
0.011197750456631184,
0.015247811563313007,
0.070889413356781,
0.007752973586320877,
0.03329060971736908,
-0.06177455559372902,
-0.006858399603515863,
0.036139003932476044,
-0.021647797897458076,
0.02364167384803295,
-0.05048779025673866,
0.009043652564287186,
0.02369508147239685,
0.0031198819633573294,
0.01895962469279766,
-0.008331554010510445,
-0.022733747959136963,
0.002157436218112707,
-0.04019796475768089,
-0.01266645360738039,
0.00615520216524601,
-0.030299795791506767,
0.012764367274940014,
0.015327922068536282,
-0.03895179182291031,
-0.025884784758090973,
0.015746280550956726,
-0.051128678023815155,
-0.009177170693874359,
-0.07690665125846863,
-0.04977569356560707,
-0.02926725335419178,
-0.04016236215829849,
-0.06448052823543549,
-0.06455174088478088,
-0.03542690724134445,
0.00472210394218564,
-0.04941964149475098,
-0.0709962323307991,
0.020348217338323593,
0.02219967357814312,
0.039984337985515594,
0.021736809983849525,
0.06148971617221832,
-0.0358719676733017,
0.0008723207865841687,
0.03624581918120384,
0.0008161317673511803,
0.09705904126167297,
-0.0393790528178215,
0.001327396254055202,
-0.01894182339310646,
-0.03218685835599899,
0.013227231800556183,
0.0475325807929039,
0.01770455203950405,
-0.01822972483932972,
-0.00612404802814126,
-0.013262836262583733,
0.01073488686233759,
0.010539059527218342,
-0.05411949381232262,
-0.04215623810887337,
-0.03348643705248833,
0.03015737608075142,
-0.013974934816360474,
-0.03094068355858326,
-0.00986256543546915,
-0.008580788038671017,
0.07291889935731888,
0.028804387897253036,
0.0790429413318634,
0.01657409593462944,
-0.0629851222038269,
-0.015230009332299232,
0.054974012076854706,
0.02289397083222866,
0.01772235333919525,
0.012675355188548565,
-0.008901232853531837,
-0.006978566292673349,
0.030673647299408913,
-0.0711030438542366,
-0.05778679996728897,
-0.03320159763097763,
-0.023356834426522255,
-0.08374279737472534,
-0.006275368854403496,
0.004134622402489185,
0.007704016752541065,
0.02307199500501156,
-0.037598807364702225,
-0.05404828488826752,
0.056611839681863785,
0.018051698803901672,
-0.039201028645038605,
-0.023481450974941254,
0.04301075637340546,
0.018835008144378662,
-0.00045312836300581694,
-0.014357687905430794,
-0.09570605307817459,
-0.019297871738672256,
0.008028911426663399,
0.0040322584100067616,
0.0015933206304907799,
0.033575449138879776,
0.021238340064883232,
0.012826676480472088,
-0.030549030750989914,
-0.007468134164810181,
0.06245104596018791,
0.013209428638219833,
0.019280070438981056,
0.0059059676714241505,
-0.021184934303164482,
0.012595243752002716,
-0.047034114599227905,
-0.03156377002596855,
0.014598021283745766,
-0.04105248302221298,
-0.03320159763097763,
0.04667806252837181,
0.010218614712357521,
-0.010183010250329971,
0.022537920624017715,
-0.08167771250009537,
-0.012043368071317673,
-0.05807163938879967,
0.006515702232718468,
-0.06109806150197983,
0.012897886335849762,
0.008206936530768871,
-0.020793279632925987,
-0.0474969781935215,
-0.017090367153286934,
-0.03006836399435997,
-0.025706758722662926,
-0.03621021285653114,
0.032204657793045044,
0.024923451244831085,
-0.0713522806763649,
-0.03888058289885521,
0.03784804046154022,
0.026721499860286713,
0.004357153549790382,
-0.016013316810131073,
0.035213276743888855,
-0.05995870381593704,
0.05379904806613922,
0.0790429413318634,
0.007347967475652695,
0.009399701841175556,
-0.021042514592409134,
-0.011215552687644958,
0.036851104348897934,
0.047924235463142395,
0.03475041314959526,
-0.02606280893087387,
-0.0024923451710492373,
0.039877522736787796,
0.039877522736787796,
-0.011206652037799358,
0.008509578183293343,
-0.025902586057782173,
0.08167771250009537,
-0.054155100136995316,
0.02209285832941532,
-0.05251727253198624,
0.01024531852453947,
-0.006689276080578566,
0.01669871248304844,
0.04194260761141777,
-0.04219184070825577,
-0.004285943694412708,
0.011936552822589874,
-0.05892615765333176,
0.033575449138879776,
0.009488713927567005,
0.006377733312547207,
0.015452539548277855,
0.035587128251791,
0.03791924938559532,
0.01195435505360365,
0.015541551634669304,
0.03501744940876961,
-0.021006908267736435,
-0.039201028645038605,
-0.002483443822711706,
-0.022733747959136963,
0.05643381550908089,
-0.02624083310365677,
0.04852952063083649,
-0.03888058289885521,
-0.11785231530666351,
0.006715979892760515,
0.01992095820605755,
0.0008851162856444716,
-0.020846687257289886,
0.035248879343271255,
0.04418571665883064,
0.008919035084545612,
0.05871253088116646,
0.0076016527600586414,
-0.008972442708909512,
-0.02704194374382496,
0.002170788124203682,
-0.003916542511433363,
0.03384248539805412,
-0.015666170045733452,
0.013681194745004177,
-0.018603576347231865,
0.04297515004873276,
0.012292602099478245,
-0.04504023492336273,
0.003220020793378353,
-0.0275582168251276,
-0.04208502918481827,
-0.0034892831463366747,
0.05059460550546646,
0.025635549798607826,
-0.006386634428054094,
0.0039654988795518875,
0.0008567436598241329,
-0.07619454711675644,
-0.011171046644449234,
-0.02771843783557415,
0.0237840935587883,
0.014740440994501114,
-0.009292886592447758,
0.04667806252837181,
-0.013245034031569958,
-0.05479598790407181,
0.05600655451416969,
-0.03731396794319153,
0.017606638371944427,
-0.052730903029441833,
0.0037896998692303896,
0.008465072140097618,
0.0021763513796031475,
0.012808873318135738,
-0.08367158472537994,
0.08324432373046875,
0.0019315674435347319,
0.0198319461196661,
0.008963541127741337,
-0.017143774777650833,
0.014589119702577591,
-0.039877522736787796,
-0.035996586084365845,
0.02533290721476078,
-0.02695293165743351,
-0.024140141904354095,
-0.06722211092710495,
0.006106245331466198,
0.022466711699962616,
0.018069501966238022,
-0.002748255617916584,
0.018585773184895515,
-0.0012261447263881564,
0.04674927517771721,
0.055828530341386795,
-0.02300078421831131,
0.0076417080126702785,
0.03631702810525894,
-0.0033223850186914206,
-0.02214626595377922,
0.02301858738064766,
0.015399131923913956,
-0.011625009588897228,
-0.0353734977543354,
-0.015942107886075974,
-0.018567971885204315,
-0.010814997367560863,
-0.009346294216811657,
-0.01903083547949791,
0.02219967357814312,
-0.02308979630470276,
-0.07256285101175308,
-0.00867870170623064,
-0.0017646693158894777,
-0.029605498537421227,
0.028644166886806488,
0.024068932980298996,
0.006849498488008976,
0.025528734549880028,
0.022555723786354065,
0.023196611553430557,
0.03699352219700813,
0.0073613193817436695,
0.07462793588638306,
-0.0058525605127215385,
0.062201812863349915,
-0.011010824702680111,
-0.0628427043557167,
-0.04279712587594986,
-0.01812290959060192,
-0.03469700366258621,
0.00005462436092784628,
0.030531227588653564,
0.0158085897564888,
-0.01266645360738039,
0.0356583371758461,
0.01232820749282837,
-0.0789717361330986,
-0.05006053298711777,
-0.01732179895043373,
0.02850174717605114,
-0.014589119702577591,
0.027896462008357048,
-0.0315103642642498,
0.03334401547908783,
-0.09385459870100021,
-0.03731396794319153,
0.013565478846430779,
0.001289566047489643,
-0.04692729935050011,
-0.05792922154068947,
0.0003808058681897819,
-0.01260414533317089,
0.0472121387720108,
-0.06804101914167404,
0.041479744017124176,
-0.011696219444274902,
0.021131526678800583,
0.030531227588653564,
-0.003981076180934906,
0.03795485571026802,
0.007784127723425627,
-0.01352097187191248,
-0.049384038895368576,
-0.0016200243262574077,
-0.020241402089595795,
0.03008616529405117,
-0.021095920354127884,
-0.0316883884370327,
0.05251727253198624,
-0.04176458343863487,
-0.004922381602227688,
0.04119490459561348,
0.05087944492697716,
0.018389945849776268,
0.031261127442121506,
0.022787155583500862,
0.02054404467344284,
0.00768621452152729,
0.006422239355742931,
-0.06259346753358841,
0.026596883311867714,
-0.013476465828716755,
0.02376629039645195,
0.022751551121473312,
0.047176532447338104,
-0.01730399578809738,
0.03483942523598671,
-0.06804101914167404,
-0.044007692486047745,
-0.0052962335757911205,
0.041622161865234375,
0.04012675583362579,
-0.008781066164374352,
-0.008300399407744408,
0.0357651524245739,
0.018407749012112617,
-0.03272093087434769,
-0.025795772671699524,
0.04176458343863487,
0.014544613659381866,
0.028003277257084846,
-0.05771559104323387,
0.0010803871555253863,
-0.022662537172436714,
0.026596883311867714,
0.022377697750926018,
0.06932280212640762,
-0.005345189943909645,
-0.05223243311047554,
-0.06764936447143555,
-0.029587697237730026,
-0.006026134360581636,
0.014722638763487339,
0.05468917265534401,
0.00532738771289587,
0.01908424310386181,
-0.009248380549252033,
0.055935345590114594,
0.0007070916472002864,
0.004027807619422674,
-0.000999719719402492,
-0.021683402359485626,
0.0314747579395771,
0.01992095820605755,
-0.010636973194777966,
0.007534893229603767,
-0.017784662544727325,
-0.04048280417919159,
-0.0025591044686734676,
0.002061747945845127,
0.0064088874496519566,
-0.044043298810720444,
0.01662750169634819,
-0.04582354426383972,
0.0158797986805439,
-0.02700633928179741,
-0.06978566199541092,
-0.015603860840201378,
0.030549030750989914,
-0.013583281077444553,
0.013912626542150974,
-0.004935733508318663,
-0.010895108804106712,
-0.0048289187252521515,
0.003798600984737277,
-0.010636973194777966,
0.021078119054436684,
-0.011233355849981308,
0.02462080866098404,
0.027487006038427353,
-0.013449762016534805,
0.019475895911455154,
-0.015666170045733452,
0.07868689298629761,
-0.03667307645082474,
0.04692729935050011,
-0.02292957529425621,
0.015327922068536282,
0.005825856700539589,
0.005460906308144331,
0.02223527804017067,
0.03099409118294716,
0.028982413932681084,
-0.044043298810720444,
0.006836146581918001,
0.035248879343271255,
-0.04354482889175415,
-0.02926725335419178,
0.016235848888754845,
-0.0476750023663044,
0.03460799157619476,
0.07847326248884201,
-0.04183579236268997,
-0.019582711160182953,
0.012354910373687744,
0.0034047213848680258,
-0.04521826282143593,
0.026721499860286713,
-0.021897032856941223,
0.014046144671738148,
0.02535071037709713,
0.04304635897278786,
0.017526526004076004,
0.03717154636979103,
0.002904027234762907,
-0.007539344020187855,
0.025065870955586433,
0.04251228645443916
] |
22,373 | paypalrestsdk.notifications | get_resource | Get the resource sent via the webhook event, e.g. Authorization, conveniently
wrapped in the corresponding paypalrestsdk class
| def get_resource(self):
"""Get the resource sent via the webhook event, e.g. Authorization, conveniently
wrapped in the corresponding paypalrestsdk class
"""
webhook_resource_type = self.resource_type
klass = util.get_member(webhook_resource_type)
resource = klass(self.resource.__dict__)
return resource
| (self) | [
-0.0017132154898718,
-0.07057993859052658,
-0.04403984919190407,
-0.004556472413241863,
-0.006222035735845566,
-0.055367495864629745,
0.061176542192697525,
0.030406739562749863,
0.014386472292244434,
0.02156609296798706,
0.02443431131541729,
-0.01998675800859928,
0.022873129695653915,
-0.0603414922952652,
-0.04393092915415764,
0.044402915984392166,
-0.0010982732055708766,
-0.018970174714922905,
0.013496961444616318,
-0.061176542192697525,
0.04585517942905426,
0.0019809764344245195,
-0.021765779703855515,
-0.014613388106226921,
0.016365179792046547,
0.10136789828538895,
-0.004674468655139208,
0.023381421342492104,
-0.0006211824365891516,
-0.009421550668776035,
-0.0173000730574131,
-0.03189530596137047,
0.0636816993355751,
0.06339124590158463,
-0.020367976278066635,
0.050538722425699234,
-0.05101070925593376,
0.03768620267510414,
-0.08880583196878433,
-0.003455930156633258,
-0.03668777272105217,
0.03178638964891434,
0.014613388106226921,
-0.02185654640197754,
0.04592779278755188,
0.0485781691968441,
-0.019115401431918144,
0.01357865147292614,
0.0027207224629819393,
-0.04164361581206322,
0.05180945247411728,
0.021439019590616226,
-0.03599794954061508,
-0.003619309514760971,
-0.001234422787092626,
-0.021947311237454414,
-0.009348937310278416,
0.05475028231739998,
-0.03024335950613022,
0.0401187427341938,
-0.01098273228853941,
-0.0002812339807860553,
0.02539643459022045,
-0.0301707461476326,
-0.004054988268762827,
-0.030352279543876648,
-0.0047879270277917385,
-0.0010029685217887163,
0.02425277791917324,
0.025596121326088905,
0.019678153097629547,
0.03848494589328766,
-0.01440462563186884,
-0.0008237049332819879,
0.02414385788142681,
-0.07355707883834839,
0.05954274907708168,
-0.044366609305143356,
-0.006190267391502857,
0.014268475584685802,
0.034345999360084534,
0.01869787462055683,
-0.050466109067201614,
0.021130414679646492,
0.04077225923538208,
-0.033910322934389114,
-0.0031859001610428095,
-0.05173683911561966,
-0.07900305837392807,
-0.0178537480533123,
-0.05246296897530556,
-0.016955161467194557,
-0.060886092483997345,
-0.008055516518652439,
0.03823080286383629,
-0.055694252252578735,
-0.04106271266937256,
0.018824947997927666,
0.03283927962183952,
-0.008636421523988247,
-0.023871559649705887,
0.02358110621571541,
-0.04335002601146698,
0.06339124590158463,
0.0761711522936821,
-0.005550364498049021,
0.03214945271611214,
0.019587386399507523,
0.012852519750595093,
0.016437793150544167,
0.061394382268190384,
-0.007524533197283745,
-0.03006182610988617,
0.044765982776880264,
0.02149347960948944,
-0.016900701448321342,
-0.032222066074609756,
0.050030432641506195,
0.005718282423913479,
-0.02675792947411537,
0.010129529051482677,
-0.042006682604551315,
0.010955502279102802,
-0.007796832360327244,
0.00940339732915163,
0.03558042272925377,
-0.017154846340417862,
-0.005641130730509758,
0.018189582973718643,
0.005191837437450886,
-0.01862526312470436,
0.004869616590440273,
-0.09178297221660614,
0.002988483291119337,
-0.03590718284249306,
0.01645594649016857,
0.06593269854784012,
0.0544598326086998,
0.010474440641701221,
0.01924247294664383,
0.03469091281294823,
0.08103623241186142,
-0.0035852722357958555,
0.006943628657609224,
-0.030860571190714836,
-0.016383333131670952,
0.01160902064293623,
0.055839478969573975,
-0.013487884774804115,
-0.004145754501223564,
0.015148909762501717,
-0.02664901129901409,
0.05101070925593376,
-0.0074519203044474125,
0.025251207873225212,
0.022056231275200844,
-0.05257188901305199,
-0.0014987799804657698,
-0.0367966927587986,
-0.05460505560040474,
-0.020749196410179138,
0.02350849285721779,
-0.05141007900238037,
-0.060740865767002106,
0.02067658305168152,
-0.0017983090365305543,
0.06792956590652466,
-0.006585101131349802,
0.013996176421642303,
0.010438133962452412,
-0.08626437187194824,
-0.06851046532392502,
-0.029607994481921196,
0.039755675941705704,
-0.01920616626739502,
0.06803848594427109,
0.030443046241998672,
-0.03706899285316467,
0.007887599058449268,
0.0382671095430851,
0.04055441915988922,
-0.04128055274486542,
0.006281034089624882,
-0.01887940801680088,
0.013887257315218449,
-0.017399916425347328,
0.03489059954881668,
0.047634199261665344,
-0.024997062981128693,
0.019659999758005142,
-0.017581447958946228,
0.04280542582273483,
0.012017469853162766,
-0.013605881482362747,
-0.05130116268992424,
-0.025450894609093666,
-0.017127616330981255,
0.035308122634887695,
-0.04934060573577881,
0.002843257039785385,
-0.0021035110112279654,
0.05493181571364403,
-0.02472476288676262,
0.04066333919763565,
-0.018371116369962692,
0.008636421523988247,
0.05199098587036133,
0.015920424833893776,
-0.05362477898597717,
-0.06012365221977234,
-0.021184874698519707,
-0.00430686492472887,
-0.022183304652571678,
-0.014377395622432232,
0.005014842841774225,
-0.00448159035295248,
-0.018607109785079956,
-0.04629085585474968,
0.00041724173934198916,
0.003394662868231535,
-0.002203353913500905,
-0.01268006395548582,
-0.04284173250198364,
-0.04117163270711899,
-0.0015294136246666312,
0.02138455957174301,
-0.03098764456808567,
-0.014949223957955837,
-0.0632823258638382,
-0.06466197222471237,
-0.011917626485228539,
0.014731383882462978,
0.05104701593518257,
0.0349632129073143,
0.00954862404614687,
-0.017744828015565872,
-0.0038326105568557978,
0.019641846418380737,
0.011618097312748432,
0.05413307249546051,
0.07406537234783173,
0.007075239904224873,
0.009630313143134117,
0.03325680270791054,
-0.05649299919605255,
0.01547566894441843,
0.05191837251186371,
0.016065649688243866,
-0.0009348937892355025,
-0.07798647880554199,
0.026921309530735016,
-0.012081005610525608,
-0.0460004024207592,
-0.042042989283800125,
-0.016365179792046547,
-0.03873909264802933,
-0.008790723979473114,
-0.04026396945118904,
0.0485781691968441,
-0.0014658771688118577,
0.021021494641900063,
0.050502415746450424,
0.03801296278834343,
0.05130116268992424,
-0.058598779141902924,
-0.03634285926818848,
-0.010410903953015804,
0.022546369582414627,
-0.007038933224976063,
-0.022491909563541412,
0.1262015849351883,
0.007333924062550068,
0.025051523000001907,
-0.0055049811489880085,
-0.009108406491577625,
-0.08880583196878433,
0.004567818250507116,
0.05344324931502342,
0.0150853730738163,
-0.044620756059885025,
-0.005523134488612413,
-0.010202141478657722,
0.1122598648071289,
0.05990581586956978,
-0.017236536368727684,
-0.029172316193580627,
0.029716914519667625,
0.027647441253066063,
-0.014785843901336193,
-0.00734300073236227,
0.04393092915415764,
0.032222066074609756,
-0.023726332932710648,
-0.012371458113193512,
-0.012144542299211025,
0.02483368292450905,
-0.04142577946186066,
-0.01582058146595955,
0.06295556575059891,
0.011427488178014755,
0.013996176421642303,
0.04679914936423302,
0.015466592274606228,
-0.015493822284042835,
-0.08924151211977005,
0.0013206509174779058,
0.06360908597707748,
-0.03982828930020332,
-0.061394382268190384,
-0.008500272408127785,
-0.017472529783844948,
0.05257188901305199,
0.000025634411940700375,
0.01484938059002161,
-0.013242815621197224,
-0.003805380780249834,
0.03342018276453018,
0.01671009138226509,
0.034055545926094055,
0.06615053862333298,
-0.015466592274606228,
0.030660884454846382,
0.04552841931581497,
-0.02156609296798706,
0.08495733886957169,
-0.004036834929138422,
-0.07304878532886505,
0.0068528619594872,
-0.03697822615504265,
0.0010489190462976694,
-0.042260829359292984,
-0.030860571190714836,
-0.0007783217588439584,
-0.0055049811489880085,
-0.03578010946512222,
0.0323854461312294,
0.016764551401138306,
-0.014831227250397205,
-0.03474537283182144,
-0.046980682760477066,
0.017790211364626884,
-0.02149347960948944,
0.011436564847826958,
0.02877294458448887,
-0.04055441915988922,
0.015221523120999336,
0.015103526413440704,
-0.045129045844078064,
0.05718282237648964,
-0.08510256558656693,
-0.03332941606640816,
-0.035308122634887695,
0.03783142939209938,
0.04596409574151039,
-0.020259058102965355,
-0.05671083927154541,
-0.055984705686569214,
-0.010492593981325626,
0.005799971986562014,
0.03465460613369942,
0.015530128963291645,
0.00954862404614687,
-0.005296218674629927,
-0.0018096547573804855,
-0.03739574924111366,
0.041571006178855896,
0.015847811475396156,
-0.0006875553517602384,
-0.006784787401556969,
0.0018130585085600615,
-0.020876267924904823,
0.02049504965543747,
-0.0217113196849823,
0.03336572274565697,
0.00039681929047219455,
-0.0031904384959489107,
0.017427146434783936,
-0.013388041406869888,
-0.011227801442146301,
0.019115401431918144,
0.0050602261908352375,
0.08052793890237808,
-0.06048671901226044,
0.032766666263341904,
0.00903579406440258,
-0.05159161239862442,
-0.05351585894823074,
-0.004207022022455931,
0.0006886899354867637,
0.03881170600652695,
0.006144884508103132,
-0.05685606226325035,
-0.05086548253893852,
0.015993036329746246,
-0.029607994481921196,
-0.08379552513360977,
-0.05456875264644623,
0.024815529584884644,
0.0115001006051898,
0.04167992249131203,
0.036633312702178955,
0.030043672770261765,
0.0010943022789433599,
-0.05137377232313156,
-0.03256697952747345,
0.029081549495458603,
0.012217155657708645,
0.05514965578913689,
-0.010628744028508663,
-0.03155039623379707,
0.005709205754101276,
0.03024335950613022,
-0.017309149727225304,
-0.08982241153717041,
-0.003231283277273178,
-0.026630857959389687,
0.007873984053730965,
0.05090178921818733,
0.00008636988786747679,
0.01357865147292614,
0.019841531291604042,
0.008772571571171284,
0.035090286284685135,
-0.039683062583208084,
-0.05623885244131088,
0.03303896263241768,
0.011400258168578148,
0.05366108566522598,
0.008032824844121933,
0.05064764246344566,
0.01567535474896431,
0.05093809589743614,
-0.005296218674629927,
-0.04407615587115288,
0.030352279543876648,
0.024633996188640594,
0.006553332787007093,
0.031187329441308975,
-0.02572319284081459,
0.047380052506923676,
-0.009421550668776035,
0.000205075295525603,
-0.02675792947411537,
-0.002026359550654888,
-0.027720054611563683,
-0.03445491939783096,
-0.09875382483005524,
0.014486314728856087,
0.03599794954061508,
-0.05406045913696289,
-0.010419980622828007,
0.00881341565400362,
0.05990581586956978,
-0.03852125257253647,
-0.01603841967880726,
-0.03859386593103409,
0.0010489190462976694,
-0.039719369262456894,
0.016864394769072533,
-0.041571006178855896,
-0.028791097924113274,
-0.009031255729496479,
0.019605539739131927,
-0.07319401204586029,
-0.0020819539204239845,
-0.06230204552412033,
-0.024125704541802406,
-0.01433201227337122,
0.005237220320850611,
0.01651948131620884,
0.06466197222471237,
0.005046611186116934,
-0.013950793072581291,
0.01560274139046669,
-0.008395890705287457,
0.019823377951979637,
0.02951722778379917,
0.03579826280474663,
-0.039174772799015045,
-0.026576397940516472,
0.010510747320950031,
0.027175456285476685,
-0.014032483100891113,
-0.010492593981325626,
-0.036742232739925385,
-0.03180454298853874,
-0.042297136038541794,
0.035017672926187515,
-0.020476896315813065,
0.00923547986894846,
-0.0020853576716035604,
0.0666225254535675,
0.0038076499477028847,
0.041897762566804886,
-0.019877837970852852,
0.006312801968306303,
0.05130116268992424,
0.033765096217393875,
0.033728789538145065,
0.04422138258814812,
0.0035671188961714506,
-0.06320971250534058,
0.014177709817886353,
-0.030497506260871887,
-0.0051056090742349625,
-0.06448043882846832,
-0.06854677200317383,
0.01732730306684971,
0.0356893427670002,
0.028863711282610893,
0.02583211287856102,
0.047634199261665344,
0.031296249479055405,
0.0040459115989506245,
-0.0206039696931839,
-0.044838596135377884,
0.012943286448717117,
0.04806987941265106,
-0.005396061576902866,
0.011708864010870457,
0.02546904794871807,
0.044584449380636215,
0.0346001461148262,
0.024779222905635834,
0.02307281456887722,
-0.030043672770261765,
-0.0452742725610733,
-0.03686930611729622,
-0.03396478295326233,
0.02826465293765068,
0.047488972544670105,
0.0022022193297743797,
-0.02661270461976528,
-0.03098764456808567,
-0.03158670291304588,
0.028319112956523895,
-0.1365126371383667,
-0.04077225923538208,
-0.0356893427670002,
-0.03345648944377899,
0.013805567286908627,
-0.01306128315627575,
-0.039791982620954514,
0.03812188282608986,
-0.044874899089336395,
-0.04589148610830307,
-0.0003582435892894864,
-0.0206039696931839,
-0.06615053862333298,
-0.019587386399507523,
0.009081176482141018,
-0.011427488178014755,
-0.027647441253066063,
-0.004896846599876881,
0.006417183205485344,
0.012725447304546833,
0.05783633887767792,
0.012897903099656105,
0.02940830960869789,
0.021184874698519707,
-0.035344429314136505,
-0.018162352964282036,
-0.04545580595731735,
0.05475028231739998,
-0.042260829359292984,
0.0007947731646709144,
0.021184874698519707,
0.06702189892530441,
-0.04106271266937256,
-0.0048151565715670586,
0.01998675800859928,
0.026503784582018852,
0.04817879572510719,
0.016138263046741486,
0.05159161239862442,
0.035634882748126984,
0.0357074961066246,
0.000057473560445941985,
0.04258758947253227,
0.013959869742393494,
0.035453349351882935,
-0.055440109223127365,
-0.030297819525003433,
-0.09548623859882355,
-0.09969779849052429,
-0.012180848978459835,
0.028173886239528656,
0.02149347960948944,
0.018461883068084717,
0.005101070739328861,
-0.018371116369962692,
0.002704838290810585,
-0.021130414679646492,
0.0008792993612587452,
0.05634777247905731,
0.011009962297976017,
0.02013198472559452,
-0.0008940488914959133,
-0.03634285926818848,
0.011427488178014755,
0.02483368292450905,
0.029281236231327057,
0.007710604462772608,
0.01302497647702694,
0.044366609305143356,
-0.022491909563541412,
-0.07170544564723969,
-0.07696989178657532,
-0.00643987488001585,
-0.004225175362080336,
-0.003256244119256735,
-0.025886572897434235,
0.006930013652890921,
-0.00396649120375514,
0.04167992249131203,
0.002214699750766158,
-0.06981750577688217,
0.02274605631828308,
-0.018461883068084717,
-0.004134408663958311,
0.017545143142342567,
0.03808557614684105,
-0.0060268878005445,
0.049994125962257385,
-0.07638899236917496,
0.007488226983696222,
0.03757728263735771,
-0.04247866943478584,
-0.06335493922233582,
-0.029825834557414055,
0.003115556202828884,
-0.02027720957994461,
0.03218575939536095,
-0.06281033903360367,
0.012934209778904915,
0.04614562913775444,
0.041897762566804886,
-0.00895864237099886,
0.00671671237796545,
0.012562068179249763,
0.03169562295079231,
0.03287558630108833,
-0.02064027637243271,
0.008318739011883736,
-0.004701698664575815,
0.06832893192768097,
-0.0033901245333254337,
-0.060995012521743774,
-0.03149593621492386,
-0.04327741265296936,
-0.03599794954061508,
0.031441476196050644,
-0.030896877869963646,
0.04567364603281021,
-0.0059633515775203705,
-0.012625603936612606,
0.03594348952174187,
0.010311061516404152,
0.007715142797678709,
-0.00410490995272994,
-0.024706609547138214,
0.03450937941670418,
0.014014329761266708,
-0.007247695699334145,
-0.0055458261631429195,
-0.00675301905721426,
-0.036379165947437286,
-0.038920626044273376,
-0.02307281456887722,
0.0173000730574131,
0.012689140625298023,
0.0463634692132473,
0.020967034623026848,
0.005368831567466259,
-0.0074065369553864,
0.025196747854351997,
-0.001114157377742231,
-0.008414044044911861,
0.04963105916976929,
-0.016283489763736725,
-0.008468504063785076,
-0.0015089911175891757,
-0.026558244600892067,
0.04886862263083458,
0.028827404603362083,
0.041534699499607086,
0.027647441253066063,
-0.03706899285316467,
-0.007070701569318771,
-0.0183983463793993,
-0.02675792947411537,
-0.03440045937895775,
-0.031332556158304214,
-0.002112587681040168,
-0.0013807836221531034,
-0.026158872991800308,
-0.04781573265790939,
-0.033728789538145065,
0.023871559649705887,
0.04643608257174492,
0.072867251932621,
-0.07559024542570114,
0.04868708923459053,
-0.006607792805880308,
-0.018198659643530846,
0.0071296994574368,
0.02174762636423111,
-0.06604161858558655,
0.0077650644816458225,
0.023980479687452316,
0.0028591412119567394,
-0.009630313143134117,
0.04422138258814812,
-0.058163098990917206,
0.01586596481502056,
0.03525366261601448,
-0.09207341820001602,
0.058199405670166016,
-0.033583562821149826,
0.004302326589822769,
-0.04109901934862137,
-0.028210192918777466,
-0.009866305626928806,
-0.053116489201784134,
0.08306939899921417,
0.04654500260949135,
0.041498392820358276,
0.010837506502866745,
-0.023381421342492104,
0.019605539739131927,
0.020694736391305923,
-0.05642038583755493,
-0.05489550903439522,
-0.009158328175544739,
0.075808085501194,
0.020476896315813065,
0.02697576954960823,
0.00896318070590496,
0.055512722581624985,
0.0285187978297472,
0.008541116490960121,
0.06596900522708893,
0.0014511275803670287,
-0.008418582379817963,
0.06310079246759415,
0.004393092822283506,
-0.019859684631228447,
-0.042260829359292984,
0.027538521215319633,
-0.02163870632648468,
0.0460004024207592,
0.03757728263735771,
-0.013551421463489532,
-0.03735944256186485,
-0.0050874557346105576,
-0.024942602962255478,
-0.025124136358499527,
0.0183983463793993,
-0.0013331313384696841,
0.03697822615504265,
-0.00019543137750588357,
-0.018534496426582336,
-0.027738207951188087,
0.0009643928497098386,
0.0346001461148262,
0.039356306195259094,
0.02991660125553608,
-0.025705039501190186
] |
22,377 | paypalrestsdk.notifications | resend | Specify a received webhook event-id to resend the event notification
| def resend(self):
"""Specify a received webhook event-id to resend the event notification
"""
return self.post('resend', {}, self)
| (self) | [
-0.007054888643324375,
0.017043493688106537,
-0.046590205281972885,
-0.002359633333981037,
-0.021496456116437912,
-0.04735856130719185,
-0.02987850271165371,
0.07879123091697693,
0.057172540575265884,
0.009325026534497738,
-0.006286534480750561,
-0.06890740245580673,
0.034209225326776505,
0.0019110628636553884,
-0.001550896791741252,
-0.0075700352899730206,
0.014799550175666809,
0.0014013733016327024,
0.024307934567332268,
-0.05158450827002525,
0.030769094824790955,
0.00418010912835598,
-0.016519615426659584,
0.006247243843972683,
-0.024028532207012177,
0.059023573994636536,
0.02441271021962166,
0.024115845561027527,
-0.03841771185398102,
-0.020221685990691185,
-0.027381351217627525,
-0.07292380183935165,
0.06841845065355301,
0.023260178044438362,
-0.007591863628476858,
0.0032153006177395582,
-0.1058233305811882,
0.018300801515579224,
-0.07135216891765594,
0.06122386083006859,
-0.035868171602487564,
0.053400617092847824,
0.01244209986180067,
0.014354254119098186,
0.043167538940906525,
0.04557737708091736,
-0.048476167023181915,
0.04596155136823654,
0.008761857636272907,
0.05106063187122345,
-0.009333757683634758,
0.007251343224197626,
-0.036112647503614426,
0.006216684356331825,
-0.020675713196396828,
0.06440205127000809,
-0.005308629013597965,
0.01966288313269615,
0.0020976944360882044,
-0.04218963161110878,
0.016938718035817146,
-0.0065179141238331795,
-0.006076983641833067,
-0.013926420360803604,
0.04519319906830788,
0.007469625677913427,
0.04222455620765686,
0.020029596984386444,
0.008181226439774036,
-0.027154337614774704,
-0.003778469283133745,
-0.013385079801082611,
-0.04334216192364693,
-0.02797507867217064,
0.03649682551622391,
0.010564870201051235,
-0.006496085785329342,
0.003985837567597628,
-0.015262309461832047,
0.0349251925945282,
0.04344693943858147,
0.0048502362333238125,
0.01400500163435936,
0.015122608281672001,
-0.011254643090069294,
-0.010922853834927082,
0.02633359469473362,
-0.042888134717941284,
-0.09918754547834396,
-0.029476862400770187,
0.05664866045117378,
-0.030262678861618042,
-0.032253414392471313,
-0.05413404852151871,
0.048266615718603134,
-0.02846403233706951,
0.008259807713329792,
0.0021151569671928883,
0.04526304826140404,
-0.08221390098333359,
-0.030262678861618042,
0.0032567742746323347,
-0.024238083511590958,
0.004832773469388485,
0.0913643017411232,
-0.0027459932025521994,
0.020256610587239265,
-0.03876696154475212,
-0.003149815835058689,
0.020116910338401794,
0.046590205281972885,
-0.025914492085576057,
-0.06576413661241531,
-0.009962410666048527,
0.0021697275806218386,
-0.0010903208749368787,
0.008630888536572456,
0.07229514420032501,
0.04547259956598282,
-0.0052780695259571075,
0.034401316195726395,
-0.02830686792731285,
-0.012180160731077194,
-0.01926124282181263,
0.013559705577790737,
0.03572847321629524,
-0.015480591915547848,
0.041316501796245575,
0.036392051726579666,
-0.06999008357524872,
-0.04756811261177063,
0.03702070191502571,
-0.05099077895283699,
0.037579506635665894,
-0.03733503073453903,
0.07096798717975616,
0.07515901327133179,
0.008080815896391869,
0.06792949885129929,
-0.025373151525855064,
0.01566394791007042,
0.026892397552728653,
0.03401713818311691,
0.018911991268396378,
0.018615126609802246,
-0.0005795399192720652,
-0.032532814890146255,
0.030996108427643776,
0.003885427722707391,
0.0051907566376030445,
0.012477024458348751,
-0.02275376208126545,
0.023312564939260483,
0.01761975884437561,
-0.0021380765829235315,
0.026752697303891182,
-0.04355171322822571,
0.025774791836738586,
-0.02298077568411827,
-0.019907359033823013,
0.0077359299175441265,
-0.02973880060017109,
0.01920885592699051,
-0.02107735350728035,
0.022125110030174255,
-0.025373151525855064,
0.02848149463534355,
0.046520356088876724,
0.00016971460718195885,
0.04819676652550697,
-0.03361549600958824,
0.012965977191925049,
-0.02490166202187538,
-0.0005675343563780189,
-0.004832773469388485,
0.07026948779821396,
0.023539580404758453,
-0.025181064382195473,
-0.05780119448900223,
0.04770781099796295,
0.019680345430970192,
-0.03674130141735077,
0.018300801515579224,
-0.019942285493016243,
0.02484927512705326,
0.017322896048426628,
-0.03981471806764603,
0.04627588018774986,
-0.011944415979087353,
-0.00039263555663637817,
0.032253414392471313,
-0.0020955116488039494,
0.012852470390498638,
0.03396474942564964,
0.010145768523216248,
0.0020911458414047956,
-0.02296331338584423,
0.007194589823484421,
-0.018196025863289833,
-0.07564796507358551,
0.006509182509034872,
0.013420005328953266,
-0.020047061145305634,
-0.009848903864622116,
0.002997018164023757,
-0.019086617976427078,
0.053854648023843765,
0.0022373951505869627,
-0.0010564870899543166,
-0.06873277574777603,
-0.01492178812623024,
0.02650822140276432,
0.03340594470500946,
-0.024133307859301567,
-0.009447264485061169,
-0.04093232378363609,
-0.020256610587239265,
-0.036042798310518265,
-0.0035907463170588017,
0.0006406590109691024,
0.0015880048740655184,
-0.04348186403512955,
-0.016659317538142204,
-0.02294585108757019,
-0.015637755393981934,
0.045158274471759796,
-0.009447264485061169,
-0.0388018898665905,
0.021531380712985992,
-0.018632590770721436,
-0.03511727973818779,
0.06496085971593857,
0.026752697303891182,
-0.055565979331731796,
0.007412872277200222,
0.012398443184792995,
-0.05263226479291916,
-0.014493954367935658,
-0.032724905759096146,
0.0820043534040451,
0.02100750245153904,
0.0004911355208605528,
0.016310064122080803,
0.018108712509274483,
0.0029730070382356644,
0.025652553886175156,
0.053784795105457306,
0.050082724541425705,
-0.008661448024213314,
-0.013725600205361843,
0.015786187723279,
-0.07955958694219589,
-0.008840438909828663,
0.019907359033823013,
0.04449469596147537,
0.05147973448038101,
-0.025390613824129105,
0.029267311096191406,
0.03866218775510788,
0.007670445367693901,
0.053784795105457306,
0.0522131621837616,
-0.04344693943858147,
0.0689772516489029,
-0.019767658784985542,
-0.027084486559033394,
-0.03176446259021759,
0.025425540283322334,
-0.012599263340234756,
-0.01698237471282482,
0.11944415420293808,
-0.03331863507628441,
0.017916623502969742,
-0.02794015407562256,
-0.0248667374253273,
-0.00977905374020338,
-0.021426605060696602,
0.043167538940906525,
-0.02996581420302391,
-0.04763796180486679,
-0.00032278517028316855,
0.006456794682890177,
0.10205141454935074,
0.020326461642980576,
-0.014424104243516922,
-0.006906456779688597,
0.027381351217627525,
0.10393737256526947,
0.004693072754889727,
-0.027119411155581474,
0.051828984171152115,
0.016467228531837463,
-0.019767658784985542,
0.02278868854045868,
-0.01966288313269615,
-0.005932916887104511,
-0.02079795114696026,
0.039640091359615326,
0.05287674069404602,
0.02128690481185913,
0.045018572360277176,
0.03504743054509163,
-0.012808814644813538,
-0.07145694643259048,
-0.06171281635761261,
-0.01316679734736681,
0.0746002122759819,
0.016379915177822113,
-0.01070457138121128,
-0.00332225882448256,
-0.02834179438650608,
-0.011865833774209023,
-0.09918754547834396,
-0.07543841749429703,
0.0389765128493309,
-0.006574667524546385,
0.09779053926467896,
-0.012031728401780128,
0.04519319906830788,
0.023941218852996826,
-0.01571633666753769,
-0.02629867009818554,
0.057382091879844666,
0.011455463245511055,
0.06744054704904556,
-0.01306202169507742,
-0.04872064292430878,
0.00617739325389266,
-0.008203054778277874,
-0.04931437224149704,
0.004906989634037018,
-0.08123599737882614,
0.006277803331613541,
-0.042888134717941284,
-0.03564115986227989,
-0.0707235112786293,
0.039919495582580566,
-0.013760525733232498,
-0.003413937520235777,
-0.02263152413070202,
-0.030367454513907433,
-0.008753126487135887,
0.06569428741931915,
0.05437852442264557,
0.0008403874235227704,
0.006277803331613541,
-0.04107202589511871,
-0.05521672964096069,
0.07578766345977783,
0.004837139043956995,
0.030280141159892082,
-0.018161099404096603,
0.006142468191683292,
-0.011717402376234531,
0.039605166763067245,
-0.03869711235165596,
0.00020423051319085062,
0.010137037374079227,
-0.007386678364127874,
-0.02663045935332775,
-0.06310982257127762,
0.02479688636958599,
-0.008561037480831146,
-0.01696491241455078,
-0.025041362270712852,
0.046694982796907425,
-0.04243410751223564,
0.0070286947302520275,
0.017060955986380577,
0.018824677914381027,
-0.0313977487385273,
-0.003171643940731883,
-0.03929084166884422,
0.04962869733572006,
0.02614150568842888,
-0.02479688636958599,
-0.021863169968128204,
-0.017322896048426628,
-0.05790596827864647,
-0.0035863807424902916,
-0.018440501764416695,
0.006312728393822908,
-0.07026948779821396,
-0.01143800001591444,
-0.0020125641021877527,
0.004105892963707447,
-0.02137421816587448,
0.003728264244273305,
-0.050187502056360245,
0.035833247005939484,
0.04606632888317108,
-0.03943054378032684,
0.013935151509940624,
0.018719902262091637,
-0.08312195539474487,
-0.05490240082144737,
-0.046031404286623,
0.017541177570819855,
0.013760525733232498,
-0.02621135674417019,
-0.007364850025624037,
0.04526304826140404,
-0.07907063513994217,
-0.00745652848854661,
0.03911621496081352,
0.017366552725434303,
-0.004210668615996838,
0.0025124310050159693,
0.028516419231891632,
-0.02463972382247448,
0.028865670785307884,
0.013847839087247849,
-0.009883829392492771,
-0.017785653471946716,
-0.013865301385521889,
-0.010346587747335434,
-0.06848829984664917,
0.01938348077237606,
0.05602000653743744,
-0.012843739241361618,
-0.018719902262091637,
0.03869711235165596,
0.0388018898665905,
0.008678910322487354,
-0.04400574043393135,
0.0078930938616395,
0.04407559335231781,
0.034244149923324585,
-0.04561230167746544,
0.05441344901919365,
0.003012297907844186,
0.01680774800479412,
0.000004864458333031507,
0.012302398681640625,
0.021828245371580124,
0.003894158871844411,
0.010835540480911732,
0.0028856939170509577,
-0.041316501796245575,
0.016301333904266357,
-0.008443165570497513,
0.009019430726766586,
-0.0032960649114102125,
-0.07851183414459229,
0.08319180458784103,
-0.012887395918369293,
-0.037893831729888916,
-0.018877066671848297,
0.037789057940244675,
-0.025146137923002243,
0.0418054535984993,
-0.04170067980885506,
0.028533881530165672,
-0.010259275324642658,
0.000949528650380671,
-0.06705637276172638,
-0.014144702814519405,
-0.008412606082856655,
-0.018650053068995476,
-0.08074704557657242,
-0.06506562978029251,
-0.018510350957512856,
-0.07334290444850922,
-0.02966895140707493,
0.06118893623352051,
0.015393278561532497,
-0.020780488848686218,
-0.04407559335231781,
-0.018981842324137688,
0.012669113464653492,
0.04103710129857063,
-0.03352818638086319,
0.007866899482905865,
0.0066881743259727955,
0.0018051958177238703,
0.021583769470453262,
0.0026521317195147276,
0.00616866210475564,
0.007696639280766249,
0.02308555133640766,
-0.0033659155014902353,
0.00664451764896512,
-0.0022854171693325043,
-0.0002215566928498447,
0.012904858216643333,
-0.05500717833638191,
0.025914492085576057,
-0.013437467627227306,
-0.03820816054940224,
0.032253414392471313,
0.02441271021962166,
-0.018946915864944458,
-0.0022101097274571657,
0.02271883748471737,
0.034558478742837906,
-0.041106950491666794,
0.00699813524261117,
0.007897458970546722,
0.008189957588911057,
-0.025774791836738586,
-0.010957779362797737,
-0.03148506209254265,
-0.022055258974432945,
0.025792254135012627,
-0.013428736478090286,
-0.0386272631585598,
-0.05615970864892006,
0.057242389768362045,
-0.00477602006867528,
0.04239918291568756,
-0.02820209227502346,
0.008451896719634533,
0.0569629892706871,
-0.03293445706367493,
0.007696639280766249,
0.0016720435814931989,
0.041526053100824356,
0.04194515570998192,
0.00243821507319808,
-0.0003893613175023347,
0.02652568370103836,
0.018929453566670418,
0.022369585931301117,
0.02834179438650608,
0.02448255941271782,
-0.06185251474380493,
-0.022282272577285767,
-0.012773889116942883,
0.010119574144482613,
0.03288206830620766,
-0.018126174807548523,
0.017148269340395927,
0.03017536550760269,
-0.025250913575291634,
-0.0016545809339731932,
0.025512853637337685,
-0.06520533561706543,
-0.04278336092829704,
-0.014022464863955975,
-0.01924378052353859,
-0.05650896206498146,
0.05301644280552864,
-0.03221848979592323,
-0.00025266193551942706,
-0.08479836583137512,
-0.001578182098455727,
0.030332529917359352,
0.013446198776364326,
0.016310064122080803,
-0.04351678863167763,
-0.05168928578495979,
0.009499652311205864,
0.059093426913022995,
0.030856408178806305,
-0.09793023765087128,
-0.022387048229575157,
0.05298151820898056,
-0.001476680743508041,
0.00955204013735056,
0.009848903864622116,
-0.04393589124083519,
0.020710639655590057,
0.06017610803246498,
-0.014258209615945816,
-0.00979651603847742,
0.0809565931558609,
0.01067837793380022,
-0.011062555015087128,
-0.039605166763067245,
-0.0021129741799086332,
-0.04026874527335167,
-0.036392051726579666,
0.01396134588867426,
-0.02093765325844288,
-0.00615993095561862,
0.012302398681640625,
0.036392051726579666,
-0.07082828879356384,
-0.02465718612074852,
-0.002931533381342888,
0.007705370429903269,
-0.03176446259021759,
0.005007399246096611,
-0.09974634647369385,
-0.0809565931558609,
0.0319216251373291,
0.04976839944720268,
0.057312238961458206,
0.01788169890642166,
0.04543767496943474,
-0.03670637682080269,
0.0008360217907465994,
0.012869933620095253,
-0.01328903529793024,
0.044843945652246475,
0.042853210121393204,
0.053505394607782364,
0.016362452879548073,
-0.05993162840604782,
0.029494324699044228,
0.05993162840604782,
0.004350369330495596,
0.05158450827002525,
-0.005299897864460945,
0.014441566541790962,
-0.016301333904266357,
-0.04707916080951691,
-0.015044027008116245,
0.008111376315355301,
-0.020501088351011276,
-0.02273629978299141,
-0.017680877819657326,
0.0034314000513404608,
0.03511727973818779,
-0.019069155678153038,
-0.005994036328047514,
-0.03995442017912865,
0.03984964266419411,
-0.04225948080420494,
-0.017663415521383286,
-0.0010412073461338878,
-0.01059979572892189,
-0.04264365881681442,
-0.030524618923664093,
-0.06199221685528755,
0.03712547942996025,
0.003479422302916646,
-0.02968641370534897,
-0.10680123418569565,
-0.04805706441402435,
-0.07955958694219589,
0.01934855617582798,
0.0019427138613536954,
-0.052178237587213516,
0.0557406060397625,
-0.006736196577548981,
-0.02132182940840721,
-0.008460627868771553,
-0.03178192675113678,
-0.008552306331694126,
0.06300504505634308,
0.03838278725743294,
-0.05486747622489929,
-0.025914492085576057,
-0.027782989665865898,
0.11706924438476562,
-0.004409305285662413,
-0.05154958367347717,
-0.03887173905968666,
-0.05619463324546814,
0.03213117644190788,
0.03635712340474129,
-0.003728264244273305,
0.07023455947637558,
0.013585899956524372,
0.06929158419370651,
0.030419843271374702,
-0.01225874200463295,
-0.020343923941254616,
0.02306808903813362,
0.04012904688715935,
-0.015078951604664326,
0.00443549919873476,
-0.05088600516319275,
-0.02633359469473362,
0.0029773726128041744,
0.01336761750280857,
-0.04739348590373993,
-0.002276686020195484,
-0.0015454397071152925,
-0.014563805423676968,
-0.017506252974271774,
0.03328370675444603,
0.041351426392793655,
0.045158274471759796,
-0.023749129846692085,
-0.03513474389910698,
0.0211646668612957,
0.012546875514090061,
0.004086247645318508,
-0.026874935254454613,
-0.007168395910412073,
0.011167330667376518,
-0.013306498527526855,
0.03887173905968666,
0.0025539046619087458,
0.039744868874549866,
-0.01059979572892189,
-0.01668551005423069,
0.01686013676226139,
0.02102496661245823,
-0.049908097833395004,
-0.03396474942564964,
-0.007539475802332163,
-0.01948825642466545,
-0.018684977665543556,
-0.07201574742794037,
-0.009290101006627083,
-0.05605493485927582,
0.004221582785248756,
0.050012875348329544,
-0.02444763481616974,
0.04407559335231781,
-0.05654388666152954,
-0.003001383738592267,
0.025635091587901115,
-0.004706169478595257,
-0.04432006925344467,
0.009997336193919182,
0.05675343796610832,
-0.04438991844654083,
-0.003466325346380472,
0.026089118793606758,
0.016449766233563423,
-0.011665014550089836,
0.010198156349360943,
-0.0557406060397625,
-0.011027629487216473,
-0.009150400757789612,
0.05420389771461487,
-0.041351426392793655,
0.00037735578371211886,
0.007783952169120312,
-0.0567883625626564,
0.04913974553346634,
-0.01948825642466545,
0.06841845065355301,
0.02446509711444378,
0.007788317743688822,
-0.008539209142327309,
-0.010521214455366135,
-0.04941914603114128,
-0.02649075910449028,
-0.0039028902538120747,
0.018719902262091637,
-0.004872064106166363,
-0.00848245620727539,
0.008251076564192772,
0.018859604373574257,
0.020029596984386444,
-0.004070967901498079,
-0.0028005638159811497,
0.04204993322491646,
-0.027311500161886215,
0.050397053360939026,
0.008080815896391869,
0.036392051726579666,
-0.036147572100162506,
0.025670016184449196,
0.006356385070830584,
0.048406317830085754,
0.062481168657541275,
-0.01501783262938261,
-0.009246444329619408,
-0.021426605060696602,
0.005099078174680471,
-0.03649682551622391,
0.05965222790837288,
-0.027294037863612175,
0.06506562978029251,
0.016187826171517372,
-0.0009260632796213031,
-0.051863908767700195,
-0.007666079793125391,
0.027381351217627525,
0.06576413661241531,
0.07941988855600357,
0.034558478742837906
] |
22,380 | paypalrestsdk.notifications | WebhookEventType | Exposes REST endpoint for listing available event types for webhooks
| class WebhookEventType(List):
"""Exposes REST endpoint for listing available event types for webhooks
"""
path = "/v1/notifications/webhooks-event-types/"
| (attributes=None, api=None) | [
-0.012417656369507313,
-0.06645430624485016,
-0.0673237293958664,
-0.051749683916568756,
0.017379049211740494,
-0.00714913010597229,
0.014591218903660774,
-0.037347469478845596,
-0.013258730061352253,
0.034512389451265335,
-0.005433905869722366,
-0.016953786835074425,
-0.009110061451792717,
-0.03984234109520912,
0.014411663636565208,
0.035192809998989105,
0.018428029492497444,
-0.01556459628045559,
0.05840267613530159,
-0.061010949313640594,
0.0008995476528070867,
0.021565519273281097,
0.01348553691059351,
-0.010801659896969795,
0.00799492932856083,
0.05314832553267479,
-0.0034186355769634247,
-0.028142906725406647,
-0.00872732512652874,
-0.04093857482075691,
-0.02033698372542858,
-0.07998709380626678,
0.007853175513446331,
-0.010499251075088978,
-0.00938411895185709,
-0.000007383024239970837,
-0.05084246024489403,
0.03938873112201691,
-0.07223787158727646,
0.05424455553293228,
-0.006062348838895559,
0.005249625537544489,
-0.05277031287550926,
-0.02954154834151268,
0.0620315782725811,
0.045814912766218185,
-0.05261911079287529,
0.026517460122704506,
0.003676155349239707,
-0.037555377930402756,
-0.02785939909517765,
0.008784026838839054,
-0.0296927522867918,
-0.007919327355921268,
-0.0215466171503067,
-0.0054906075820326805,
0.014165956526994705,
0.04400046169757843,
0.004115593153983355,
0.06271199882030487,
-0.005906419362872839,
0.0029933734331279993,
0.011680535040795803,
-0.034512389451265335,
0.03753647580742836,
-0.011274173855781555,
0.016065461561083794,
0.02322876639664173,
-0.0005339403287507594,
0.010310245677828789,
0.02334216982126236,
-0.002103866543620825,
-0.01698213629424572,
0.01703883893787861,
0.03475809842348099,
-0.0388973169028759,
0.036931660026311874,
0.013967500999569893,
-0.014477815479040146,
0.0026460757944732904,
0.04294203221797943,
0.04551250487565994,
-0.03764988109469414,
0.05757104977965355,
0.04600391909480095,
0.024003688246011734,
-0.022907456383109093,
-0.03916192427277565,
-0.07824824750423431,
0.02870992384850979,
-0.038670510053634644,
-0.03744197264313698,
-0.07329630106687546,
0.018059467896819115,
-0.018749337643384933,
-0.04857439175248146,
-0.021282009780406952,
-0.03133709728717804,
-0.029409242793917656,
-0.017955515533685684,
0.0034540740307420492,
-0.001822720980271697,
-0.004082517232745886,
0.013693442568182945,
0.024986516684293747,
-0.06131335720419884,
-0.012190849520266056,
0.001584101701155305,
-0.007942953146994114,
0.054849375039339066,
0.03901071846485138,
-0.019958972930908203,
0.005363028962165117,
-0.028483116999268532,
0.04180799797177315,
0.0946539118885994,
0.013967500999569893,
0.027273481711745262,
0.04294203221797943,
-0.05088026076555252,
0.05016203969717026,
-0.0005416186759248376,
-0.00533467810600996,
0.02523222379386425,
0.025893742218613625,
0.07499735057353973,
-0.023304369300603867,
-0.016953786835074425,
0.003335945773869753,
0.012162499129772186,
-0.03916192427277565,
0.05662602558732033,
-0.057382047176361084,
0.020639391615986824,
0.04211040958762169,
0.02649855986237526,
0.004406189080327749,
-0.02260504849255085,
0.02207583375275135,
0.02449510246515274,
-0.04437847435474396,
0.03343505784869194,
0.043811455368995667,
-0.020147977396845818,
-0.041392188519239426,
0.014147056266665459,
-0.003576927585527301,
0.032149821519851685,
0.004384925588965416,
0.02407929114997387,
-0.028142906725406647,
-0.004406189080327749,
-0.019580962136387825,
-0.032508932054042816,
0.02228373847901821,
0.010962314903736115,
-0.026782067492604256,
-0.004160481970757246,
-0.021376512944698334,
-0.030146364122629166,
-0.01503538154065609,
0.01432661060243845,
-0.035665322095155716,
-0.05292151868343353,
-0.015649648383259773,
0.0202424805611372,
0.044869888573884964,
-0.009336867369711399,
-0.009828281588852406,
0.0067049674689769745,
-0.04452967643737793,
-0.015744151547551155,
0.03054327704012394,
0.043131038546562195,
0.034096576273441315,
0.037857785820961,
0.0007087703561410308,
0.03602443262934685,
0.042034804821014404,
-0.017284546047449112,
-0.0036194538697600365,
-0.03407767787575722,
-0.0546603687107563,
-0.010603204369544983,
-0.01109461858868599,
0.006038723047822714,
-0.024249395355582237,
0.03717736527323723,
-0.04305543377995491,
0.06974299997091293,
-0.05057784914970398,
-0.004524317104369402,
0.016934886574745178,
-0.018673734739422798,
-0.031828511506319046,
0.014884176664054394,
-0.02428719587624073,
0.014392762444913387,
-0.06634090095758438,
-0.03870831057429314,
-0.01965656317770481,
0.04827198386192322,
-0.017379049211740494,
0.006270254962146282,
0.02218923717737198,
0.014430563896894455,
0.06970520317554474,
-0.0157725028693676,
-0.010083438828587532,
-0.07892866432666779,
-0.03339725732803345,
0.03422888368368149,
-0.016537973657250404,
0.009048634208738804,
0.011557681486010551,
-0.05001083388924599,
-0.02844531647861004,
-0.03449349105358124,
-0.02470300905406475,
-0.058742884546518326,
0.04354684799909592,
-0.0039691138081252575,
-0.021905727684497833,
-0.0157725028693676,
0.029673852026462555,
0.057117439806461334,
-0.001952662249095738,
-0.037819985300302505,
-0.06562267988920212,
-0.015432292595505714,
-0.03672375530004501,
-0.0014683358604088426,
0.038084592670202255,
0.05182528495788574,
0.0017010488081723452,
0.04713795334100723,
-0.015460643917322159,
0.008689524605870247,
0.010395297780632973,
0.05757104977965355,
0.054282356053590775,
-0.020091276615858078,
-0.007517690770328045,
0.0027075025718659163,
-0.011349775828421116,
0.006827821023762226,
0.02561023458838463,
0.006799470167607069,
-0.0033524837344884872,
-0.022472744807600975,
-0.011444278061389923,
-0.033775269985198975,
0.008680073544383049,
-0.018361877650022507,
0.014714072458446026,
-0.034512389451265335,
-0.04592831805348396,
-0.031563904136419296,
0.014203757047653198,
-0.06985640525817871,
0.0016419845633208752,
0.011765587143599987,
0.02680096961557865,
0.09835842251777649,
-0.0483475886285305,
-0.04252621904015541,
0.02245384454727173,
0.03617563843727112,
-0.03957773372530937,
0.02581814117729664,
0.14644140005111694,
-0.019174600020051003,
0.011179670691490173,
-0.01876823790371418,
0.006090699695050716,
-0.03946433216333389,
0.0034115477465093136,
0.05140947550535202,
-0.04037155956029892,
-0.0436224527657032,
-0.05193869024515152,
-0.013504437170922756,
0.03638354316353798,
0.05397994816303253,
0.01429826021194458,
-0.032830242067575455,
0.01640566997230053,
0.08679129183292389,
-0.028199609369039536,
-0.019146248698234558,
0.07666059583425522,
0.003255618503317237,
0.012852368876338005,
-0.018484730273485184,
-0.035665322095155716,
0.04105197638273239,
0.005433905869722366,
0.006137951277196407,
0.0898909792304039,
-0.012124697677791119,
0.031563904136419296,
0.04294203221797943,
0.07756782323122025,
-0.046759940683841705,
-0.040295954793691635,
-0.01062210462987423,
0.02676316723227501,
-0.046079520136117935,
0.007758672349154949,
-0.031091392040252686,
-0.061540164053440094,
0.05598340556025505,
-0.08905935287475586,
0.01840912736952305,
0.007116054184734821,
0.047553762793540955,
-0.05798686295747757,
0.009265990927815437,
0.009294341318309307,
0.08686689287424088,
-0.023568976670503616,
0.0341910794377327,
0.07639598846435547,
-0.0233988706022501,
0.05666382610797882,
-0.03764988109469414,
0.01566854864358902,
-0.00595367094501853,
0.019221851602196693,
-0.0441516675055027,
-0.02823740988969803,
-0.0799114927649498,
0.021414313465356827,
0.0030713381711393595,
-0.03596772998571396,
-0.030713381245732307,
0.008599746972322464,
-0.016216665506362915,
-0.02402258850634098,
-0.018909992650151253,
-0.027046676725149155,
-0.020091276615858078,
0.007942953146994114,
0.05919649824500084,
-0.032508932054042816,
-0.0012001844588667154,
0.061426762491464615,
0.012757865712046623,
0.03581652790307999,
-0.03039207123219967,
0.05450916290283203,
-0.02502431720495224,
0.04127878323197365,
0.04332004114985466,
0.08104552328586578,
-0.07469493895769119,
-0.024627406150102615,
-0.05212769657373428,
0.0036690677516162395,
0.025893742218613625,
-0.004278610460460186,
0.01529998891055584,
-0.025799240916967392,
-0.03039207123219967,
-0.01077330857515335,
0.00599147193133831,
0.07718981057405472,
-0.04305543377995491,
0.061010949313640594,
-0.0032816065941005945,
-0.02198133058845997,
0.0019881008192896843,
-0.04736476019024849,
0.0015770139871165156,
0.02281295508146286,
-0.020488187670707703,
0.03334055468440056,
0.01425100862979889,
-0.04774276912212372,
0.05662602558732033,
-0.051333870738744736,
0.04452967643737793,
-0.027008874341845512,
0.03999354690313339,
0.01845637895166874,
0.010451999492943287,
-0.007654719520360231,
0.034247782081365585,
-0.04093857482075691,
0.04294203221797943,
-0.012096347287297249,
-0.03984234109520912,
-0.06513126939535141,
-0.006175752263516188,
-0.06335461884737015,
-0.05961231142282486,
-0.05277031287550926,
0.02396588772535324,
0.024986516684293747,
-0.0006408464978449047,
0.0741279274225235,
0.014364412054419518,
-0.022680651396512985,
0.011529331095516682,
0.015101533383131027,
-0.00004145568163949065,
-0.02201913110911846,
0.015432292595505714,
-0.0410141758620739,
-0.02791609987616539,
0.07340970635414124,
-0.044869888573884964,
-0.022416042163968086,
-0.062485191971063614,
0.008391840383410454,
-0.0033950097858905792,
-0.024306097999215126,
0.04505889117717743,
-0.007498790044337511,
0.018097268417477608,
0.018484730273485184,
-0.031091392040252686,
0.10788429528474808,
0.04441627487540245,
-0.019373055547475815,
0.041127581149339676,
0.042715225368738174,
0.03245222941040993,
-0.022227037698030472,
0.038500405848026276,
0.040825169533491135,
0.028936730697751045,
-0.05382874235510826,
-0.06214498355984688,
0.033246055245399475,
-0.018465830013155937,
-0.0012828742619603872,
-0.0846744254231453,
-0.038027890026569366,
0.0028232685290277004,
-0.03039207123219967,
0.045814912766218185,
0.013116976246237755,
0.031185895204544067,
0.06970520317554474,
-0.019883370026946068,
-0.0935954824090004,
-0.007087703328579664,
0.09790480881929398,
-0.07968468219041824,
-0.05934770405292511,
-0.036345742642879486,
0.07386332005262375,
-0.019524259492754936,
0.04895240440964699,
-0.03916192427277565,
-0.029787253588438034,
0.012304252944886684,
0.02107410505414009,
-0.05299711972475052,
0.01656632497906685,
-0.03128039836883545,
-0.01924075186252594,
-0.0804407075047493,
0.015403942205011845,
-0.04657093435525894,
-0.02201913110911846,
-0.00012115542631363496,
0.025194423273205757,
0.03632684051990509,
0.041392188519239426,
0.019732166081666946,
-0.01944865845143795,
-0.01375014428049326,
0.004110868088901043,
0.040862973779439926,
0.026989974081516266,
-0.01019684225320816,
-0.015470094047486782,
-0.05639921873807907,
0.016178864985704422,
-0.03112919256091118,
-0.016906535252928734,
0.007758672349154949,
-0.0101212402805686,
-0.05719304084777832,
-0.013995851390063763,
-0.0031020515598356724,
-0.027575891464948654,
-0.02744358777999878,
-0.01301302295178175,
-0.012351504527032375,
0.03243333101272583,
-0.012786217033863068,
0.05004863440990448,
-0.0011600208235904574,
0.019543159753084183,
0.017643656581640244,
0.014175406657159328,
0.04842318966984749,
0.05140947550535202,
-0.04925481230020523,
0.016434021294116974,
-0.0042266338132321835,
0.018305175006389618,
-0.02697107382118702,
0.002408637898042798,
-0.02717898041009903,
-0.04604171961545944,
-0.00877930223941803,
0.01382574625313282,
0.04736476019024849,
0.0694027915596962,
-0.016802582889795303,
0.012049095705151558,
0.0003236717893742025,
0.0462685264647007,
0.05288371816277504,
0.031242595985531807,
0.032093118876218796,
-0.016008758917450905,
-0.0077539472840726376,
0.021943530067801476,
0.03490930050611496,
0.03685605898499489,
-0.014903077855706215,
-0.04600391909480095,
-0.02470300905406475,
-0.04793177545070648,
0.08074311912059784,
0.07552656531333923,
0.05949890613555908,
-0.00993223488330841,
0.006709692534059286,
-0.018399678170681,
0.007890976034104824,
-0.059536706656217575,
0.0014978679828345776,
0.030713381245732307,
0.03001406043767929,
0.02224593795835972,
0.02428719587624073,
-0.037933386862277985,
-0.012653913348913193,
-0.07061242312192917,
-0.007942953146994114,
-0.019373055547475815,
-0.02974945306777954,
0.015942607074975967,
-0.021168606355786324,
0.013154777698218822,
0.002041258616372943,
-0.013391033746302128,
0.006643540691584349,
-0.04490768909454346,
-0.011680535040795803,
0.04452967643737793,
-0.020563790574669838,
0.013608390465378761,
-0.0031115016900002956,
-0.05545419082045555,
-0.014884176664054394,
-0.05704183503985405,
0.062485191971063614,
-0.016150513663887978,
0.04377365484833717,
0.00661046477034688,
0.024324998259544373,
-0.03296254575252533,
0.0013620202662423253,
0.036515846848487854,
-0.02218923717737198,
0.05813806876540184,
-0.05568099766969681,
0.033510662615299225,
0.036931660026311874,
0.044454075396060944,
-0.010036188177764416,
0.032244324684143066,
-0.029409242793917656,
-0.03502270579338074,
-0.04093857482075691,
-0.03343505784869194,
-0.08558165282011032,
-0.0053016021847724915,
0.003593465546146035,
0.040976375341415405,
-0.008944681845605373,
-0.013806845992803574,
0.016547424718737602,
-0.018465830013155937,
0.019675465300679207,
0.03122369572520256,
0.02729238197207451,
-0.005277976393699646,
0.004160481970757246,
0.015592947602272034,
0.01224755123257637,
-0.06603849679231644,
0.014402213506400585,
0.02198133058845997,
0.044189468026161194,
0.0315450057387352,
-0.029201338067650795,
0.054282356053590775,
-0.06592509150505066,
0.011283623985946178,
-0.024362798780202866,
-0.007602742873132229,
-0.014629019424319267,
0.017426300793886185,
0.019788866862654686,
-0.0022657024674117565,
0.03475809842348099,
0.0551895834505558,
-0.010839461348950863,
0.0012994122225791216,
0.03706396371126175,
0.01553624588996172,
-0.037404172122478485,
0.025629134848713875,
0.01992117054760456,
0.03534401208162308,
0.03328385576605797,
-0.07087703049182892,
-0.02517552301287651,
-0.00029738820740021765,
-0.04328224062919617,
-0.051182668656110764,
-0.08520364761352539,
0.03827359899878502,
-0.005930045153945684,
-0.03059997782111168,
-0.07802143692970276,
-0.0005791244329884648,
0.00625607930123806,
0.0014470727182924747,
-0.07340970635414124,
0.025402327999472618,
-0.0015746514545753598,
-0.01251215860247612,
0.009299066849052906,
-0.0009692434105090797,
-0.010187392123043537,
0.0035580270923674107,
0.1003996804356575,
-0.030940188094973564,
-0.05530298501253128,
0.01603711023926735,
-0.0034824248868972063,
0.0011801025830209255,
0.04279082641005516,
-0.02664976380765438,
0.0793822780251503,
-0.021905727684497833,
0.06550928205251694,
-0.006445084698498249,
-0.015857554972171783,
0.019996773451566696,
-0.023984787985682487,
-0.041505590081214905,
0.010262994095683098,
0.027103377506136894,
-0.01561184786260128,
-0.047969575971364975,
-0.027727095410227776,
0.005107871722429991,
-0.020544888451695442,
0.010924513451755047,
0.047440361231565475,
0.048649996519088745,
0.017757060006260872,
0.04800737649202347,
0.01935415528714657,
0.004321136511862278,
0.05042664706707001,
-0.02965494990348816,
0.0446808822453022,
0.03953993320465088,
-0.0007979572401382029,
-0.032301027327775955,
-0.02623395249247551,
-0.022680651396512985,
0.05110706761479378,
0.014997580088675022,
0.01751135289669037,
0.011104068718850613,
-0.017861012369394302,
0.006558488123118877,
0.0030406247824430466,
-0.03972893953323364,
-0.04532349854707718,
-0.05999032035470009,
-0.006033997982740402,
-0.010451999492943287,
-0.03343505784869194,
-0.030354270711541176,
-0.04505889117717743,
0.03343505784869194,
0.01956206187605858,
0.0673237293958664,
-0.018172871321439743,
0.02833191305398941,
0.011463179253041744,
0.03239553049206734,
-0.0017057738732546568,
0.018938343971967697,
-0.03980454057455063,
0.03549521788954735,
0.03307594731450081,
-0.025062119588255882,
0.010130690410733223,
0.02449510246515274,
-0.06373263150453568,
0.015621297992765903,
0.015677999705076218,
-0.0015793765196576715,
0.036345742642879486,
0.010102340020239353,
0.021792324259877205,
0.02349337376654148,
0.002083784667775035,
-0.007234182674437761,
-0.0010666993912309408,
0.06944058835506439,
-0.017964964732527733,
0.010300795547664165,
0.036137837916612625,
-0.06951619684696198,
0.0027027775067836046,
0.03007076308131218,
-0.061426762491464615,
-0.03475809842348099,
0.0010235825320705771,
0.05787346139550209,
-0.015470094047486782,
-0.011964043602347374,
0.02455180510878563,
-0.0101212402805686,
-0.0009816469391807914,
0.026101648807525635,
0.00883600302040577,
0.014156506396830082,
-0.013145326636731625,
-0.01698213629424572,
-0.044340670108795166,
0.03487149998545647,
-0.045285698026418686,
0.005741039756685495,
0.009686527773737907,
0.008476893417537212,
-0.006525412201881409,
-0.05817586928606033,
-0.04452967643737793,
-0.042979832738637924,
0.0070546274073421955,
-0.009176213294267654,
-0.005552034359425306,
-0.07216227054595947,
0.029371442273259163,
-0.0030122739262878895,
-0.004188832826912403,
-0.017889363691210747,
-0.006572663318365812,
0.01619776524603367,
0.03438008576631546,
-0.004413276445120573,
-0.033453959971666336
] |
22,397 | paypalrestsdk.api | set_config | Create new default api object with given configuration
| def set_config(options=None, **config):
"""Create new default api object with given configuration
"""
global __api__
__api__ = Api(options or {}, **config)
return __api__
| (options=None, **config) | [
-0.032886117696762085,
-0.0637834370136261,
0.009988358244299889,
-0.05650303512811661,
-0.004490321967750788,
0.01969260349869728,
-0.028801986947655678,
0.023723462596535683,
-0.04045063257217407,
-0.021574854850769043,
-0.028464602306485176,
-0.040663719177246094,
-0.048299264162778854,
0.013646317645907402,
0.007786480709910393,
0.026795437559485435,
0.035407621413469315,
-0.0005424233968369663,
0.01697576977312565,
-0.055331066250801086,
0.07983583956956863,
0.004490321967750788,
-0.04492541775107384,
0.048760946840047836,
0.0496843159198761,
0.06303764134645462,
0.02530384249985218,
-0.006214978639036417,
0.03485715389251709,
-0.033720698207616806,
-0.0029010633006691933,
0.018449608236551285,
0.029068343341350555,
0.03523005172610283,
0.022249624133110046,
-0.038603898137807846,
0.01439211517572403,
0.09794806689023972,
-0.07642648369073868,
0.00820821151137352,
0.008927373215556145,
0.026458052918314934,
0.05849182978272438,
-0.018538393080234528,
0.051388997584581375,
0.06193670257925987,
0.006499092094600201,
0.05668060481548309,
-0.022409437224268913,
0.020811300724744797,
0.031341250985860825,
-0.04861889034509659,
-0.009597702883183956,
0.04169362783432007,
-0.012509864754974842,
-0.0005540764541365206,
0.011302382685244083,
0.061652589589357376,
0.003808894194662571,
0.007391385268419981,
-0.048299264162778854,
0.020864572376012802,
0.04702075198292732,
-0.033010415732860565,
0.009943965822458267,
0.014800528064370155,
-0.09574618935585022,
0.05906005576252937,
0.038284268230199814,
0.040059976279735565,
0.00979303102940321,
0.015235576778650284,
-0.0281982459127903,
-0.0561123788356781,
0.048050664365291595,
0.0038643849547952414,
-0.04336279630661011,
-0.00641918508335948,
-0.021201955154538155,
0.023687947541475296,
-0.039562780410051346,
0.03483939543366432,
-0.06758345663547516,
0.05937968194484711,
0.015635110437870026,
0.012740706093609333,
-0.026653381064534187,
-0.062007732689380646,
0.08494988083839417,
0.0015992472181096673,
-0.054265644401311874,
0.0008257043082267046,
0.0040552737191319466,
0.009784151799976826,
-0.032406676560640335,
-0.02544589899480343,
-0.0035025845281779766,
-0.004188451915979385,
0.04155157133936882,
-0.02780759148299694,
-0.0785573348402977,
-0.02171691134572029,
-0.010379014536738396,
0.0012341171968728304,
0.008168257772922516,
-0.047837577760219574,
0.03835529834032059,
0.011302382685244083,
-0.03297490254044533,
-0.0021641443017870188,
-0.016505207866430283,
0.01921316236257553,
-0.050927311182022095,
0.033116959035396576,
0.003487047040835023,
0.04989740252494812,
-0.02555244043469429,
-0.04275905340909958,
0.028855258598923683,
-0.024415988475084305,
-0.10086022317409515,
0.016593992710113525,
0.0018356384243816137,
0.007462413981556892,
0.08097229152917862,
0.01697576977312565,
0.017615025863051414,
0.004050834570080042,
0.013672953471541405,
-0.04641701281070709,
0.027630019932985306,
0.010840699076652527,
-0.06957224756479263,
0.005322685465216637,
0.033969298005104065,
-0.0016569577855989337,
-0.025747768580913544,
0.04361139237880707,
-0.03460855409502983,
-0.014347722753882408,
-0.0733722597360611,
0.0327085442841053,
0.021805696189403534,
-0.005921986885368824,
-0.023013178259134293,
-0.016318758949637413,
-0.02446926012635231,
-0.034697338938713074,
-0.01839633658528328,
0.04982637241482735,
0.01735754869878292,
0.030737509950995445,
-0.009535552933812141,
0.013823888264596462,
-0.058917999267578125,
-0.02901507169008255,
0.007848630659282207,
0.014480900950729847,
0.07976481318473816,
0.019177649170160294,
-0.014365479350090027,
0.04915160313248634,
0.03892352432012558,
-0.0704956129193306,
-0.01702016405761242,
-0.029068343341350555,
-0.01230565831065178,
-0.0718451514840126,
0.033720698207616806,
0.03411135450005531,
-0.030897323042154312,
-0.03998894989490509,
-0.023812247440218925,
0.030844051390886307,
-0.004798851441591978,
-0.007542320527136326,
0.002674660412594676,
-0.011169204488396645,
0.05849182978272438,
0.0359225757420063,
0.006379231810569763,
0.008754241280257702,
-0.03080853819847107,
-0.04013100638985634,
-0.0093757389113307,
0.013211268931627274,
-0.008252603933215141,
0.0785573348402977,
-0.025286085903644562,
0.029530027881264687,
0.03370294347405434,
-0.0037866977509111166,
0.043646909296512604,
-0.03615342080593109,
-0.028855258598923683,
-0.02342159114778042,
-0.01814773865044117,
-0.0009000620921142399,
0.0174552109092474,
0.0532357320189476,
0.0002332004369236529,
0.03464406728744507,
0.020917842164635658,
0.009748637676239014,
0.05923762544989586,
-0.014596321620047092,
0.0161855798214674,
-0.031074894592165947,
-0.06911056488752365,
0.03629547730088234,
0.03128797933459282,
-0.025232814252376556,
-0.023812247440218925,
0.006849794648587704,
-0.043149709701538086,
0.028837502002716064,
0.04730486497282982,
0.04180017113685608,
0.01564398966729641,
0.021432798355817795,
0.05778154358267784,
0.014889313839375973,
0.05980585142970085,
-0.026049640029668808,
-0.020633729174733162,
0.013229026459157467,
-0.007977369241416454,
-0.051175910979509354,
-0.018236523494124413,
-0.07273300737142563,
0.010254714637994766,
-0.012607527896761894,
-0.024558044970035553,
-0.014179030433297157,
0.03831978142261505,
-0.05135348066687584,
0.02448701672255993,
-0.008199332281947136,
-0.016691656783223152,
-0.017721567302942276,
0.10185462236404419,
0.04428616166114807,
0.031128164380788803,
0.028358060866594315,
-0.04439270496368408,
0.03286835923790932,
-0.09510692954063416,
-0.025623468682169914,
0.03379172831773758,
-0.033862754702568054,
0.03906558081507683,
-0.057000234723091125,
-0.01044116448611021,
0.03009825386106968,
-0.031572092324495316,
0.01379725243896246,
-0.021663639694452286,
-0.014472021721303463,
-0.015803802758455276,
-0.03498145192861557,
-0.006254932377487421,
-0.0075156851671636105,
-0.004090787842869759,
0.0840265154838562,
0.023936547338962555,
-0.002889965195208788,
0.017828110605478287,
-0.017996802926063538,
0.0455646738409996,
-0.011071540415287018,
0.07230684161186218,
0.05490489676594734,
0.012793977744877338,
-0.008661016821861267,
0.009153775870800018,
-0.022036539390683174,
-0.03114592283964157,
-0.022871121764183044,
0.0072004967369139194,
-0.027878619730472565,
0.026085153222084045,
-0.04975534602999687,
0.07990686595439911,
0.013335568830370903,
0.033489856868982315,
-0.02924591489136219,
-0.0192309208214283,
0.06104884669184685,
-0.005038572009652853,
-0.03439546748995781,
0.024753373116254807,
0.029920684173703194,
-0.06413858383893967,
-0.00022293461370281875,
0.009109383448958397,
0.017970167100429535,
-0.031802933663129807,
0.015679502859711647,
0.022871121764183044,
-0.028482358902692795,
-0.019603818655014038,
-0.0439310222864151,
-0.042545970529317856,
0.06662457436323166,
0.026901978999376297,
-0.02317299135029316,
0.032779574394226074,
-0.04645252600312233,
0.030968351289629936,
0.045067474246025085,
0.02578328363597393,
-0.0008279239409603179,
-0.010405650362372398,
0.01969260349869728,
-0.042936623096466064,
-0.037680529057979584,
0.017641661688685417,
-0.05213479325175285,
-0.005344881676137447,
0.030471153557300568,
-0.04062820225954056,
-0.0072937216609716415,
-0.04346933588385582,
-0.0769236832857132,
0.030027225613594055,
0.02482440136373043,
0.011817337945103645,
0.0013273418880999088,
0.0072182537987828255,
-0.0009472293313592672,
-0.07869938760995865,
0.029423484578728676,
0.024753373116254807,
-0.007600031327456236,
0.014019216410815716,
-0.07450871914625168,
-0.021042142063379288,
-0.03906558081507683,
0.01735754869878292,
-0.007404703181236982,
0.006547924131155014,
0.017526239156723022,
-0.06499092280864716,
-0.025978611782193184,
-0.0031984944362193346,
0.023794490844011307,
0.04368242248892784,
-0.03560294955968857,
0.0017668296350166202,
-0.07152552902698517,
-0.015120155178010464,
0.006001893896609545,
0.014250058680772781,
0.03821324184536934,
0.047588981688022614,
-0.019674846902489662,
-0.03164311870932579,
-0.021450554952025414,
-0.0018522855825722218,
-0.07642648369073868,
-0.05202824994921684,
-0.002068700036033988,
-0.025978611782193184,
0.05863388627767563,
-0.028233760967850685,
0.00997947994619608,
-0.020633729174733162,
-0.018911292776465416,
0.03127022087574005,
-0.039349693804979324,
-0.011337896808981895,
-0.039953432977199554,
0.014667349867522717,
0.012376686558127403,
0.05597032234072685,
0.01695801317691803,
-0.07149001210927963,
-0.03554967790842056,
-0.00854115653783083,
0.0256589837372303,
0.011923880316317081,
0.014294451102614403,
0.05060768499970436,
0.026049640029668808,
0.025854311883449554,
-0.05359087511897087,
-0.015146791003644466,
-0.00037178891943767667,
0.031696390360593796,
-0.013522017747163773,
-0.020935600623488426,
-0.014250058680772781,
-0.011826216243207455,
0.04045063257217407,
-0.03334780037403107,
-0.019301949068903923,
-0.021201955154538155,
0.0375029556453228,
0.005153993144631386,
0.0022074272856116295,
0.05859836935997009,
0.0014960342086851597,
0.0632152110338211,
0.010254714637994766,
0.02290663681924343,
0.03679267317056656,
0.04481887444853783,
0.016966892406344414,
0.010521071031689644,
-0.012944912537932396,
-0.04861889034509659,
-0.006534606218338013,
-0.06381895393133163,
0.005642313044518232,
-0.008789755403995514,
0.016398664563894272,
0.0769236832857132,
0.07287506759166718,
-0.005686705466359854,
-0.01839633658528328,
0.0458487868309021,
-0.018467364832758904,
0.014898192137479782,
0.020687000826001167,
0.022995421662926674,
0.06399652361869812,
0.017401941120624542,
0.006250492762774229,
-0.043398309499025345,
-0.013628560118377209,
-0.011604253202676773,
0.03091507963836193,
0.0142678152769804,
-0.04922263324260712,
0.03411135450005531,
-0.024522529914975166,
0.04300765320658684,
-0.08686764538288116,
-0.004326069261878729,
0.01743745431303978,
-0.004652355331927538,
-0.02924591489136219,
-0.010201443918049335,
0.016301000490784645,
-0.06456474959850311,
0.013300054706633091,
-0.0651329755783081,
-0.005389274563640356,
0.07720779627561569,
-0.0262804813683033,
0.007986247539520264,
-0.013220147229731083,
0.01439211517572403,
0.0192309208214283,
0.04098334535956383,
-0.11584720760583878,
-0.033969298005104065,
-0.004807730205357075,
0.017055677250027657,
0.03679267317056656,
0.028251517564058304,
-0.06392549723386765,
-0.012687435373663902,
-0.01933746226131916,
-0.06019650772213936,
0.04336279630661011,
0.08125640451908112,
0.024984214454889297,
0.012048180215060711,
-0.011648645624518394,
0.02102438546717167,
0.0029676523990929127,
-0.03286835923790932,
0.030844051390886307,
0.0012940473388880491,
0.02042064443230629,
0.00950003881007433,
0.018325308337807655,
-0.03613566234707832,
-0.04883197695016861,
-0.0029898486100137234,
0.06087127700448036,
-0.014436507597565651,
0.0021019945852458477,
-0.012714071199297905,
-0.05011048540472984,
0.018289795145392418,
0.007924097590148449,
-0.0024926504120230675,
-0.007178300525993109,
-0.013335568830370903,
0.031341250985860825,
-0.022515980526804924,
-0.023954303935170174,
-0.029565541073679924,
0.04087680205702782,
0.04833477735519409,
-0.02065148577094078,
0.03959829360246658,
-0.0016036864835768938,
0.02960105612874031,
-0.024451501667499542,
-0.07777602225542068,
-0.031589850783348083,
0.040059976279735565,
-0.047446925193071365,
-0.12451265752315521,
-0.004141839221119881,
-0.06197221577167511,
0.017615025863051414,
-0.0637834370136261,
0.007631105836480856,
-0.013246783055365086,
0.028837502002716064,
0.04730486497282982,
-0.014853798784315586,
-0.05011048540472984,
0.000980523880571127,
-0.021805696189403534,
-0.048299264162778854,
-0.014658471569418907,
0.023918788880109787,
0.06648251414299011,
0.0072715249843895435,
0.006623391527682543,
0.036828190088272095,
0.019372977316379547,
0.01296267006546259,
0.00459908414632082,
0.06087127700448036,
0.00006377982936101034,
0.012767341919243336,
-0.06136847659945488,
0.038745954632759094,
0.03320574387907982,
-0.005411470774561167,
-0.038284268230199814,
0.03640201687812805,
0.06850682199001312,
-0.010831819847226143,
0.030968351289629936,
0.007688816636800766,
0.015679502859711647,
0.0018522855825722218,
-0.06016099452972412,
-0.06271801143884659,
-0.014969220384955406,
0.07564517110586166,
0.017224369570612907,
-0.03601136431097984,
0.025836555287241936,
0.004594644997268915,
0.04069923236966133,
0.022373924031853676,
-0.04080577567219734,
-0.005837640725076199,
0.054265644401311874,
-0.030133768916130066,
0.0494002029299736,
0.011542103253304958,
-0.031820692121982574,
0.03792912885546684,
-0.02960105612874031,
0.02841133065521717,
-0.02294215001165867,
0.01910662092268467,
0.013530896976590157,
0.009069429710507393,
0.0051584322936832905,
-0.03974035009741783,
0.01439211517572403,
-0.016363151371479034,
-0.00563787342980504,
-0.01535099744796753,
-0.030737509950995445,
0.08338725566864014,
0.02770104818046093,
0.04062820225954056,
-0.025374870747327805,
0.011959394440054893,
-0.004563570022583008,
-0.007542320527136326,
-0.012225750833749771,
-0.06967879086732864,
-0.0025015289429575205,
-0.06381895393133163,
0.04606186971068382,
-0.011178082786500454,
0.03842632472515106,
-0.02924591489136219,
-0.0020087698940187693,
0.04513850435614586,
-0.019319705665111542,
-0.03302817419171333,
-0.019745875149965286,
0.0609067901968956,
-0.06701523065567017,
-0.0651329755783081,
0.07600031048059464,
0.006232735700905323,
-0.0247001014649868,
0.0532357320189476,
-0.031802933663129807,
-0.034679580479860306,
-0.013868281617760658,
0.013992580585181713,
-0.04702075198292732,
-0.05202824994921684,
0.02947675622999668,
-0.02782534807920456,
-0.002159705152735114,
-0.03668612986803055,
-0.00411964301019907,
0.018893536180257797,
0.016984649002552032,
-0.007826433517038822,
0.017588390037417412,
0.06648251414299011,
0.005589041393250227,
-0.0968826413154602,
0.021681398153305054,
0.0372188426554203,
0.018715964630246162,
-0.015635110437870026,
-0.05575723946094513,
0.020136531442403793,
0.022640280425548553,
-0.07585825771093369,
-0.025019729509949684,
0.02342159114778042,
0.0494002029299736,
-0.032051533460617065,
-0.025978611782193184,
-0.019017834216356277,
-0.02770104818046093,
-0.03357864171266556,
0.04883197695016861,
0.02759450487792492,
0.041835684329271317,
0.039101094007492065,
0.02684870734810829,
-0.0021463872399181128,
0.05394601449370384,
0.010734155774116516,
0.009579945355653763,
0.03151882067322731,
-0.021894482895731926,
-0.0020132092759013176,
-0.002594753634184599,
-0.022604765370488167,
-0.05149553716182709,
0.005185068119317293,
-0.02576552703976631,
0.012811734341084957,
-0.029423484578728676,
-0.002869988325983286,
-0.0069962902925908566,
0.0448899045586586,
0.07017599046230316,
-0.058811455965042114,
-0.048760946840047836,
0.007391385268419981,
-0.030133768916130066,
0.00767105957493186,
-0.02924591489136219,
0.0005501920823007822,
-0.004215087275952101,
-0.06726382672786713,
-0.013699589297175407,
0.03206929191946983,
0.009766395203769207,
0.027505720034241676,
0.02043840102851391,
0.019372977316379547,
0.01900007762014866,
-0.01217248011380434,
-0.05383947491645813,
-0.004763337317854166,
0.025126270949840546,
0.009269196540117264,
-0.051779650151729584,
0.045174017548561096,
-0.013557531870901585,
0.01862717978656292,
-0.05085628479719162,
-0.026209453120827675,
0.024415988475084305,
0.03679267317056656,
0.022533737123012543,
0.03391602635383606,
-0.051992736756801605,
0.04027306288480759,
-0.000544365553651005,
0.00033655218430794775,
-0.023244019597768784,
-0.07507694512605667,
-0.013930430635809898,
-0.05874042958021164,
0.006423624698072672,
0.029068343341350555,
0.038745954632759094,
-0.014631835743784904,
-0.04073474556207657,
0.006871990859508514,
-0.003327233251184225,
-0.013459868729114532,
0.0013573069591075182,
-0.014551929198205471,
0.007351431995630264,
-0.028730958700180054,
0.0113911684602499,
0.053910501301288605,
0.05181516706943512,
-0.005331563763320446,
0.028500117361545563,
0.07905452698469162,
0.012199115008115768,
0.004188451915979385,
-0.06495540589094162,
0.01885802112519741,
-0.007608909625560045,
0.04261699691414833,
0.016886984929442406,
-0.046985238790512085,
0.061652589589357376,
-0.06449372321367264,
-0.017108948901295662,
0.0007602250552736223,
-0.037538472563028336,
-0.019177649170160294,
0.0032761816401034594,
-0.01152434665709734,
-0.03615342080593109,
0.018822507932782173,
-0.036366503685712814,
-0.03570949286222458,
0.06740588694810867,
-0.02446926012635231,
0.013104726560413837,
0.01169303897768259,
-0.01726876199245453,
0.010307986289262772,
-0.021699154749512672,
0.004559130873531103,
-0.023226263001561165,
-0.02567674033343792,
0.029228156432509422,
-0.003211812349036336,
0.018307551741600037,
0.0413384884595871,
-0.039207637310028076,
-0.0005687815137207508,
0.02912161499261856,
0.0785573348402977,
-0.00704512232914567,
-0.01533324085175991,
-0.05185068026185036,
0.04453476145863533,
0.06229184567928314,
-0.026830950751900673,
-0.05046562850475311,
-0.027789833024144173,
0.023545891046524048,
0.003933193627744913,
0.01935521885752678,
0.019248677417635918,
0.009766395203769207,
0.018680449575185776
] |
22,409 | copulas | NotFittedError | NotFittedError class. | class NotFittedError(Exception):
"""NotFittedError class."""
| null | [
0.03936995938420296,
-0.01482438389211893,
0.01505831629037857,
0.041518669575452805,
-0.013594072312116623,
-0.07672983407974243,
-0.045746780931949615,
-0.028123874217271805,
0.03978583961725235,
0.001780485617928207,
0.05527736246585846,
-0.01565614342689514,
0.025680581107735634,
-0.014105257578194141,
-0.052920710295438766,
0.061307620257139206,
0.019269099459052086,
0.06969452649354935,
0.005441094748675823,
0.014191899448633194,
-0.01383666880428791,
0.04176126793026924,
-0.03358229622244835,
0.008889432065188885,
0.010033100843429565,
0.05756470188498497,
0.02911158837378025,
-0.023965075612068176,
0.03756781294941902,
-0.055104080587625504,
-0.10355407744646072,
-0.025871191173791885,
0.003197076264768839,
0.01821207068860531,
-0.0328025221824646,
-0.020638037472963333,
0.03195343539118767,
0.025437982752919197,
-0.08220557868480682,
-0.003927031997591257,
-0.11311931908130646,
0.018229398876428604,
-0.021365826949477196,
-0.025611266493797302,
0.034414056688547134,
-0.028747694566845894,
-0.0116446353495121,
0.04720236361026764,
-0.07125408202409744,
-0.004695976618677378,
-0.0328025221824646,
-0.03822628781199455,
0.058084551244974136,
0.02294270507991314,
-0.016418589279055595,
0.09488991647958755,
0.03058449737727642,
0.050598714500665665,
-0.019667651504278183,
-0.02166040800511837,
-0.013438117690384388,
0.06113433837890625,
-0.0020523236598819494,
-0.03614689037203789,
-0.004009341821074486,
0.0025862527545541525,
-0.03517650440335274,
0.014148578979074955,
-0.04550418630242348,
0.044152576476335526,
0.04422188922762871,
0.004332081880420446,
-0.07146202027797699,
0.046093348413705826,
0.05049474537372589,
-0.010223712772130966,
-0.01253704447299242,
-0.01768355816602707,
0.03548841178417206,
-0.022682780399918556,
0.00690100621432066,
0.017449624836444855,
-0.013516094535589218,
-0.017605580389499664,
0.017484281212091446,
-0.03373825177550316,
0.0035219823475927114,
-0.025316685438156128,
0.029094260185956955,
0.027569368481636047,
-0.07672983407974243,
0.007854063995182514,
-0.012008530087769032,
-0.0012248960556462407,
0.009400617331266403,
0.04598937928676605,
0.02879967913031578,
-0.04682113975286484,
-0.014139914885163307,
-0.037671782076358795,
0.01621931418776512,
0.04207317903637886,
0.006190544925630093,
0.04588541015982628,
0.0018497988348826766,
-0.008473551832139492,
0.011826583184301853,
-0.034015506505966187,
0.025143401697278023,
0.009088707156479359,
-0.06661009043455124,
0.04765290021896362,
-0.03871148079633713,
0.029128916561603546,
-0.007425188086926937,
-0.023081330582499504,
0.0011068468447774649,
0.020742006599903107,
-0.01500633079558611,
0.03985515236854553,
0.051915667951107025,
0.031225644052028656,
-0.0888596624135971,
0.0025126072578132153,
0.04176126793026924,
0.008824449963867664,
0.010916845872998238,
0.026997532695531845,
0.035141848027706146,
-0.03418878838419914,
0.011263412423431873,
-0.007875724695622921,
-0.01393197476863861,
0.02698020450770855,
-0.03936995938420296,
0.04564281180500984,
0.011263412423431873,
-0.009582564234733582,
-0.010067758150398731,
-0.013905982486903667,
0.032126717269420624,
0.04099882021546364,
0.035696353763341904,
-0.0018389687174931169,
0.04453380033373833,
0.04422188922762871,
-0.03794903680682182,
-0.044464487582445145,
-0.00904538668692112,
0.020793991163372993,
-0.008239619433879852,
-0.029908692464232445,
-0.012485058978199959,
-0.03167618066072464,
-0.013524758629500866,
-0.02212827280163765,
0.036389485001564026,
-0.05749538913369179,
-0.005908959545195103,
-0.014261213131248951,
-0.017233021557331085,
-0.06394152343273163,
0.04921244829893112,
0.008018683642148972,
-0.019650323316454887,
0.02895563468337059,
-0.051638413220644,
-0.03236931562423706,
-0.022960033267736435,
0.00898473709821701,
-0.013152199797332287,
-0.01709439419209957,
-0.0594015046954155,
-0.03224801644682884,
0.0020371614955365658,
-0.0035284804180264473,
0.010691577568650246,
0.03690933436155319,
-0.0034591672010719776,
0.018645279109477997,
0.05170772597193718,
-0.04016705974936485,
-0.03240397199988365,
0.0017696553841233253,
-0.01890520378947258,
0.038954079151153564,
-0.014252549037337303,
0.029787393286824226,
-0.029752736911177635,
-0.027257457375526428,
0.008685823529958725,
-0.020447425544261932,
-0.0017956478986889124,
0.030341900885105133,
0.022994689643383026,
-0.025992490351200104,
-0.00610390305519104,
0.0260098185390234,
0.04397929459810257,
0.048657942563295364,
-0.06044120341539383,
0.07797747105360031,
0.06023326516151428,
-0.013091551139950752,
-0.0027552039828151464,
0.032126717269420624,
0.004895252175629139,
-0.04203851893544197,
-0.06494656950235367,
-0.01971963606774807,
-0.010492301546037197,
-0.03489924967288971,
-0.027465397492051125,
0.05493079498410225,
0.043147534132003784,
0.0035696353297680616,
0.06047585979104042,
-0.030151288956403732,
0.006727722939103842,
0.03489924967288971,
0.05184635519981384,
-0.0388154536485672,
0.047999463975429535,
-0.006116899196058512,
0.019892919808626175,
0.013022237457334995,
0.02970075234770775,
-0.0310523621737957,
0.01991024799644947,
-0.06179281324148178,
0.00042535626562312245,
-0.001692760968580842,
-0.010968830436468124,
-0.005514740012586117,
-0.017388975247740746,
0.025455312803387642,
0.014555794186890125,
-0.02899029105901718,
-0.02294270507991314,
-0.040894851088523865,
-0.03453535586595535,
0.002397807314991951,
-0.07589807361364365,
0.04293959215283394,
0.0331837460398674,
-0.013758691027760506,
0.004561682231724262,
0.06089174002408981,
-0.04311287775635719,
-0.007940705865621567,
0.003942194394767284,
-0.004375402349978685,
-0.017726877704262733,
-0.005778996739536524,
0.05115322023630142,
-0.09225600957870483,
-0.030809765681624413,
-0.05309399217367172,
0.07354141771793365,
0.04429120197892189,
0.01244173850864172,
0.019511695951223373,
-0.01393197476863861,
0.06044120341539383,
-0.056421030312776566,
-0.021417811512947083,
-0.03988980874419212,
0.04491502419114113,
0.03020327351987362,
0.05992135405540466,
0.08456223458051682,
0.08213626593351364,
0.004332081880420446,
0.002146546496078372,
-0.020014217123389244,
0.04356341436505318,
-0.012095171958208084,
0.09177082031965256,
0.03124297223985195,
0.030827093869447708,
0.04592006653547287,
-0.01655721664428711,
-0.005874302703887224,
0.059956010431051254,
-0.0508413091301918,
0.032040074467659,
-0.008209294639527798,
-0.016201985999941826,
-0.02403438836336136,
-0.0009189428528770804,
0.002062070881947875,
0.024952789768576622,
0.04332081601023674,
-0.002347988309338689,
0.04311287775635719,
0.013732698746025562,
-0.008139981888234615,
-0.04730633273720741,
0.06723390519618988,
-0.015110300853848457,
0.04727167636156082,
0.022804077714681625,
-0.014989002607762814,
-0.008170305751264095,
-0.016063358634710312,
-0.06369893252849579,
0.03271587938070297,
-0.0165918730199337,
-0.0238784346729517,
0.01743229664862156,
0.015283584594726562,
0.04002843424677849,
0.010431652888655663,
0.0040938169695436954,
0.04948969930410385,
0.03708261996507645,
0.06501588225364685,
-0.024779507890343666,
0.007446848321706057,
0.05337124690413475,
-0.009955123998224735,
0.018368026241660118,
0.03437940031290054,
-0.09606824070215225,
-0.012242462486028671,
0.00008122652798192576,
0.032993134111166,
0.001020205207169056,
-0.04040965810418129,
-0.013299490325152874,
-0.0037234241608530283,
-0.03361695259809494,
0.03117365948855877,
-0.027569368481636047,
-0.06979849934577942,
0.013559415936470032,
0.06740719079971313,
-0.00011777847248595208,
0.03434474393725395,
-0.02670295163989067,
0.02538599818944931,
-0.024675536900758743,
-0.010379667393863201,
0.03292382135987282,
0.0013082886580377817,
-0.021521782502532005,
-0.01655721664428711,
-0.03224801644682884,
0.051569100469350815,
0.06376824527978897,
-0.02219758741557598,
0.03339168429374695,
-0.0006655160686932504,
0.02228422835469246,
0.054168350994586945,
0.03590429201722145,
-0.043424785137176514,
-0.031104346737265587,
-0.010604935698211193,
-0.044776394963264465,
-0.0009108201484195888,
-0.017016416415572166,
-0.03902339190244675,
-0.021954989060759544,
-0.040236376225948334,
0.0010115411132574081,
-0.017510274425148964,
0.002373980823904276,
0.0168777909129858,
0.020586052909493446,
-0.011445359326899052,
-0.07017972320318222,
-0.06279785931110382,
-0.0009254409233108163,
0.0131002152338624,
0.036112233996391296,
-0.024207672104239464,
0.039612554013729095,
-0.05954013019800186,
0.03446604311466217,
0.019771620631217957,
-0.023358585312962532,
-0.06924398988485336,
-0.06023326516151428,
0.009114699438214302,
-0.022249571979045868,
-0.012164485640823841,
0.0054151020012795925,
0.05493079498410225,
0.028834335505962372,
-0.009417945519089699,
-0.06109967827796936,
0.036736052483320236,
0.012814297340810299,
-0.03663208335638046,
-0.004566014278680086,
-0.00440572714433074,
0.010362339206039906,
-0.06574366986751556,
-0.010500965639948845,
-0.017796192318201065,
0.013957967050373554,
-0.006805700249969959,
0.03812231868505478,
0.05368315801024437,
0.019390396773815155,
0.01570812799036503,
-0.03555772826075554,
-0.004046164453029633,
0.018056116998195648,
-0.0008859107038006186,
0.030809765681624413,
-0.02973540872335434,
-0.029874036088585854,
-0.04144935682415962,
0.031035033985972404,
-0.032629240304231644,
-0.04494968056678772,
0.002852675737813115,
-0.006991979666054249,
0.016496567055583,
-0.06293648481369019,
0.04650922864675522,
0.05299002304673195,
-0.01878390647470951,
0.012025858275592327,
-0.06148090213537216,
-0.010700241662561893,
0.03746384382247925,
-0.018922531977295876,
-0.044117920100688934,
0.0021952823735773563,
-0.05101459473371506,
-0.04592006653547287,
-0.045088306069374084,
-0.07097682356834412,
-0.06882811337709427,
-0.01680847629904747,
-0.03191877901554108,
0.020516738295555115,
0.040860194712877274,
-0.006212205160409212,
0.09204807132482529,
0.03283717855811119,
0.023237286135554314,
-0.033668939024209976,
0.023774463683366776,
0.02717081643640995,
-0.0578419528901577,
-0.017510274425148964,
0.05520804971456528,
-0.004799946676939726,
0.04567746818065643,
0.018801234662532806,
0.012502388097345829,
-0.053163304924964905,
-0.07950236648321152,
-0.06938262283802032,
0.009322639554738998,
0.004821606911718845,
-0.024017060175538063,
0.07541287690401077,
-0.01661786623299122,
-0.021400483325123787,
-0.00045134875108487904,
0.005107524339109659,
0.02632172778248787,
-0.016297291964292526,
0.03259458392858505,
-0.00797969475388527,
0.03160686790943146,
-0.008616510778665543,
0.010223712772130966,
-0.07000643759965897,
-0.011982537806034088,
0.047063734382390976,
0.029250215739011765,
0.05049474537372589,
0.06938262283802032,
0.003504654159769416,
0.07742296159267426,
-0.060579828917980194,
0.017796192318201065,
0.0021855351515114307,
0.007052628789097071,
-0.0001524351246189326,
-0.09177082031965256,
-0.038330256938934326,
-0.009946459904313087,
0.047687556594610214,
-0.028834335505962372,
0.007646124344319105,
0.011843911372125149,
0.018160086125135422,
-0.007399195339530706,
0.014053273014724255,
-0.004466376267373562,
0.03708261996507645,
-0.03314908966422081,
-0.041206762194633484,
0.027690665796399117,
-0.03486459329724312,
-0.015820762142539024,
-0.06338702142238617,
0.04716770350933075,
-0.06456534564495087,
0.029163572937250137,
0.0032663894817233086,
0.033634282648563385,
-0.038676824420690536,
-0.02084597758948803,
0.03742918744683266,
0.0372559018433094,
0.03694399073719978,
0.042558372020721436,
-0.019165128469467163,
-0.027378756552934647,
-0.016098015010356903,
0.047999463975429535,
0.04664785414934158,
0.008087996393442154,
0.05115322023630142,
0.08601781725883484,
-0.01890520378947258,
0.014417167752981186,
-0.01277097687125206,
0.029440827667713165,
-0.039300646632909775,
0.04491502419114113,
0.03874613717198372,
0.031502898782491684,
0.0027898605912923813,
0.032351985573768616,
0.030879078432917595,
0.029596781358122826,
0.020897962152957916,
-0.026183102279901505,
-0.0008712899289093912,
-0.01350743044167757,
-0.00038528451113961637,
-0.010362339206039906,
0.020118188112974167,
0.031572211533784866,
-0.009911802597343922,
0.018662607297301292,
-0.022856062278151512,
-0.03791438043117523,
0.012978916987776756,
-0.008794126100838184,
-0.04051362723112106,
0.013082887046039104,
-0.0032317328732460737,
0.0038815452717244625,
-0.03179747983813286,
0.005874302703887224,
-0.008646834641695023,
0.02003154531121254,
0.07004109770059586,
0.015864083543419838,
-0.006866349373012781,
-0.04228111729025841,
0.023670494556427002,
0.0880972146987915,
-0.06314442306756973,
-0.00857752189040184,
-0.0232892706990242,
-0.03385955095291138,
0.03465665504336357,
-0.05115322023630142,
-0.04758358374238014,
0.004812942817807198,
0.04758358374238014,
0.013013573363423347,
0.006186212413012981,
0.0012313942424952984,
0.0364934578537941,
-0.004886588081717491,
-0.003357363399118185,
-0.06726856529712677,
-0.03943927213549614,
0.014616443775594234,
-0.04273165389895439,
-0.05659431591629982,
-0.04359807074069977,
-0.022682780399918556,
-0.010639593005180359,
-0.03874613717198372,
-0.03642414137721062,
-0.07582876086235046,
0.053544528782367706,
-0.02829715795814991,
0.001047280733473599,
0.018575966358184814,
-0.04339012876152992,
0.048346031457185745,
0.051915667951107025,
-0.013793348334729671,
-0.06501588225364685,
0.002969641936942935,
-0.01768355816602707,
-0.03540177270770073,
0.04207317903637886,
-0.009348631836473942,
-0.006706062238663435,
0.0655703917145729,
-0.002941483398899436,
-0.015084308572113514,
0.03590429201722145,
0.005549396853893995,
-0.031884122639894485,
0.012857618741691113,
0.006329171359539032,
0.00041479681385681033,
-0.037013307213783264,
-0.057079508900642395,
-0.028470441699028015,
-0.0044273873791098595,
-0.010379667393863201,
0.019303755834698677,
0.0481380932033062,
0.01847199536859989,
-0.006545775569975376,
-0.04363272711634636,
0.020949946716427803,
-0.021417811512947083,
0.010570279322564602,
0.010293026454746723,
-0.04200386255979538,
-0.06044120341539383,
-0.06771910190582275,
-0.014720413833856583,
0.06758047640323639,
0.033634282648563385,
-0.11207962036132812,
-0.0263910423964262,
0.04560815542936325,
0.014885032549500465,
0.02616577409207821,
0.01840268261730671,
0.052920710295438766,
-0.03749850019812584,
0.03812231868505478,
-0.02469286508858204,
0.01076955534517765,
-0.019165128469467163,
-0.020516738295555115,
-0.037359870970249176,
-0.04987092316150665,
0.08317596465349197,
-0.030809765681624413,
-0.006272854283452034,
0.06085708364844322,
-0.017640236765146255,
-0.05683691054582596,
0.019130472093820572,
-0.006957323290407658,
-0.019182458519935608,
-0.04827671870589256,
0.012190477922558784,
0.006519782822579145,
-0.008023015223443508,
0.0037754091899842024,
0.06550107151269913,
-0.019546352326869965,
0.03500321879982948,
0.018645279109477997,
-0.004691644571721554,
-0.07194720953702927,
-0.002989136381074786,
-0.010197720490396023,
-0.027811964973807335,
0.019823605194687843,
0.014408503659069538,
-0.05489613860845566,
-0.0328025221824646,
0.0279505904763937,
-0.021140558645129204,
-0.0306711383163929,
0.022076288238167763,
0.01108146458864212,
0.0419345498085022,
0.032161373645067215,
-0.07073423266410828,
-0.008755137212574482,
-0.014347854070365429,
0.05136116221547127,
-0.041553325951099396,
0.03093106299638748,
-0.045746780931949615,
-0.047375645488500595,
-0.006766711361706257,
-0.023687822744250298,
-0.020204829052090645,
0.014035944826900959,
-0.02266545221209526,
-0.03323573246598244,
-0.056490346789360046,
-0.021261855959892273,
0.0213484987616539,
-0.015231599099934101,
0.025645922869443893,
0.025178058072924614,
-0.02826250158250332,
0.03070579469203949,
-0.006320507265627384,
0.020742006599903107,
-0.04914313554763794,
0.004864927846938372,
-0.014105257578194141,
-0.07513562589883804,
0.03035922907292843,
0.0064634657464921474,
0.004544353578239679,
-0.04172661155462265,
0.0006400650599971414,
-0.012216470204293728,
0.018056116998195648,
0.012996245175600052,
-0.006602092646062374,
0.01453846599906683,
0.027586696669459343,
-0.01855863817036152,
0.02100193127989769,
0.014737742021679878,
-0.027084175497293472,
-0.009495923295617104,
-0.027066845446825027,
-0.08165107667446136,
0.030567169189453125,
0.026685623452067375,
0.060683801770210266,
0.011661963537335396,
-0.07277897000312805,
0.08178970217704773,
0.005558060947805643,
-0.0036302844528108835,
-0.029094260185956955,
0.046682510524988174,
0.04789549484848976,
0.02801990509033203,
0.034448713064193726,
-0.006558771710842848,
-0.0030411214102059603,
-0.055173393338918686,
0.029822049662470818,
0.012051851488649845,
-0.0066280849277973175,
0.0822748988866806,
-0.010396995581686497,
0.01959833689033985,
0.019043831154704094,
-0.018038788810372353,
0.016912447288632393,
0.04363272711634636,
0.04980161041021347,
-0.05874302610754967,
0.04723701998591423,
0.0034938238095492125,
0.0006303178961388767,
-0.019823605194687843,
-0.0006709311273880303,
-0.042835623025894165,
0.023705150932073593,
0.011748605407774448,
-0.03618154674768448,
0.034725967794656754,
-0.009981116279959679,
0.02306400239467621
] |
22,410 | copulas | _find_addons | Find and load all copulas add-ons. | def _find_addons():
"""Find and load all copulas add-ons."""
group = 'copulas_modules'
try:
eps = entry_points(group=group)
except TypeError:
# Load-time selection requires Python >= 3.10 or importlib_metadata >= 3.6
eps = entry_points().get(group, [])
for entry_point in eps:
try:
addon = entry_point.load()
except Exception: # pylint: disable=broad-exception-caught
msg = f'Failed to load "{entry_point.name}" from "{entry_point.module_name}".'
warnings.warn(msg)
continue
try:
addon_target, addon_name = _get_addon_target(entry_point.name)
except AttributeError as error:
msg = f"Failed to set '{entry_point.name}': {error}."
warnings.warn(msg)
continue
setattr(addon_target, addon_name, addon)
| () | [
-0.011781587265431881,
-0.034860335290431976,
-0.016772082075476646,
0.005689711309969425,
-0.05593740567564964,
0.05867943540215492,
-0.010648215189576149,
-0.023161010816693306,
-0.029741881415247917,
0.036377593874931335,
-0.002290737349539995,
-0.048223160207271576,
0.060361213982105255,
-0.00796559639275074,
-0.022868527099490166,
-0.06851418316364288,
0.04091108217835426,
0.05714389681816101,
-0.013499925844371319,
-0.020821144804358482,
-0.022868527099490166,
0.012147190980613232,
0.011973529122769833,
-0.005104745272547007,
-0.034056007862091064,
0.06796577572822571,
0.05875255540013313,
0.04113044589757919,
-0.024075020104646683,
-0.034714095294475555,
-0.029083793982863426,
-0.014779539778828621,
-0.013079481199383736,
-0.00018851453205570579,
-0.009172089397907257,
-0.003614909015595913,
0.0931558832526207,
0.04303158447146416,
0.019395289942622185,
0.041861653327941895,
0.0372002013027668,
-0.0018165946239605546,
0.047491952776908875,
-0.01116006076335907,
0.009130958467721939,
-0.004528918769210577,
-0.07692307233810425,
0.01979745365679264,
0.009962707757949829,
0.001470413408242166,
-0.011626205407083035,
-0.022941647097468376,
0.05195232108235359,
0.009441722184419632,
0.04646826162934303,
0.05078238993883133,
0.013088621199131012,
0.0404357984662056,
0.03242906928062439,
0.022777127102017403,
0.00878820475190878,
-0.020327579230070114,
0.0013184592826291919,
-0.024148140102624893,
0.002691759029403329,
0.014212853275239468,
-0.04942965507507324,
-0.06101929768919945,
-0.04628546163439751,
-0.02838914655148983,
-0.022576043382287025,
-0.018828604370355606,
0.039265863597393036,
-0.0736326351761818,
0.01469727884978056,
-0.04083796218037605,
0.0426294207572937,
-0.04109388589859009,
-0.024111580103635788,
0.004599754698574543,
-0.08694061636924744,
0.005968484561890364,
-0.045919857919216156,
0.05813102796673775,
0.041422925889492035,
-0.02751169726252556,
0.03337964043021202,
0.054511550813913345,
0.009798185899853706,
-0.02442234382033348,
-0.023947058245539665,
-0.010447133332490921,
0.01781405322253704,
0.03155162185430527,
0.0017366188112646341,
0.014185433275997639,
-0.0037314454093575478,
0.014761259779334068,
0.007028736174106598,
0.032758112996816635,
-0.040691718459129333,
0.016132274642586708,
0.03835185617208481,
0.05041678622364998,
0.015912912786006927,
-0.0021787709556519985,
-0.019377009943127632,
0.02731061540544033,
0.013399384915828705,
-0.04917373135685921,
-0.09556887298822403,
0.044164955615997314,
0.050818949937820435,
-0.05151359736919403,
0.03592058643698692,
-0.06599151343107224,
-0.002639203565195203,
0.012000950053334236,
-0.00021564921189565212,
-0.008568842895328999,
-0.01803341507911682,
0.07524129003286362,
0.007485740818083286,
0.01838073879480362,
0.06686896085739136,
-0.04277566075325012,
0.027402015402913094,
0.09023105353116989,
-0.019834013655781746,
-0.08313833922147751,
0.045919857919216156,
-0.024586865678429604,
-0.01979745365679264,
-0.02997952327132225,
0.0035440733190625906,
-0.0023330103140324354,
-0.011315442621707916,
-0.03915618360042572,
-0.0809447169303894,
-0.013847249560058117,
-0.05286633223295212,
0.023672856390476227,
-0.03440333157777786,
0.0245503056794405,
-0.045261770486831665,
-0.001982258865609765,
-0.013116042129695415,
-0.02447718381881714,
-0.05462123081088066,
-0.02564711682498455,
0.017558129504323006,
-0.03791312873363495,
-0.06343228369951248,
0.0024929619394242764,
-0.02116846852004528,
-0.02621380425989628,
0.016671540215611458,
0.013454225845634937,
-0.018618380650877953,
-0.02160719409584999,
-0.0512942336499691,
0.07984790205955505,
-0.02608584240078926,
-0.013883810490369797,
-0.07677683234214783,
-0.00316932937130332,
-0.04354343190789223,
-0.07889733463525772,
0.006622001528739929,
0.0426294207572937,
-0.031679581850767136,
-0.03365384414792061,
0.019486689940094948,
0.03966802731156349,
-0.014889220707118511,
-0.021113628521561623,
0.011068659834563732,
-0.01943184994161129,
-0.002758024726063013,
0.01415801327675581,
-0.002929401583969593,
0.03597543016076088,
-0.0004721432342194021,
0.011918689124286175,
-0.0013264567824080586,
0.019834013655781746,
0.0037177351769059896,
-0.026122402399778366,
-0.013097761198878288,
0.015346226282417774,
-0.005141305737197399,
0.04537145048379898,
0.04544457048177719,
0.03842497617006302,
-0.017832333222031593,
-0.007211538031697273,
-0.023362092673778534,
0.041788533329963684,
-0.10682947188615799,
-0.01849956065416336,
-0.03628619387745857,
0.03685287758708,
0.04774787649512291,
0.007394339889287949,
0.018755482509732246,
-0.0030893534421920776,
-0.007577141746878624,
0.021186748519539833,
-0.008733364753425121,
-0.007887905463576317,
0.04387247562408447,
0.012988080270588398,
-0.05261040851473808,
0.018115675076842308,
-0.0005569747881963849,
0.06175050884485245,
0.03292263671755791,
-0.015720969066023827,
0.047930676490068436,
0.01690918207168579,
-0.07999414205551147,
0.013536486774682999,
0.05114799365401268,
0.051403917372226715,
-0.036578673869371414,
0.01994369551539421,
-0.012019230052828789,
0.07524129003286362,
0.0903041735291481,
-0.05622988939285278,
0.03568294644355774,
-0.015428487211465836,
-0.04559081420302391,
-0.03206346556544304,
0.060068730264902115,
0.005241846665740013,
-0.011288021691143513,
0.08321145921945572,
0.05685141310095787,
0.044749923050403595,
-0.01155308447778225,
-0.00565315131098032,
0.003146478906273842,
0.0030185175128281116,
-0.02224699966609478,
0.001780034275725484,
0.036304473876953125,
-0.07001315802335739,
-0.021296430379152298,
-0.018664082512259483,
0.06511406600475311,
-0.015949472784996033,
0.06398069113492966,
-0.03908306360244751,
-0.042885344475507736,
-0.05670517310500145,
0.0007906185346655548,
0.050014618784189224,
0.034842055290937424,
-0.0534512959420681,
-0.007618272211402655,
0.031021494418382645,
0.049649015069007874,
-0.01520912442356348,
-0.07370575517416,
-0.0015081162564456463,
0.02210075967013836,
0.009222359396517277,
-0.007435470353811979,
0.008897886611521244,
0.06990347802639008,
0.0656990334391594,
-0.017393607646226883,
0.04383591562509537,
0.004551769234240055,
0.014487056992948055,
-0.006809373386204243,
0.019194208085536957,
-0.012521935626864433,
0.015483327209949493,
0.048076920211315155,
0.030527930706739426,
-0.027292335405945778,
0.010026688687503338,
-0.011452543549239635,
-0.0809447169303894,
-0.02782246097922325,
0.03281295299530029,
-0.018143096938729286,
-0.009523983113467693,
0.006201556883752346,
0.015199984423816204,
0.05019742250442505,
-0.05235448479652405,
-0.005735411774367094,
0.060580573976039886,
0.004259285982698202,
-0.019047966226935387,
-0.00687792431563139,
-0.019413569942116737,
-0.03820561245083809,
-0.03343448042869568,
-0.007376059889793396,
-0.009432582184672356,
-0.049649015069007874,
-0.05714389681816101,
0.042373497039079666,
-0.05228136479854584,
0.02630520425736904,
0.016881762072443962,
0.035500142723321915,
-0.013445084914565086,
0.08182216435670853,
0.032319389283657074,
-0.021332990378141403,
-0.036011990159749985,
0.0035120828542858362,
-0.01862752065062523,
0.01928560808300972,
-0.020638342946767807,
-0.019632931798696518,
0.07030563801527023,
0.01620539464056492,
0.007316648960113525,
0.004640885163098574,
-0.007645692676305771,
0.01886516436934471,
0.022521203383803368,
0.06701520085334778,
-0.07045187801122665,
-0.05553524196147919,
-0.034640975296497345,
0.003055077977478504,
0.038973379880189896,
0.018444718793034554,
0.014724698849022388,
0.015565588138997555,
-0.024440623819828033,
0.011425123549997807,
0.01227515283972025,
0.04003363102674484,
0.029961243271827698,
-0.05315881595015526,
0.019395289942622185,
-0.03259359300136566,
-0.01152566447854042,
0.03301403671503067,
0.0614214651286602,
-0.04730915278196335,
-0.023947058245539665,
0.05772886425256729,
-0.02456858567893505,
-0.07538753747940063,
-0.0029636770486831665,
0.020784584805369377,
0.029504239559173584,
-0.015876350924372673,
-0.01238483376801014,
0.012110630981624126,
-0.014770399779081345,
0.0519888810813427,
-0.04738227277994156,
-0.0027443147264420986,
-0.01238483376801014,
-0.03741956502199173,
-0.038680899888277054,
0.07052500545978546,
-0.029522519558668137,
0.05531587824225426,
-0.0903041735291481,
-0.011781587265431881,
0.0314236581325531,
0.007371489889919758,
-0.06120210140943527,
-0.018362458795309067,
0.006151286419481039,
0.06317636370658875,
-0.0029179765842854977,
-0.035500142723321915,
0.007161267567425966,
0.05019742250442505,
-0.015282245352864265,
-0.03996051102876663,
0.0034755226224660873,
0.008111837320029736,
-0.050965189933776855,
0.013371964916586876,
0.02160719409584999,
0.024166421964764595,
0.03893681988120079,
0.08474699407815933,
-0.03524422273039818,
-0.011406843550503254,
0.05257384851574898,
-0.01867322251200676,
-0.02795042283833027,
0.018883444368839264,
0.00989872682839632,
-0.056376129388809204,
0.03098493441939354,
0.030089205130934715,
-0.00529211713001132,
0.0729379877448082,
0.0016817782307043672,
-0.023288970813155174,
0.008948156610131264,
-0.041496049612760544,
-0.03237422928214073,
-0.008559702895581722,
0.007581711746752262,
-0.023947058245539665,
-0.017430167645215988,
0.007385199889540672,
-0.02758481726050377,
-0.04595641791820526,
0.018810322508215904,
-0.015647849068045616,
-0.05502339452505112,
0.024897629395127296,
-0.05509651452302933,
0.024659985676407814,
-0.050818949937820435,
-0.03952178731560707,
0.007801074534654617,
0.039119623601436615,
0.06463877856731415,
0.02160719409584999,
0.019614651799201965,
-0.048223160207271576,
0.01242139469832182,
-0.04760163277387619,
0.00801586639136076,
-0.03570122644305229,
-0.083796426653862,
0.010319171473383904,
-0.017119405791163445,
-0.03438505157828331,
0.021259870380163193,
-0.02614068239927292,
-0.03613995015621185,
-0.04017987474799156,
0.012375693768262863,
0.0020930825266987085,
-0.020674902945756912,
-0.02650628611445427,
0.04087452217936516,
0.0006072453106753528,
0.02195451781153679,
-0.056814853101968765,
-0.03773032873868942,
-0.04160572960972786,
-0.009962707757949829,
0.05217168480157852,
0.01506288256496191,
0.04708978906273842,
-0.012266012839972973,
-0.006567161064594984,
-0.014459636062383652,
0.020492101088166237,
0.0024929619394242764,
0.005973054561764002,
-0.033397920429706573,
0.08620940893888474,
-0.019395289942622185,
0.02427610196173191,
-0.026743929833173752,
0.054438427090644836,
-0.01712854579091072,
0.011717606335878372,
0.014560176990926266,
0.03780344873666763,
-0.03544530272483826,
0.05787510424852371,
-0.04255630075931549,
-0.00044700794387608767,
-0.014998902566730976,
0.009176659397780895,
0.015986032783985138,
0.042885344475507736,
-0.060068730264902115,
-0.04233693704009056,
-0.03930242359638214,
0.02809666283428669,
-0.02065662294626236,
-0.012375693768262863,
-0.039119623601436615,
0.010812737047672272,
-0.05867943540215492,
-0.04628546163439751,
-0.00657630106434226,
0.022941647097468376,
0.017110265791416168,
-0.022082477807998657,
-0.003562353551387787,
0.06884322315454483,
-0.025391194969415665,
0.06463877856731415,
0.0613849051296711,
0.06551622599363327,
-0.024952469393610954,
0.008239799179136753,
0.02014477737247944,
-0.01242139469832182,
0.024440623819828033,
0.0006643709493800998,
-0.023362092673778534,
0.012887539342045784,
0.01466985885053873,
-0.017631251364946365,
0.01759468950331211,
0.01828019693493843,
-0.016388196498155594,
-0.027493417263031006,
0.0031601891387254,
0.054657790809869766,
0.004672875627875328,
0.023014768958091736,
0.047491952776908875,
0.00856427289545536,
0.0476747564971447,
-0.008779064752161503,
0.010684775188565254,
0.029357997700572014,
-0.017896313220262527,
-0.02628692425787449,
0.011607925407588482,
-0.04087452217936516,
-0.009199509397149086,
-0.07001315802335739,
0.027785900980234146,
0.08196840435266495,
-0.01415801327675581,
-0.04833284392952919,
0.003397831693291664,
-0.032319389283657074,
-0.006644851993769407,
0.05699765682220459,
0.0044420878402888775,
0.06686896085739136,
0.031898945569992065,
-0.0015206839889287949,
0.03603027015924454,
0.05520619824528694,
-0.00011653626279439777,
0.038680899888277054,
0.012997220270335674,
0.004346116911619902,
0.0007717671105638146,
-0.010236910544335842,
0.04010675475001335,
0.054145947098731995,
0.010118089616298676,
-0.01722908578813076,
0.009021277539432049,
0.03922930359840393,
-0.10390464216470718,
0.03301403671503067,
-0.0476747564971447,
-0.08123719692230225,
0.016013452783226967,
-0.03273983299732208,
-0.04584673419594765,
-0.002755739726126194,
-0.012933239340782166,
-0.030655890703201294,
-0.032264549285173416,
0.010246050544083118,
0.009217789396643639,
-0.009167519398033619,
-0.03688943758606911,
-0.0029659620486199856,
0.05330505594611168,
0.001846299972385168,
-0.05813102796673775,
-0.025299793109297752,
0.029705321416258812,
-0.020492101088166237,
-0.05195232108235359,
0.003966802731156349,
-0.022283561527729034,
-0.007069866638630629,
-0.04211757704615593,
-0.008262649178504944,
-0.03281295299530029,
0.09498390555381775,
0.015337085351347923,
0.010520253330469131,
0.036304473876953125,
0.018490420654416084,
-0.0397045873105526,
-0.00208965502679348,
0.03805937245488167,
0.01625109650194645,
-0.04226381704211235,
-0.022959928959608078,
-0.012055790051817894,
-0.07758115977048874,
0.03191722556948662,
0.015428487211465836,
-0.012110630981624126,
0.007645692676305771,
0.02153407223522663,
-0.017567269504070282,
-0.0491371713578701,
-0.03643243387341499,
-0.009126388467848301,
0.02701813168823719,
-0.023069608956575394,
0.012037510052323341,
0.011681046336889267,
-0.01090413797646761,
-0.02045554108917713,
0.026414886116981506,
-0.08131031692028046,
-0.022777127102017403,
-0.02997952327132225,
0.0010476838797330856,
-0.011946109123528004,
0.022868527099490166,
0.033909767866134644,
0.0001549532316857949,
0.014349955134093761,
0.006731682922691107,
0.007773654069751501,
-0.021497512236237526,
-0.00850486196577549,
-0.009272630326449871,
0.01979745365679264,
0.01629679650068283,
0.06606463342905045,
0.007170407567173243,
0.025482594966888428,
0.027072973549365997,
-0.041715409606695175,
0.010821877047419548,
0.008769924752414227,
0.06591839343309402,
-0.04891780763864517,
0.00175147142726928,
0.005086464807391167,
0.011918689124286175,
0.008235229179263115,
0.03610339015722275,
-0.003562353551387787,
0.03213658556342125,
0.041349805891513824,
-0.040070194751024246,
0.005817672703415155,
0.05027054250240326,
-0.01979745365679264,
0.013371964916586876,
-0.0034755226224660873,
-0.09439893811941147,
0.05206200107932091,
-0.016113994643092155,
0.0022518918849527836,
-0.03273983299732208,
-0.019377009943127632,
0.030527930706739426,
-0.0009774193167686462,
0.01593119278550148,
0.02116846852004528,
-0.009350321255624294,
0.01141598355025053,
0.00932290032505989,
-0.020967386662960052,
0.00827178917825222,
-0.014249414205551147,
-0.016360776498913765,
0.0411670058965683,
0.006219837348908186,
0.010337451472878456,
-0.034494731575250626,
-0.0045357742346823215,
0.0014190003275871277,
0.01642475835978985,
-0.0498318187892437,
0.06953787058591843,
-0.00019422710465732962,
-0.014578457921743393,
0.012128910981118679,
0.022576043382287025,
-0.025299793109297752,
0.04427463933825493,
-0.01690918207168579,
0.05005118250846863,
0.02557399682700634,
0.027109533548355103,
0.06251827627420425,
-0.03220970928668976,
-0.044091835618019104,
0.08708686381578445,
0.04668762534856796,
0.006334088277071714,
0.04676074534654617,
0.00430727144703269,
-0.039850831031799316,
-0.05527931824326515,
-0.02738373540341854,
0.0012453384697437286,
0.08723310381174088,
-0.019102806225419044,
-0.04961245507001877,
0.006302098277956247,
-0.02146095223724842,
0.018883444368839264,
-0.05268352851271629,
0.027347175404429436,
-0.037949688732624054,
0.060507453978061676,
-0.009258920326828957,
0.04138636589050293,
-0.0020165343303233385,
-0.06409037113189697,
0.04083796218037605,
-0.02897411398589611,
0.013353683985769749,
-0.026999851688742638,
-0.029431117698550224,
0.011964389123022556,
0.02486106939613819,
0.01206493005156517,
0.06635712087154388,
-0.015117723494768143,
0.034220531582832336,
0.03306887671351433,
-0.006137576419860125,
-0.036578673869371414,
0.0231061689555645,
0.042007893323898315,
-0.021991077810525894,
-0.015602149069309235,
-0.03871745988726616,
0.04427463933825493,
-0.02442234382033348,
-0.05217168480157852,
0.0245503056794405,
-0.007138417102396488,
-0.054657790809869766,
-0.07483913004398346,
-0.025884760543704033,
-0.06738080829381943,
-0.0021639184560626745,
0.037383005023002625,
0.0002964819432236254,
-0.020345859229564667,
0.02895583212375641,
-0.048735007643699646,
0.030893534421920776,
0.032758112996816635,
-0.019779173657298088,
0.05063614621758461,
0.015730110928416252,
0.017612969502806664,
-0.0037451554089784622,
-0.027639659121632576,
0.04032611474394798,
0.010940697975456715,
0.01921248808503151,
-0.060361213982105255,
-0.0076639726758003235,
0.0019159931689500809,
-0.04303158447146416,
-0.009450862184166908,
0.06730768829584122,
-0.07143901288509369,
-0.04061859846115112,
-0.04716290906071663
] |
22,411 | copulas | _get_addon_target | Find the target object for the add-on.
Args:
addon_path_name (str):
The add-on's name. The add-on's name should be the full path of valid Python
identifiers (i.e. importable.module:object.attr).
Returns:
tuple:
* object:
The base module or object the add-on should be added to.
* str:
The name the add-on should be added to under the module or object.
| def _get_addon_target(addon_path_name):
"""Find the target object for the add-on.
Args:
addon_path_name (str):
The add-on's name. The add-on's name should be the full path of valid Python
identifiers (i.e. importable.module:object.attr).
Returns:
tuple:
* object:
The base module or object the add-on should be added to.
* str:
The name the add-on should be added to under the module or object.
"""
module_path, _, object_path = addon_path_name.partition(':')
module_path = module_path.split('.')
if module_path[0] != __name__:
msg = f"expected base module to be '{__name__}', found '{module_path[0]}'"
raise AttributeError(msg)
target_base = sys.modules[__name__]
for submodule in module_path[1:-1]:
target_base = getattr(target_base, submodule)
addon_name = module_path[-1]
if object_path:
if len(module_path) > 1 and not hasattr(target_base, module_path[-1]):
msg = f"cannot add '{object_path}' to unknown submodule '{'.'.join(module_path)}'"
raise AttributeError(msg)
if len(module_path) > 1:
target_base = getattr(target_base, module_path[-1])
split_object = object_path.split('.')
addon_name = split_object[-1]
if len(split_object) > 1:
target_base = attrgetter('.'.join(split_object[:-1]))(target_base)
return target_base, addon_name
| (addon_path_name) | [
0.024710800498723984,
0.024841053411364555,
-0.06683824956417084,
0.02487826719880104,
-0.009648004546761513,
0.0008071016054600477,
0.02318498305976391,
0.07115519791841507,
-0.050947416573762894,
-0.01097844261676073,
0.03377266600728035,
0.010345786809921265,
0.039559610188007355,
-0.006935956887900829,
-0.03561481460928917,
-0.017472470179200172,
0.09594042599201202,
0.031186221167445183,
-0.02396649867296219,
0.019519299268722534,
0.038554802536964417,
0.019779805094003677,
0.04372769594192505,
-0.010745848529040813,
-0.029102176427841187,
0.048379577696323395,
0.033158618956804276,
0.038852524012327194,
-0.012532171793282032,
-0.08202199637889862,
-0.03349355608224869,
-0.0943029597401619,
0.01571405865252018,
0.046816546469926834,
-0.021156761795282364,
0.03377266600728035,
0.02104511670768261,
0.053291965276002884,
-0.018663352355360985,
-0.025771429762244225,
0.02430143393576145,
0.012736854143440723,
0.056827396154403687,
-0.010243445634841919,
0.02716699428856373,
0.006140484940260649,
-0.07055975496768951,
-0.004430918022990227,
-0.032674822956323624,
0.011601795442402363,
0.06590787321329117,
-0.03070242516696453,
0.017677154392004013,
-0.022012708708643913,
-0.03719645366072655,
0.04648160934448242,
0.04008062183856964,
0.00902465172111988,
-0.022087138146162033,
0.047449201345443726,
-0.02616218663752079,
0.016123425215482712,
0.043467190116643906,
-0.014951150864362717,
-0.02424561232328415,
-0.012076287530362606,
-0.054482847452163696,
-0.07710960507392883,
-0.057125117629766464,
0.0299209076911211,
-0.004116916097700596,
-0.024580547586083412,
0.024934090673923492,
-0.07703517377376556,
0.02309194579720497,
-0.03392152860760689,
0.038145437836647034,
-0.02510155737400055,
0.02651572972536087,
-0.01897968165576458,
-0.052436020225286484,
-0.014485962688922882,
-0.062372442334890366,
-0.000733834458515048,
-0.010513254441320896,
-0.028022941201925278,
-0.022235998883843422,
-0.02752053737640381,
-0.02951154299080372,
-0.05530158057808876,
-0.024357257410883904,
-0.035075195133686066,
-0.0026469212025403976,
0.03518683835864067,
-0.023203590884804726,
-0.06940608471632004,
0.0006628932897001505,
-0.016746778041124344,
-0.018216772004961967,
0.041829727590084076,
-0.02835787646472454,
0.01204837579280138,
-0.0668010339140892,
0.05585980415344238,
0.02822762355208397,
0.01920297183096409,
-0.02580864354968071,
-0.004842609632760286,
0.03941074758768082,
-0.05731119215488434,
-0.049161095172166824,
-0.02765079028904438,
-0.004677467979490757,
-0.002795781474560499,
0.026348263025283813,
-0.0718250647187233,
-0.013927736319601536,
0.008466426283121109,
0.001677003689110279,
-0.04499300941824913,
0.037847716361284256,
0.07197392731904984,
-0.0114808464422822,
0.011043569073081017,
0.09824775904417038,
-0.040973782539367676,
0.03276786208152771,
0.03745695948600769,
-0.0026329655665904284,
-0.1116451844573021,
0.02132423035800457,
-0.004530933685600758,
-0.08432932943105698,
0.010206229984760284,
-0.012104198336601257,
0.0771840363740921,
-0.01475577149540186,
0.014299887232482433,
-0.05902308598160744,
-0.008024496957659721,
-0.003372614737600088,
0.010485343635082245,
-0.014030077494680882,
0.0005971853970550001,
-0.0476352758705616,
-0.010001547634601593,
-0.022701187059283257,
0.06345167756080627,
-0.008866488002240658,
0.004805394448339939,
-0.04540237411856651,
-0.06814077496528625,
-0.021454481407999992,
0.020244993269443512,
-0.01009458489716053,
-0.03727088123559952,
-0.042685672640800476,
0.03710341453552246,
-0.004430918022990227,
-0.049793750047683716,
-0.019742589443922043,
0.03299115225672722,
0.018802909180521965,
-0.05109627917408943,
-0.01094122789800167,
-0.0010914478916674852,
0.030088376253843307,
-0.05102184787392616,
-0.009215379133820534,
0.0351124107837677,
-0.049012236297130585,
-0.011350593529641628,
-0.01834702491760254,
0.021361444145441055,
-0.06438205391168594,
0.011713440530002117,
-0.01421615295112133,
0.007563961204141378,
0.000125237405882217,
0.019314616918563843,
0.048156287521123886,
0.04778413847088814,
-0.03274925425648689,
0.008540856651961803,
0.025771429762244225,
0.014244064688682556,
-0.007736080791801214,
-0.0021666144020855427,
-0.009973635897040367,
0.05262209475040436,
-0.026757627725601196,
0.02941850572824478,
0.05284538492560387,
0.02886027842760086,
-0.010476039722561836,
0.00004193962740828283,
0.01953790709376335,
0.0119088189676404,
-0.03840594366192818,
0.058539289981126785,
0.017463166266679764,
0.015955956652760506,
-0.012504260055720806,
0.061739783734083176,
0.011276163160800934,
-0.020356638357043266,
0.04473250359296799,
0.0004180879332125187,
-0.0277252197265625,
0.007829118520021439,
0.059469666332006454,
0.031223434954881668,
-0.0294929351657629,
0.015165137127041817,
0.03602417930960655,
0.0061172256246209145,
-0.04387655481696129,
0.025045735761523247,
0.04101099818944931,
0.05418512970209122,
-0.0641215518116951,
0.04625831916928291,
0.09199562668800354,
0.0511707067489624,
0.001445572474040091,
-0.05247323587536812,
-0.0023619933053851128,
0.02908357046544552,
0.08775310963392258,
-0.01044812798500061,
0.03978290036320686,
-0.06892228871583939,
-0.0009373543434776366,
-0.029734833166003227,
0.05232437327504158,
0.06501471251249313,
-0.0045146518386900425,
-0.006149788852781057,
0.05217551440000534,
-0.00035412455326877534,
0.026218010112643242,
0.02822762355208397,
0.021863847970962524,
0.040489986538887024,
-0.025920288637280464,
0.0006309115560725331,
0.019277401268482208,
-0.06501471251249313,
-0.036210253834724426,
-0.05433398857712746,
0.07911922037601471,
0.058539289981126785,
0.0415320061147213,
-0.007647695019841194,
-0.021659165620803833,
-0.018793605268001556,
-0.011183125898241997,
-0.03349355608224869,
-0.03509380295872688,
-0.027836864814162254,
-0.039485178887844086,
-0.040489986538887024,
0.05559930205345154,
-0.013630015775561333,
-0.08075667917728424,
-0.05950688198208809,
0.013443940319120884,
-0.008182661607861519,
-0.03412621095776558,
-0.010206229984760284,
0.09861990809440613,
0.008275698870420456,
-0.002181733027100563,
0.03563341870903969,
-0.013360206969082355,
-0.016802599653601646,
0.020375246182084084,
0.016551397740840912,
-0.021845240145921707,
0.00405178964138031,
-0.0355403833091259,
-0.015881527215242386,
0.024208396673202515,
0.013257864862680435,
-0.01456969603896141,
-0.03293532878160477,
-0.018179556354880333,
-0.007870985195040703,
0.021659165620803833,
0.03518683835864067,
0.026962311938405037,
0.019165756180882454,
-0.007294151932001114,
0.003177235834300518,
-0.008126839064061642,
0.10561633855104446,
-0.048305150121450424,
-0.004333228804171085,
0.021584734320640564,
-0.012420526705682278,
0.00010713867231970653,
0.04082491993904114,
-0.10784924775362015,
-0.023761816322803497,
-0.08097997307777405,
-0.028022941201925278,
0.06966659426689148,
-0.03256317600607872,
-0.021491697058081627,
0.03929910436272621,
0.006931304931640625,
-0.02759496681392193,
0.03144672513008118,
0.05325474962592125,
0.00648472411558032,
-0.0022724445443600416,
0.022124353796243668,
-0.01989145018160343,
0.005354316905140877,
0.015872223302721977,
-0.04257402941584587,
0.07681188732385635,
-0.006545198615640402,
-0.015090706758201122,
0.020282207056879997,
-0.039857327938079834,
-0.042387954890728,
0.034163426607847214,
0.022366251796483994,
-0.017370129004120827,
-0.08931614458560944,
-0.00627073785290122,
0.02459915541112423,
0.014848808757960796,
0.023333841934800148,
0.020319422706961632,
0.038554802536964417,
-0.010066674090921879,
0.027818256989121437,
0.06222357973456383,
0.08038453012704849,
-0.007559309247881174,
-0.05571094527840614,
0.03057217225432396,
-0.005084507633000612,
-0.007145291659981012,
0.022161567583680153,
0.07763061672449112,
0.059395235031843185,
-0.04383934289216995,
0.01783531717956066,
-0.04529072716832161,
-0.08097997307777405,
-0.0726810097694397,
-0.020598536357283592,
0.004519303794950247,
-0.030758246779441833,
-0.013239257968962193,
0.015955956652760506,
0.005707859992980957,
-0.004535585641860962,
-0.07725846767425537,
-0.015258174389600754,
0.008382692001760006,
-0.0486028678715229,
-0.03859201818704605,
0.024413079023361206,
-0.001271126908250153,
0.046035028994083405,
-0.05917194485664368,
-0.01641184091567993,
0.0027655442245304585,
0.040973782539367676,
-0.02004031091928482,
-0.026218010112643242,
0.04357883706688881,
0.04223909229040146,
-0.05187779292464256,
-0.020579928532242775,
-0.024766622111201286,
0.0606977641582489,
0.00376802496612072,
-0.037215061485767365,
0.02480383776128292,
0.02324080467224121,
-0.03915024176239967,
0.05537600815296173,
-0.0010530699510127306,
0.0012025116011500359,
0.021994100883603096,
0.08514805883169174,
0.018802909180521965,
-0.008647849783301353,
0.044174276292324066,
0.001927042379975319,
-0.054706137627363205,
-0.028190407902002335,
-0.002760892268270254,
-0.07472784072160721,
0.016179246827960014,
0.07137848436832428,
0.01453248132020235,
0.030255844816565514,
-0.008824621327221394,
-0.03712202236056328,
0.024934090673923492,
-0.0012967122020199895,
0.07859820872545242,
-0.012420526705682278,
-0.01095053181052208,
-0.03284228965640068,
-0.027818256989121437,
-0.03518683835864067,
-0.07149013131856918,
-0.02538067102432251,
0.020356638357043266,
0.006856875028461218,
0.013881217688322067,
-0.018309809267520905,
-0.06013953685760498,
0.021268406882882118,
0.02238485962152481,
-0.06698711216449738,
-0.015379123389720917,
-0.021659165620803833,
0.016328107565641403,
-0.02538067102432251,
0.053291965276002884,
-0.008903703652322292,
0.0665777400135994,
-0.047598063945770264,
-0.03064660169184208,
-0.01479298621416092,
-0.0477469228208065,
0.016393234953284264,
-0.03745695948600769,
-0.012150716967880726,
0.017379432916641235,
-0.019007591530680656,
0.0017502708360552788,
-0.0407877080142498,
0.004556518979370594,
-0.015490768477320671,
0.01776088774204254,
0.0073592783883214,
-0.02004031091928482,
-0.036656834185123444,
0.02722281590104103,
0.012634512968361378,
-0.02004031091928482,
0.00762443570420146,
-0.010522558353841305,
0.053850192576646805,
0.020859042182564735,
0.016886333003640175,
-0.08105440437793732,
0.01333229523152113,
0.014513873495161533,
0.058464858680963516,
-0.00841990765184164,
-0.04342997446656227,
0.0005617148126475513,
0.11305935680866241,
-0.03760581836104393,
-0.005805549211800098,
0.041271500289440155,
0.05987903103232384,
-0.026999525725841522,
0.012215843424201012,
-0.00621956679970026,
0.04514186829328537,
-0.018095823004841805,
0.030088376253843307,
-0.002157310489565134,
0.05552487075328827,
-0.0005800315993838012,
0.018728479743003845,
0.008908354677259922,
0.019668160006403923,
-0.04194137454032898,
0.013955648057162762,
-0.053999051451683044,
0.017230572178959846,
0.016681650653481483,
-0.042387954890728,
0.021454481407999992,
-0.003221428720280528,
-0.016374627128243446,
-0.02409675158560276,
-0.028599774464964867,
-0.008559463545680046,
0.044174276292324066,
-0.04201580211520195,
0.011276163160800934,
0.0029888346325606108,
-0.03258178383111954,
0.00856411550194025,
0.04644439369440079,
0.025473708286881447,
0.01592804491519928,
0.030590780079364777,
-0.009834080003201962,
0.008708324283361435,
-0.008545508608222008,
0.007391841150820255,
0.0014874394983053207,
-0.051654502749443054,
0.006982475519180298,
-0.02651572972536087,
0.014318494126200676,
-0.03794075548648834,
0.05444563180208206,
-0.05332918092608452,
0.05366411805152893,
0.01094122789800167,
0.03302836790680885,
0.024654977023601532,
0.05452006310224533,
0.014485962688922882,
-0.0067824446596205235,
-0.02941850572824478,
0.0294929351657629,
-0.004847261589020491,
-0.03537291660904884,
-0.011499453336000443,
-0.028897494077682495,
-0.06974102556705475,
0.05184057727456093,
-0.027315855026245117,
0.06579622626304626,
0.05578537657856941,
0.0055124806240201,
-0.042685672640800476,
0.036433544009923935,
-0.004842609632760286,
0.04841679334640503,
-0.013025270774960518,
-0.003854084759950638,
0.007149943616241217,
0.029232429340481758,
0.025417886674404144,
-0.023910677060484886,
-0.030013946816325188,
-0.02807876281440258,
0.015574502758681774,
0.002563187386840582,
-0.01904480718076229,
0.024282826110720634,
-0.007354626432061195,
0.012448437511920929,
0.028748633340001106,
0.009261897765100002,
0.0055124806240201,
0.0467793308198452,
0.01417893823236227,
-0.06635445356369019,
0.03475886583328247,
-0.024115359410643578,
-0.0389641672372818,
0.0065358951687812805,
-0.044174276292324066,
-0.033102795481681824,
0.0035447345580905676,
0.029176607728004456,
0.003919211216270924,
0.03576367348432541,
-0.0063963383436203,
0.019109932705760002,
0.025064343586564064,
-0.01768645830452442,
-0.03989454358816147,
0.00014958709653001279,
-0.02631104737520218,
-0.03762442618608475,
-0.00034511153353378177,
0.09050703048706055,
0.004756549838930368,
-0.021659165620803833,
0.08031009882688522,
0.021863847970962524,
0.02474801428616047,
0.02530624158680439,
0.04015504941344261,
-0.026218010112643242,
-0.005414791405200958,
-0.010206229984760284,
0.010243445634841919,
0.04536515846848488,
-0.01280198059976101,
-0.04782135412096977,
-0.02005891688168049,
0.027967117726802826,
-0.0017560856649652123,
0.01563962921500206,
0.030814070254564285,
-0.023929283022880554,
-0.0884229838848114,
0.0294929351657629,
0.05098463222384453,
-0.02061714418232441,
0.01755620539188385,
-0.05098463222384453,
-0.015621021389961243,
0.01920297183096409,
-0.0399317592382431,
0.015202351845800877,
0.005838112439960241,
-0.07115519791841507,
-0.028636988252401352,
-0.0047914390452206135,
0.003000464290380478,
-0.05935802310705185,
-0.02273840270936489,
-0.026404084637761116,
-0.057608913630247116,
-0.03717784583568573,
0.00324236205779016,
0.045179083943367004,
-0.009085126221179962,
0.012457741424441338,
0.03794075548648834,
0.0035447345580905676,
0.01333229523152113,
0.0012978751910850406,
-0.054631710052490234,
0.012160020880401134,
0.034293677657842636,
-0.0017793450970202684,
0.018598226830363274,
-0.00584741635248065,
0.0020061242394149303,
0.0016142032109200954,
0.026385478675365448,
-0.09765231609344482,
0.007424404378980398,
-0.0057869418524205685,
0.048156287521123886,
-0.032097987830638885,
0.010671418160200119,
0.012160020880401134,
0.006670799572020769,
0.0255853533744812,
-0.0406760610640049,
0.0012176302261650562,
-0.04975653439760208,
0.026962311938405037,
0.018077215179800987,
-0.012774069793522358,
-0.0020886952988803387,
-0.007368581835180521,
0.008587375283241272,
0.003886647755280137,
-0.06613115966320038,
0.036433544009923935,
0.08202199637889862,
0.02742750011384487,
0.009401454590260983,
0.0147185567766428,
-0.013741660863161087,
0.0351124107837677,
-0.0009292135364376009,
-0.024766622111201286,
0.051356784999370575,
0.01027135644108057,
0.006880134344100952,
0.018002785742282867,
-0.0026585508603602648,
-0.02404092811048031,
0.0381082221865654,
-0.018877338618040085,
0.0016293218359351158,
0.0024352604523301125,
-0.00931772030889988,
-0.03150254860520363,
0.006526591256260872,
-0.02061714418232441,
0.03567063435912132,
0.07242050766944885,
0.009471233002841473,
-0.030013946816325188,
0.01663513109087944,
0.03604278713464737,
-0.02041245996952057,
0.030441919341683388,
0.022850047796964645,
0.014662734232842922,
0.03840594366192818,
0.03269343078136444,
0.042834535241127014,
-0.0675453320145607,
-0.03483329713344574,
0.010438824072480202,
0.025343455374240875,
0.014616214670240879,
0.012662424705922604,
-0.016542093828320503,
-0.015211655758321285,
-0.0008844391559250653,
-0.04320668429136276,
0.002935337834060192,
0.06438205391168594,
-0.0328608974814415,
-0.016970068216323853,
-0.018923858180642128,
0.005312449764460325,
0.018495885655283928,
-0.028339268639683723,
-0.029697617515921593,
-0.07197392731904984,
-0.011145910248160362,
-0.029734833166003227,
0.028190407902002335,
0.011722744442522526,
-0.04968210682272911,
0.08834855258464813,
-0.06419597566127777,
-0.025213204324245453,
0.022347643971443176,
-0.07830048352479935,
0.0008611797820776701,
-0.020859042182564735,
0.0004945532418787479,
0.08514805883169174,
-0.009354935958981514,
0.03334469348192215,
-0.01532330084592104,
0.015835007652640343,
-0.01524887140840292,
-0.006135832984000444,
0.04216466471552849,
-0.04756084829568863,
-0.007689561694860458,
-0.03574506565928459,
0.0013071789871901274,
0.06099548563361168,
-0.03392152860760689,
0.029604580253362656,
-0.03568924218416214,
0.009620092809200287,
-0.005698556080460548,
-0.03581949695944786,
0.0008129164925776422,
-0.040415555238723755,
0.017295699566602707,
0.006935956887900829,
0.0175003819167614,
0.0029841826763004065,
-0.03667544201016426,
0.0000669798391754739,
0.038852524012327194,
0.04156922176480293,
0.011648314073681831,
0.012904321774840355,
-0.014662734232842922,
0.01720266230404377,
-0.041904158890247345,
0.022663971409201622,
-0.018291201442480087,
0.011629706248641014,
-0.0238176379352808,
-0.022235998883843422,
-0.002923708176240325,
0.016504880040884018,
-0.039634037762880325,
0.036154430359601974,
-0.00775003619492054,
-0.09125132858753204,
-0.04942160099744797
] |
22,412 | operator | attrgetter | attrgetter(attr, ...) --> attrgetter object
Return a callable object that fetches the given attribute(s) from its operand.
After f = attrgetter('name'), the call f(r) returns r.name.
After g = attrgetter('name', 'date'), the call g(r) returns (r.name, r.date).
After h = attrgetter('name.first', 'name.last'), the call h(r) returns
(r.name.first, r.name.last). | class attrgetter:
"""
Return a callable object that fetches the given attribute(s) from its operand.
After f = attrgetter('name'), the call f(r) returns r.name.
After g = attrgetter('name', 'date'), the call g(r) returns (r.name, r.date).
After h = attrgetter('name.first', 'name.last'), the call h(r) returns
(r.name.first, r.name.last).
"""
__slots__ = ('_attrs', '_call')
def __init__(self, attr, *attrs):
if not attrs:
if not isinstance(attr, str):
raise TypeError('attribute name must be a string')
self._attrs = (attr,)
names = attr.split('.')
def func(obj):
for name in names:
obj = getattr(obj, name)
return obj
self._call = func
else:
self._attrs = (attr,) + attrs
getters = tuple(map(attrgetter, self._attrs))
def func(obj):
return tuple(getter(obj) for getter in getters)
self._call = func
def __call__(self, obj):
return self._call(obj)
def __repr__(self):
return '%s.%s(%s)' % (self.__class__.__module__,
self.__class__.__qualname__,
', '.join(map(repr, self._attrs)))
def __reduce__(self):
return self.__class__, self._attrs
| null | [
0.04787544906139374,
-0.018850725144147873,
0.030391797423362732,
-0.024309717118740082,
0.03286554664373398,
-0.029871007427573204,
0.04303954541683197,
-0.0456806942820549,
0.07599809020757675,
-0.00023583750589750707,
0.02458871155977249,
0.06561949849128723,
0.0871206745505333,
0.02395632490515709,
-0.01761385053396225,
0.0323447585105896,
-0.0012984867207705975,
0.043746333569288254,
-0.020031802356243134,
0.04452751576900482,
0.03924522176384926,
0.002573723904788494,
0.00751890055835247,
-0.007570049725472927,
0.034204721450805664,
0.05393892899155617,
0.04794984683394432,
0.02776924893260002,
0.06736786663532257,
-0.026188280433416367,
0.015577190555632114,
-0.015716688707470894,
-0.020701389759778976,
-0.021036183461546898,
-0.010927283205091953,
-0.04181196913123131,
0.004591783974319696,
0.0582912415266037,
-0.0555012971162796,
-0.0036990016233175993,
0.034799911081790924,
-0.04653627797961235,
-0.010685487650334835,
-0.05929562449455261,
-0.01708376035094261,
-0.04742905870079994,
-0.006942312233150005,
0.021538373082876205,
-0.017539452761411667,
-0.070455402135849,
0.05286015197634697,
0.04359753429889679,
0.013605630025267601,
-0.010862184688448906,
-0.009509061463177204,
0.007588649168610573,
0.009169617667794228,
0.06680987775325775,
-0.00922541692852974,
0.012675648555159569,
-0.003629253013059497,
0.007342204451560974,
0.0012380379484966397,
-0.003961721435189247,
-0.05970481410622597,
-0.08734386414289474,
-0.050442200154066086,
-0.023900525644421577,
-0.06930222362279892,
0.00014821581135038286,
-0.03727366030216217,
0.03202856332063675,
0.022672949358820915,
-0.012424553744494915,
-0.03260515257716179,
-0.0060634794645011425,
-0.018125340342521667,
-0.033125944435596466,
0.1161360964179039,
-0.040844790637493134,
-0.05639408156275749,
0.010806385427713394,
-0.057882051914930344,
-0.057584457099437714,
-0.02105478197336197,
-0.015465592965483665,
-0.03729226067662239,
-0.05107458680868149,
0.007839743979275227,
0.04887982830405235,
-0.09314695000648499,
0.049884211272001266,
-0.018376436084508896,
0.0328841470181942,
-0.0828055590391159,
-0.004740580916404724,
0.010592489503324032,
0.02336113713681698,
0.024756109341979027,
0.048321839421987534,
0.04620148241519928,
-0.009867103770375252,
-0.04218396171927452,
0.030131401494145393,
-0.004831254016608,
-0.037124864757061005,
-0.04307674616575241,
-0.02137097530066967,
0.026913665235042572,
-0.016600171104073524,
-0.015679487958550453,
-0.031637970358133316,
-0.027527453377842903,
0.026132481172680855,
0.03240055590867996,
-0.04151437431573868,
-0.01962261088192463,
-0.03433492034673691,
0.008207087405025959,
-0.08161517977714539,
0.018311336636543274,
0.021854566410183907,
-0.03202856332063675,
0.04043559730052948,
-0.03552529588341713,
-0.0007666535093449056,
0.029071222990751266,
-0.027657650411128998,
0.04475071281194687,
0.01990160532295704,
0.01066688820719719,
-0.0006550557445734739,
-0.039654411375522614,
0.022300956770777702,
0.053827330470085144,
0.014926203526556492,
0.03470691293478012,
0.04679667204618454,
-0.06610308587551117,
0.030819589272141457,
0.033665332943201065,
-0.014117119833827019,
0.011466672644019127,
-0.004263965412974358,
-0.06100678816437721,
-0.03879883140325546,
0.07079019397497177,
0.05538970232009888,
0.02021779865026474,
-0.007751396391540766,
-0.043783530592918396,
0.01110397931188345,
0.04590388759970665,
0.017706848680973053,
0.04039839655160904,
-0.008095488883554935,
-0.0845167264342308,
-0.05769605562090874,
0.004289539996534586,
-0.045457497239112854,
-0.034799911081790924,
0.007904843427240849,
-0.03001980483531952,
-0.07060419768095016,
0.0883854478597641,
0.05352973937988281,
0.03751545399427414,
-0.05479451268911362,
0.007737446576356888,
0.00982990488409996,
0.012954642996191978,
-0.006988811306655407,
0.00750495120882988,
0.03184256702661514,
-0.04021240025758743,
0.03984040766954422,
-0.02049679309129715,
0.02600228413939476,
-0.007193407043814659,
-0.007314304821193218,
0.029815208166837692,
-0.016972163692116737,
-0.031135782599449158,
-0.004728956148028374,
0.04065879434347153,
0.017492953687906265,
0.009146368131041527,
-0.006249475758522749,
0.009895003400743008,
0.041774772107601166,
-0.01037859357893467,
-0.0164420735090971,
-0.0046801320277154446,
0.037385258823633194,
-0.0005635106936097145,
-0.005914682522416115,
-0.04586669057607651,
0.04962381348013878,
0.05230216309428215,
0.08786465972661972,
-0.017762647941708565,
0.049586616456508636,
-0.018581030890345573,
0.05088859051465988,
0.0006149503169581294,
0.001512382528744638,
0.019473813474178314,
-0.015121500007808208,
-0.06800024956464767,
-0.002901542466133833,
0.022449754178524017,
0.008369834162294865,
0.006207626778632402,
0.020347995683550835,
0.004229091107845306,
-0.0014507712330669165,
0.07305935025215149,
0.014070620760321617,
0.034502316266298294,
0.012982542626559734,
0.03476271033287048,
-0.011457372456789017,
0.08615349233150482,
0.036845870316028595,
0.040249601006507874,
-0.06599149107933044,
-0.006974861491471529,
0.006742366123944521,
-0.024979304522275925,
-0.026448674499988556,
0.05438531935214996,
-0.03935682028532028,
0.05219056457281113,
-0.02367733046412468,
-0.011931663379073143,
0.003961721435189247,
0.05888643115758896,
-0.0042151412926614285,
0.001344985794275999,
-0.004640608094632626,
-0.01962261088192463,
0.039952006191015244,
-0.020422395318746567,
-0.0017425529658794403,
-0.016321176663041115,
-0.04512270539999008,
0.033404938876628876,
0.0011549207847565413,
-0.05684047192335129,
-0.042630355805158615,
-0.004789405036717653,
0.07923442870378494,
0.038538433611392975,
0.03805484622716904,
-0.029015423730015755,
-0.03872442990541458,
-0.0403611995279789,
0.003629253013059497,
0.014200817793607712,
-0.04370913282036781,
0.014368214644491673,
-0.05974201485514641,
0.016414174810051918,
0.008881323970854282,
0.010741286911070347,
-0.024495713412761688,
0.06561949849128723,
0.005091649014502764,
-0.06707026809453964,
0.02745305560529232,
0.08250796049833298,
-0.02280314825475216,
-0.004719656426459551,
0.00591933261603117,
-0.049289021641016006,
-0.03137757629156113,
0.019325016066432,
-0.037980444729328156,
-0.007449151948094368,
-0.07607249170541763,
-0.029071222990751266,
-0.00909056980162859,
-0.0905430018901825,
0.02600228413939476,
0.016897764056921005,
0.004289539996534586,
0.00967180822044611,
-0.002137795090675354,
0.021222179755568504,
0.031637970358133316,
0.10653868317604065,
-0.038650032132864,
-0.02862483263015747,
-0.03260515257716179,
0.0555012971162796,
-0.001737902988679707,
-0.024142321199178696,
-0.033088743686676025,
0.015660889446735382,
-0.02628127858042717,
0.0030503394082188606,
0.014377514831721783,
0.008072239346802235,
-0.005449691787362099,
0.015502792783081532,
-0.002764370059594512,
0.02397492341697216,
-0.0060960291884839535,
-0.02308214269578457,
0.03329334035515785,
0.00921611674129963,
0.005389242898672819,
-0.035134702920913696,
0.008444232866168022,
-0.02051539346575737,
0.02018059976398945,
-0.0324377566576004,
0.058551639318466187,
0.026988064870238304,
0.06335034221410751,
-0.008383783511817455,
0.01110397931188345,
-0.03961721435189247,
0.06993461400270462,
-0.027043864130973816,
0.011922363191843033,
-0.05267415568232536,
0.041737571358680725,
0.006951611954718828,
0.03202856332063675,
-0.07093898952007294,
-0.0006434309761971235,
-0.012331555597484112,
0.042072366923093796,
0.006398273166269064,
0.053827330470085144,
0.02949901483952999,
-0.01622817851603031,
0.005207896698266268,
-0.04586669057607651,
0.014238017611205578,
0.002231955761089921,
-0.03502310439944267,
-0.008611628785729408,
-0.03003840334713459,
-0.02055259235203266,
0.05576169490814209,
0.06491271406412125,
0.07265015691518784,
-0.014479812234640121,
0.013029041700065136,
-0.06100678816437721,
-0.005007950589060783,
-0.007346854079514742,
-0.006407572887837887,
0.017539452761411667,
-0.058514438569545746,
-0.01960401050746441,
0.039394017308950424,
0.005961181595921516,
0.07372893393039703,
-0.054757311940193176,
0.01344753336161375,
-0.048396240919828415,
0.02629987895488739,
-0.04478790983557701,
-0.034539513289928436,
0.02021779865026474,
0.017269756644964218,
-0.0646895170211792,
-0.0002598135906737298,
0.022338157519698143,
0.046089883893728256,
-0.04623868316411972,
-0.0026411477010697126,
0.013521932065486908,
0.06327594071626663,
-0.01563298888504505,
-0.019418014213442802,
0.007681647781282663,
-0.007979241199791431,
-0.02083158679306507,
0.06368513405323029,
0.06122998520731926,
0.028959624469280243,
0.007774645928293467,
0.031916964799165726,
-0.009253316558897495,
0.004080294165760279,
0.03353513404726982,
-0.0027015963569283485,
-0.037403859198093414,
-0.04538309946656227,
-0.028736429288983345,
-0.01788354478776455,
-0.07026940584182739,
0.016414174810051918,
-0.07164578139781952,
-0.026969464495778084,
-0.023268138989806175,
0.0020819962956011295,
-0.024458514526486397,
-0.008839474990963936,
0.037403859198093414,
0.032512154430150986,
0.003952421713620424,
0.03256795182824135,
0.02196616493165493,
-0.022598551586270332,
-0.008207087405025959,
-0.007384053431451321,
-0.0268950667232275,
-0.024067921563982964,
-0.031916964799165726,
0.07227816432714462,
0.04184916988015175,
0.04620148241519928,
0.03087538667023182,
0.008988271467387676,
0.025555891916155815,
-0.01619097776710987,
-0.0328841470181942,
-0.04385792836546898,
-0.010285595431923866,
-0.009076619520783424,
-0.0061983270570635796,
-0.0083558838814497,
-0.00015649845590814948,
0.015307496301829815,
0.07265015691518784,
-0.0006858613924123347,
-0.014898303896188736,
-0.06770265847444534,
-0.04452751576900482,
0.008472131565213203,
-0.0565800778567791,
-0.03400012478232384,
0.030243000015616417,
0.024904904887080193,
-0.010294895619153976,
-0.0433371402323246,
0.045159902423620224,
0.0011903763515874743,
-0.023863326758146286,
-0.07231536507606506,
-0.027546053752303123,
0.018404334783554077,
0.07503090798854828,
0.02566749043762684,
-0.058179646730422974,
0.03692026808857918,
0.03980321064591408,
0.048991426825523376,
0.020459594205021858,
0.05527810379862785,
0.0015391194028779864,
0.022691549733281136,
-0.028736429288983345,
-0.00002315872006874997,
0.05345533788204193,
0.01934361644089222,
0.0028387687634676695,
0.04914022609591484,
-0.007979241199791431,
-0.09537890553474426,
0.01912042126059532,
0.05754725635051727,
0.02339833602309227,
-0.06059759855270386,
-0.048396240919828415,
0.018618229776620865,
-0.05051659792661667,
-0.026374276727437973,
0.027229860424995422,
0.009160318411886692,
0.026467274874448776,
-0.004129118286073208,
-0.04661067575216293,
-0.04731746017932892,
-0.10006601363420486,
-0.009453262202441692,
-0.03065219148993492,
0.026523074135184288,
-0.02512810193002224,
-0.014014821499586105,
0.004410437308251858,
-0.00527764530852437,
0.01823693886399269,
-0.011922363191843033,
-0.004303489811718464,
-0.04445311799645424,
0.06930222362279892,
0.015809686854481697,
-0.007732796482741833,
0.003926847130060196,
0.03530209884047508,
0.0016704793088138103,
0.003975671250373125,
-0.014377514831721783,
-0.020943183451890945,
-0.022431155666708946,
-0.06037440150976181,
0.0450483076274395,
0.031061382964253426,
0.019492413848638535,
0.05289734899997711,
-0.012322255410254002,
0.003738525789231062,
0.008686027489602566,
-0.0555012971162796,
-0.009709007106721401,
-0.03271675109863281,
0.006468021776527166,
0.039394017308950424,
-0.04646187648177147,
-0.06818624585866928,
0.022710150107741356,
0.014386814087629318,
-0.02427251823246479,
-0.012024661526083946,
0.06617748737335205,
0.015084300190210342,
-0.05222776532173157,
0.01095518283545971,
-0.048656634986400604,
0.018367135897278786,
0.022338157519698143,
0.001403109636157751,
-0.009364914149045944,
-0.012145559303462505,
0.03716206178069115,
-0.0048824031837284565,
-0.04129118099808693,
0.001956448657438159,
-0.014777407050132751,
0.060486000031232834,
-0.04564349353313446,
0.008727876469492912,
0.018608931452035904,
0.024179520085453987,
0.09031980484724045,
0.039691612124443054,
-0.011885164305567741,
0.019250618293881416,
0.028420235961675644,
-0.02713686227798462,
-0.02021779865026474,
-0.01384742558002472,
0.013828825205564499,
-0.024625910446047783,
-0.00982060469686985,
0.014182218350470066,
-0.014768106862902641,
-0.018692629411816597,
-0.007895543240010738,
0.0051288483664393425,
-0.024309717118740082,
-0.03805484622716904,
-0.04508550465106964,
0.006305275019258261,
0.003482780884951353,
-0.007616548798978329,
0.011922363191843033,
0.01908322051167488,
-0.01643277332186699,
0.02343553490936756,
0.06680987775325775,
0.05007020756602287,
-0.004924252163618803,
-0.042295560240745544,
-0.060820791870355606,
0.06822344660758972,
-0.006123928353190422,
0.014982002787292004,
0.015735287219285965,
0.04850783571600914,
-0.04281635209918022,
-0.010769186541438103,
0.012247856706380844,
0.0008881323738023639,
0.04850783571600914,
-0.021594172343611717,
-0.013959023170173168,
-0.022170759737491608,
-0.04244435951113701,
0.01054599042981863,
-0.015251697041094303,
0.03442791849374771,
-0.061118386685848236,
-0.038538433611392975,
-0.022431155666708946,
-0.05248815938830376,
-0.03271675109863281,
0.040844790637493134,
0.026430075988173485,
-0.024309717118740082,
-0.035711292177438736,
0.021296577528119087,
-0.06379673629999161,
-0.04382073134183884,
-0.04296514764428139,
-0.02397492341697216,
0.020645590499043465,
0.028755029663443565,
-0.023919126018881798,
-0.028122641146183014,
0.0032619102858006954,
0.01788354478776455,
0.0005263114580884576,
-0.01850663311779499,
-0.011596869677305222,
0.01646067388355732,
0.020980384200811386,
0.05259975790977478,
0.019808607175946236,
-0.010071700438857079,
-0.033609531819820404,
0.016116579994559288,
-0.030187200754880905,
-0.04586669057607651,
-0.04400672763586044,
-0.008820874616503716,
-0.02516530081629753,
0.044676315039396286,
-0.06346193701028824,
-0.032772548496723175,
0.021166380494832993,
-0.049809809774160385,
0.03269815072417259,
-0.02799244411289692,
0.02075718715786934,
-0.03692026808857918,
0.06323874741792679,
-0.07238976657390594,
-0.03346073627471924,
-0.01593058370053768,
0.07082739472389221,
0.03264235332608223,
-0.06974861770868301,
0.008095488883554935,
-0.03729226067662239,
-0.010871483944356441,
-0.04322554171085358,
0.02337973564863205,
-0.024439914152026176,
-0.00425001559779048,
-0.027880847454071045,
-0.05542689934372902,
0.06271795183420181,
-0.01255475077778101,
-0.02427251823246479,
-0.006337824277579784,
0.0039733462035655975,
0.022617151960730553,
0.010192597284913063,
-0.029629211872816086,
0.00005107633114675991,
-0.06435472518205643,
0.0015646939864382148,
0.02256135269999504,
-0.01936221495270729,
-0.048917029052972794,
0.03379552811384201,
0.00882552471011877,
-0.017223257571458817,
-0.009625309146940708,
-0.06636348366737366,
-0.0017425529658794403,
0.04683386906981468,
-0.025258298963308334,
0.00995080266147852,
0.048396240919828415,
0.048396240919828415,
-0.03401872515678406,
-0.044601913541555405,
0.006616818718612194,
0.0665866807103157,
0.004608058370649815,
0.03035459667444229,
0.0018599630566313863,
0.03552529588341713,
0.023826127871870995,
0.006774915382266045,
0.004598758649080992,
-0.004445311613380909,
-0.0682978481054306,
0.07596088945865631,
-0.003773400094360113,
0.05286015197634697,
-0.062271565198898315,
0.04657347500324249,
-0.021222179755568504,
0.048470638692379,
-0.0009131256374530494,
-0.06498710811138153,
-0.04240715876221657,
-0.0032130861654877663,
0.020273597911000252,
0.04010080546140671,
0.012889544479548931,
-0.00023990617773961276,
0.01762315072119236,
0.010490192100405693,
-0.04140277951955795,
-0.00923936627805233,
0.01643277332186699,
-0.0028248189482837915,
0.011243476532399654,
0.030224399641156197,
-0.005817034747451544,
-0.02111058123409748,
0.04129118099808693,
-0.019864406436681747,
-0.04906582459807396,
0.09701567143201828,
-0.026932265609502792,
-0.00047748739598318934,
0.03716206178069115,
-0.0328841470181942,
0.07335694134235382,
0.048061445355415344,
-0.009360264055430889,
0.07443572580814362,
0.0010857534362003207,
-0.05583609268069267,
0.011420173570513725,
0.010908683761954308,
0.009532310999929905,
-0.05717526376247406,
-0.014842505566775799,
0.009969402104616165,
0.03794324770569801,
0.01872982829809189,
0.0164420735090971,
0.0265788733959198,
-0.04307674616575241,
0.010304195806384087,
-0.0375712551176548,
0.009802005253732204,
0.046052686870098114,
-0.039133623242378235,
0.041700370609760284,
0.009002221748232841,
0.049251820892095566,
-0.032772548496723175,
-0.022319557145237923,
0.0009183567599393427,
0.030707990750670433,
-0.002073858864605427,
-0.022877546027302742,
-0.0018134639831259847,
0.018562432378530502,
0.004380213096737862,
-0.012703548185527325,
0.04590388759970665,
-0.06323874741792679,
-0.010443693026900291,
-0.025276897475123405,
0.018692629411816597,
-0.01847873255610466,
-0.02049679309129715,
0.015809686854481697,
-0.03524630144238472,
0.0070492601953446865,
0.048470638692379,
0.003780375001952052,
-0.029368817806243896,
0.017725449055433273
] |
22,413 | copulas | check_valid_values | Raise an exception if the given values are not supported.
Args:
function(callable): Method whose unique argument is a numpy.array-like object.
Returns:
callable: Decorated function
Raises:
ValueError: If there are missing or invalid values or if the dataset is empty.
| def check_valid_values(function):
"""Raise an exception if the given values are not supported.
Args:
function(callable): Method whose unique argument is a numpy.array-like object.
Returns:
callable: Decorated function
Raises:
ValueError: If there are missing or invalid values or if the dataset is empty.
"""
def decorated(self, X, *args, **kwargs):
if isinstance(X, pd.DataFrame):
W = X.to_numpy()
else:
W = X
if not len(W):
raise ValueError('Your dataset is empty.')
if not (np.issubdtype(W.dtype, np.floating) or np.issubdtype(W.dtype, np.integer)):
raise ValueError('There are non-numerical values in your data.')
if np.isnan(W).any().any():
raise ValueError('There are nan values in your data.')
return function(self, X, *args, **kwargs)
return decorated
| (function) | [
0.047528285533189774,
-0.03281279653310776,
0.014934849925339222,
0.017594605684280396,
-0.006311208009719849,
0.023343700915575027,
-0.03639569878578186,
-0.034860171377658844,
0.06540623307228088,
-0.009587917476892471,
0.005351502448320389,
0.03805918991565704,
0.061201807111501694,
-0.07008594274520874,
-0.020711364224553108,
0.02036404237151146,
-0.0017411805456504226,
0.06686864048242569,
0.0512574277818203,
0.040837764739990234,
-0.030399823561310768,
-0.009715878404676914,
-0.036084938794374466,
0.009496517479419708,
0.002572925528511405,
0.07655709981918335,
0.00132645049598068,
0.017494065687060356,
0.04880789294838905,
0.026652401313185692,
-0.019194114953279495,
-0.018060749396681786,
-0.029650337994098663,
0.05304887890815735,
0.028608372434973717,
-0.041130248457193375,
0.003589756553992629,
-0.039485037326812744,
-0.06683208048343658,
-0.016068216413259506,
-0.05282951891422272,
-0.024056624621152878,
0.029083654284477234,
0.027164243161678314,
-0.015794014558196068,
-0.014733768999576569,
0.004995040129870176,
0.024659868329763412,
-0.08101744949817657,
0.020254362374544144,
0.03326980024576187,
0.026231957599520683,
0.07158491015434265,
0.0025637855287641287,
0.0068687512539327145,
0.07736142724752426,
0.02237485535442829,
0.032227832823991776,
0.036688182502985,
-0.0434701032936573,
-0.007590815890580416,
0.03297732025384903,
0.009007524698972702,
-0.04741860553622246,
0.005223541520535946,
0.020455442368984222,
-0.020272642374038696,
-0.030253581702709198,
-0.0007060692296363413,
0.04474971070885658,
-0.025884635746479034,
-0.012786936946213245,
0.005356072448194027,
0.036286018788814545,
0.004483196884393692,
0.005333221983164549,
-0.0384613499045372,
0.010812684893608093,
0.0035714765544980764,
-0.014048264361917973,
0.022777017205953598,
0.002858552150428295,
0.026049157604575157,
0.021625369787216187,
0.011635290458798409,
-0.04295825958251953,
-0.050526224076747894,
0.05154991149902344,
0.07253547757863998,
0.06935473531484604,
-0.03853447362780571,
0.0027077412232756615,
-0.00815292913466692,
-0.017813967540860176,
0.0057445247657597065,
0.03787638992071152,
0.04935629665851593,
-0.007910717278718948,
-0.006219807546585798,
-0.005196121521294117,
0.03156974911689758,
0.0064391689375042915,
0.08182176947593689,
0.030326703563332558,
0.015017110854387283,
-0.04409162700176239,
0.015254751779139042,
-0.02793200872838497,
-0.005835925228893757,
0.02656099945306778,
-0.06844073534011841,
-0.03762046620249748,
0.03518921136856079,
-0.03306872025132179,
-0.014048264361917973,
-0.017749987542629242,
-0.046687401831150055,
0.017292983829975128,
-0.09739642590284348,
-0.027182523161172867,
0.05023374408483505,
0.04409162700176239,
-0.007005852181464434,
-0.016388118267059326,
0.07794638723134995,
0.01008148118853569,
-0.002451819833368063,
0.016589200124144554,
0.0377301461994648,
-0.025263112038373947,
-0.006082706619054079,
0.009130914695560932,
0.0121105732396245,
0.03981408104300499,
-0.02115008793771267,
0.0008774452726356685,
0.0045768823474645615,
0.005835925228893757,
-0.004055899567902088,
-0.019413476809859276,
0.030015941709280014,
0.02023608237504959,
0.030801985412836075,
0.034567687660455704,
0.0747656524181366,
0.023617902770638466,
0.006530569400638342,
0.033799923956394196,
0.01625101827085018,
-0.0031258987728506327,
-0.012604136019945145,
0.02577495574951172,
0.009066934697329998,
-0.02592119574546814,
0.006041576620191336,
-0.009606197476387024,
0.04880789294838905,
-0.05597369745373726,
0.027475005015730858,
-0.03674302250146866,
-0.010766984894871712,
0.03868071362376213,
-0.015702614560723305,
0.024038344621658325,
0.0019765368197113276,
0.04734548553824425,
-0.020894166082143784,
0.006398038472980261,
0.02835245057940483,
0.012348214164376259,
0.023946944624185562,
-0.004304965957999229,
0.019322076812386513,
0.03893663361668587,
0.02115008793771267,
0.025263112038373947,
-0.01477946899831295,
0.0035394863225519657,
0.02129632793366909,
0.016644040122628212,
-0.018252689391374588,
0.03831510990858078,
-0.04902725666761398,
0.008541381917893887,
0.014797748997807503,
0.006206097546964884,
-0.016973081976175308,
-0.054876890033483505,
-0.02727392502129078,
0.010968065820634365,
-0.024879230186343193,
0.02358134277164936,
0.044201306998729706,
0.05100150778889656,
0.00030676310416311026,
-0.06346854567527771,
0.004659143276512623,
0.01869141310453415,
0.0021136377472430468,
-0.008130079135298729,
0.0704881027340889,
-0.04354322329163551,
0.07992064207792282,
-0.018581731244921684,
-0.062079254537820816,
0.005278381984680891,
-0.053524162620306015,
-0.01453268714249134,
-0.04175177216529846,
-0.030399823561310768,
0.029595497995615005,
-0.03966783732175827,
-0.03730970621109009,
0.07458285242319107,
0.025555593892931938,
-0.00710639264434576,
0.06939129531383514,
-0.045554034411907196,
-0.016461238265037537,
-0.005982166156172752,
0.07458285242319107,
-0.020455442368984222,
0.007983838208019733,
-0.0018897063564509153,
0.08957254141569138,
0.013883743435144424,
0.05158647149801254,
-0.028187930583953857,
0.03805918991565704,
0.019066154956817627,
-0.024806110188364983,
0.0020633675158023834,
-0.04306793957948685,
-0.01593111641705036,
-0.005104720592498779,
-0.044201306998729706,
0.09805451333522797,
-0.04321417957544327,
0.05725330486893654,
-0.007430864963680506,
-0.01805160939693451,
-0.021990971639752388,
-0.0054246229119598866,
0.028187930583953857,
0.05023374408483505,
-0.007938138209283352,
-0.026012597605586052,
0.09205863624811172,
-0.04891757294535637,
-0.038790393620729446,
-0.04950253665447235,
0.022904977202415466,
0.0031784542370587587,
-0.0015195341547951102,
-0.004124450031667948,
-0.0033338351640850306,
0.01325307972729206,
-0.02785888873040676,
0.08328418433666229,
-0.015510673634707928,
0.030728865414857864,
-0.03559137508273125,
0.020967286080121994,
0.03228267282247543,
-0.05703394487500191,
-0.03498813137412071,
0.0040970295667648315,
0.02365446276962757,
0.04295825958251953,
0.03831510990858078,
-0.12123368680477142,
0.05041654407978058,
-0.001093950355425477,
-0.06222549453377724,
0.030308421701192856,
0.058788836002349854,
0.046321798115968704,
-0.06025124341249466,
0.03882695361971855,
0.002650615992024541,
0.017219863831996918,
-0.04741860553622246,
-0.03445800766348839,
0.006539709400385618,
-0.006983002182096243,
-0.01972423866391182,
-0.008459120988845825,
-0.027328765019774437,
0.041130248457193375,
-0.0020473722834140062,
-0.028297610580921173,
-0.015921976417303085,
0.014468707144260406,
0.007892437279224396,
-0.02641475945711136,
-0.02370930276811123,
0.038132309913635254,
-0.06610088050365448,
0.039923761039972305,
-0.0427388958632946,
-0.005753664765506983,
-0.007389734499156475,
-0.005091010592877865,
-0.012585856020450592,
0.0025820655282586813,
-0.06003188341856003,
0.006032436154782772,
-0.031222427263855934,
-0.05378008261322975,
-0.027036283165216446,
0.02690832130610943,
0.042921699583530426,
-0.02498891018331051,
-0.04957566037774086,
0.08635523915290833,
0.012156273238360882,
0.024202866479754448,
0.006142117083072662,
-0.0076639363542199135,
0.028809454292058945,
0.02869977243244648,
0.013106838800013065,
0.03160630911588669,
-0.03135038912296295,
-0.04047216475009918,
0.0249157901853323,
0.08204113692045212,
-0.03041810356080532,
-0.019285516813397408,
0.06025124341249466,
-0.009226885624229908,
-0.029376136139035225,
0.06569871306419373,
0.012869197875261307,
0.0441647469997406,
0.03246547654271126,
-0.02336198091506958,
-0.003948503639549017,
0.0662836804986,
0.046833641827106476,
-0.017247283831238747,
0.009633618406951427,
0.0015241041546687484,
-0.034074123948812485,
0.03177083283662796,
-0.021424289792776108,
-0.00929543562233448,
0.022758737206459045,
0.05147679150104523,
0.029430978000164032,
-0.005520593374967575,
0.05140367150306702,
-0.026030877605080605,
0.0020610825158655643,
0.023526500910520554,
0.011004626750946045,
0.031039627268910408,
0.015876276418566704,
0.003064203541725874,
-0.03922911733388901,
0.07001282274723053,
-0.031953632831573486,
0.017356963828206062,
-0.02115008793771267,
0.028443850576877594,
0.036779582500457764,
0.02178989164531231,
-0.02720080316066742,
0.009414256550371647,
-0.0015001115389168262,
0.01716502383351326,
-0.003135038772597909,
-0.0037314274813979864,
-0.021990971639752388,
0.05114774778485298,
0.00032732822000980377,
0.01681770198047161,
-0.006525999400764704,
-0.014770328998565674,
0.03469564765691757,
0.03641397878527641,
-0.04727236554026604,
0.0026346207596361637,
-0.04997782036662102,
0.038278549909591675,
-0.011644430458545685,
-0.02080276608467102,
0.019742518663406372,
-0.06599120050668716,
-0.036998942494392395,
-0.007668506354093552,
-0.02869977243244648,
-0.017393525689840317,
0.0012521875323727727,
-0.03076542541384697,
0.001570947002619505,
0.03513437137007713,
0.009916959330439568,
0.0044672018848359585,
-0.039850641041994095,
-0.05619305744767189,
-0.024440506473183632,
-0.000786616001278162,
0.004220420494675636,
0.00448776688426733,
0.0203092023730278,
-0.014020844362676144,
-0.022466255351901054,
0.0018817088566720486,
0.0313321091234684,
0.06218893453478813,
-0.03553653508424759,
0.025756675750017166,
-0.0013904308434575796,
0.010218581184744835,
0.0316794291138649,
-0.05611993744969368,
-0.015071950852870941,
-0.016561780124902725,
-0.008916123770177364,
0.04251953586935997,
-0.07158491015434265,
-0.026963163167238235,
0.07641085982322693,
-0.01615961827337742,
-0.018645713105797768,
-0.00482594920322299,
-0.03288591653108597,
0.006050716619938612,
0.009327426552772522,
-0.03747422620654106,
-0.03111274726688862,
-0.09951692074537277,
-0.07845823466777802,
-0.01207401230931282,
-0.026250237599015236,
-0.06273733824491501,
0.027895448729395866,
0.0274201650172472,
0.06639336049556732,
-0.004263835493475199,
0.007097252644598484,
0.0640535056591034,
0.032648276537656784,
-0.056083377450704575,
-0.05356072261929512,
0.03868071362376213,
0.0295589379966259,
-0.054803770035505295,
-0.04716268554329872,
-0.011059466749429703,
0.021661929786205292,
0.0025500752963125706,
0.0013721507275477052,
0.01987048052251339,
0.03120414726436138,
-0.05977595970034599,
-0.045261554419994354,
0.04507875069975853,
0.021351167932152748,
0.0020473722834140062,
0.014066544361412525,
-0.11245923489332199,
-0.07933567464351654,
-0.07889695465564728,
0.05151335150003433,
-0.0037268574815243483,
-0.02784060686826706,
0.01851775124669075,
0.03709034249186516,
0.037437666207551956,
-0.042044252157211304,
0.010876665823161602,
-0.03904631361365318,
0.01856345124542713,
0.04288513958454132,
-0.015300451777875423,
0.03390960395336151,
0.03261171653866768,
0.021424289792776108,
-0.030582623556256294,
0.00954221747815609,
0.028041688725352287,
0.036998942494392395,
-0.012229393236339092,
-0.008687621913850307,
-0.06273733824491501,
-0.00871961284428835,
-0.011744970455765724,
0.03922911733388901,
-0.02707284316420555,
0.011269687674939632,
0.05425536632537842,
0.015967676416039467,
-0.0174392256885767,
-0.029760019853711128,
0.03496985137462616,
-0.012037452310323715,
0.027036283165216446,
-0.004780248738825321,
0.03570105507969856,
0.01881023310124874,
-0.06087276712059975,
-0.014359026215970516,
0.039558157324790955,
-0.06716112792491913,
0.014633228071033955,
-0.008980103768408298,
-0.03687098249793053,
-0.06712456792593002,
-0.04705300182104111,
0.05253703519701958,
0.03893663361668587,
0.04869821295142174,
0.0014658363070338964,
-0.024458786472678185,
0.0028425571508705616,
-0.022630777209997177,
-0.04123992845416069,
0.02414802461862564,
-0.004533467348664999,
0.013426740653812885,
0.02427598647773266,
0.004684278275817633,
-0.017110183835029602,
0.011068606749176979,
-0.023453380912542343,
-0.0324106365442276,
-0.009450816549360752,
0.01250359509140253,
-0.03769358620047569,
-0.010520203039050102,
0.06237173452973366,
0.03959471732378006,
-0.014441287145018578,
-0.0043872264213860035,
0.028864294290542603,
-0.0178048275411129,
-0.06346854567527771,
0.0406184047460556,
-0.02365446276962757,
0.03083854541182518,
0.028096528723835945,
-0.02592119574546814,
0.023307140916585922,
-0.06811168789863586,
-0.02328886091709137,
0.03427520766854286,
-0.021497409790754318,
-0.03156974911689758,
0.01042880304157734,
-0.006882461253553629,
0.06229861453175545,
0.004958479665219784,
0.028315890580415726,
-0.01950487680733204,
0.016982221975922585,
0.05469409003853798,
-0.021661929786205292,
-0.02328886091709137,
-0.046468038111925125,
-0.04025280103087425,
0.019779078662395477,
-0.042556095868349075,
-0.07911631464958191,
-0.02557387389242649,
0.028462130576372147,
0.0017663156613707542,
-0.028261050581932068,
-0.017768267542123795,
-0.037072062492370605,
0.03694410249590874,
-0.03409240394830704,
-0.044969070702791214,
-0.01773170754313469,
0.028041688725352287,
-0.02043716236948967,
-0.05242735520005226,
-0.06599120050668716,
-0.0754602923989296,
-0.020382322371006012,
-0.032575156539678574,
-0.06650304049253464,
-0.06430942565202713,
0.01895647495985031,
0.010986345820128918,
-0.0676364079117775,
0.04325073957443237,
-0.036011818796396255,
0.03146006911993027,
0.029942819848656654,
0.004729978274554014,
-0.06606432050466537,
-0.06730736792087555,
0.0655159130692482,
0.07056122273206711,
-0.025555593892931938,
0.002815136918798089,
0.033233240246772766,
-0.0030436383094638586,
-0.06368790566921234,
0.051732711493968964,
-0.02158880978822708,
-0.04047216475009918,
0.0006415176321752369,
-0.0317159928381443,
-0.010127181187272072,
0.009578777477145195,
0.021497409790754318,
-0.08006688207387924,
-0.04010656103491783,
0.052025195211172104,
0.009825559332966805,
-0.021533969789743423,
0.06562559306621552,
0.03654193878173828,
-0.07677645981311798,
0.011415928602218628,
0.0005184125038795173,
0.006909881718456745,
0.02599431574344635,
-0.021040406078100204,
-0.024166306480765343,
-0.009505657479166985,
0.02990625984966755,
-0.06306637823581696,
0.028169650584459305,
-0.02456846833229065,
-0.05867915228009224,
-0.039631277322769165,
0.012046592310070992,
0.01787794753909111,
0.049685340374708176,
-0.02065652422606945,
-0.048259489238262177,
0.0026003457605838776,
0.009523937478661537,
0.03952159732580185,
0.011854651384055614,
0.004812239203602076,
-0.023672742769122124,
-0.004028479102998972,
-0.0014189935754984617,
0.00027505852631293237,
0.0384613499045372,
-0.018508611246943474,
-0.033288080245256424,
-0.026725521311163902,
0.07012250274419785,
-0.05813074856996536,
0.00806609820574522,
0.042117372155189514,
-0.020108120515942574,
-0.011744970455765724,
0.05802106857299805,
0.019907040521502495,
0.010309982113540173,
-0.001774313161149621,
0.02109524793922901,
-0.0006672239978797734,
-0.01966939866542816,
0.0002474955399520695,
0.011287967674434185,
0.01908443495631218,
0.05378008261322975,
0.014934849925339222,
0.0009088641963899136,
-0.014039124362170696,
0.02535451203584671,
0.01694566197693348,
-0.012439615093171597,
0.031295549124479294,
-0.0035760465543717146,
0.015273031778633595,
0.049758460372686386,
-0.034787051379680634,
-0.019742518663406372,
-0.005941035691648722,
-0.03701722249388695,
0.022904977202415466,
0.003466365858912468,
0.02884601429104805,
-0.04741860553622246,
0.04478627070784569,
-0.041057128459215164,
-0.07432692497968674,
-0.01320737972855568,
-0.003640027018263936,
0.013399320654571056,
-0.004720838274806738,
-0.0008071811171248555,
-0.033927883952856064,
0.02486095018684864,
-0.019779078662395477,
-0.0741075649857521,
-0.03674302250146866,
-0.06427286565303802,
0.05220799520611763,
0.03798606991767883,
0.049319736659526825,
-0.025884635746479034,
0.0135272815823555,
-0.030399823561310768,
0.06613744050264359,
0.054109126329422,
-0.08167552947998047,
-0.0391559973359108,
-0.004165580030530691,
0.01879195310175419,
-0.04339698329567909,
-0.014130525290966034,
0.02292325720191002,
-0.01669888012111187,
-0.04102056846022606,
-0.06134805083274841,
-0.016433818265795708,
-0.016123056411743164,
-0.02058340422809124,
0.02029092237353325,
-0.021332887932658195,
0.05220799520611763,
0.009144624695181847,
-0.0037268574815243483,
-0.013088558800518513,
-0.02848041243851185,
0.06116524711251259,
0.005822215229272842,
-0.03118586726486683,
0.029284736141562462,
-0.05677802115678787,
0.07882383465766907,
0.03588385507464409,
0.005675974301993847,
0.08869509398937225,
0.023946944624185562,
-0.026231957599520683,
-0.04354322329163551,
0.026469599455595016,
-0.02427598647773266,
-0.012229393236339092,
0.03305044025182724,
-0.0045471773482859135,
0.04028936102986336,
-0.06039748340845108,
0.07458285242319107,
0.014953129924833775,
-0.012165413238108158,
0.029760019853711128,
0.011562169529497623,
-0.026652401313185692,
-0.025683553889393806,
-0.007421724498271942,
-0.024166306480765343,
0.013984284363687038,
0.07516781240701675,
-0.01434988621622324,
-0.015464972704648972,
0.0025249402970075607,
0.003959928639233112,
-0.017768267542123795,
-0.04474971070885658,
0.05798450857400894,
-0.005689684301614761,
-0.003064203541725874,
-0.023892104625701904,
0.044201306998729706,
0.0005606852355413139,
0.0512574277818203
] |
22,416 | importlib.metadata | entry_points | Return EntryPoint objects for all installed packages.
Pass selection parameters (group or name) to filter the
result to entry points matching those properties (see
EntryPoints.select()).
For compatibility, returns ``SelectableGroups`` object unless
selection parameters are supplied. In the future, this function
will return ``EntryPoints`` instead of ``SelectableGroups``
even when no selection parameters are supplied.
For maximum future compatibility, pass selection parameters
or invoke ``.select`` with parameters on the result.
:return: EntryPoints or SelectableGroups for all installed packages.
| def entry_points(**params) -> Union[EntryPoints, SelectableGroups]:
"""Return EntryPoint objects for all installed packages.
Pass selection parameters (group or name) to filter the
result to entry points matching those properties (see
EntryPoints.select()).
For compatibility, returns ``SelectableGroups`` object unless
selection parameters are supplied. In the future, this function
will return ``EntryPoints`` instead of ``SelectableGroups``
even when no selection parameters are supplied.
For maximum future compatibility, pass selection parameters
or invoke ``.select`` with parameters on the result.
:return: EntryPoints or SelectableGroups for all installed packages.
"""
norm_name = operator.attrgetter('_normalized_name')
unique = functools.partial(unique_everseen, key=norm_name)
eps = itertools.chain.from_iterable(
dist.entry_points for dist in unique(distributions())
)
return SelectableGroups.load(eps).select(**params)
| (**params) -> Union[importlib.metadata.EntryPoints, importlib.metadata.SelectableGroups] | [
0.03648845851421356,
-0.024704599753022194,
-0.045908328145742416,
-0.029270168393850327,
0.001599302515387535,
-0.005661846604198217,
0.028764888644218445,
-0.03237403556704521,
0.007854402996599674,
0.05695231258869171,
0.007272427901625633,
-0.028837071731686592,
-0.03650650382041931,
0.007552136667072773,
-0.021672917529940605,
-0.03998932987451553,
-0.016412587836384773,
0.05319880321621895,
0.02567906863987446,
0.0258956179022789,
-0.0010009738616645336,
0.01472531259059906,
0.06323222815990448,
0.001366963842883706,
-0.01644868031144142,
0.02809719741344452,
0.09593108296394348,
-0.030894285067915916,
-0.023802313953638077,
-0.02622044086456299,
-0.006112989969551563,
0.024885056540369987,
-0.038798313587903976,
0.0017459240043535829,
-0.03170634061098099,
-0.006645339075475931,
0.026906179264187813,
0.06056145951151848,
0.08207196742296219,
0.07182199507951736,
-0.03161611407995224,
-0.006694964598864317,
0.0791124626994133,
-0.025985846295952797,
0.027140773832798004,
0.03462975099682808,
0.08012302964925766,
-0.021131545305252075,
0.02068040333688259,
-0.026364807039499283,
-0.014201986603438854,
-0.010619910433888435,
0.0656142607331276,
-0.025245971977710724,
-0.026274578645825386,
0.05135813727974892,
0.011955293826758862,
0.03894267976284027,
-0.014238078147172928,
0.02941453456878662,
0.014147849753499031,
0.009871012531220913,
0.018018657341599464,
0.014526809565722942,
-0.013525271788239479,
0.004858811851590872,
-0.03619972616434097,
-0.04244355112314224,
-0.10112825036048889,
0.05092504248023033,
-0.03619972616434097,
-0.013795957900583744,
-0.030731871724128723,
-0.026039984077215195,
0.013471134938299656,
0.05258524790406227,
0.02753777988255024,
0.020066848024725914,
0.01963375136256218,
0.021600734442472458,
-0.02374817617237568,
0.021654872223734856,
-0.02804305963218212,
0.03513503074645996,
0.09253848344087601,
0.0136335464194417,
-0.007466419599950314,
0.03654259815812111,
0.03305977210402489,
0.00021626675152219832,
-0.014436581172049046,
0.02558884024620056,
0.0025985846295952797,
0.02423541061580181,
0.0109266871586442,
0.009979287162423134,
-0.02591366320848465,
0.019687887281179428,
-0.02558884024620056,
0.000037677502405131236,
0.04038633778691292,
-0.025011377409100533,
0.06128328666090965,
0.02475873753428459,
-0.00020682094327639788,
-0.048651278018951416,
-0.0007246487075462937,
0.004058032762259245,
-0.013029014691710472,
0.0844539999961853,
-0.04251573234796524,
0.03222966939210892,
0.04002542048692703,
-0.028169378638267517,
-0.04670234024524689,
-0.032031163573265076,
-0.056050028651952744,
-0.030154408887028694,
-0.0029707776848226786,
0.003600122407078743,
-0.09795220196247101,
0.11210005730390549,
0.008968725800514221,
0.005219726357609034,
0.016981028020381927,
-0.0625104010105133,
-0.014689221978187561,
-0.006848353426903486,
-0.007267916575074196,
-0.0518634170293808,
0.06846548616886139,
0.014201986603438854,
-0.029504762962460518,
-0.04612487927079201,
-0.021871421486139297,
-0.06399014592170715,
0.021925557404756546,
-0.037210289388895035,
0.0009603709913790226,
0.01431928388774395,
-0.024072999134659767,
0.010493590496480465,
0.000389674911275506,
0.04341802000999451,
-0.04233527556061745,
-0.04399548098444939,
0.062041208148002625,
-0.04778508469462395,
-0.02477678284049034,
-0.0007680712733417749,
-0.019543522968888283,
-0.0032211621291935444,
-0.018713418394327164,
-0.016159947961568832,
-0.025498611852526665,
-0.0327710397541523,
0.01006951555609703,
-0.01851491630077362,
-0.02779041975736618,
-0.013850095681846142,
-0.04421203210949898,
-0.017910383641719818,
0.0115943793207407,
0.015176456421613693,
-0.033095862716436386,
-0.009464983828365803,
-0.014662153087556362,
-0.007525068242102861,
0.02123982086777687,
0.024181274697184563,
0.005061826203018427,
0.050058845430612564,
-0.008905566297471523,
-0.02104131691157818,
-0.0005915614892728627,
0.013579409569501877,
0.0409277081489563,
-0.009474006481468678,
0.06694964319467545,
-0.013001945801079273,
0.04114425554871559,
-0.02973935753107071,
-0.033168043941259384,
0.009446937590837479,
0.03210334852337837,
-0.004382855724543333,
-0.013669637963175774,
0.03764338418841362,
-0.09571453183889389,
-0.05226042494177818,
-0.05366799235343933,
-0.021600734442472458,
0.01240643672645092,
0.06842939555644989,
-0.07514240592718124,
0.04554741457104683,
-0.11765813827514648,
0.038112573325634,
-0.10127262026071548,
-0.013741821050643921,
-0.058432064950466156,
-0.008143134415149689,
0.020878905430436134,
0.022178197279572487,
0.023116575554013252,
0.004109914414584637,
-0.0021959394216537476,
-0.025462521240115166,
-0.018325434997677803,
-0.005715983919799328,
0.02261129580438137,
-0.02972131222486496,
-0.02539033815264702,
0.024903103709220886,
-0.010583818890154362,
-0.00553101534023881,
0.03580272197723389,
-0.006947604939341545,
0.019020196050405502,
0.0005503946449607611,
-0.07008960098028183,
-0.02261129580438137,
0.11794687062501907,
0.06312394887208939,
0.005255817901343107,
-0.017558492720127106,
0.0259317085146904,
0.024632416665554047,
0.005346046760678291,
-0.05745759233832359,
0.011287601664662361,
-0.10827436298131943,
-0.0032662765588611364,
-0.027339275926351547,
0.0054092067293822765,
-0.017919406294822693,
0.03051532432436943,
0.031778525561094284,
0.05337926000356674,
0.04987838864326477,
-0.002404593164101243,
0.02398277074098587,
-0.002053829375654459,
0.023910587653517723,
-0.02291807346045971,
0.02015707641839981,
0.002075258642435074,
-0.05854033678770065,
0.008039371110498905,
-0.03403424099087715,
0.024975284934043884,
-0.013173380866646767,
0.03289736062288284,
0.0065686446614563465,
-0.0001054547174135223,
-0.055436473339796066,
-0.0018936734413728118,
0.007060390431433916,
0.023549674078822136,
0.007155130617320538,
0.009988309815526009,
0.0598757229745388,
0.0014571924693882465,
0.07579205185174942,
0.03952014073729515,
0.0032640208955854177,
0.01934501901268959,
0.0010562388924881816,
-0.02042776346206665,
0.02995590679347515,
-0.0735182911157608,
0.07261600345373154,
0.02728513814508915,
0.04208263382315636,
-0.013047059997916222,
0.04955356568098068,
-0.027158819139003754,
0.0051655895076692104,
-0.05500337481498718,
-0.01034922432154417,
0.029847631230950356,
0.04951747506856918,
-0.06767147779464722,
0.04464512690901756,
-0.011612425558269024,
-0.027122726663947105,
-0.007813800126314163,
0.014653130434453487,
-0.02320680394768715,
0.00755664799362421,
-0.01882169209420681,
0.032355986535549164,
0.014499741606414318,
-0.09780783951282501,
-0.017928428947925568,
0.027339275926351547,
0.002370757283642888,
-0.09095045924186707,
0.05854033678770065,
0.0008763456135056913,
0.015780987218022346,
-0.05641094222664833,
0.06052536889910698,
0.05774632468819618,
0.001454936689697206,
0.009952218271791935,
0.045691780745983124,
-0.03410642221570015,
0.012036499567329884,
-0.01431928388774395,
0.029306260868906975,
-0.025011377409100533,
0.01663815975189209,
-0.044356394559144974,
-0.07261600345373154,
-0.04583614692091942,
0.009099557995796204,
-0.005706961266696453,
-0.028800979256629944,
0.0009744692360982299,
-0.0599479041993618,
0.06290740519762039,
-0.00016931966820266098,
0.011459036730229855,
0.039123136550188065,
0.061463743448257446,
-0.004195631481707096,
0.0037196753546595573,
0.016881776973605156,
-0.011486104689538479,
-0.017513377591967583,
-0.012072591111063957,
0.02425345592200756,
0.0817110538482666,
-0.05117768049240112,
0.03973669186234474,
0.03210334852337837,
-0.0006485183257609606,
0.024181274697184563,
0.001979390624910593,
0.04204654321074486,
0.03760729357600212,
-0.0655420795083046,
0.02566102333366871,
-0.036686960607767105,
0.01036726962774992,
0.0900120884180069,
0.005485901143401861,
0.02261129580438137,
-0.02479482814669609,
0.006022761110216379,
0.04583614692091942,
-0.0122620714828372,
-0.023008301854133606,
0.08755786716938019,
0.008892032317817211,
-0.014274169690907001,
0.011269556358456612,
0.004723468795418739,
-0.009158206172287464,
0.11080076545476913,
-0.05157468840479851,
-0.03757120296359062,
-0.017747972160577774,
-0.08763004839420319,
-0.055183831602334976,
0.08228851109743118,
-0.007615296635776758,
0.06352096050977707,
-0.02151050604879856,
0.009861989878118038,
0.015320821665227413,
0.005088895093649626,
-0.014373421669006348,
-0.00042210082756355405,
0.003976827021688223,
0.015383982099592686,
-0.010439452715218067,
-0.022196244448423386,
0.020337533205747604,
-0.0036068896297365427,
0.003083563642576337,
0.02183532901108265,
0.008476980030536652,
0.015095250681042671,
-0.0004032092110719532,
0.000007608635314682033,
0.005869372747838497,
0.02919798530638218,
-0.007380702067166567,
0.026274578645825386,
-0.005242283456027508,
0.04038633778691292,
0.07456494122743607,
0.0034061309415847063,
-0.023026347160339355,
0.0231887586414814,
-0.030046135187149048,
-0.09629199653863907,
-0.01378693524748087,
0.020536037161946297,
0.031183015555143356,
0.04175781086087227,
-0.007994256913661957,
0.0009485285263508558,
-0.05944262444972992,
0.019164562225341797,
-0.07156935334205627,
0.004017429891973734,
-0.02401886321604252,
0.022827845066785812,
0.004502408672124147,
-0.0518273264169693,
-0.01050261314958334,
-0.033384595066308975,
0.06312394887208939,
-0.01770285703241825,
0.013281654566526413,
0.05078067630529404,
-0.061211105436086655,
0.033655282109975815,
-0.05525601655244827,
-0.03948405012488365,
0.05334316939115524,
0.03930359333753586,
-0.019760070368647575,
-0.003297856543213129,
-0.03654259815812111,
0.01034922432154417,
-0.01878560148179531,
-0.040711160749197006,
-0.05839597061276436,
-0.03984496369957924,
-0.036091454327106476,
0.015762941911816597,
-0.008301034569740295,
0.01187408808618784,
-0.00831005722284317,
-0.026924224570393562,
-0.026094119995832443,
-0.061211105436086655,
-0.012334254570305347,
0.018948012962937355,
0.010385315865278244,
0.048903919756412506,
-0.029775450006127357,
0.015032090246677399,
0.006934070494025946,
-0.056302666664123535,
-0.04850691184401512,
-0.017477286979556084,
-0.03735465556383133,
0.07189417630434036,
-0.009582281112670898,
-0.01727878302335739,
0.029631083831191063,
-0.012893672101199627,
-0.016150925308465958,
-0.05392063036561012,
0.06211339309811592,
0.05161077901721001,
-0.04847082123160362,
0.03923140838742256,
0.02266543358564377,
-0.007971699349582195,
0.020012710243463516,
0.017901360988616943,
-0.05965917184948921,
0.015726851299405098,
-0.004186608828604221,
0.04273227974772453,
-0.018208138644695282,
0.014183941297233105,
0.0003716291976161301,
-0.019976619631052017,
0.038834404200315475,
0.022268427535891533,
-0.024325639009475708,
-0.04655797407031059,
-0.03977278247475624,
-0.027898693457245827,
-0.014292215928435326,
0.08221632987260818,
0.015131342224776745,
-0.023242896422743797,
-0.03919531777501106,
0.009798829443752766,
-0.030659690499305725,
-0.04800163209438324,
-0.01961570419371128,
0.024650461971759796,
-0.0022106014657765627,
-0.0025579817593097687,
-0.020337533205747604,
0.05503946542739868,
0.03674110025167465,
0.08127795159816742,
0.01034922432154417,
0.02914384938776493,
-0.03434101864695549,
0.04940919950604439,
0.04143298789858818,
0.003976827021688223,
-0.04118034988641739,
0.04399548098444939,
-0.031507838517427444,
0.05908171087503433,
0.018893875181674957,
0.0016647182637825608,
0.0627269446849823,
0.020788677036762238,
-0.016150925308465958,
0.00572500703856349,
-0.015356913208961487,
0.0680323913693428,
0.04107207432389259,
0.031201060861349106,
-0.01472531259059906,
-0.00525130657479167,
0.016556954011321068,
0.011287601664662361,
0.0544620044529438,
0.05879297852516174,
0.0030655178707093,
-0.00463775172829628,
0.0150050213560462,
-0.004267814569175243,
0.009374755434691906,
-0.0028895719442516565,
0.01526668481528759,
0.0408194325864315,
0.04060288518667221,
-0.06489243358373642,
0.008440888486802578,
-0.02945062518119812,
-0.04226309061050415,
-0.04330974444746971,
0.04829036444425583,
0.0006220136419869959,
0.005346046760678291,
0.02840397320687771,
0.024415867403149605,
0.025733206421136856,
-0.02320680394768715,
0.06236603111028671,
-0.05204387754201889,
0.014635084196925163,
-0.026815950870513916,
0.024939194321632385,
-0.017639698460698128,
0.0326988585293293,
0.0025760275311768055,
0.03984496369957924,
0.028728796169161797,
-0.005679892376065254,
-0.04042242839932442,
-0.03105669654905796,
-0.024722645059227943,
-0.07586423307657242,
-0.007628831081092358,
-0.029252123087644577,
-0.019850298762321472,
0.03840130567550659,
0.0061310357414186,
-0.013516249135136604,
-0.019290881231427193,
-0.03901486098766327,
0.0011910179164260626,
-0.016268223524093628,
0.016376497223973274,
-0.04226309061050415,
0.04886782914400101,
-0.037499021738767624,
-0.04031415283679962,
-0.006758124567568302,
-0.013137289322912693,
0.005855838302522898,
-0.005706961266696453,
-0.05796287581324577,
-0.04226309061050415,
-0.04800163209438324,
-0.05402890592813492,
0.007461907807737589,
-0.04013369604945183,
0.000039228307286975905,
0.04002542048692703,
0.01646672561764717,
-0.0015677225310355425,
-0.021474415436387062,
0.0628352239727974,
0.026274578645825386,
0.00025630570598877966,
0.05023930221796036,
0.0313454270362854,
-0.02481287345290184,
-0.065325528383255,
-0.03132738173007965,
0.025985846295952797,
0.02374817617237568,
-0.04796554148197174,
-0.01741412654519081,
0.040205880999565125,
0.0002943709259852767,
-0.0572410449385643,
0.08387653529644012,
-0.039087045937776566,
-0.0191104244440794,
-0.0190743338316679,
-0.010304110124707222,
-0.005386649630963802,
-0.028295699506998062,
0.0026436990592628717,
-0.0183795727789402,
-0.010683069936931133,
-0.0053189778700470924,
-0.00743032805621624,
0.05417327210307121,
-0.018966058269143105,
0.04580005630850792,
-0.022521067410707474,
-0.0028489690739661455,
0.056050028651952744,
0.007610785309225321,
0.013678660616278648,
0.03457561135292053,
-0.04580005630850792,
-0.013534295372664928,
0.03869003802537918,
0.07315737754106522,
0.04558350518345833,
0.008161179721355438,
0.007434839382767677,
-0.017260737717151642,
-0.01690884679555893,
0.03657868877053261,
0.011233464814722538,
0.017594583332538605,
-0.09672509878873825,
-0.029901769012212753,
-0.019236745312809944,
0.034467339515686035,
0.028800979256629944,
0.0020042036194354296,
-0.010231927037239075,
0.03491847962141037,
0.014869678765535355,
-0.03378159925341606,
0.07027006149291992,
0.0762973353266716,
-0.007407770957797766,
0.008120576851069927,
0.0020075871143490076,
-0.017928428947925568,
0.0020628520287573338,
-0.030334867537021637,
0.049986664205789566,
-0.04659406468272209,
-0.009789806790649891,
-0.010358246974647045,
0.002393314614892006,
0.000040426657506031916,
0.033113908022642136,
0.004926483612507582,
0.014364398084580898,
-0.034485384821891785,
-0.019760070368647575,
-0.03728247061371803,
-0.0050573148764669895,
-0.04926483333110809,
0.07250773161649704,
-0.026058029383420944,
0.004709934815764427,
0.021330049261450768,
-0.005697938147932291,
-0.01992248184978962,
-0.022412791848182678,
-0.0572049543261528,
0.028819026425480843,
-0.027628008276224136,
-0.03462975099682808,
0.03462975099682808,
-0.01282148901373148,
-0.025787344202399254,
0.05106940492987633,
-0.04684670642018318,
0.0022827843204140663,
-0.019164562225341797,
-0.00653706444427371,
-0.031435657292604446,
-0.038076482713222504,
0.01775699481368065,
-0.018460778519511223,
0.03657868877053261,
-0.008332614786922932,
-0.008179225958883762,
0.020860860124230385,
-0.043742842972278595,
-0.022683478891849518,
0.0009096174035221338,
0.013922277837991714,
0.02564297802746296,
0.057674143463373184,
-0.06395405530929565,
0.04284055531024933,
-0.015447142533957958,
0.05063631013035774,
-0.05135813727974892,
0.054678551852703094,
0.019561568275094032,
0.011585356667637825,
-0.01660206913948059,
-0.0018260020297020674,
0.020355580374598503,
-0.01062893308699131,
0.05514774098992348,
-0.007737105246633291,
0.05702449753880501,
0.002788064768537879,
0.01403957512229681,
0.02019316889345646,
-0.00792207382619381,
-0.024578280746936798,
0.03710201382637024,
-0.024903103709220886,
-0.0023030859883874655,
0.02999199740588665,
-0.06781584024429321,
-0.027898693457245827,
0.004017429891973734,
0.0367591455578804,
-0.04334583505988121,
0.024921149015426636,
-0.01880364678800106,
0.013624523766338825,
0.00586486142128706,
-0.05612220987677574,
0.022954164072871208,
0.002334665972739458,
-0.03980887308716774,
-0.08120577037334442,
-0.01663815975189209,
-0.04691889137029648,
-0.02672572061419487,
-0.061211105436086655,
0.05341535061597824,
-0.023080484941601753,
-0.01037629321217537,
-0.019579613581299782,
-0.02290002815425396,
0.038581762462854385,
-0.004335485864430666,
-0.00030734128085896373,
0.03347482159733772,
0.017405103892087936,
-0.0058242580853402615,
-0.022286472842097282,
0.005567106883972883,
0.011810928583145142,
0.025029422715306282,
-0.030749918892979622,
-0.04143298789858818,
0.00702429935336113,
-0.038040392100811005,
-0.027303185313940048,
0.011206395924091339,
-0.026852041482925415,
-0.007110016420483589,
-0.014662153087556362
] |
22,417 | copulas | get_instance | Create new instance of the ``obj`` argument.
Args:
obj (str, type, instance):
| def get_instance(obj, **kwargs):
"""Create new instance of the ``obj`` argument.
Args:
obj (str, type, instance):
"""
instance = None
if isinstance(obj, str):
package, name = obj.rsplit('.', 1)
instance = getattr(importlib.import_module(package), name)(**kwargs)
elif isinstance(obj, type):
instance = obj(**kwargs)
else:
if kwargs:
instance = obj.__class__(**kwargs)
else:
args = getattr(obj, '__args__', ())
kwargs = getattr(obj, '__kwargs__', {})
instance = obj.__class__(*args, **kwargs)
return instance
| (obj, **kwargs) | [
0.081944040954113,
-0.021046528592705727,
-0.017674382776021957,
-0.035927362740039825,
-0.008046138100326061,
-0.010080274194478989,
0.05409897863864899,
0.019618112593889236,
-0.02252918668091297,
0.0038490374572575092,
-0.0028025873471051455,
0.034227728843688965,
-0.05688348412513733,
-0.018090249970555305,
-0.009244018234312534,
0.031678277999162674,
-0.04773439094424248,
0.019835086539387703,
0.00400724820792675,
-0.00816818606108427,
0.025078637525439262,
0.06310342252254486,
-0.005763385444879532,
0.06418829411268234,
0.06382666528224945,
0.022420698776841164,
0.02171553298830986,
0.04075504466891289,
-0.00970056839287281,
0.002082729246467352,
0.06870859861373901,
-0.041550617665052414,
0.0010792221873998642,
0.031063517555594444,
-0.013181201182305813,
-0.02977975271642208,
-0.0053339567966759205,
0.06165692210197449,
-0.029598940163850784,
-0.025096718221902847,
0.042707815766334534,
-0.022782323881983757,
0.055979423224925995,
-0.01950962468981743,
-0.00013504402886610478,
0.000917621364351362,
0.007006468717008829,
-0.043214090168476105,
-0.021281583234667778,
-0.022221805527806282,
0.058185331523418427,
-0.0422738678753376,
0.03435429930686951,
-0.031370896846055984,
0.0069386642426252365,
0.09178021550178528,
0.006414309144020081,
0.07185472548007965,
-0.006165692582726479,
0.014103343710303307,
-0.031370896846055984,
0.008810069411993027,
0.019817005842924118,
-0.0005387635319493711,
-0.04907240346074104,
-0.009763852693140507,
-0.03641555458307266,
-0.013045592233538628,
-0.06888940930366516,
0.0012024004245176911,
-0.015016444027423859,
0.033649131655693054,
-0.0017572675133123994,
-0.02927347831428051,
0.020684903487563133,
-0.0258018858730793,
-0.016462940722703934,
-0.03005097061395645,
-0.0034693321213126183,
0.047264281660318375,
-0.00156402459833771,
-0.030177539214491844,
-0.04010412096977234,
0.0018894863314926624,
0.018569402396678925,
-0.019184162840247154,
-0.07105915248394012,
-0.06292261183261871,
0.05391816794872284,
0.01074023824185133,
-0.06722593307495117,
-0.024590443819761276,
-0.032799314707517624,
0.014681941829621792,
-0.02413841523230076,
-0.08613888174295425,
0.027139894664287567,
0.03234728425741196,
0.028224768117070198,
0.004233262967318296,
0.03750042989850044,
-0.014329358004033566,
-0.13423490524291992,
0.012141532264649868,
0.01702345907688141,
-0.031370896846055984,
0.044298961758613586,
0.0013866027584299445,
0.007499181665480137,
-0.003308861283585429,
0.019563868641853333,
0.017620138823986053,
-0.07500085979700089,
0.04523918405175209,
-0.04469674825668335,
-0.05869160592556,
-0.004746317397803068,
0.009673447348177433,
-0.005370119120925665,
-0.0328897200524807,
-0.08751305192708969,
0.06107832491397858,
-0.08078684657812119,
0.05550931394100189,
0.06559862941503525,
0.004787000361829996,
0.04636022076010704,
-0.09546878188848495,
0.03097311221063137,
-0.015287662856280804,
0.06505618989467621,
0.008791987784206867,
-0.07666432857513428,
0.0036682253703475,
-0.022077156230807304,
0.017285635694861412,
0.02028711698949337,
0.0338299423456192,
-0.008109422400593758,
-0.0364878810942173,
-0.018289143219590187,
-0.00213132263161242,
0.009121970273554325,
0.030304105952382088,
-0.05409897863864899,
-0.0010018120519816875,
-0.003801574232056737,
0.028206687420606613,
0.008665419183671474,
0.008421323262155056,
0.02800779417157173,
-0.010821604169905186,
0.03804286569356918,
0.0604635626077652,
-0.04567313566803932,
-0.055979423224925995,
-0.001434065867215395,
-0.03668677434325218,
0.028749123215675354,
-0.007887927815318108,
-0.010523264296352863,
0.04411815106868744,
0.02233029343187809,
-0.047770556062459946,
0.025386018678545952,
0.02522328682243824,
0.02498823218047619,
-0.027176057919859886,
0.033920347690582275,
0.014157586731016636,
-0.04816834256052971,
0.028315173462033272,
-0.007630270440131426,
0.019220326095819473,
-0.06285028159618378,
0.03894692659378052,
-0.052543994039297104,
0.01612843945622444,
0.062380172312259674,
0.06219936162233353,
0.00942935049533844,
-0.00813654437661171,
-0.025476424023509026,
-0.007246044464409351,
-0.008213389664888382,
0.059451017528772354,
0.0347159206867218,
0.050121113657951355,
-0.009347985498607159,
-0.021227339282631874,
-0.00028379022842273116,
0.019563868641853333,
0.0485299676656723,
0.016264047473669052,
-0.04469674825668335,
0.03261850029230118,
-0.052363183349370956,
0.011427324265241623,
-0.08657283335924149,
0.1272917091846466,
0.023812953382730484,
0.080063596367836,
0.03292588144540787,
0.006147610954940319,
0.028477905318140984,
-0.016842646524310112,
0.04813217744231224,
0.040827371180057526,
-0.03804286569356918,
-0.01630925014615059,
0.014953159727156162,
-0.020684903487563133,
-0.02290889248251915,
0.06028275191783905,
0.031135842204093933,
0.05037425085902214,
-0.009402228519320488,
0.022854648530483246,
0.051386795938014984,
-0.012014963664114475,
0.011635257862508297,
0.028586391359567642,
-0.05901706591248512,
0.081944040954113,
-0.01762917824089527,
-0.02048601023852825,
-0.016092276200652122,
0.01569448970258236,
-0.03417348489165306,
-0.06773220747709274,
-0.022167563438415527,
-0.030141375958919525,
0.010432858020067215,
0.0022059076000005007,
0.031208166852593422,
-0.015667367726564407,
0.048493802547454834,
0.016110356897115707,
0.012385628186166286,
-0.02032327838242054,
0.08122079074382782,
0.02106460928916931,
0.01820777729153633,
-0.002639856655150652,
-0.009384147822856903,
0.055473148822784424,
-0.024771256372332573,
-0.037319615483284,
-0.0356019027531147,
-0.08158241957426071,
0.04509453475475311,
0.04039342328906059,
0.009537837468087673,
-0.02352365292608738,
-0.030286025255918503,
0.008443924598395824,
-0.008837191388010979,
-0.017999844625592232,
-0.009781934320926666,
-0.015586002729833126,
-0.013542825356125832,
-0.01722235232591629,
0.031208166852593422,
0.05666650831699371,
-0.02992440201342106,
-0.008556932210922241,
-0.036542125046253204,
0.006283220369368792,
0.02954469621181488,
0.010414776392281055,
0.0845477357506752,
0.01810833066701889,
0.05901706591248512,
0.057136621326208115,
-0.01533286552876234,
-0.06700896471738815,
-0.004800560884177685,
-0.014781388454139233,
-0.01280149631202221,
0.011228431016206741,
-0.061222974210977554,
-0.006744291167706251,
0.05084436014294624,
-0.024246901273727417,
0.013452420011162758,
0.006500194780528545,
0.05992112681269646,
0.02518712542951107,
0.013606109656393528,
0.01617364212870598,
-0.02106460928916931,
0.010459979996085167,
-0.028441742062568665,
-0.006920583080500364,
-0.04010412096977234,
0.06664733588695526,
-0.027519600465893745,
-0.022077156230807304,
0.005772426258772612,
-0.02005206048488617,
0.008837191388010979,
-0.06295876950025558,
-0.030448757112026215,
0.03556573763489723,
0.011192268691956997,
-0.00704715121537447,
0.025711480528116226,
-0.054822225123643875,
-0.028821447864174843,
-0.0016295689856633544,
-0.011364039964973927,
0.00813654437661171,
0.055907100439071655,
0.006337463855743408,
0.007499181665480137,
-0.02723030187189579,
0.025313692167401314,
-0.002091769827529788,
0.009863299317657948,
0.009167172946035862,
-0.004023069050163031,
0.047879043966531754,
-0.014618657529354095,
0.03401075303554535,
-0.005094380583614111,
0.025657236576080322,
-0.042671654373407364,
0.025711480528116226,
0.02842366136610508,
0.00451804231852293,
-0.05890858173370361,
0.008159145712852478,
0.04191224277019501,
0.017339879646897316,
0.017755746841430664,
-0.05550931394100189,
-0.0014973501674830914,
-0.027447275817394257,
-0.02372254617512226,
-0.007978333160281181,
0.07218018919229507,
0.0024183618370443583,
-0.04871077835559845,
0.0011651079403236508,
0.01317216083407402,
0.008769386447966099,
0.05142296105623245,
0.009682487696409225,
-0.0032500973902642727,
-0.012304263189435005,
-0.031642116606235504,
-0.022420698776841164,
-0.025367936119437218,
-0.03543917089700699,
0.009293741546571255,
-0.014247993007302284,
0.007707115262746811,
0.024156495928764343,
-0.023162029683589935,
-0.1035691648721695,
-0.04350338876247406,
-0.05048273503780365,
-0.04986797645688057,
-0.024753175675868988,
-0.028984177857637405,
-0.0011046489235013723,
0.009103888645768166,
0.00004001173874712549,
-0.012204816564917564,
-0.0037834930699318647,
0.004011768382042646,
0.02815244346857071,
-0.017095783725380898,
0.0009566089720465243,
0.004499961156398058,
0.016417738050222397,
0.010342451743781567,
-0.022818485274910927,
-0.0078020417131483555,
0.03927238658070564,
-0.020124385133385658,
-0.0023064841516315937,
0.053701192140579224,
0.015604083426296711,
0.054279789328575134,
-0.01488987635821104,
-0.0012521237367764115,
0.03458935394883156,
0.009438390843570232,
-0.0008786337566561997,
0.004976852796971798,
-0.010848725214600563,
0.044877562671899796,
-0.004104434512555599,
0.04871077835559845,
-0.038657624274492264,
-0.016688955947756767,
0.007196321152150631,
0.0021720053628087044,
0.06567095220088959,
0.039814822375774384,
0.009320863522589207,
0.01357898861169815,
0.0049678124487400055,
-0.06523700058460236,
0.03894692659378052,
0.05442443862557411,
-0.04795136675238609,
-0.013316811062395573,
-0.03898308798670769,
0.00043168888078071177,
-0.018876781687140465,
-0.0302317813038826,
-0.062344010919332504,
0.0027302626986056566,
0.04697498306632042,
0.0618738979101181,
0.014347439631819725,
-0.04339490085840225,
-0.06451375782489777,
0.024807419627904892,
-0.02746535651385784,
0.03325134515762329,
-0.01592954620718956,
-0.0005353732849471271,
0.030322188511490822,
-0.024771256372332573,
0.002088379580527544,
0.02981591410934925,
0.003817395307123661,
-0.07644735276699066,
-0.022746160626411438,
-0.018406670540571213,
-0.0014182449085637927,
0.04393734037876129,
-0.032184552401304245,
0.024355389177799225,
0.0016725119203329086,
0.02120925858616829,
0.022854648530483246,
-0.044371288269758224,
-0.06498386710882187,
0.042527005076408386,
0.04426280036568642,
-0.04390117526054382,
-0.016227886080741882,
0.006111448630690575,
-0.006450471468269825,
0.03236536309123039,
0.00813654437661171,
0.04690265655517578,
0.004294287413358688,
0.03292588144540787,
0.040248770266771317,
0.018804457038640976,
-0.1102953776717186,
0.014401683583855629,
-0.007720676250755787,
0.01477234810590744,
0.04639638215303421,
-0.03234728425741196,
-0.03355872631072998,
0.010261086747050285,
-0.05330340564250946,
-0.059306368231773376,
0.03822367638349533,
0.05399049073457718,
-0.01675224117934704,
0.004061491694301367,
-0.03462551534175873,
0.020377522334456444,
0.006138570606708527,
0.03524027764797211,
-0.01540519017726183,
-0.009691528044641018,
0.04046574607491493,
0.026705946773290634,
-0.037355776876211166,
0.008303795009851456,
-0.015079728327691555,
-0.012078247964382172,
0.0010080274660140276,
0.0761580541729927,
0.06614106148481369,
-0.10291824489831924,
0.004278466105461121,
0.04531151056289673,
-0.008959239348769188,
0.006188293918967247,
0.009962745942175388,
-0.015974748879671097,
0.08122079074382782,
0.006685527041554451,
-0.016490062698721886,
0.006992907728999853,
0.023577896878123283,
-0.01170758344233036,
0.06129530072212219,
-0.048457641154527664,
-0.0431056022644043,
0.03173252195119858,
0.012873820960521698,
-0.015513678081333637,
-0.03945319727063179,
-0.02903842180967331,
-0.06375434249639511,
-0.01760205812752247,
0.0209018774330616,
-0.0076573919504880905,
-0.019003350287675858,
-0.06469456851482391,
-0.00315291085280478,
-0.03590928018093109,
0.07076985388994217,
0.006631283555179834,
0.03945319727063179,
-0.006088847294449806,
-0.029454290866851807,
-0.031913332641124725,
-0.0074494583532214165,
0.01905759423971176,
0.029183071106672287,
0.019563868641853333,
-0.03760891407728195,
0.006929623428732157,
-0.029562776908278465,
0.01010739617049694,
0.0337756983935833,
0.03301628679037094,
0.032455772161483765,
0.008466525934636593,
-0.04748125746846199,
-0.014067180454730988,
0.0015357726952061057,
0.03043067455291748,
-0.028297092765569687,
-0.048457641154527664,
0.008321876637637615,
0.10089314728975296,
-0.027591925114393234,
-0.003137089777737856,
-0.02889377251267433,
-0.017005376517772675,
0.01875021494925022,
0.0014385862741619349,
-0.028242848813533783,
0.01159005519002676,
0.04686649516224861,
-0.05525617673993111,
0.005984880495816469,
0.04939786344766617,
-0.049614839255809784,
0.013696515932679176,
0.05619639903306961,
-0.058836255222558975,
0.048349153250455856,
-0.041369806975126266,
0.004183539655059576,
-0.027411112561821938,
-0.012702049687504768,
0.027103733271360397,
-0.002066908171400428,
0.06154843792319298,
0.06668350100517273,
-0.06219936162233353,
-0.017674382776021957,
0.002244330011308193,
0.003419608809053898,
-0.004881926346570253,
-0.036849506199359894,
0.013407216407358646,
0.002655677730217576,
0.033377911895513535,
0.013560906983911991,
-0.011083781719207764,
0.08469238132238388,
0.011255552992224693,
-0.029653184115886688,
0.017918478697538376,
-0.02290889248251915,
-0.009302781894803047,
0.012774374336004257,
-0.0699019581079483,
-0.056521859019994736,
-0.0516037717461586,
-0.03524027764797211,
0.030340269207954407,
-0.04484139755368233,
0.020883796736598015,
-0.029942482709884644,
0.026271997019648552,
0.0778215229511261,
-0.010423816740512848,
0.009619203396141529,
0.02171553298830986,
-0.029110746458172798,
-0.04212921857833862,
-0.02164320833981037,
0.036578286439180374,
-0.05221853405237198,
-0.037898216396570206,
0.035728469491004944,
-0.020106304436922073,
-0.05008494853973389,
0.04809601604938507,
0.03379378095269203,
-0.054749902337789536,
-0.09959129989147186,
0.011969760991632938,
-0.050808198750019073,
0.017692463472485542,
-0.05793219432234764,
0.006486633792519569,
0.06462224572896957,
0.002486166311427951,
0.04415431246161461,
-0.04986797645688057,
0.01215057261288166,
-0.0000021056487184978323,
-0.012566440738737583,
-0.016960173845291138,
0.02733878791332245,
0.04364803805947304,
-0.029743589460849762,
0.027646169066429138,
-0.0014758787583559752,
0.004271685611456633,
-0.05908939242362976,
0.00631486251950264,
-0.04386501386761665,
0.016227886080741882,
0.0020465669222176075,
0.010044111870229244,
-0.04415431246161461,
0.0280439555644989,
0.010243005119264126,
0.053701192140579224,
-0.018361467868089676,
-0.014700023457407951,
0.06303109228610992,
-0.051929231733083725,
-0.011680461466312408,
-0.01633637212216854,
-0.010026030242443085,
-0.02849598601460457,
-0.05872776731848717,
0.027139894664287567,
-0.015667367726564407,
-0.016842646524310112,
0.03240152820944786,
0.05742591992020607,
-0.023849114775657654,
-0.0063284230418503284,
0.015206296928226948,
-0.006870859768241644,
0.0002781398652587086,
0.02560299262404442,
-0.02788122557103634,
0.06632187217473984,
0.008000935427844524,
-0.03151554614305496,
0.006310341879725456,
0.006423349492251873,
0.007942170836031437,
0.012466994114220142,
0.009456472471356392,
-0.03270890936255455,
-0.08606655895709991,
0.004737277049571276,
-0.015007403679192066,
-0.00794669147580862,
0.009067726321518421,
-0.0025697918608784676,
0.03413732349872589,
-0.03543917089700699,
0.011382121592760086,
-0.011671420186758041,
-0.005826669745147228,
0.0071465978398919106,
0.04458826407790184,
-0.001691723125986755,
-0.026507053524255753,
0.033341750502586365,
-0.02865871600806713,
-0.050157275050878525,
-0.0036230222322046757,
0.03261850029230118,
-0.0026805393863469362,
-0.007133037317544222,
-0.09040604531764984,
-0.02256534993648529,
0.05218236893415451,
0.007887927815318108,
-0.019889330491423607,
-0.0431056022644043,
-0.04683033376932144,
-0.03610817342996597,
0.05800452083349228,
0.03399267420172691,
-0.0023008338175714016,
0.013985815457999706,
-0.028514066711068153,
-0.0010893928119912744,
-0.012421790510416031,
-0.004249084275215864,
0.041984569281339645,
-0.03124433010816574,
-0.018840620294213295,
0.0075263031758368015,
-0.01617364212870598,
-0.030864624306559563,
0.07579643279314041,
0.0453476719558239,
0.00709687452763319,
0.04075504466891289,
0.010794482193887234,
-0.024698931723833084,
0.05677499622106552,
-0.07387982308864594,
-0.051278308033943176,
0.03489673510193825,
-0.07127612829208374,
0.05026576295495033,
-0.04719195514917374,
0.03104543685913086,
-0.04708347097039223,
-0.04715579375624657,
0.014907957054674625,
-0.001298456802032888,
-0.02610926702618599,
0.008353518322110176,
-0.010342451743781567,
-0.054786063730716705,
-0.029562776908278465,
0.029942482709884644,
-0.04126131907105446,
0.04632405936717987,
-0.035963524132966995,
0.001035149209201336,
0.03440853953361511,
-0.0173579603433609,
0.013226404786109924,
0.015161094255745411,
0.044949885457754135,
0.04469674825668335,
-0.009628243744373322,
0.04523918405175209,
-0.014320317655801773,
0.003928142599761486,
0.02032327838242054,
0.04617941007018089,
-0.001464577973820269,
0.02927347831428051,
0.05601558834314346,
0.05728127062320709,
-0.043684203177690506,
-0.03285355865955353,
-0.029363883659243584,
0.012213856913149357,
-0.02614542841911316,
-0.03753659129142761,
-0.05583477392792702,
0.02395760267972946,
-0.009637285023927689,
0.0014103343710303307,
0.0020104043651372194,
-0.0001438021135982126,
-0.03169636055827141
] |
22,418 | copulas | get_qualified_name | Return the Fully Qualified Name from an instance or class. | def get_qualified_name(_object):
"""Return the Fully Qualified Name from an instance or class."""
module = _object.__module__
if hasattr(_object, '__name__'):
_class = _object.__name__
else:
_class = _object.__class__.__name__
return module + '.' + _class
| (_object) | [
0.019048601388931274,
0.04126287251710892,
-0.018393633887171745,
0.00024291173031087965,
0.021668465808033943,
-0.059747472405433655,
0.049559108912944794,
0.042609188705682755,
0.0009557275916449726,
-0.01816621609032154,
-0.02920057624578476,
-0.01746576465666294,
0.009615267626941204,
-0.015864737331867218,
-0.010461266152560711,
0.0009511792450211942,
-0.01941247098147869,
0.02952805906534195,
-0.0267990343272686,
0.0012337471125647426,
0.01626499369740486,
0.046939246356487274,
-0.014072677120566368,
-0.03616869077086449,
-0.012553518638014793,
0.03773333132266998,
0.04235447943210602,
0.04308222234249115,
-0.03473140299320221,
-0.02692638896405697,
-0.01943066343665123,
-0.0751027911901474,
0.004186780657619238,
0.02030395157635212,
-0.011325457133352757,
0.03831552341580391,
0.014709449373185635,
0.04915885254740715,
-0.017365701496601105,
-0.03762416914105415,
-0.00790052954107523,
0.03882494196295738,
-0.028145354241132736,
-0.029127802699804306,
0.05818283185362816,
0.014964158646762371,
0.016073962673544884,
0.03704197704792023,
0.020376726984977722,
0.02203233540058136,
0.03582301363348961,
-0.07310150563716888,
-0.03302121162414551,
-0.046720921993255615,
-0.0016260446282103658,
0.0397346168756485,
0.0006646314868703485,
0.01674712263047695,
-0.047266729176044464,
0.014536610804498196,
0.02019479125738144,
-0.02725387178361416,
0.02537994086742401,
-0.013235775753855705,
-0.0287457387894392,
-0.016083059832453728,
-0.005521729122847319,
0.0005378455389291048,
-0.09729886800050735,
-0.03203876316547394,
-0.03886132687330246,
0.012999259866774082,
0.008519109338521957,
-0.0257074236869812,
-0.0024265588726848364,
-0.10945212841033936,
-0.011771198362112045,
0.0041322000324726105,
-0.03513165935873985,
-0.027217485010623932,
0.025088844820857048,
-0.03169308602809906,
-0.06826203316450119,
-0.04646621271967888,
0.038169976323843,
-0.06666100770235062,
-0.07310150563716888,
-0.03018302656710148,
-0.045738473534584045,
-0.030419541522860527,
-0.040753453969955444,
-0.025543682277202606,
0.010079202242195606,
0.049522724002599716,
-0.05163316801190376,
-0.042172547429800034,
-0.01193493977189064,
-0.04904969036579132,
-0.006758887320756912,
-0.010488555766642094,
0.04544737562537193,
-0.008123400621116161,
-0.044028282165527344,
0.06153043732047081,
-0.0013804322807118297,
0.011571069248020649,
-0.024452071636915207,
0.008955753408372402,
0.05352529510855675,
-0.020322145894169807,
0.007309240754693747,
-0.023396847769618034,
-0.03464043512940407,
0.004652989096939564,
0.021759433671832085,
-0.08696495741605759,
0.01221693865954876,
0.04282751306891441,
0.006795274559408426,
-0.029036834836006165,
-0.0007345628109760582,
0.05545380711555481,
-0.04697563126683235,
-0.026544325053691864,
0.02972818911075592,
-0.033967275172472,
-0.018520988523960114,
-0.009715331718325615,
0.00954249408096075,
-0.08325348049402237,
0.03311217948794365,
0.015173383988440037,
-0.1182577833533287,
0.000025087138055823743,
0.01564641483128071,
0.08936650305986404,
0.01833905465900898,
0.08892985433340073,
-0.051160138100385666,
0.04766698554158211,
0.01567370444536209,
0.030747024342417717,
-0.03740584850311279,
-0.0027472192887216806,
-0.01833905465900898,
0.037806104868650436,
0.004207248333841562,
0.04515628144145012,
-0.008805656805634499,
-0.0002709126565605402,
-0.05760063976049423,
-0.023051172494888306,
0.07375647127628326,
0.04963188245892525,
-0.03762416914105415,
-0.052470069378614426,
-0.04810363054275513,
-0.007136402651667595,
-0.0027813322376459837,
-0.07357453554868698,
-0.008014239370822906,
0.01670163869857788,
-0.07375647127628326,
-0.0623309500515461,
0.023942653089761734,
-0.05090542882680893,
0.016010284423828125,
-0.017192862927913666,
0.016492413356900215,
-0.03081979788839817,
-0.04340970516204834,
-0.01128907036036253,
-0.007122757378965616,
0.04417383298277855,
-0.0408262275159359,
0.07561220973730087,
-0.06069353595376015,
0.04355525225400925,
0.04282751306891441,
0.020813370123505592,
0.02832728810608387,
0.015036932192742825,
-0.006504178512841463,
-0.005644535180181265,
-0.014008999802172184,
0.022014141082763672,
0.03407643735408783,
0.019921889528632164,
0.045847635716199875,
0.010343007743358612,
-0.055635739117860794,
0.055089935660362244,
0.0005873091286048293,
0.03773333132266998,
0.02312394604086876,
-0.012417067773640156,
0.0175294429063797,
0.005353439133614302,
-0.026653485372662544,
0.04377357289195061,
-0.000927868764847517,
0.06826203316450119,
-0.007923271507024765,
0.01009739562869072,
0.02581658400595188,
0.02658071182668209,
0.07368370145559311,
0.025034263730049133,
-0.0729195699095726,
0.011643843725323677,
-0.0026380582712590694,
0.01275364775210619,
-0.04773975908756256,
0.014409256167709827,
-0.009351462125778198,
0.02659890614449978,
-0.007509369403123856,
-0.03211153671145439,
0.03820636123418808,
0.015409898944199085,
-0.027817869558930397,
0.0190122127532959,
0.01941247098147869,
0.04788530617952347,
-0.05337974429130554,
-0.057564251124858856,
-0.005362535826861858,
0.039116036146879196,
0.0039934744127094746,
-0.09293242543935776,
0.020376726984977722,
-0.013499581255018711,
-0.017229249700903893,
0.032402634620666504,
0.05545380711555481,
0.02214149571955204,
-0.0021752610336989164,
0.032930243760347366,
0.02074059657752514,
-0.0380244255065918,
-0.017192862927913666,
-0.03766055777668953,
-0.001794334501028061,
-0.011143522337079048,
0.004803085699677467,
-0.010506749153137207,
-0.03675088286399841,
-0.015428093262016773,
-0.024361103773117065,
-0.042172547429800034,
0.04231809452176094,
0.025016069412231445,
0.004957730416208506,
-0.05581767484545708,
-0.009688042104244232,
-0.03947990760207176,
-0.05720038339495659,
-0.0025789295323193073,
-0.004013942088931799,
0.029819155111908913,
-0.008714688941836357,
-0.05428941920399666,
0.0014691256219521165,
0.004034409765154123,
-0.022814655676484108,
-0.022305237129330635,
-0.0497046560049057,
0.0067452420480549335,
-0.03007386438548565,
-0.024470265954732895,
0.13375864923000336,
-0.013881645165383816,
0.007013596594333649,
0.06422307342290878,
-0.0038388296961784363,
-0.029000448063015938,
-0.021413756534457207,
0.03744223341345787,
-0.04501073434948921,
-0.01198951993137598,
-0.04359164088964462,
-0.04864943400025368,
0.03969822824001312,
0.009333268739283085,
0.04013487324118614,
0.009533396922051907,
0.01805705390870571,
-0.021250015124678612,
0.023396847769618034,
0.07419311255216599,
0.0425364151597023,
-0.011643843725323677,
-0.0029473479371517897,
0.011279973201453686,
-0.079469233751297,
0.043336931616067886,
-0.009060366079211235,
-0.022741882130503654,
0.026107680052518845,
-0.001941019669175148,
0.01757492683827877,
0.03438572585582733,
-0.004598408471792936,
-0.002211648039519787,
-0.011125328950583935,
0.0045256344601511955,
0.029455285519361496,
-0.03323953598737717,
0.010333911515772343,
0.012144165113568306,
-0.03473140299320221,
0.031529344618320465,
-0.04311860725283623,
0.014472933486104012,
0.032620955258607864,
0.04493796080350876,
0.0018125280039384961,
0.0038456523325294256,
-0.010706878267228603,
0.06316785514354706,
-0.0034340242855250835,
0.06571494042873383,
0.020867951214313507,
0.008714688941836357,
-0.012544422410428524,
-0.0024561232421547174,
-0.11119870841503143,
0.051160138100385666,
-0.025671036913990974,
-0.014718546532094479,
-0.021668465808033943,
-0.045301828533411026,
0.007331982720643282,
0.033912695944309235,
-0.003040589625015855,
0.016528800129890442,
0.03289385885000229,
0.01575557515025139,
-0.0024447522591799498,
-0.021413756534457207,
0.054216645658016205,
0.03394908085465431,
-0.031220056116580963,
0.02605310082435608,
-0.058874186128377914,
0.042681965976953506,
-0.006777080707252026,
0.02083156444132328,
0.04839472472667694,
-0.04468325152993202,
-0.05265200510621071,
-0.03624146431684494,
0.002708558226004243,
-0.018793892115354538,
-0.00817343220114708,
0.008237109519541264,
0.03502249717712402,
0.03831552341580391,
-0.04202699661254883,
0.013690613210201263,
0.022432591766119003,
-0.057782575488090515,
-0.003270282642915845,
-0.024488458409905434,
0.013845257461071014,
0.0447196364402771,
-0.009265042841434479,
0.03167489171028137,
0.030983539298176765,
-0.05174233019351959,
-0.0397346168756485,
-0.009378751739859581,
0.02450665272772312,
-0.046393439173698425,
-0.03214792534708977,
0.0607663094997406,
0.07895981520414352,
-0.027053743600845337,
0.010261137038469315,
-0.009587977081537247,
0.023506009951233864,
-0.0039980229921638966,
0.023833492770791054,
-0.024779554456472397,
-0.02126820757985115,
0.02052227407693863,
-0.023942653089761734,
0.024779554456472397,
-0.026016714051365852,
0.027290258556604385,
0.04133564606308937,
-0.05716399475932121,
0.010497652925550938,
0.008114303462207317,
0.026980968192219734,
-0.026890002191066742,
-0.04828556254506111,
-0.041626740247011185,
-0.06134850159287453,
0.017611313611268997,
0.02701735682785511,
-0.051378458738327026,
0.009196816943585873,
0.0175294429063797,
0.01497325487434864,
0.012717260047793388,
0.03835190832614899,
0.00199446314945817,
-0.008328077383339405,
-0.03027399256825447,
0.004884956404566765,
-0.019175954163074493,
-0.06065714731812477,
-0.04290028661489487,
0.038242749869823456,
0.02681722678244114,
0.023142138496041298,
0.0000967951345955953,
0.06815287470817566,
-0.024943295866250992,
0.010570426471531391,
-0.0024583975318819284,
0.01682899333536625,
0.009210462681949139,
-0.04592040926218033,
-0.029273349791765213,
-0.028145354241132736,
0.038169976323843,
0.05177871882915497,
0.02179582044482231,
-0.09671667963266373,
-0.005549019202589989,
-0.04613872990012169,
-0.020649628713726997,
0.013035646639764309,
-0.038242749869823456,
0.028909480199217796,
0.04071706533432007,
-0.021359175443649292,
-0.004457409027963877,
-0.011189006268978119,
-0.030328573659062386,
-0.02723567746579647,
0.03200237825512886,
0.005248826462775469,
0.025088844820857048,
-0.03060147725045681,
0.004771247040480375,
-0.03951629623770714,
0.00016644214338157326,
-0.02106807939708233,
-0.050941817462444305,
-0.007609433960169554,
-0.0003661442897282541,
-0.03285747021436691,
-0.07706768810749054,
-0.02257814072072506,
0.014636674895882607,
0.03907965123653412,
-0.029582640156149864,
-0.0938057154417038,
0.026944581419229507,
0.045410990715026855,
-0.042063385248184204,
-0.04028042033314705,
0.0397346168756485,
0.05501716211438179,
-0.009988234378397465,
0.011798488907516003,
-0.034549467265605927,
0.05261562019586563,
0.00048667629016563296,
-0.013699709437787533,
-0.010979780927300453,
0.02115904726088047,
0.08951205015182495,
-0.030419541522860527,
0.032511793076992035,
0.025270778685808182,
0.02670806646347046,
-0.03513165935873985,
-0.027526773512363434,
0.044974345713853836,
0.025671036913990974,
0.00684075802564621,
0.02419736236333847,
-0.014927771873772144,
0.012562615796923637,
0.003268008353188634,
-0.03422198444604874,
0.013062937185168266,
0.0861644446849823,
-0.01742028258740902,
0.010615910403430462,
0.016474219039082527,
0.02701735682785511,
0.02605310082435608,
0.0701177716255188,
-0.06251288205385208,
0.004100361373275518,
0.031092701479792595,
-0.0031611216254532337,
0.004966827109456062,
-0.02179582044482231,
-0.015528157353401184,
-0.028709352016448975,
0.012844614684581757,
-0.010825135745108128,
0.014454740099608898,
-0.02192317508161068,
-0.0047212145291268826,
0.025998519733548164,
0.030310381203889847,
0.03471320867538452,
0.01248984131962061,
0.030328573659062386,
-0.004793988540768623,
-0.011461908929049969,
0.04486518353223801,
0.039334360510110855,
-0.04264557734131813,
-0.001361101632937789,
0.005098729860037565,
0.04570208489894867,
-0.008237109519541264,
0.004707569722086191,
-0.022523559629917145,
0.09045810997486115,
-0.052033428102731705,
0.058328378945589066,
0.03766055777668953,
0.030001090839505196,
0.0029928316362202168,
0.02332407422363758,
0.007463885936886072,
0.06578771770000458,
-0.10413962602615356,
-0.06375004351139069,
0.04024403542280197,
0.01711099222302437,
0.02190498076379299,
-0.04180867597460747,
0.028891287744045258,
0.037587784230709076,
-0.008978495374321938,
-0.013963515870273113,
-0.013308549299836159,
0.015573641285300255,
-0.017211057245731354,
0.015391705557703972,
0.07222821563482285,
-0.04468325152993202,
-0.0098153967410326,
0.0035932173486799,
-0.05028684809803963,
0.002660800237208605,
-0.005171503871679306,
0.006877145264297724,
-0.028618384152650833,
0.023906266316771507,
-0.021668465808033943,
0.03027399256825447,
0.09402403980493546,
0.06065714731812477,
0.016210414469242096,
-0.04548376426100731,
-0.01547357626259327,
0.0350588858127594,
0.04854027181863785,
0.018739311024546623,
-0.003318040631711483,
0.012708163820207119,
0.04817640408873558,
-0.0032589116599410772,
0.011807585135102272,
0.08761992305517197,
0.023269493132829666,
-0.009196816943585873,
0.019121374934911728,
-0.02952805906534195,
0.033912695944309235,
-0.040753453969955444,
-0.025561874732375145,
-0.020758790895342827,
-0.0972260981798172,
-0.033967275172472,
-0.004975923802703619,
-0.021322788670659065,
-0.0059538246132433414,
-0.0690261572599411,
-0.029236963018774986,
0.027090130373835564,
0.013272162526845932,
0.012562615796923637,
0.05043239891529083,
-0.0190122127532959,
-0.015546350739896297,
-0.030565090477466583,
0.028017999604344368,
-0.0029609929770231247,
0.039006877690553665,
0.014500224031507969,
0.024906909093260765,
0.030110251158475876,
0.053234197199344635,
0.009833590127527714,
-0.044646862894296646,
-0.006026598624885082,
-0.006586049217730761,
-0.017802344635128975,
-0.0041594901122152805,
-0.012089584954082966,
0.011807585135102272,
0.045410990715026855,
-0.012244229204952717,
0.0032907503191381693,
-0.016410542652010918,
-0.008423592895269394,
-0.019266922026872635,
0.034131016582250595,
-0.02257814072072506,
0.05847392603754997,
0.055744901299476624,
-0.00048809763393364847,
-0.004703021142631769,
0.03252998739480972,
0.014427450485527515,
-0.07444782555103302,
0.05177871882915497,
-0.013044743798673153,
-0.01014287956058979,
0.002512977924197912,
-0.013426806777715683,
-0.10428517311811447,
-0.014654869213700294,
0.02115904726088047,
-0.02594393864274025,
-0.022741882130503654,
-0.07361092418432236,
0.015682801604270935,
-0.019467050209641457,
0.015637317672371864,
-0.03951629623770714,
0.011698423884809017,
-0.023687943816184998,
-0.04177228733897209,
0.024561231955885887,
-0.053998325020074844,
-0.014936868101358414,
-0.010161072947084904,
0.0029132349882274866,
0.00009942466567736119,
-0.02028575912117958,
0.022414399310946465,
0.08201632648706436,
0.007295595947653055,
-0.007736788131296635,
-0.032821085304021835,
0.006131211295723915,
-0.030765218660235405,
0.03671449422836304,
-0.07706768810749054,
0.02139556221663952,
0.020031049847602844,
0.03323953598737717,
0.0008431552560068667,
-0.0021729867439717054,
-0.05014130100607872,
-0.002119543496519327,
-0.026544325053691864,
-0.008964849635958672,
0.0540710985660553,
0.023833492770791054,
-0.08529115468263626,
-0.05494438856840134,
-0.005267019849270582,
0.020322145894169807,
0.00639956584200263,
0.058437541127204895,
-0.03569565713405609,
0.040425971150398254,
-0.04395550861954689,
-0.04610234498977661,
-0.020231178030371666,
0.07968755811452866,
0.007768626790493727,
0.045520152896642685,
-0.0215774979442358,
-0.010106492787599564,
-0.07597608119249344,
-0.03343966230750084,
0.002085430547595024,
-0.006413210649043322,
0.011525586247444153,
0.02050408162176609,
-0.0028541062492877245,
0.03513165935873985,
0.06509636342525482,
0.017929699271917343,
-0.013872548006474972,
0.058983344584703445,
0.005135117098689079,
0.023633364588022232,
-0.015719188377261162,
0.0063222432509064674,
0.06578771770000458,
0.04504711925983429,
0.025871165096759796,
-0.004077619407325983,
0.03589578717947006,
-0.004568844102323055,
0.0009324171696789563,
0.008660108782351017,
-0.0046984730288386345,
0.04883136972784996,
-0.02898225374519825,
-0.06833481043577194,
0.06673377752304077,
-0.033585213124752045,
-0.004573392681777477,
0.02083156444132328,
-0.03595036640763283,
0.06833481043577194,
-0.02648974396288395,
0.06775261461734772,
0.029055029153823853,
-0.008978495374321938,
0.03232986107468605,
-0.02832728810608387,
0.029273349791765213,
0.0012553519336506724,
0.023815298452973366,
-0.058000896126031876,
0.010679587721824646,
0.088493213057518,
0.004630247130990028,
0.051815103739500046,
-0.020485887303948402,
-0.037169333547353745,
0.04417383298277855,
-0.06662461906671524,
0.002209373749792576,
-0.0005469422903843224,
-0.000014302511772257276,
0.017693184316158295,
0.04322776943445206,
-0.01183487568050623,
-0.015682801604270935,
0.03029218688607216,
0.014081773348152637,
0.058546699583530426,
0.011689327657222748,
-0.01432738546282053,
-0.025307167321443558,
0.017302023246884346,
-0.027927031740546227,
-0.03991655260324478,
-0.030637864023447037,
0.007882336154580116,
-0.020776983350515366,
-0.016428735107183456,
-0.05348890647292137,
0.037060171365737915,
-0.002767686964944005,
0.016446929425001144,
0.017065508291125298,
-0.028581997379660606,
-0.054544128477573395
] |
22,422 | copulas | random_state | Set the random state before calling the function.
Args:
function (Callable):
The function to wrap around.
| def random_state(function):
"""Set the random state before calling the function.
Args:
function (Callable):
The function to wrap around.
"""
def wrapper(self, *args, **kwargs):
if self.random_state is None:
return function(self, *args, **kwargs)
else:
with set_random_state(self.random_state, self.set_random_state):
return function(self, *args, **kwargs)
return wrapper
| (function) | [
-0.008652486838400364,
-0.03568599373102188,
0.05182671919465065,
0.02099176123738289,
0.014994115568697453,
0.021732646971940994,
-0.07394745200872421,
0.002762886229902506,
0.04791060835123062,
-0.04251272603869438,
-0.05500194430351257,
0.06329280883073807,
0.019474709406495094,
0.05076831206679344,
-0.030976077541708946,
0.03215796872973442,
0.028612300753593445,
0.040078386664390564,
-0.03782045096158981,
-0.03827909380197525,
0.02633672207593918,
0.056201472878456116,
0.02538415603339672,
0.013873966410756111,
-0.0001598637318238616,
0.054014094173908234,
-0.023426100611686707,
0.029670707881450653,
0.06047038361430168,
0.011157386004924774,
0.046393558382987976,
-0.030358674004673958,
-0.029882390052080154,
0.0451587475836277,
0.013133080676198006,
-0.019898073747754097,
-0.008140922524034977,
0.060999590903520584,
-0.029106223955750465,
-0.04434730112552643,
-0.0002227067161584273,
-0.03845549747347832,
0.009490393102169037,
0.010831043124198914,
-0.03012935258448124,
0.01280673872679472,
0.041383758187294006,
0.025084273889660835,
0.01712857186794281,
-0.030499795451760292,
0.0539788156747818,
0.012303994968533516,
0.057753805071115494,
0.020145034417510033,
0.026301441714167595,
0.01701391115784645,
0.0030429235193878412,
-0.020586038008332253,
0.05249704420566559,
-0.041066236793994904,
-0.0027606813237071037,
0.020674239844083786,
-0.03270481154322624,
-0.01555859949439764,
0.006518030073493719,
-0.014791253954172134,
-0.09229318797588348,
0.022067809477448463,
0.013415323570370674,
0.024537429213523865,
0.0009961164323613048,
0.06957269459962845,
0.05214424058794975,
-0.01773715578019619,
-0.004851037170737982,
0.015232257544994354,
-0.08756563067436218,
-0.028047814965248108,
-0.0029084174893796444,
-0.01651998795568943,
-0.03492746874690056,
-0.0037066335789859295,
0.02758917212486267,
0.040678154677152634,
-0.05567226931452751,
-0.06738531589508057,
0.00543757202103734,
0.005031848791986704,
0.030111711472272873,
-0.0039293402805924416,
-0.026354363188147545,
0.02979419007897377,
-0.02538415603339672,
-0.019950993359088898,
0.0201626755297184,
0.013088980689644814,
0.036162279546260834,
0.016537627205252647,
0.02192668803036213,
-0.045476268976926804,
-0.03658564016222954,
0.02997059002518654,
0.013882786966860294,
0.0002284948859596625,
0.03760876879096031,
-0.053943533450365067,
-0.026671884581446648,
-0.020638959482312202,
0.007514697965234518,
-0.009137590415775776,
-0.057365722954273224,
-0.03408074378967285,
-0.0022094270680099726,
0.03757349029183388,
0.009349271655082703,
-0.029494306072592735,
-0.024802030995488167,
-0.021662086248397827,
-0.022455893456935883,
-0.01030183956027031,
0.041277918964624405,
0.00669443141669035,
-0.007179535459727049,
0.0022623473778367043,
0.001594227273017168,
0.02792433463037014,
-0.003342805663123727,
0.038420215249061584,
-0.001716605736874044,
-0.037644051015377045,
-0.027747932821512222,
0.0544021800160408,
0.05309680849313736,
0.04889845475554466,
-0.01575264148414135,
0.004017540719360113,
-0.0181693397462368,
0.03983142599463463,
-0.03630340099334717,
0.05517834424972534,
-0.0008676741854287684,
0.03672676160931587,
0.0317169651389122,
0.013988628052175045,
0.09885532408952713,
0.04498234763741493,
-0.009411012753844261,
-0.00008702926425030455,
0.0156997200101614,
-0.02055075764656067,
0.08340255916118622,
-0.019368868321180344,
0.055813390761613846,
0.04046647250652313,
-0.0627988800406456,
0.017860637977719307,
0.019121907651424408,
-0.03679732233285904,
0.007342706434428692,
-0.007113384548574686,
0.01982751302421093,
0.02587807923555374,
0.0451587475836277,
-0.02758917212486267,
0.008899448439478874,
0.006231377832591534,
-0.024537429213523865,
-0.05415521562099457,
0.006235788110643625,
-0.04251272603869438,
-0.03923166170716286,
-0.034116022288799286,
0.029829468578100204,
0.017754796892404556,
-0.015073495917022228,
0.02864758111536503,
-0.03374557942152023,
-0.006712071597576141,
0.0035809476394206285,
0.017992937937378883,
0.01087514404207468,
-0.0026504304260015488,
-0.029000382870435715,
0.0039712353609502316,
-0.010883963666856289,
0.0404311902821064,
0.0032832701690495014,
-0.0024585938081145287,
0.004886317532509565,
0.01472951378673315,
0.01021363865584135,
0.035880036652088165,
0.028612300753593445,
0.00023249148216564208,
-0.022402971982955933,
-0.014173849485814571,
-0.06604466587305069,
-0.05122695490717888,
0.05281456559896469,
0.02026851661503315,
0.015258717350661755,
0.02055075764656067,
0.041066236793994904,
-0.000750256993342191,
0.005031848791986704,
0.029388466849923134,
-0.020021554082632065,
-0.014394350349903107,
-0.04325361177325249,
0.021115241572260857,
-0.011642489582300186,
-0.06632690876722336,
0.005512542556971312,
0.07994509488344193,
0.00941983237862587,
-0.060329265892505646,
0.048051729798316956,
0.027112888172268867,
0.01569090038537979,
0.0038234994281083345,
0.018381021916866302,
-0.03496274724602699,
-0.005172969773411751,
-0.053061529994010925,
0.024854950606822968,
0.03849077597260475,
-0.0007359244045801461,
-0.08996469527482986,
-0.03046451508998871,
-0.001823549042455852,
0.0007601795950904489,
-0.004024155903607607,
0.03750292956829071,
-0.04201880469918251,
-0.02351430058479309,
-0.058459408581256866,
0.04861621558666229,
-0.037926290184259415,
-0.07006661593914032,
-0.012074672617018223,
-0.029494306072592735,
0.0024475688114762306,
0.11593097448348999,
-0.00008565112511860207,
-0.013327122665941715,
0.045405708253383636,
-0.03422186151146889,
0.08276751637458801,
-0.06943157315254211,
-0.007893960922956467,
-0.07733435183763504,
0.019845152273774147,
-0.013468243181705475,
0.014200309291481972,
0.041877683252096176,
-0.006826732307672501,
0.0043019880540668964,
-0.004802526906132698,
-0.013230102136731148,
0.04283025115728378,
-0.001931594917550683,
-0.07472361624240875,
-0.04230104386806488,
-0.015329278074204922,
0.0051994300447404385,
-0.012065852992236614,
-0.04004310816526413,
0.029441386461257935,
0.009534493088722229,
0.01757839508354664,
0.08319088071584702,
-0.0007689996855333447,
0.0007188355084508657,
-0.009684434160590172,
0.014632492326200008,
-0.03222852945327759,
-0.006500389892607927,
-0.04671107977628708,
-0.03358681872487068,
-0.011272046715021133,
0.06234024092555046,
0.03683260455727577,
-0.03722068667411804,
0.04191296175122261,
-0.029600147157907486,
0.03877301886677742,
-0.04544099047780037,
0.06992549449205399,
0.0668913945555687,
-0.013574084267020226,
-0.009411012753844261,
-0.002961337799206376,
0.034945107996463776,
0.02148568443953991,
0.021468045189976692,
-0.030940797179937363,
-0.07232455909252167,
-0.00037375037209130824,
0.038631897419691086,
-0.008665716275572777,
0.03806741163134575,
-0.06163463369011879,
-0.0500979870557785,
0.0404311902821064,
0.022738134488463402,
0.001843394129537046,
0.006279888097196817,
-0.014438451267778873,
-0.028330057859420776,
0.01143080834299326,
0.008987649343907833,
0.04060759395360947,
-0.056871797889471054,
-0.03453938663005829,
0.07415913045406342,
-0.045582111924886703,
-0.023761263117194176,
-0.03556251525878906,
0.018769104033708572,
0.04427674040198326,
-0.04307721182703972,
-0.01724323257803917,
-0.02444922737777233,
0.03554487228393555,
0.000695682829245925,
-0.03039395436644554,
0.029882390052080154,
-0.01922774873673916,
-0.047451965510845184,
0.05267344415187836,
-0.07909836620092392,
-0.019086627289652824,
0.009516852907836437,
0.03383377939462662,
-0.06611523032188416,
0.0449470654129982,
-0.00005726153540308587,
0.010319479741156101,
0.061105430126190186,
-0.06858484447002411,
0.043535854667425156,
0.005733043886721134,
-0.07091334462165833,
0.012903759256005287,
-0.014147388748824596,
0.054014094173908234,
0.004152046982198954,
0.03363974019885063,
0.05496666207909584,
-0.04328889399766922,
0.03732652589678764,
-0.007924830541014671,
-0.0001057030021911487,
0.018257539719343185,
0.04201880469918251,
0.048722054809331894,
0.0000010379084187661647,
0.038420215249061584,
0.0017573984805494547,
-0.07239511609077454,
-0.02831241860985756,
-0.05390825495123863,
-0.005137689411640167,
0.024272827431559563,
0.07451193034648895,
0.044029779732227325,
-0.044594261795282364,
-0.03510386869311333,
0.028330057859420776,
0.003078203648328781,
0.019351229071617126,
-0.08714227378368378,
-0.02203252911567688,
0.015779102221131325,
0.07458249479532242,
-0.04625243693590164,
-0.05214424058794975,
0.013371222652494907,
0.03072911687195301,
0.047557804733514786,
0.047451965510845184,
-0.05066246911883354,
0.07486473768949509,
-0.018310461193323135,
-0.017155032604932785,
0.018963145092129707,
0.04163071885704994,
0.00594913586974144,
0.005856525152921677,
-0.030111711472272873,
-0.06114070862531662,
0.009543313644826412,
0.026036839932203293,
0.014606032520532608,
-0.011580749414861202,
0.004595255479216576,
0.013485883362591267,
-0.007730789482593536,
0.0312936007976532,
-0.0294590275734663,
0.02891218289732933,
0.026354363188147545,
-0.0008153050439432263,
-0.03041159361600876,
0.04653467983007431,
0.017657775431871414,
-0.02990002930164337,
0.021909048780798912,
0.002496079308912158,
-0.0445237010717392,
-0.06315168738365173,
-0.04879261553287506,
-0.02346138097345829,
-0.035721275955438614,
0.03573891520500183,
-0.00018342984549235553,
0.00618286756798625,
0.020145034417510033,
0.02566639706492424,
-0.007351526524871588,
0.07796940207481384,
0.011333786882460117,
0.0022215545177459717,
0.07648763060569763,
0.007669048849493265,
0.0313994400203228,
0.030640915036201477,
-0.0033538308925926685,
-0.008608385920524597,
0.029053304344415665,
0.004454134497791529,
-0.06607995182275772,
-0.027571532875299454,
0.029670707881450653,
0.03051743470132351,
-0.05905917286872864,
-0.03933750092983246,
0.009631514549255371,
-0.0402195081114769,
0.05740100145339966,
0.05567226931452751,
0.005781554616987705,
0.030552715063095093,
0.0016250974731519818,
0.013953347690403461,
-0.022896897047758102,
0.05179143697023392,
0.06470401585102081,
0.050309665501117706,
-0.03757349029183388,
0.04060759395360947,
0.04201880469918251,
-0.0159114021807909,
0.04113679751753807,
-0.012436295859515667,
0.029882390052080154,
-0.061599355190992355,
-0.01993335410952568,
-0.024555068463087082,
0.0019503375515341759,
-0.004621715750545263,
0.007651408668607473,
-0.06244608014822006,
0.019139546900987625,
-0.020303796976804733,
0.001374828047119081,
-0.021573886275291443,
-0.03090551868081093,
-0.028823981061577797,
0.02070952020585537,
0.03270481154322624,
-0.06607995182275772,
-0.010698742233216763,
-0.024255186319351196,
0.03767932951450348,
-0.036444518715143204,
-0.05789492651820183,
-0.01740199327468872,
-0.01961583085358143,
-0.0024365438148379326,
-0.004802526906132698,
0.006209327839314938,
0.005256760399788618,
0.02633672207593918,
-0.01498529501259327,
0.0069943140260875225,
0.03106427937746048,
0.017146211117506027,
0.04561739042401314,
0.037644051015377045,
-0.10315951704978943,
0.026460204273462296,
0.047451965510845184,
0.0014277484733611345,
-0.043535854667425156,
0.011554288677871227,
-0.017587214708328247,
0.014888274483382702,
0.016211284324526787,
-0.057753805071115494,
0.009119950234889984,
0.004696686286479235,
-0.0580713264644146,
0.03683260455727577,
0.06911405175924301,
-0.02351430058479309,
-0.06996078044176102,
-0.0584946908056736,
-0.04385337606072426,
0.0017662185709923506,
0.0668913945555687,
0.03210504725575447,
0.024854950606822968,
-0.045405708253383636,
-0.019210107624530792,
-0.024043504148721695,
-0.03173460438847542,
0.0018533167894929647,
-0.03132887929677963,
-0.0340278223156929,
0.0136270048096776,
0.025313595309853554,
0.02693648636341095,
0.020621318370103836,
0.002392443362623453,
-0.01855742186307907,
0.0907408595085144,
-0.0063813189044594765,
0.0316111221909523,
-0.011915911920368671,
-0.048051729798316956,
0.0039381603710353374,
-0.016220103949308395,
0.08544881641864777,
0.0313994400203228,
-0.010945703834295273,
-0.06004702299833298,
-0.0294590275734663,
-0.026530764997005463,
-0.046781640499830246,
-0.001924979849718511,
0.025154832750558853,
0.004107946529984474,
0.014747153036296368,
-0.010786943137645721,
-0.024819670245051384,
-0.04388865828514099,
-0.01385632622987032,
-0.07825164496898651,
-0.05083887279033661,
-0.02709524892270565,
-0.04861621558666229,
0.04963934049010277,
-0.07073694467544556,
0.032898854464292526,
-0.06431593745946884,
0.026618964970111847,
0.040078386664390564,
-0.011713050305843353,
-0.0012237844057381153,
-0.036973726004362106,
0.08608385920524597,
0.01855742186307907,
-0.047169722616672516,
0.03427478298544884,
-0.0008753917063586414,
0.02605448104441166,
-0.0204272773116827,
0.009472752921283245,
-0.04388865828514099,
0.03782045096158981,
0.01679340936243534,
0.0035831525456160307,
-0.0013274202356114984,
-0.05948253720998764,
0.023426100611686707,
0.0032832701690495014,
-0.04286552965641022,
-0.00026832299772650003,
-0.01043414045125246,
-0.006707661785185337,
-0.06900820881128311,
-0.046181876212358475,
-0.04762836545705795,
-0.0355977937579155,
0.009490393102169037,
-0.010531160980463028,
0.11896507441997528,
-0.05277928709983826,
0.007342706434428692,
-0.038526058197021484,
-0.00845403503626585,
-0.015364558435976505,
-0.058459408581256866,
0.012215794064104557,
-0.02714816853404045,
0.030270472168922424,
-0.03771461173892021,
0.010760482400655746,
0.00037926292861811817,
-0.05503722280263901,
0.05662483721971512,
-0.018098779022693634,
0.009657974354922771,
-0.0009619386401027441,
-0.01420912891626358,
-0.05182671919465065,
0.003111278871074319,
-0.021009402349591255,
-0.009411012753844261,
-0.055707547813653946,
0.023725982755422592,
0.0005336141330190003,
-0.024978432804346085,
0.050979990512132645,
-0.005247940309345722,
-0.06526850163936615,
0.006438649725168943,
0.00801303144544363,
-0.047451965510845184,
-0.02792433463037014,
0.0006085846689529717,
-0.04974518343806267,
-0.012789098545908928,
-0.011845351196825504,
-0.05105055123567581,
0.034168943762779236,
-0.062269680202007294,
0.011113285087049007,
-0.015849661082029343,
-0.013697565533220768,
-0.013671104796230793,
0.044029779732227325,
-0.03046451508998871,
0.028400618582963943,
-0.028171297162771225,
0.009075850248336792,
0.09158758819103241,
0.001086522126570344,
-0.03535083308815956,
0.03492746874690056,
0.0100813377648592,
0.012374554760754108,
-0.05309680849313736,
0.03293413296341896,
-0.03596823662519455,
-0.013203641399741173,
0.0025776647962629795,
0.021520964801311493,
-0.060117583721876144,
-0.04360641539096832,
0.03707956522703171,
-0.016811048611998558,
0.02771265245974064,
0.010822223499417305,
-0.0901058167219162,
0.046958040446043015,
0.001031947904266417,
0.07564090192317963,
-0.03849077597260475,
-0.03265189006924629,
0.03909054026007652,
-0.03508622944355011,
0.045194026082754135,
0.005419931840151548,
0.008198252879083157,
-0.019898073747754097,
0.02587807923555374,
-0.013009600341320038,
0.021132882684469223,
0.024255186319351196,
-0.024696189910173416,
-0.017331432551145554,
-0.03729124739766121,
0.03083495795726776,
-0.03750292956829071,
-0.014332610182464123,
0.01021363865584135,
-0.022350052371621132,
0.04180712252855301,
-0.024537429213523865,
0.06406897306442261,
-0.035280272364616394,
0.000426946411607787,
0.0023571632336825132,
-0.008608385920524597,
0.025313595309853554,
-0.010169538669288158,
0.00008668472582940012,
-0.015999604016542435,
-0.029106223955750465,
-0.033181093633174896,
-0.010125437751412392,
-0.014147388748824596,
-0.0536612942814827,
-0.008886218070983887,
-0.05348489060997963,
-0.033516258001327515,
0.013415323570370674,
-0.03342805802822113,
0.03558015450835228,
0.03976086527109146,
-0.012083493173122406,
0.040078386664390564,
0.011765970848500729,
-0.056201472878456116,
-0.023831823840737343,
-0.0035125920549035072,
0.05602506920695305,
-0.002493874169886112,
0.024696189910173416,
-0.019686391577124596,
0.0032876802142709494,
0.05503722280263901,
0.003089228877797723,
-0.04522930830717087,
0.024802030995488167,
-0.009058210067451,
-0.010539981536567211,
0.007038414012640715,
-0.048545654863119125,
-0.034504104405641556,
0.03176988288760185,
-0.0626930445432663,
0.03545667231082916,
0.00030263856751844287,
0.005402291659265757,
0.05468441918492317,
0.000010232656677544583,
-0.011227946728467941,
0.020039193332195282,
0.012974319979548454,
-0.028400618582963943,
0.013344762846827507,
0.002308652736246586,
-0.03958446532487869,
0.005481672007590532,
0.07923948764801025,
-0.060117583721876144,
-0.06121126934885979,
-0.008745097555220127,
0.008299684152007103,
-0.01680222898721695,
-0.023937664926052094,
0.09201094508171082,
0.017278512939810753,
-0.02626616135239601,
0.008524595759809017,
0.03111719898879528,
-0.0027937565464526415,
-0.014897095039486885,
0.02571931853890419,
0.03954918310046196,
0.014165028929710388,
0.05045078694820404,
-0.02374362200498581,
-0.01043414045125246,
0.05038022622466087,
0.02813601680099964,
-0.014932374469935894,
-0.04014894738793373,
-0.03427478298544884,
0.035280272364616394,
-0.010919244028627872,
0.046958040446043015,
0.029176784679293633,
0.01057526096701622,
0.03462758660316467
] |
22,423 | copulas | scalarize | Allow methods that only accepts 1-d vectors to work with scalars.
Args:
function(callable): Function that accepts and returns vectors.
Returns:
callable: Decorated function that accepts and returns scalars.
| def scalarize(function):
"""Allow methods that only accepts 1-d vectors to work with scalars.
Args:
function(callable): Function that accepts and returns vectors.
Returns:
callable: Decorated function that accepts and returns scalars.
"""
def decorated(self, X, *args, **kwargs):
scalar = not isinstance(X, np.ndarray)
if scalar:
X = np.array([X])
result = function(self, X, *args, **kwargs)
if scalar:
result = result[0]
return result
decorated.__doc__ = function.__doc__
return decorated
| (function) | [
-0.01866557076573372,
-0.06955084204673767,
0.03659086301922798,
-0.023195363581180573,
0.03530418872833252,
0.04624972119927406,
-0.034511033445596695,
-0.052735961973667145,
0.050902895629405975,
0.04910507798194885,
-0.035903461277484894,
-0.024023769423365593,
0.009059587493538857,
-0.028535937890410423,
-0.04755401983857155,
0.018048672005534172,
0.04688424617052078,
0.02266659401357174,
0.004437258932739496,
0.005671055056154728,
0.007248551119118929,
0.015378384850919247,
0.06785877794027328,
0.03315385803580284,
0.013289744965732098,
0.03659086301922798,
0.021609054878354073,
-0.05002161115407944,
0.031074032187461853,
-0.041490793228149414,
-0.03715488314628601,
0.043852631002664566,
-0.017105698585510254,
-0.0060455999337136745,
0.0550977997481823,
0.012249831110239029,
0.0074204010888934135,
-0.014779112301766872,
-0.008019673638045788,
0.0002003541449084878,
-0.0439583845436573,
0.011853253468871117,
-0.014400160871446133,
-0.00022224850545171648,
-0.0023860731162130833,
0.003692575031891465,
0.005732744466513395,
0.029893113300204277,
-0.046637486666440964,
0.010390324518084526,
0.030703892931342125,
-0.017387710511684418,
0.0661667138338089,
-0.02069251984357834,
-0.016497613862156868,
0.07550831139087677,
0.056261096149683,
0.013034172356128693,
-0.008491159416735172,
-0.021450422704219818,
0.0011930365581065416,
0.029945990070700645,
-0.047272007912397385,
-0.034193772822618484,
0.049880605190992355,
-0.03221970051527023,
0.00020159344421699643,
0.03297760337591171,
0.023970892652869225,
0.027707532048225403,
-0.05404026061296463,
-0.013386685401201248,
0.020586766302585602,
-0.0025997841730713844,
0.03234307840466499,
-0.010073062032461166,
-0.02120366506278515,
-0.0283244289457798,
0.033118609338998795,
-0.023477373644709587,
0.015537016093730927,
-0.037190135568380356,
-0.02190869115293026,
0.002412511734291911,
-0.017105698585510254,
-0.05005686357617378,
-0.042971350252628326,
-0.012778600677847862,
-0.03154992312192917,
0.04424039646983147,
-0.013324996456503868,
0.0042742216028273106,
-0.025821587070822716,
0.0831930935382843,
-0.021679557859897614,
0.050268370658159256,
0.043464869260787964,
-0.05784740298986435,
0.039728228002786636,
0.011888504959642887,
0.027954289689660072,
0.09708211570978165,
0.06962133944034576,
0.008552849292755127,
0.020093247294425964,
0.021503301337361336,
-0.006530305370688438,
-0.01817205175757408,
0.007107545621693134,
0.044874921441078186,
0.03169092908501625,
0.002996361581608653,
-0.008464721031486988,
-0.04973960295319557,
-0.014391347765922546,
-0.04223107174038887,
-0.06362862139940262,
0.02902945503592491,
-0.03421139717102051,
-0.007380743511021137,
0.03408801928162575,
-0.013809701427817345,
0.03976348042488098,
-0.02286047674715519,
0.014338470995426178,
-0.0009341597906313837,
-0.002595377853140235,
0.017863603308796883,
-0.03454628586769104,
0.007415995001792908,
-0.06341711431741714,
0.01759040541946888,
0.003954756539314985,
0.056296344846487045,
0.02051626332104206,
-0.04113828018307686,
0.002932468429207802,
0.02273709699511528,
-0.015475326217710972,
0.055591318756341934,
-0.0007859941106289625,
0.08375711739063263,
0.01573971100151539,
0.0487525649368763,
0.025504324585199356,
0.023071983829140663,
0.05964522063732147,
0.00037206659908406436,
-0.01113941427320242,
-0.03371788188815117,
-0.020287130028009415,
0.03445815667510033,
0.05545031279325485,
-0.0022957418113946915,
0.007742069661617279,
0.0042742216028273106,
0.056261096149683,
-0.11661133915185928,
0.025292815640568733,
-0.026720494031906128,
-0.023671256378293037,
0.034017518162727356,
-0.060808513313531876,
-0.022913353517651558,
-0.018436435610055923,
-0.01091909408569336,
0.018965205177664757,
0.022966230288147926,
-0.024552538990974426,
0.0022693031933158636,
0.015246192924678326,
-0.045685701072216034,
-0.03160279989242554,
0.0808665081858635,
0.04945759102702141,
0.04015124589204788,
-0.005842905025929213,
0.03371788188815117,
0.014056460931897163,
-0.03258983790874481,
0.038318175822496414,
-0.009887993335723877,
-0.06521492451429367,
-0.044099390506744385,
0.014646920375525951,
0.0005976199172437191,
-0.009121277369558811,
-0.02844780869781971,
0.0007755288970656693,
0.032677967101335526,
0.02451728843152523,
0.013756824657320976,
0.0038512058090418577,
0.02520468831062317,
0.020727772265672684,
-0.054710038006305695,
-0.04998636245727539,
-0.03659086301922798,
0.02286047674715519,
-0.022208327427506447,
0.01374801155179739,
0.0001419691543560475,
0.05118490383028984,
0.013518878258764744,
-0.016330169513821602,
-0.00598391005769372,
0.010601832531392574,
0.0013505659298971295,
-0.043852631002664566,
-0.03320673480629921,
0.011897318065166473,
-0.03530418872833252,
-0.0023243834730237722,
0.03176143392920494,
-0.008054925128817558,
-0.00017887286958284676,
0.03352399915456772,
-0.046778492629528046,
-0.02717876248061657,
-0.012593531049787998,
0.08432114124298096,
-0.00984392873942852,
-0.026949627324938774,
0.02966398000717163,
0.010178816504776478,
-0.027125883847475052,
0.030633389949798584,
-0.009068399667739868,
0.02197919227182865,
-0.01171224843710661,
-0.005838498473167419,
0.011650558561086655,
-0.004384382162243128,
-0.025239938870072365,
-0.021573802456259727,
-0.08650671690702438,
0.06190130487084389,
0.017475837841629982,
0.016797250136733055,
-0.010231693275272846,
-0.03218444809317589,
-0.02323061414062977,
0.015475326217710972,
0.04942233860492706,
-0.047095753252506256,
0.03054526261985302,
-0.04043325409293175,
0.08544918149709702,
-0.03754264861345291,
0.011394986882805824,
-0.049633849412202835,
-0.02749602310359478,
0.004492339212447405,
0.017616843804717064,
0.023777009919285774,
-0.006578776054084301,
0.008301683701574802,
-0.01349243987351656,
0.011024847626686096,
-0.005732744466513395,
-0.02420002594590187,
-0.03810666874051094,
0.045826707035303116,
0.021926315501332283,
-0.03503980487585068,
-0.060491252690553665,
-0.023918015882372856,
0.0439583845436573,
0.03785990923643112,
0.06380487233400345,
0.005296509712934494,
0.033118609338998795,
0.027319766581058502,
-0.0776938945055008,
-0.0085704755038023,
0.02427052892744541,
-0.004538606386631727,
0.0023970892652869225,
0.0364498570561409,
0.024041395634412766,
0.014999433420598507,
-0.04152604565024376,
-0.05495679751038551,
-0.014602855779230595,
-0.025733457878232002,
0.0065214927308261395,
0.0010377104626968503,
0.013721573166549206,
0.032995227724313736,
-0.02012849971652031,
0.017801912501454353,
0.053370486944913864,
0.0684932991862297,
-0.012188141234219074,
-0.01619797758758068,
0.004838242661207914,
-0.062324319034814835,
-0.030827272683382034,
0.043535370379686356,
-0.047095753252506256,
0.006975353229790926,
0.01878894865512848,
-0.017669720575213432,
-0.026491360738873482,
-0.018700821325182915,
-0.08093701303005219,
0.004247783217579126,
-0.013598193414509296,
-0.0435706228017807,
0.0009468282223679125,
-0.03849443420767784,
0.032677967101335526,
-0.13219241797924042,
-0.0030822865664958954,
0.06109052523970604,
0.06764727085828781,
0.009544292464852333,
-0.0178371649235487,
0.02539857104420662,
0.026914376765489578,
0.05294747278094292,
-0.0011732077691704035,
0.005256852135062218,
-0.021626679226756096,
-0.03867068886756897,
-0.02039288356900215,
0.035409942269325256,
-0.0736752450466156,
0.0005138980341143906,
0.060244493186473846,
0.04547419399023056,
0.00043127776007167995,
0.013756824657320976,
0.02742552012205124,
-0.024094272404909134,
-0.04825904592871666,
0.0396224744617939,
0.028800321742892265,
-0.015299069695174694,
-0.004701643716543913,
-0.013862578198313713,
0.04942233860492706,
-0.002251677680760622,
-0.014638107270002365,
-0.027971915900707245,
0.005358199588954449,
-0.028800321742892265,
-0.0358329601585865,
0.08770526200532913,
-0.044733915477991104,
0.0354451946914196,
-0.03828292340040207,
0.024693544954061508,
0.007812571711838245,
-0.00633201701566577,
-0.00020696375577244908,
-0.01664743199944496,
-0.004492339212447405,
-0.02966398000717163,
-0.06278258562088013,
0.04565044865012169,
-0.031972941011190414,
-0.010108313523232937,
-0.03789516165852547,
0.0776233896613121,
0.023142486810684204,
0.02761940285563469,
-0.051854681223630905,
-0.003928318154066801,
0.012214579619467258,
0.012822665274143219,
-0.013818514533340931,
-0.05188992992043495,
-0.02152092568576336,
-0.004005430266261101,
-0.01905333437025547,
-0.015713272616267204,
0.005988316610455513,
-0.04445190355181694,
0.025557201355695724,
0.054780539125204086,
-0.0026724901981651783,
0.042442578822374344,
-0.07113714516162872,
0.004794178530573845,
0.036238349974155426,
0.0015003839507699013,
0.019335344433784485,
-0.06891631335020065,
0.004996873438358307,
-0.021327044814825058,
-0.042195819318294525,
-0.020287130028009415,
-0.01745821163058281,
-0.0776938945055008,
-0.03764840215444565,
0.0008818336063995957,
0.03408801928162575,
0.02659711427986622,
-0.006371674593538046,
-0.03849443420767784,
0.0364498570561409,
-0.009676485322415829,
0.010399136692285538,
-0.02959347702562809,
-0.049880605190992355,
-0.03472254425287247,
0.002989751985296607,
0.015017058700323105,
0.07015011459589005,
0.034387655556201935,
-0.001132448436692357,
0.01200307160615921,
-0.01419746596366167,
0.03856493532657623,
0.013659883290529251,
0.005208381451666355,
-0.0021117739379405975,
-0.03170855715870857,
0.021926315501332283,
0.06595520675182343,
-0.01507874857634306,
0.011844441294670105,
0.05879918858408928,
-0.001407849253155291,
-0.0035251311492174864,
0.02393564023077488,
-0.02488742582499981,
0.041878558695316315,
0.0022109183482825756,
-0.013175178319215775,
-0.06962133944034576,
-0.04681374132633209,
-0.06750626116991043,
-0.04723675921559334,
-0.03199056535959244,
-0.04311235621571541,
0.005446327850222588,
0.01162412017583847,
0.10554242879152298,
0.044099390506744385,
0.02203207090497017,
-0.013545316644012928,
-0.02115078642964363,
-0.03944621980190277,
-0.043782129883766174,
0.018189677968621254,
0.043464869260787964,
-0.0021569395903497934,
-0.039023201912641525,
0.036802370101213455,
0.016788437962532043,
0.03214919567108154,
-0.044346150010824203,
0.049316585063934326,
0.002996361581608653,
-0.009861554950475693,
-0.07783489674329758,
0.015131625346839428,
0.007446839939802885,
-0.03944621980190277,
0.01751990243792534,
-0.02749602310359478,
-0.05580282583832741,
-0.031655676662921906,
0.00022169770090840757,
0.006213043816387653,
0.017863603308796883,
0.001558768912218511,
-0.0020886403508484364,
0.0745212733745575,
-0.0050012799911201,
0.007037043105810881,
-0.05266546085476875,
0.06990335136651993,
0.039269961416721344,
-0.06496816873550415,
0.022314080968499184,
-0.002848746720701456,
0.00920940563082695,
-0.05139641463756561,
-0.0021349075250327587,
0.0020368648692965508,
0.03576245531439781,
0.005243632476776838,
0.05467478558421135,
0.03944621980190277,
0.027319766581058502,
0.03856493532657623,
0.072124183177948,
-0.034775421023368835,
0.05939846113324165,
0.05224244296550751,
0.005283290520310402,
-0.030210373923182487,
-0.011597681790590286,
0.022014444693922997,
0.016092224046587944,
0.015440074726939201,
0.04205481708049774,
0.020939279347658157,
-0.029734481126070023,
-0.08044349402189255,
0.02164430543780327,
0.04025699943304062,
-0.011985446326434612,
0.002317773876711726,
0.01924721710383892,
-0.0495280921459198,
-0.04871731251478195,
-0.03979873284697533,
0.0036242755595594645,
-0.02908233180642128,
0.030651016160845757,
-0.0031087251845747232,
0.045121680945158005,
-0.022384583950042725,
0.020110873505473137,
-0.010866217315196991,
-0.0194234736263752,
-0.004441665485501289,
-0.009447352029383183,
-0.057494889944791794,
-0.017608029767870903,
-0.010963157750666142,
0.014259155839681625,
-0.02520468831062317,
-0.04684899374842644,
0.031902436167001724,
0.05492154508829117,
-0.026244601234793663,
-0.017370084300637245,
-0.0388469472527504,
0.07332272827625275,
-0.05499204620718956,
0.08192405104637146,
-0.02978735975921154,
-0.06341711431741714,
0.03912895545363426,
-0.00753937428817153,
-0.009033149108290672,
0.024358656257390976,
0.056296344846487045,
0.06450989842414856,
-0.013395498506724834,
-0.006270327139645815,
-0.05523880571126938,
0.012346772477030754,
-0.0261564739048481,
-0.017616843804717064,
-0.05728338286280632,
-0.012805039063096046,
0.025768708437681198,
-0.012205766513943672,
0.02959347702562809,
-0.02344212308526039,
0.011773938313126564,
0.01817205175757408,
-0.054075513035058975,
0.025486698374152184,
-0.01575733721256256,
-0.017572779208421707,
0.07868093252182007,
-0.010478452779352665,
-0.04871731251478195,
0.04942233860492706,
0.07297021895647049,
0.021133162081241608,
0.03378838300704956,
-0.046390727162361145,
0.010751650668680668,
-0.033823635429143906,
-0.02005799673497677,
-0.04998636245727539,
-0.06218331307172775,
0.05485104024410248,
0.024675918743014336,
-0.07593132555484772,
-0.054463278502225876,
-0.032801344990730286,
-0.04984535649418831,
-0.07015011459589005,
-0.030192749574780464,
-0.028042418882250786,
-0.006204231176525354,
-0.008618946187198162,
-0.030404256656765938,
0.06909257173538208,
-0.06228907033801079,
0.036238349974155426,
-0.0364498570561409,
-0.019705483689904213,
-0.02439390867948532,
-0.029011830687522888,
0.013016547076404095,
-0.016347795724868774,
0.007257363758981228,
0.030580513179302216,
0.0435706228017807,
0.0008614539401605725,
-0.07099614292383194,
0.014567605219781399,
-0.016779623925685883,
0.04522743448615074,
-0.03392938897013664,
-0.0420195646584034,
-0.017608029767870903,
-0.0170263834297657,
0.029293840751051903,
-0.10526041686534882,
-0.03740164265036583,
0.041561298072338104,
0.00017625656619202346,
-0.00753937428817153,
0.033629752695560455,
0.04413464292883873,
-0.05784740298986435,
0.0538640059530735,
0.04832955077290535,
-0.001636982779018581,
0.019405847415328026,
-0.020551515743136406,
-0.04438140243291855,
-0.06116102635860443,
-0.01025813166052103,
-0.0170263834297657,
0.046002961695194244,
-0.05340573936700821,
0.006464209407567978,
-0.0215914286673069,
0.005300916265696287,
-0.018365934491157532,
0.03447578474879265,
-0.01365107111632824,
-0.0024719983339309692,
-0.019211964681744576,
-0.04177280515432358,
0.07952696084976196,
-0.019282467663288116,
0.04127928614616394,
0.04177280515432358,
-0.006587589159607887,
0.01050489116460085,
0.014999433420598507,
0.06916307657957077,
-0.03662611171603203,
-0.05555606633424759,
-0.023900389671325684,
0.11026610434055328,
-0.02844780869781971,
-0.0014001380186527967,
0.03669661656022072,
-0.01573971100151539,
0.05396975949406624,
0.071665920317173,
-0.025169437751173973,
-0.012170515954494476,
0.006508273538202047,
0.0196173544973135,
0.0007292615482583642,
-0.0002810465812217444,
-0.02120366506278515,
0.009729362092912197,
0.04459290951490402,
0.019723109900951385,
-0.021926315501332283,
-0.0006047803326509893,
-0.04360587149858475,
-0.026826249435544014,
0.006561150308698416,
0.03842392936348915,
0.045051176100969315,
-0.037507396191358566,
-0.015255005098879337,
0.03613259643316269,
-0.010469639673829079,
0.020216627046465874,
-0.013263306580483913,
-0.018753698095679283,
0.01981123723089695,
-0.023900389671325684,
-0.0016446940135210752,
-0.012188141234219074,
0.0141622144728899,
-0.04586195573210716,
-0.1268342286348343,
-0.026367980986833572,
-0.00023381534265354276,
-0.0277427826076746,
-0.010284570045769215,
-0.010522516444325447,
-0.04741301387548447,
0.034317150712013245,
-0.013474813662469387,
-0.03218444809317589,
0.031003529205918312,
0.005547675304114819,
0.012787413783371449,
0.01949397474527359,
0.034387655556201935,
0.040362752974033356,
0.010839778929948807,
-0.05118490383028984,
0.06750626116991043,
0.017229078337550163,
-0.01677081175148487,
0.0071251713670790195,
-0.058834441006183624,
0.06884581595659256,
0.01625966839492321,
0.01063708309084177,
0.014867240563035011,
0.06937458366155624,
-0.0090155228972435,
0.020939279347658157,
0.0036176659632474184,
-0.04159654676914215,
0.013730386272072792,
0.021256541833281517,
0.03424664959311485,
-0.007609876804053783,
-0.059151701629161835,
0.02227882854640484,
-0.0012943841284140944,
-0.024728795513510704,
0.03810666874051094,
0.06581419706344604,
0.01930009387433529,
0.020674895495176315,
0.01606578566133976,
0.02686149999499321,
0.015924779698252678,
0.022173075005412102,
0.03392938897013664,
0.010443201288580894,
0.004432852379977703,
-0.01707926020026207,
-0.01625085435807705,
-0.0077156308107078075,
-0.07219468802213669,
0.016858940944075584,
0.017229078337550163,
0.03378838300704956,
-0.039587222039699554,
0.030457133427262306,
-0.024429159238934517,
-0.015730898827314377,
0.03785990923643112,
0.023829886689782143,
-0.010654709301888943,
-0.013421936891973019,
0.02939959429204464,
-0.0689515694975853,
-0.04681374132633209,
0.050902895629405975,
-0.052101440727710724,
0.02851831167936325,
-0.007063481491059065,
-0.02647373639047146,
-0.04335911571979523,
-0.04624972119927406,
-0.01567802019417286,
0.023600753396749496,
0.04381738230586052,
0.005508017726242542,
0.02095690555870533,
0.01898283138871193,
0.04769502580165863
] |
22,424 | copulas | set_random_state | Context manager for managing the random state.
Args:
random_state (int or np.random.RandomState):
The random seed or RandomState.
set_model_random_state (function):
Function to set the random state on the model.
| def _get_addon_target(addon_path_name):
"""Find the target object for the add-on.
Args:
addon_path_name (str):
The add-on's name. The add-on's name should be the full path of valid Python
identifiers (i.e. importable.module:object.attr).
Returns:
tuple:
* object:
The base module or object the add-on should be added to.
* str:
The name the add-on should be added to under the module or object.
"""
module_path, _, object_path = addon_path_name.partition(':')
module_path = module_path.split('.')
if module_path[0] != __name__:
msg = f"expected base module to be '{__name__}', found '{module_path[0]}'"
raise AttributeError(msg)
target_base = sys.modules[__name__]
for submodule in module_path[1:-1]:
target_base = getattr(target_base, submodule)
addon_name = module_path[-1]
if object_path:
if len(module_path) > 1 and not hasattr(target_base, module_path[-1]):
msg = f"cannot add '{object_path}' to unknown submodule '{'.'.join(module_path)}'"
raise AttributeError(msg)
if len(module_path) > 1:
target_base = getattr(target_base, module_path[-1])
split_object = object_path.split('.')
addon_name = split_object[-1]
if len(split_object) > 1:
target_base = attrgetter('.'.join(split_object[:-1]))(target_base)
return target_base, addon_name
| (random_state, set_model_random_state) | [
0.024710800498723984,
0.024841053411364555,
-0.06683824956417084,
0.02487826719880104,
-0.009648004546761513,
0.0008071016054600477,
0.02318498305976391,
0.07115519791841507,
-0.050947416573762894,
-0.01097844261676073,
0.03377266600728035,
0.010345786809921265,
0.039559610188007355,
-0.006935956887900829,
-0.03561481460928917,
-0.017472470179200172,
0.09594042599201202,
0.031186221167445183,
-0.02396649867296219,
0.019519299268722534,
0.038554802536964417,
0.019779805094003677,
0.04372769594192505,
-0.010745848529040813,
-0.029102176427841187,
0.048379577696323395,
0.033158618956804276,
0.038852524012327194,
-0.012532171793282032,
-0.08202199637889862,
-0.03349355608224869,
-0.0943029597401619,
0.01571405865252018,
0.046816546469926834,
-0.021156761795282364,
0.03377266600728035,
0.02104511670768261,
0.053291965276002884,
-0.018663352355360985,
-0.025771429762244225,
0.02430143393576145,
0.012736854143440723,
0.056827396154403687,
-0.010243445634841919,
0.02716699428856373,
0.006140484940260649,
-0.07055975496768951,
-0.004430918022990227,
-0.032674822956323624,
0.011601795442402363,
0.06590787321329117,
-0.03070242516696453,
0.017677154392004013,
-0.022012708708643913,
-0.03719645366072655,
0.04648160934448242,
0.04008062183856964,
0.00902465172111988,
-0.022087138146162033,
0.047449201345443726,
-0.02616218663752079,
0.016123425215482712,
0.043467190116643906,
-0.014951150864362717,
-0.02424561232328415,
-0.012076287530362606,
-0.054482847452163696,
-0.07710960507392883,
-0.057125117629766464,
0.0299209076911211,
-0.004116916097700596,
-0.024580547586083412,
0.024934090673923492,
-0.07703517377376556,
0.02309194579720497,
-0.03392152860760689,
0.038145437836647034,
-0.02510155737400055,
0.02651572972536087,
-0.01897968165576458,
-0.052436020225286484,
-0.014485962688922882,
-0.062372442334890366,
-0.000733834458515048,
-0.010513254441320896,
-0.028022941201925278,
-0.022235998883843422,
-0.02752053737640381,
-0.02951154299080372,
-0.05530158057808876,
-0.024357257410883904,
-0.035075195133686066,
-0.0026469212025403976,
0.03518683835864067,
-0.023203590884804726,
-0.06940608471632004,
0.0006628932897001505,
-0.016746778041124344,
-0.018216772004961967,
0.041829727590084076,
-0.02835787646472454,
0.01204837579280138,
-0.0668010339140892,
0.05585980415344238,
0.02822762355208397,
0.01920297183096409,
-0.02580864354968071,
-0.004842609632760286,
0.03941074758768082,
-0.05731119215488434,
-0.049161095172166824,
-0.02765079028904438,
-0.004677467979490757,
-0.002795781474560499,
0.026348263025283813,
-0.0718250647187233,
-0.013927736319601536,
0.008466426283121109,
0.001677003689110279,
-0.04499300941824913,
0.037847716361284256,
0.07197392731904984,
-0.0114808464422822,
0.011043569073081017,
0.09824775904417038,
-0.040973782539367676,
0.03276786208152771,
0.03745695948600769,
-0.0026329655665904284,
-0.1116451844573021,
0.02132423035800457,
-0.004530933685600758,
-0.08432932943105698,
0.010206229984760284,
-0.012104198336601257,
0.0771840363740921,
-0.01475577149540186,
0.014299887232482433,
-0.05902308598160744,
-0.008024496957659721,
-0.003372614737600088,
0.010485343635082245,
-0.014030077494680882,
0.0005971853970550001,
-0.0476352758705616,
-0.010001547634601593,
-0.022701187059283257,
0.06345167756080627,
-0.008866488002240658,
0.004805394448339939,
-0.04540237411856651,
-0.06814077496528625,
-0.021454481407999992,
0.020244993269443512,
-0.01009458489716053,
-0.03727088123559952,
-0.042685672640800476,
0.03710341453552246,
-0.004430918022990227,
-0.049793750047683716,
-0.019742589443922043,
0.03299115225672722,
0.018802909180521965,
-0.05109627917408943,
-0.01094122789800167,
-0.0010914478916674852,
0.030088376253843307,
-0.05102184787392616,
-0.009215379133820534,
0.0351124107837677,
-0.049012236297130585,
-0.011350593529641628,
-0.01834702491760254,
0.021361444145441055,
-0.06438205391168594,
0.011713440530002117,
-0.01421615295112133,
0.007563961204141378,
0.000125237405882217,
0.019314616918563843,
0.048156287521123886,
0.04778413847088814,
-0.03274925425648689,
0.008540856651961803,
0.025771429762244225,
0.014244064688682556,
-0.007736080791801214,
-0.0021666144020855427,
-0.009973635897040367,
0.05262209475040436,
-0.026757627725601196,
0.02941850572824478,
0.05284538492560387,
0.02886027842760086,
-0.010476039722561836,
0.00004193962740828283,
0.01953790709376335,
0.0119088189676404,
-0.03840594366192818,
0.058539289981126785,
0.017463166266679764,
0.015955956652760506,
-0.012504260055720806,
0.061739783734083176,
0.011276163160800934,
-0.020356638357043266,
0.04473250359296799,
0.0004180879332125187,
-0.0277252197265625,
0.007829118520021439,
0.059469666332006454,
0.031223434954881668,
-0.0294929351657629,
0.015165137127041817,
0.03602417930960655,
0.0061172256246209145,
-0.04387655481696129,
0.025045735761523247,
0.04101099818944931,
0.05418512970209122,
-0.0641215518116951,
0.04625831916928291,
0.09199562668800354,
0.0511707067489624,
0.001445572474040091,
-0.05247323587536812,
-0.0023619933053851128,
0.02908357046544552,
0.08775310963392258,
-0.01044812798500061,
0.03978290036320686,
-0.06892228871583939,
-0.0009373543434776366,
-0.029734833166003227,
0.05232437327504158,
0.06501471251249313,
-0.0045146518386900425,
-0.006149788852781057,
0.05217551440000534,
-0.00035412455326877534,
0.026218010112643242,
0.02822762355208397,
0.021863847970962524,
0.040489986538887024,
-0.025920288637280464,
0.0006309115560725331,
0.019277401268482208,
-0.06501471251249313,
-0.036210253834724426,
-0.05433398857712746,
0.07911922037601471,
0.058539289981126785,
0.0415320061147213,
-0.007647695019841194,
-0.021659165620803833,
-0.018793605268001556,
-0.011183125898241997,
-0.03349355608224869,
-0.03509380295872688,
-0.027836864814162254,
-0.039485178887844086,
-0.040489986538887024,
0.05559930205345154,
-0.013630015775561333,
-0.08075667917728424,
-0.05950688198208809,
0.013443940319120884,
-0.008182661607861519,
-0.03412621095776558,
-0.010206229984760284,
0.09861990809440613,
0.008275698870420456,
-0.002181733027100563,
0.03563341870903969,
-0.013360206969082355,
-0.016802599653601646,
0.020375246182084084,
0.016551397740840912,
-0.021845240145921707,
0.00405178964138031,
-0.0355403833091259,
-0.015881527215242386,
0.024208396673202515,
0.013257864862680435,
-0.01456969603896141,
-0.03293532878160477,
-0.018179556354880333,
-0.007870985195040703,
0.021659165620803833,
0.03518683835864067,
0.026962311938405037,
0.019165756180882454,
-0.007294151932001114,
0.003177235834300518,
-0.008126839064061642,
0.10561633855104446,
-0.048305150121450424,
-0.004333228804171085,
0.021584734320640564,
-0.012420526705682278,
0.00010713867231970653,
0.04082491993904114,
-0.10784924775362015,
-0.023761816322803497,
-0.08097997307777405,
-0.028022941201925278,
0.06966659426689148,
-0.03256317600607872,
-0.021491697058081627,
0.03929910436272621,
0.006931304931640625,
-0.02759496681392193,
0.03144672513008118,
0.05325474962592125,
0.00648472411558032,
-0.0022724445443600416,
0.022124353796243668,
-0.01989145018160343,
0.005354316905140877,
0.015872223302721977,
-0.04257402941584587,
0.07681188732385635,
-0.006545198615640402,
-0.015090706758201122,
0.020282207056879997,
-0.039857327938079834,
-0.042387954890728,
0.034163426607847214,
0.022366251796483994,
-0.017370129004120827,
-0.08931614458560944,
-0.00627073785290122,
0.02459915541112423,
0.014848808757960796,
0.023333841934800148,
0.020319422706961632,
0.038554802536964417,
-0.010066674090921879,
0.027818256989121437,
0.06222357973456383,
0.08038453012704849,
-0.007559309247881174,
-0.05571094527840614,
0.03057217225432396,
-0.005084507633000612,
-0.007145291659981012,
0.022161567583680153,
0.07763061672449112,
0.059395235031843185,
-0.04383934289216995,
0.01783531717956066,
-0.04529072716832161,
-0.08097997307777405,
-0.0726810097694397,
-0.020598536357283592,
0.004519303794950247,
-0.030758246779441833,
-0.013239257968962193,
0.015955956652760506,
0.005707859992980957,
-0.004535585641860962,
-0.07725846767425537,
-0.015258174389600754,
0.008382692001760006,
-0.0486028678715229,
-0.03859201818704605,
0.024413079023361206,
-0.001271126908250153,
0.046035028994083405,
-0.05917194485664368,
-0.01641184091567993,
0.0027655442245304585,
0.040973782539367676,
-0.02004031091928482,
-0.026218010112643242,
0.04357883706688881,
0.04223909229040146,
-0.05187779292464256,
-0.020579928532242775,
-0.024766622111201286,
0.0606977641582489,
0.00376802496612072,
-0.037215061485767365,
0.02480383776128292,
0.02324080467224121,
-0.03915024176239967,
0.05537600815296173,
-0.0010530699510127306,
0.0012025116011500359,
0.021994100883603096,
0.08514805883169174,
0.018802909180521965,
-0.008647849783301353,
0.044174276292324066,
0.001927042379975319,
-0.054706137627363205,
-0.028190407902002335,
-0.002760892268270254,
-0.07472784072160721,
0.016179246827960014,
0.07137848436832428,
0.01453248132020235,
0.030255844816565514,
-0.008824621327221394,
-0.03712202236056328,
0.024934090673923492,
-0.0012967122020199895,
0.07859820872545242,
-0.012420526705682278,
-0.01095053181052208,
-0.03284228965640068,
-0.027818256989121437,
-0.03518683835864067,
-0.07149013131856918,
-0.02538067102432251,
0.020356638357043266,
0.006856875028461218,
0.013881217688322067,
-0.018309809267520905,
-0.06013953685760498,
0.021268406882882118,
0.02238485962152481,
-0.06698711216449738,
-0.015379123389720917,
-0.021659165620803833,
0.016328107565641403,
-0.02538067102432251,
0.053291965276002884,
-0.008903703652322292,
0.0665777400135994,
-0.047598063945770264,
-0.03064660169184208,
-0.01479298621416092,
-0.0477469228208065,
0.016393234953284264,
-0.03745695948600769,
-0.012150716967880726,
0.017379432916641235,
-0.019007591530680656,
0.0017502708360552788,
-0.0407877080142498,
0.004556518979370594,
-0.015490768477320671,
0.01776088774204254,
0.0073592783883214,
-0.02004031091928482,
-0.036656834185123444,
0.02722281590104103,
0.012634512968361378,
-0.02004031091928482,
0.00762443570420146,
-0.010522558353841305,
0.053850192576646805,
0.020859042182564735,
0.016886333003640175,
-0.08105440437793732,
0.01333229523152113,
0.014513873495161533,
0.058464858680963516,
-0.00841990765184164,
-0.04342997446656227,
0.0005617148126475513,
0.11305935680866241,
-0.03760581836104393,
-0.005805549211800098,
0.041271500289440155,
0.05987903103232384,
-0.026999525725841522,
0.012215843424201012,
-0.00621956679970026,
0.04514186829328537,
-0.018095823004841805,
0.030088376253843307,
-0.002157310489565134,
0.05552487075328827,
-0.0005800315993838012,
0.018728479743003845,
0.008908354677259922,
0.019668160006403923,
-0.04194137454032898,
0.013955648057162762,
-0.053999051451683044,
0.017230572178959846,
0.016681650653481483,
-0.042387954890728,
0.021454481407999992,
-0.003221428720280528,
-0.016374627128243446,
-0.02409675158560276,
-0.028599774464964867,
-0.008559463545680046,
0.044174276292324066,
-0.04201580211520195,
0.011276163160800934,
0.0029888346325606108,
-0.03258178383111954,
0.00856411550194025,
0.04644439369440079,
0.025473708286881447,
0.01592804491519928,
0.030590780079364777,
-0.009834080003201962,
0.008708324283361435,
-0.008545508608222008,
0.007391841150820255,
0.0014874394983053207,
-0.051654502749443054,
0.006982475519180298,
-0.02651572972536087,
0.014318494126200676,
-0.03794075548648834,
0.05444563180208206,
-0.05332918092608452,
0.05366411805152893,
0.01094122789800167,
0.03302836790680885,
0.024654977023601532,
0.05452006310224533,
0.014485962688922882,
-0.0067824446596205235,
-0.02941850572824478,
0.0294929351657629,
-0.004847261589020491,
-0.03537291660904884,
-0.011499453336000443,
-0.028897494077682495,
-0.06974102556705475,
0.05184057727456093,
-0.027315855026245117,
0.06579622626304626,
0.05578537657856941,
0.0055124806240201,
-0.042685672640800476,
0.036433544009923935,
-0.004842609632760286,
0.04841679334640503,
-0.013025270774960518,
-0.003854084759950638,
0.007149943616241217,
0.029232429340481758,
0.025417886674404144,
-0.023910677060484886,
-0.030013946816325188,
-0.02807876281440258,
0.015574502758681774,
0.002563187386840582,
-0.01904480718076229,
0.024282826110720634,
-0.007354626432061195,
0.012448437511920929,
0.028748633340001106,
0.009261897765100002,
0.0055124806240201,
0.0467793308198452,
0.01417893823236227,
-0.06635445356369019,
0.03475886583328247,
-0.024115359410643578,
-0.0389641672372818,
0.0065358951687812805,
-0.044174276292324066,
-0.033102795481681824,
0.0035447345580905676,
0.029176607728004456,
0.003919211216270924,
0.03576367348432541,
-0.0063963383436203,
0.019109932705760002,
0.025064343586564064,
-0.01768645830452442,
-0.03989454358816147,
0.00014958709653001279,
-0.02631104737520218,
-0.03762442618608475,
-0.00034511153353378177,
0.09050703048706055,
0.004756549838930368,
-0.021659165620803833,
0.08031009882688522,
0.021863847970962524,
0.02474801428616047,
0.02530624158680439,
0.04015504941344261,
-0.026218010112643242,
-0.005414791405200958,
-0.010206229984760284,
0.010243445634841919,
0.04536515846848488,
-0.01280198059976101,
-0.04782135412096977,
-0.02005891688168049,
0.027967117726802826,
-0.0017560856649652123,
0.01563962921500206,
0.030814070254564285,
-0.023929283022880554,
-0.0884229838848114,
0.0294929351657629,
0.05098463222384453,
-0.02061714418232441,
0.01755620539188385,
-0.05098463222384453,
-0.015621021389961243,
0.01920297183096409,
-0.0399317592382431,
0.015202351845800877,
0.005838112439960241,
-0.07115519791841507,
-0.028636988252401352,
-0.0047914390452206135,
0.003000464290380478,
-0.05935802310705185,
-0.02273840270936489,
-0.026404084637761116,
-0.057608913630247116,
-0.03717784583568573,
0.00324236205779016,
0.045179083943367004,
-0.009085126221179962,
0.012457741424441338,
0.03794075548648834,
0.0035447345580905676,
0.01333229523152113,
0.0012978751910850406,
-0.054631710052490234,
0.012160020880401134,
0.034293677657842636,
-0.0017793450970202684,
0.018598226830363274,
-0.00584741635248065,
0.0020061242394149303,
0.0016142032109200954,
0.026385478675365448,
-0.09765231609344482,
0.007424404378980398,
-0.0057869418524205685,
0.048156287521123886,
-0.032097987830638885,
0.010671418160200119,
0.012160020880401134,
0.006670799572020769,
0.0255853533744812,
-0.0406760610640049,
0.0012176302261650562,
-0.04975653439760208,
0.026962311938405037,
0.018077215179800987,
-0.012774069793522358,
-0.0020886952988803387,
-0.007368581835180521,
0.008587375283241272,
0.003886647755280137,
-0.06613115966320038,
0.036433544009923935,
0.08202199637889862,
0.02742750011384487,
0.009401454590260983,
0.0147185567766428,
-0.013741660863161087,
0.0351124107837677,
-0.0009292135364376009,
-0.024766622111201286,
0.051356784999370575,
0.01027135644108057,
0.006880134344100952,
0.018002785742282867,
-0.0026585508603602648,
-0.02404092811048031,
0.0381082221865654,
-0.018877338618040085,
0.0016293218359351158,
0.0024352604523301125,
-0.00931772030889988,
-0.03150254860520363,
0.006526591256260872,
-0.02061714418232441,
0.03567063435912132,
0.07242050766944885,
0.009471233002841473,
-0.030013946816325188,
0.01663513109087944,
0.03604278713464737,
-0.02041245996952057,
0.030441919341683388,
0.022850047796964645,
0.014662734232842922,
0.03840594366192818,
0.03269343078136444,
0.042834535241127014,
-0.0675453320145607,
-0.03483329713344574,
0.010438824072480202,
0.025343455374240875,
0.014616214670240879,
0.012662424705922604,
-0.016542093828320503,
-0.015211655758321285,
-0.0008844391559250653,
-0.04320668429136276,
0.002935337834060192,
0.06438205391168594,
-0.0328608974814415,
-0.016970068216323853,
-0.018923858180642128,
0.005312449764460325,
0.018495885655283928,
-0.028339268639683723,
-0.029697617515921593,
-0.07197392731904984,
-0.011145910248160362,
-0.029734833166003227,
0.028190407902002335,
0.011722744442522526,
-0.04968210682272911,
0.08834855258464813,
-0.06419597566127777,
-0.025213204324245453,
0.022347643971443176,
-0.07830048352479935,
0.0008611797820776701,
-0.020859042182564735,
0.0004945532418787479,
0.08514805883169174,
-0.009354935958981514,
0.03334469348192215,
-0.01532330084592104,
0.015835007652640343,
-0.01524887140840292,
-0.006135832984000444,
0.04216466471552849,
-0.04756084829568863,
-0.007689561694860458,
-0.03574506565928459,
0.0013071789871901274,
0.06099548563361168,
-0.03392152860760689,
0.029604580253362656,
-0.03568924218416214,
0.009620092809200287,
-0.005698556080460548,
-0.03581949695944786,
0.0008129164925776422,
-0.040415555238723755,
0.017295699566602707,
0.006935956887900829,
0.0175003819167614,
0.0029841826763004065,
-0.03667544201016426,
0.0000669798391754739,
0.038852524012327194,
0.04156922176480293,
0.011648314073681831,
0.012904321774840355,
-0.014662734232842922,
0.01720266230404377,
-0.041904158890247345,
0.022663971409201622,
-0.018291201442480087,
0.011629706248641014,
-0.0238176379352808,
-0.022235998883843422,
-0.002923708176240325,
0.016504880040884018,
-0.039634037762880325,
0.036154430359601974,
-0.00775003619492054,
-0.09125132858753204,
-0.04942160099744797
] |
22,425 | copulas | store_args | Save ``*args`` and ``**kwargs`` used in the ``__init__`` of a copula.
Args:
__init__(callable): ``__init__`` function to store their arguments.
Returns:
callable: Decorated ``__init__`` function.
| def store_args(__init__):
"""Save ``*args`` and ``**kwargs`` used in the ``__init__`` of a copula.
Args:
__init__(callable): ``__init__`` function to store their arguments.
Returns:
callable: Decorated ``__init__`` function.
"""
def new__init__(self, *args, **kwargs):
args_copy = deepcopy(args)
kwargs_copy = deepcopy(kwargs)
__init__(self, *args, **kwargs)
self.__args__ = args_copy
self.__kwargs__ = kwargs_copy
return new__init__
| (__init__) | [
-0.05702622979879379,
-0.024041535332798958,
0.05890900269150734,
-0.012563874013721943,
0.015179839916527271,
0.05011066794395447,
-0.023625152185559273,
0.01538803055882454,
0.04786582663655281,
-0.009155877865850925,
-0.0021973203402012587,
-0.0015229624696075916,
-0.04453476890921593,
0.03300280123949051,
-0.0286579430103302,
0.0366235114634037,
0.02092772163450718,
-0.02083720453083515,
-0.016238898038864136,
0.03336486965417862,
0.03626144304871559,
0.0010862138587981462,
0.0010681103449314833,
0.01434707548469305,
0.011215158738195896,
0.04123992100358009,
0.030033815652132034,
0.014410438016057014,
0.030196746811270714,
-0.008228070102632046,
0.05206585302948952,
-0.02706483006477356,
0.004543995019048452,
0.053224481642246246,
0.05651932954788208,
-0.05858313664793968,
0.016673384234309196,
0.08472468703985214,
-0.011025071144104004,
-0.020746685564517975,
-0.00020154360390733927,
-0.008830013684928417,
0.020384615287184715,
-0.00807871576398611,
0.023371702060103416,
0.040153708308935165,
-0.014781560748815536,
-0.022611353546380997,
-0.0019698941614478827,
-0.06010383740067482,
0.039284735918045044,
-0.03180796280503273,
0.04236234351992607,
-0.0188458114862442,
0.017506146803498268,
0.06274695694446564,
0.06332626938819885,
0.06397800147533417,
-0.03419763594865799,
-0.012527666985988617,
0.007268581539392471,
0.040081292390823364,
0.0908074826002121,
-0.050002045929431915,
0.01791347749531269,
-0.019189778715372086,
-0.08059707283973694,
0.0011139350244775414,
0.015261305496096611,
0.03068554401397705,
-0.04315889999270439,
-0.0059379693120718,
0.016727693378925323,
-0.051341712474823,
-0.008884324692189693,
-0.01757856272161007,
-0.03725713863968849,
-0.01565958373248577,
-0.011803524568676949,
0.03830714523792267,
-0.0630728229880333,
-0.04453476890921593,
-0.08052466064691544,
0.08139362931251526,
0.04276062175631523,
-0.003417047904804349,
-0.02418636344373226,
-0.014184143394231796,
-0.006974398624151945,
0.038162317126989365,
-0.06593318283557892,
0.07035045325756073,
0.005969650577753782,
0.006929139606654644,
-0.011233261786401272,
-0.06401420384645462,
-0.0025639175437390804,
0.022412214428186417,
0.08450744301080704,
0.02710103802382946,
-0.030323471873998642,
-0.0063271960243582726,
0.000164912169566378,
-0.02139841392636299,
0.0047612376511096954,
-0.01791347749531269,
0.016591917723417282,
-0.049169283360242844,
0.012609133496880531,
-0.026413101702928543,
0.035175226628780365,
0.02507343702018261,
-0.00044155726209282875,
0.057098645716905594,
-0.01086213905364275,
-0.03419763594865799,
-0.04464339092373848,
-0.016338467597961426,
0.01638372614979744,
-0.007802636828273535,
-0.006476550363004208,
0.04554856941103935,
-0.017261749133467674,
0.07082114368677139,
0.010156099684536457,
0.010735413990914822,
0.011233261786401272,
0.02109065279364586,
0.006204997189342976,
-0.04417270049452782,
0.040153708308935165,
-0.03609851002693176,
-0.0691194087266922,
0.01107938215136528,
0.02673896588385105,
-0.02033030427992344,
0.05014687404036522,
0.03180796280503273,
-0.07835222780704498,
0.018456585705280304,
0.00019659340614452958,
0.046852026134729385,
-0.008952213451266289,
0.04580201953649521,
-0.019117364659905434,
0.02603292651474476,
0.010056530125439167,
0.010717310942709446,
-0.014754405245184898,
-0.004206816200166941,
0.03227865695953369,
0.024982919916510582,
0.00399636197835207,
0.052391719073057175,
-0.013840175233781338,
-0.06531766057014465,
-0.027390694245696068,
-0.01227421686053276,
0.024421708658337593,
0.010011271573603153,
-0.025779476389288902,
0.04033474251627922,
0.00023548777971882373,
-0.04507787898182869,
0.025489820167422295,
0.022430317476391792,
0.06039349362254143,
-0.05579518899321556,
-0.00006979773024795577,
0.0029689846560359,
-0.03794507309794426,
-0.07451427727937698,
0.024693263694643974,
0.03184417262673378,
-0.07596255838871002,
0.0474313423037529,
-0.012609133496880531,
-0.016012603417038918,
0.01754235476255417,
-0.03276745229959488,
0.014881130307912827,
-0.032695040106773376,
-0.030070021748542786,
0.00921924039721489,
0.059379693120718,
-0.02802431955933571,
-0.004231708589941263,
0.03691317141056061,
0.055867601186037064,
0.009314284659922123,
-0.0012253851164132357,
0.01674579828977585,
-0.012518615461885929,
-0.004021254368126392,
-0.021036343649029732,
0.0017673606052994728,
-0.07943844795227051,
-0.008956738747656345,
-0.038488179445266724,
0.06166074424982071,
-0.008834539912641048,
-0.007037761155515909,
0.03197089582681656,
-0.07089356333017349,
0.027282072231173515,
-0.009341439232230186,
-0.024059638381004333,
0.026720862835645676,
-0.04076923057436943,
0.015731997787952423,
0.05047274008393288,
-0.036134716123342514,
0.04305027797818184,
0.02690189890563488,
0.008445313200354576,
-0.04699685424566269,
0.05644691735506058,
-0.009784976951777935,
0.056772779673337936,
0.0182755496352911,
0.10463860630989075,
-0.010934553109109402,
-0.0217242781072855,
0.02083720453083515,
-0.01034618727862835,
-0.04580201953649521,
-0.0012842216528952122,
-0.0375467948615551,
-0.008585616014897823,
-0.044896841049194336,
-0.029164843261241913,
-0.02407774142920971,
-0.027390694245696068,
-0.004114035051316023,
0.008114922791719437,
-0.02941829338669777,
0.01920788362622261,
0.03217003494501114,
-0.02248462848365307,
0.024620849639177322,
0.010481963865458965,
0.0365510992705822,
0.046417541801929474,
0.008698763325810432,
-0.015994500368833542,
0.026087237522006035,
0.02981657162308693,
0.057134851813316345,
-0.037727829068899155,
-0.008151129819452763,
-0.009459112770855427,
0.019642367959022522,
-0.041348543018102646,
0.024222569540143013,
-0.032586418092250824,
0.06061073765158653,
-0.00007107063720468432,
0.01980530098080635,
-0.03235107287764549,
-0.06441248208284378,
0.019696678966283798,
-0.01774149388074875,
0.048843417316675186,
0.024964816868305206,
-0.003546035848557949,
-0.017687182873487473,
0.017071662470698357,
-0.06278316676616669,
-0.027372591197490692,
0.04717789217829704,
0.03979163616895676,
0.03419763594865799,
0.029689846560359,
0.053152069449424744,
-0.017904426902532578,
-0.06738147139549255,
-0.003217908786609769,
-0.01548760011792183,
-0.005702623166143894,
0.023426013067364693,
0.07042286545038223,
0.021072549745440483,
-0.0007292342488653958,
-0.04717789217829704,
0.02570706233382225,
0.01159533392637968,
0.01864667236804962,
0.04178302735090256,
0.019461331889033318,
-0.037365756928920746,
0.03151830658316612,
0.029870882630348206,
0.025290681049227715,
0.019479436799883842,
0.10376963764429092,
0.04869858920574188,
-0.055976223200559616,
-0.012953100726008415,
0.004141190554946661,
-0.016238898038864136,
0.01514363195747137,
-0.03217003494501114,
-0.008196389302611351,
0.02682948298752308,
0.019280297681689262,
-0.05246413126587868,
-0.021434621885418892,
-0.016139328479766846,
-0.04200027137994766,
-0.002758530667051673,
0.053514137864112854,
0.02411394938826561,
-0.018628569319844246,
0.009332387708127499,
-0.041276127099990845,
-0.020873410627245903,
0.03436056524515152,
-0.09261783957481384,
-0.011649644002318382,
0.03649678826332092,
0.002688379492610693,
-0.035247642546892166,
-0.0237518772482872,
-0.03881404548883438,
0.029581226408481598,
0.03483125939965248,
-0.017560457810759544,
0.008599193766713142,
0.051595162600278854,
0.020221682265400887,
-0.09565924108028412,
0.03289417922496796,
-0.01893632858991623,
0.03334676846861839,
-0.0011789946584030986,
0.0024733995087444782,
-0.035971783101558685,
0.008047034963965416,
-0.007173537742346525,
-0.08030741661787033,
0.016266053542494774,
0.04218130558729172,
-0.061081428080797195,
0.016600970178842545,
-0.07129184156656265,
-0.021181171759963036,
-0.015496651642024517,
-0.01917167566716671,
0.045331329107284546,
-0.06517283618450165,
0.009640148840844631,
-0.02451222762465477,
-0.06803319603204727,
0.015731997787952423,
0.05166757479310036,
0.04471580684185028,
-0.02080099657177925,
-0.031192442402243614,
0.0077166445553302765,
-0.08566606789827347,
0.06788837164640427,
-0.014310868456959724,
-0.019189778715372086,
-0.03151830658316612,
0.05032791197299957,
0.04826410487294197,
0.013097929768264294,
-0.018954433500766754,
-0.012627236545085907,
-0.011169900186359882,
0.0416019931435585,
-0.03866921365261078,
0.005105205345898867,
0.016302259638905525,
-0.0027494789101183414,
-0.00923734437674284,
-0.03191658481955528,
-0.007938412949442863,
-0.07574531435966492,
-0.017171232029795647,
0.0015761416871100664,
-0.024729469791054726,
0.026720862835645676,
-0.03495798632502556,
-0.002772108418866992,
0.019986335188150406,
-0.020945824682712555,
0.03790886700153351,
0.048046860843896866,
0.04703306406736374,
-0.04717789217829704,
-0.01641993410885334,
0.022249281406402588,
-0.021977728232741356,
0.08175569772720337,
-0.016039758920669556,
0.014908285811543465,
0.030920889228582382,
-0.022140659391880035,
0.0027834230568259954,
0.045729607343673706,
-0.026956208050251007,
0.030920889228582382,
-0.02195962518453598,
0.019696678966283798,
0.014600525610148907,
0.015279409475624561,
-0.010300928726792336,
0.032695040106773376,
0.00682504428550601,
0.005734304431825876,
-0.05767795816063881,
0.013686295598745346,
-0.019913921132683754,
0.0376916229724884,
-0.018954433500766754,
-0.0060420650988817215,
-0.05137791857123375,
-0.011486711911857128,
-0.04029853641986847,
0.020638063549995422,
0.05206585302948952,
0.0008616165723651648,
0.03687696158885956,
0.0553244948387146,
0.06854009628295898,
-0.047286514192819595,
-0.006594223435968161,
0.045729607343673706,
0.04189164936542511,
-0.0634348914027214,
-0.01661907322704792,
0.010237566195428371,
0.015351823531091213,
-0.04044336453080177,
-0.0074269878678023815,
-0.0074767726473510265,
0.0006257044733501971,
0.009459112770855427,
0.10963518917560577,
-0.02507343702018261,
-0.024439813569188118,
0.04384683445096016,
0.02076478861272335,
-0.06788837164640427,
0.0019155835034325719,
0.02052944339811802,
0.024204466491937637,
0.02606913447380066,
-0.007942939177155495,
0.06452110409736633,
0.012862582691013813,
-0.0002424180565867573,
-0.04797444865107536,
0.031192442402243614,
-0.035410571843385696,
-0.08617296814918518,
-0.05648312345147133,
-0.027879489585757256,
0.015225098468363285,
0.05137791857123375,
-0.03151830658316612,
0.016691487282514572,
-0.03220624104142189,
-0.0005247205263003707,
-0.05065377429127693,
0.03979163616895676,
-0.024132052436470985,
-0.046453747898340225,
-0.0026499093510210514,
0.020275993272662163,
0.02733638323843479,
-0.028114836663007736,
-0.055940017104148865,
0.031029511243104935,
0.01189404260367155,
-0.02299152873456478,
-0.02842259779572487,
-0.06854009628295898,
-0.025761373341083527,
-0.014555266126990318,
-0.005892710294574499,
0.035338159650564194,
0.04782962054014206,
-0.01674579828977585,
0.006186893209815025,
0.01548760011792183,
-0.03671402856707573,
0.04156578704714775,
0.09565924108028412,
-0.06318144500255585,
0.047684792429208755,
-0.02092772163450718,
0.003500776831060648,
0.010472912341356277,
0.0013396638678386807,
0.043303728103637695,
0.05050894618034363,
-0.0024190889671444893,
-0.02188721112906933,
-0.039683014154434204,
-0.006322670262306929,
0.018031150102615356,
0.0475037544965744,
0.02454843372106552,
-0.07835222780704498,
-0.03979163616895676,
-0.01494449283927679,
-0.05742450803518295,
0.0011128035839647055,
-0.0217242781072855,
-0.03783645108342171,
-0.008617296814918518,
0.011857835575938225,
-0.026594137772917747,
-0.0247475728392601,
-0.03005191870033741,
0.014003107324242592,
-0.06774353981018066,
-0.025163955986499786,
0.025453612208366394,
0.05384000390768051,
0.020257890224456787,
-0.04851755499839783,
0.005598527379333973,
-0.003647868288680911,
0.08443503081798553,
-0.04120371490716934,
0.032260552048683167,
0.010454809293150902,
-0.0005985491443425417,
-0.046091675758361816,
-0.0346321202814579,
0.024693263694643974,
-0.03439677506685257,
0.06756250560283661,
-0.0060737463645637035,
-0.01727985218167305,
0.06459352374076843,
-0.030142435804009438,
0.008956738747656345,
0.017497096210718155,
0.0012310424353927374,
0.0029961401596665382,
-0.02713724412024021,
0.01695398800075054,
0.004132138565182686,
-0.027354486286640167,
-0.03783645108342171,
-0.0416744090616703,
-0.014528111554682255,
-0.05887279286980629,
-0.0060284873470664024,
0.028911393135786057,
-0.018492791801691055,
-0.012581977993249893,
0.021036343649029732,
-0.014709146693348885,
-0.00046786401071585715,
0.012572926469147205,
-0.005978702567517757,
0.018194083124399185,
-0.012880686670541763,
0.016637176275253296,
-0.05365896597504616,
-0.010002220049500465,
0.04478821903467178,
-0.005874606780707836,
-0.07284874469041824,
-0.0266665518283844,
0.02574327029287815,
0.014356127008795738,
-0.02945450134575367,
0.02215876430273056,
-0.07350047677755356,
-0.012591029517352581,
0.041746821254491806,
-0.00138492276892066,
0.03765541687607765,
-0.056736573576927185,
0.050038255751132965,
0.009576786309480667,
-0.10739035159349442,
-0.03618902713060379,
-0.025381198152899742,
0.04507787898182869,
0.007920309901237488,
0.035772643983364105,
-0.017524251714348793,
-0.03452349826693535,
0.018628569319844246,
0.06437627971172333,
-0.0237518772482872,
-0.05825727432966232,
-0.012066026218235493,
-0.03638816624879837,
0.03407090902328491,
-0.006558016408234835,
0.0016451615374535322,
-0.035175226628780365,
-0.08117638528347015,
0.035247642546892166,
-0.07172632217407227,
-0.010002220049500465,
-0.03515712544322014,
-0.051595162600278854,
0.015107424929738045,
0.06021245941519737,
0.027879489585757256,
0.017832010984420776,
-0.0074631948955357075,
-0.013460000976920128,
0.00048115881509147584,
-0.0060737463645637035,
-0.029436396434903145,
0.014700095169246197,
-0.020113060250878334,
-0.003299374831840396,
0.010391446761786938,
0.06770733743906021,
-0.06354351341724396,
-0.018664775416254997,
0.005145938601344824,
-0.010889294557273388,
-0.030757958069443703,
-0.03316573053598404,
-0.023371702060103416,
-0.03021484985947609,
-0.0049241697415709496,
-0.04113129898905754,
0.0061959451995790005,
-0.01837511919438839,
0.09754201024770737,
-0.04677961394190788,
0.0514141246676445,
-0.027191555127501488,
0.005648312158882618,
0.03682265058159828,
-0.030703647062182426,
-0.006793363019824028,
-0.014609577134251595,
0.01608501747250557,
0.024132052436470985,
-0.01263628900051117,
-0.028006214648485184,
-0.020674271509051323,
0.012699650600552559,
-0.046526163816452026,
0.01731606014072895,
-0.06086418777704239,
0.030703647062182426,
0.057605545967817307,
0.0197328869253397,
0.052789997309446335,
-0.05691760778427124,
-0.008771177381277084,
0.03622523322701454,
0.029689846560359,
0.06090039387345314,
-0.015713894739747047,
-0.012464304454624653,
0.0305769219994545,
0.0010352976387366652,
0.02080099657177925,
0.012609133496880531,
-0.005308870691806078,
-0.015360875055193901,
0.0077347480691969395,
0.018257444724440575,
0.04218130558729172,
-0.03419763594865799,
0.037764038890600204,
0.012301372364163399,
-0.014075522311031818,
0.016600970178842545,
-0.040515780448913574,
0.0005145372706465423,
-0.012708703055977821,
0.02673896588385105,
-0.009033679030835629,
-0.055179666727781296,
0.00702418340370059,
0.020945824682712555,
-0.052789997309446335,
-0.050798602402210236,
0.06274695694446564,
0.007386254612356424,
0.024331191554665565,
0.02192341722548008,
-0.03950197994709015,
0.009984116069972515,
0.015324668027460575,
0.04431752860546112,
-0.03293038532137871,
-0.019660471007227898,
-0.015478548593819141,
-0.06216764450073242,
-0.03665972128510475,
0.039683014154434204,
-0.06205902248620987,
0.026847587898373604,
0.07407978922128677,
0.00009758953092386946,
0.02348032407462597,
-0.016266053542494774,
-0.024421708658337593,
0.0021056709811091423,
-0.03390797600150108,
0.03177175670862198,
0.04066060855984688,
0.020819099619984627,
0.032025206834077835,
0.0007903337827883661,
-0.009386698715388775,
0.021380310878157616,
0.01353241503238678,
0.052355509251356125,
0.0027675824239850044,
-0.05173999071121216,
0.00416155718266964,
0.018827708438038826,
-0.008811910636723042,
0.05561415106058121,
-0.015849672257900238,
0.02713724412024021,
-0.033654529601335526,
-0.0033446336165070534,
-0.015351823531091213,
0.04261579364538193,
-0.0828419178724289,
-0.0018952169921249151,
0.006558016408234835,
-0.02299152873456478,
0.04815548285841942,
-0.0037497009616345167,
-0.020113060250878334,
0.033817458897829056,
0.0019201093818992376,
-0.05702622979879379,
-0.002916936995461583,
0.03289417922496796,
0.0327131412923336,
0.036333855241537094,
0.09124197065830231,
0.02730017714202404,
-0.028531217947602272,
0.01054532639682293,
-0.019262192770838737,
0.02921915426850319,
-0.006440343335270882,
0.0040800911374390125,
0.0632176473736763,
-0.010844036005437374,
-0.00921924039721489,
-0.009667303413152695,
-0.05068998411297798,
0.011930249631404877,
-0.007196167018264532,
-0.033781252801418304,
-0.04793824255466461,
-0.05409345403313637,
-0.08841781318187714,
0.01821218617260456,
-0.043665800243616104,
0.09565924108028412,
0.005299818702042103,
0.030033815652132034,
0.002785686170682311
] |
22,427 | copulas | validate_random_state | Validate random state argument.
Args:
random_state (int, numpy.random.RandomState, tuple, or None):
Seed or RandomState for the random generator.
Output:
numpy.random.RandomState
| def validate_random_state(random_state):
"""Validate random state argument.
Args:
random_state (int, numpy.random.RandomState, tuple, or None):
Seed or RandomState for the random generator.
Output:
numpy.random.RandomState
"""
if random_state is None:
return None
if isinstance(random_state, int):
return np.random.RandomState(seed=random_state)
elif isinstance(random_state, np.random.RandomState):
return random_state
else:
raise TypeError(
f'`random_state` {random_state} expected to be an int '
'or `np.random.RandomState` object.')
| (random_state) | [
-0.03664719685912132,
-0.01036989688873291,
0.022601298987865448,
-0.015230492688715458,
0.013434798456728458,
-0.007756269071251154,
-0.03948646038770676,
0.05460413545370102,
0.013237366452813148,
-0.037192486226558685,
-0.012372424826025963,
0.09890418499708176,
0.019536396488547325,
0.029558436945080757,
0.0016006119549274445,
0.05734938383102417,
0.04268298298120499,
0.055243439972400665,
-0.03380793333053589,
-0.005152042955160141,
-0.04753417894244194,
0.03262333944439888,
-0.019329562783241272,
0.037418123334646225,
-0.0059417723678052425,
0.08160535246133804,
0.03375152125954628,
-0.015070666559040546,
0.01283309981226921,
0.0028721699491143227,
-0.02057056687772274,
-0.04287101700901985,
0.022845737636089325,
0.12304733693599701,
-0.013839064165949821,
-0.04166761785745621,
0.03414638713002205,
0.05302467569708824,
-0.07897292077541351,
-0.02886272221803665,
-0.011751922778785229,
-0.016527904197573662,
0.0026559345424175262,
0.03132592514157295,
0.011028004810214043,
-0.04196846857666969,
0.031645577400922775,
0.012156189419329166,
-0.12079096585512161,
-0.04508977755904198,
0.03604549914598465,
-0.022413266822695732,
0.02897554077208042,
0.015427924692630768,
0.02342863380908966,
0.029276391491293907,
0.012457038275897503,
0.0253465473651886,
0.03314982354640961,
-0.02107824943959713,
-0.052723828703165054,
0.02062697522342205,
-0.030310560017824173,
-0.06483300775289536,
0.019310759380459785,
-0.019160335883498192,
-0.043021440505981445,
0.004884099122136831,
-0.045052170753479004,
0.03835827857255936,
-0.03487970679998398,
0.06088436394929886,
0.020194504410028458,
0.04430004954338074,
0.037136077880859375,
0.007135767489671707,
-0.07280551642179489,
0.007149870041757822,
-0.00370655651204288,
-0.004841792397201061,
0.006994744762778282,
0.03094986453652382,
0.015568947419524193,
0.00793019775301218,
-0.04080267623066902,
-0.02325940690934658,
-0.03128831833600998,
0.0490008182823658,
0.01564415916800499,
-0.02982168085873127,
0.019103925675153732,
-0.024801257997751236,
-0.020326126366853714,
-0.05302467569708824,
0.031250715255737305,
0.04794784635305405,
0.03717368468642235,
0.02506450191140175,
0.024255968630313873,
-0.051257189363241196,
-0.03884715586900711,
-0.030197741463780403,
-0.021849175915122032,
0.02371067926287651,
-0.01946118474006653,
0.0066703916527330875,
0.024143150076270103,
-0.02309017814695835,
-0.011009201407432556,
-0.024180756881833076,
-0.03550020977854729,
-0.000776214525103569,
0.010022040456533432,
0.013068138621747494,
-0.02803538739681244,
-0.03213445842266083,
0.036628395318984985,
0.012889509089291096,
-0.09100688993930817,
-0.014534778892993927,
0.04275819659233093,
0.015108272433280945,
-0.038264259696006775,
0.03429681062698364,
0.04629317671060562,
-0.013519411906599998,
-0.019912458956241608,
0.013538215309381485,
-0.046669237315654755,
0.020363733172416687,
-0.03168318420648575,
-0.005076830741018057,
0.0064071486704051495,
0.03061140887439251,
-0.05543147027492523,
0.014139913953840733,
0.02209361456334591,
-0.0065387701615691185,
-0.0009789351606741548,
-0.07942419499158859,
0.04501456767320633,
0.06122281774878502,
0.041780438274145126,
-0.04046422243118286,
0.0754755511879921,
0.06396806985139847,
0.011874143034219742,
-0.01390487514436245,
-0.002432648092508316,
0.04241974279284477,
0.03811383619904518,
-0.026361914351582527,
0.04595471918582916,
0.02852426841855049,
-0.03516175225377083,
-0.04809826985001564,
0.033995963633060455,
-0.11635343730449677,
-0.036797620356082916,
-0.0370984710752964,
-0.009232310578227043,
0.0014689903473481536,
0.021623538807034492,
-0.04971533641219139,
0.005824252963066101,
0.02987808920443058,
-0.003840528428554535,
0.0007867912645451725,
0.0066703916527330875,
-0.022056009620428085,
-0.06423131376504898,
0.009664781391620636,
-0.022826936095952988,
-0.020890219137072563,
-0.040614645928144455,
-0.0026512339245527983,
-0.034221600741147995,
0.02399272657930851,
-0.004486884456127882,
0.027114037424325943,
0.03817024454474449,
-0.026700370013713837,
-0.029746467247605324,
-0.0017122551798820496,
0.0005784883978776634,
0.07446018606424332,
-0.04866236448287964,
0.01995006389915943,
0.0022892747074365616,
-0.006256723776459694,
-0.025534577667713165,
0.04979054629802704,
-0.00194846885278821,
-0.015841592103242874,
-0.020250914618372917,
0.0009013725211843848,
-0.05027942731976509,
-0.01113142166286707,
0.016386881470680237,
-0.0011558015830814838,
0.07517470419406891,
0.027602916583418846,
-0.032322488725185394,
-0.019150933250784874,
-0.0380198210477829,
-0.014816824346780777,
-0.07859686017036438,
-0.03061140887439251,
0.0715269073843956,
-0.009928024373948574,
-0.018126165494322777,
-0.03149515390396118,
-0.01743045262992382,
0.054303284734487534,
0.029896892607212067,
-0.04614274948835373,
0.00975879654288292,
-0.013115146197378635,
-0.00177571561653167,
0.01036989688873291,
0.11439792066812515,
-0.01574757695198059,
0.06472019106149673,
-0.028618283569812775,
0.040501829236745834,
0.040276192128658295,
-0.04903842508792877,
-0.014967248775064945,
-0.05058027803897858,
-0.021510720252990723,
0.0185492355376482,
-0.047120511531829834,
0.03841468691825867,
-0.04388638213276863,
-0.0059088668785989285,
0.005744339898228645,
0.05682289972901344,
-0.06137324124574661,
-0.0294268149882555,
0.06276467442512512,
-0.07934898138046265,
-0.0017122551798820496,
0.03202164173126221,
-0.03202164173126221,
0.0395616739988327,
0.04211889207363129,
-0.017703097313642502,
0.0626518502831459,
-0.08987870812416077,
-0.027264460921287537,
-0.09002913534641266,
0.0025525176897644997,
-0.012485243380069733,
-0.001309164217673242,
0.061410848051309586,
-0.007756269071251154,
-0.002566620009019971,
-0.001290361164137721,
0.00994682777673006,
0.006313133053481579,
0.014506573788821697,
-0.02218763157725334,
-0.03491731360554695,
0.042795803397893906,
-0.06246381998062134,
-0.03850870206952095,
-0.009124193340539932,
0.05099394544959068,
0.03207805007696152,
-0.000999501091428101,
0.07987546920776367,
0.009984433650970459,
-0.016903966665267944,
0.007897292263805866,
0.06201254948973656,
-0.014055299572646618,
0.01550313737243414,
-0.0020483601838350296,
0.04697008430957794,
0.010661344975233078,
0.03292418643832207,
0.016603117808699608,
0.03061140887439251,
0.07220381498336792,
-0.010275881737470627,
0.03907279297709465,
-0.04053943231701851,
-0.04937687888741493,
0.012569856829941273,
0.02634311094880104,
0.00016261723067145795,
-0.04475132375955582,
-0.01493904460221529,
0.01799454540014267,
-0.03044218197464943,
0.02062697522342205,
0.024011529982089996,
0.0005470520118251443,
0.027264460921287537,
0.025214925408363342,
0.026982415467500687,
0.039373643696308136,
0.018144968897104263,
0.027997782453894615,
0.028937935829162598,
-0.008743430487811565,
-0.012419432401657104,
-0.04828630015254021,
-0.03228488191962242,
0.011263042688369751,
-0.01570056937634945,
0.03049859032034874,
-0.008334463462233543,
-0.003730060299858451,
0.09228549897670746,
-0.03363870456814766,
0.026831990107893944,
-0.04467611014842987,
-0.010097252205014229,
0.033883143216371536,
-0.0741969421505928,
0.011469877324998379,
0.03610190749168396,
-0.05655965581536293,
-0.04772220924496651,
-0.007836182601749897,
-0.03619592264294624,
-0.023221800103783607,
-0.06720219552516937,
0.061185210943222046,
-0.0395616739988327,
-0.052234947681427,
0.05291185900568962,
0.0037347611505538225,
0.018765470013022423,
-0.002317479345947504,
0.014619392342865467,
0.021905584260821342,
0.0355566181242466,
-0.03363870456814766,
0.05114436894655228,
-0.009298121556639671,
0.018633849918842316,
0.026192685589194298,
0.03892236948013306,
0.01843641698360443,
-0.02325940690934658,
-0.0011117319809272885,
0.018474023789167404,
-0.03378912806510925,
-0.008231046609580517,
0.03213445842266083,
-0.020984234288334846,
-0.00025398842990398407,
0.021341491490602493,
0.04437526315450668,
0.011892946437001228,
0.058214325457811356,
0.045616265386343,
0.01099039800465107,
-0.009711788967251778,
-0.06235100328922272,
0.01826719008386135,
-0.021830372512340546,
0.02348504215478897,
0.03604549914598465,
-0.02337222546339035,
-0.06159887835383415,
0.028016583994030952,
-0.017806513234972954,
-0.020100489258766174,
-0.07130126655101776,
-0.0737832710146904,
-0.01244763657450676,
0.05050506442785263,
0.028994344174861908,
-0.05498019605875015,
0.03262333944439888,
0.030404575169086456,
-0.02656874805688858,
-0.02028851956129074,
-0.05208452418446541,
0.0376625619828701,
0.03202164173126221,
-0.017026185989379883,
-0.025647396221756935,
-0.00566442683339119,
0.02764052338898182,
-0.06769108027219772,
-0.035406194627285004,
-0.08010111004114151,
0.018859487026929855,
0.08581724017858505,
-0.017731301486492157,
0.004703119397163391,
0.031645577400922775,
0.04226931557059288,
0.0006851371144875884,
-0.03738051652908325,
-0.039448853582143784,
-0.009063082747161388,
0.04193086177110672,
-0.07021068781614304,
-0.03610190749168396,
0.01827659085392952,
-0.0006539945024996996,
-0.012569856829941273,
0.02523372881114483,
-0.05817671865224838,
-0.04772220924496651,
0.05494258925318718,
0.01213738601654768,
0.0020812656730413437,
-0.0211910679936409,
0.027264460921287537,
0.0028933235444128513,
0.003163617802783847,
0.02869349531829357,
0.04437526315450668,
-0.02466963604092598,
0.06122281774878502,
-0.02931399643421173,
0.023297011852264404,
0.053062282502651215,
0.018765470013022423,
0.052234947681427,
-0.015004855580627918,
0.027659326791763306,
-0.011385262943804264,
-0.0012621565256267786,
-0.020777400583028793,
-0.014149315655231476,
-0.03638395294547081,
-0.012099780142307281,
0.03016013465821743,
-0.026437126100063324,
-0.03266094624996185,
0.05362637713551521,
-0.026606352999806404,
0.02506450191140175,
0.08453863114118576,
0.018229583278298378,
0.05381440743803978,
0.04159240797162056,
0.02852426841855049,
-0.04794784635305405,
0.06502103805541992,
0.044826533645391464,
0.0012692076852545142,
-0.06584837287664413,
-0.0024009179323911667,
-0.004703119397163391,
-0.011366459541022778,
-0.017186012119054794,
0.013980087824165821,
-0.000899022095836699,
-0.07611485570669174,
0.028110599145293236,
-0.0656227394938469,
-0.06133563816547394,
-0.002681788755580783,
0.009429743513464928,
-0.08649415522813797,
0.009481451474130154,
0.0003769429458770901,
-0.02937040664255619,
-0.009805805049836636,
-0.04757178574800491,
0.03892236948013306,
0.0741969421505928,
0.025478169322013855,
-0.012109181843698025,
0.034390829503536224,
-0.023014966398477554,
0.007417813874781132,
-0.030254151672124863,
0.005546907894313335,
-0.008781037293374538,
-0.002411494730040431,
0.05091873183846474,
0.027208052575588226,
0.04147958755493164,
0.01233481802046299,
0.025083305314183235,
-0.010943390429019928,
-0.034221600741147995,
-0.05313749611377716,
0.030743030831217766,
0.01216559112071991,
0.0370984710752964,
-0.049978576600551605,
-0.03138233721256256,
0.028185812756419182,
-0.004115523304790258,
0.0020871416199952364,
-0.015098870731890202,
0.008813941851258278,
0.0406898595392704,
0.04196846857666969,
0.00961307343095541,
0.024425197392702103,
0.006487061735242605,
-0.007713962346315384,
-0.009481451474130154,
0.03598909080028534,
-0.0653218924999237,
0.009702387265861034,
-0.033883143216371536,
-0.00869172252714634,
0.013867269270122051,
0.017063792794942856,
0.08055238425731659,
0.08875052630901337,
-0.03683522716164589,
0.03644036129117012,
0.003986252471804619,
0.008090023882687092,
-0.001384376548230648,
-0.009345129132270813,
0.02136029489338398,
0.0142903383821249,
0.014544179663062096,
0.009345129132270813,
-0.013274972327053547,
0.014779218472540379,
0.023579059168696404,
-0.0017745404038578272,
-0.030931061133742332,
0.02713284082710743,
0.0005194349796511233,
-0.023898711428046227,
0.0016170645831152797,
0.016133040189743042,
0.08258311450481415,
-0.04697008430957794,
-0.07130126655101776,
-0.02230045013129711,
0.0009295771014876664,
-0.04035140201449394,
-0.014497172087430954,
-0.006167409010231495,
-0.011695513501763344,
0.030254151672124863,
0.04366074502468109,
0.020777400583028793,
0.027114037424325943,
-0.019442381337285042,
-0.005137940868735313,
-0.06475779414176941,
-0.0228081326931715,
0.015014257282018661,
-0.022112417966127396,
0.02848666161298752,
-0.050204213708639145,
0.022902147844433784,
-0.049301669001579285,
-0.013096342794597149,
0.03339426591992378,
0.019968867301940918,
-0.00143961061257869,
-0.04922645539045334,
-0.008334463462233543,
0.02752770483493805,
-0.08303438872098923,
-0.030479786917567253,
0.0003810561029240489,
-0.04508977755904198,
-0.03854630887508392,
0.007478924002498388,
0.02243207022547722,
0.009307523258030415,
0.010407502762973309,
-0.039824917912483215,
-0.005194350145757198,
-0.00775156868621707,
-0.03256692737340927,
-0.03634634613990784,
0.046556416898965836,
-0.0033187430817633867,
0.037474531680345535,
0.06539709866046906,
-0.02325940690934658,
-0.012494644150137901,
-0.06035787612199783,
-0.01603902503848076,
0.021792765706777573,
-0.028674691915512085,
-0.002283398760482669,
-0.04159240797162056,
0.019197940826416016,
0.021999599412083626,
0.01911332830786705,
0.01826719008386135,
-0.052836645394563675,
-0.013698041439056396,
0.03687283396720886,
0.0675782561302185,
-0.008461385034024715,
0.015935607254505157,
-0.036797620356082916,
-0.028167009353637695,
0.07171493768692017,
0.022770525887608528,
-0.03510534390807152,
0.06268946081399918,
-0.016189448535442352,
-0.02186797931790352,
0.017590278759598732,
0.00602638628333807,
-0.005147342104464769,
-0.013162153773009777,
0.005297766998410225,
-0.01090578455477953,
-0.020382534712553024,
0.02557218447327614,
-0.02421836368739605,
-0.04557865858078003,
-0.004865296185016632,
-0.030291756615042686,
-0.013378389179706573,
-0.021717553958296776,
0.024538015946745872,
0.010087850503623486,
-0.02908835932612419,
-0.01670653373003006,
-0.07133887708187103,
0.005119137465953827,
-0.05426568165421486,
-0.04982815310359001,
-0.05746220424771309,
-0.004806536715477705,
-0.03132592514157295,
0.027170445770025253,
-0.09183422476053238,
-0.02231925167143345,
-0.01462879404425621,
0.03850870206952095,
0.026098670437932014,
0.013810859993100166,
0.07415933907032013,
0.01555954571813345,
0.027903765439987183,
-0.06035787612199783,
0.006148606073111296,
0.02331581525504589,
-0.03670360520482063,
-0.025647396221756935,
0.028843920677900314,
0.04753417894244194,
-0.028825117275118828,
-0.006134503986686468,
0.06848080456256866,
-0.043585531413555145,
-0.016828753054142,
0.008658817037940025,
-0.004921705462038517,
0.04102831333875656,
-0.005669127684086561,
0.03591387718915939,
-0.008315660990774632,
0.023729482665657997,
0.025873033329844475,
-0.015672365203499794,
0.05768784135580063,
-0.023240603506565094,
0.02169875055551529,
-0.01817317306995392,
0.025628594681620598,
0.0019355417462065816,
-0.0006657464546151459,
-0.04396159201860428,
-0.027546508237719536,
0.04836151376366615,
0.002214062260463834,
0.029520830139517784,
0.007812678813934326,
-0.031589169055223465,
0.00784558430314064,
0.01025707833468914,
-0.018464621156454086,
0.031025076285004616,
0.02747129462659359,
-0.024462802335619926,
-0.0028909731190651655,
-0.01440315693616867,
-0.02113465778529644,
0.027960175648331642,
0.0160860326141119,
0.03698565065860748,
-0.0008596531697548926,
-0.011460475623607635,
-0.005847756750881672,
-0.012099780142307281,
0.010520321317017078,
0.029351603239774704,
-0.037530940026044846,
-0.07130126655101776,
0.060508303344249725,
-0.020833808928728104,
-0.019085122272372246,
0.014384353533387184,
0.009298121556639671,
-0.02634311094880104,
0.06690134853124619,
-0.01911332830786705,
-0.03369511291384697,
-0.05622119829058647,
0.0042800502851605415,
0.03734290972352028,
-0.06306552141904831,
-0.00006324003334157169,
-0.03044218197464943,
-0.002020155545324087,
-0.005293066147714853,
-0.048850394785404205,
-0.052159734070301056,
0.06122281774878502,
0.01550313737243414,
-0.03692924231290817,
-0.022732919082045555,
-0.07092520594596863,
-0.03448484465479851,
0.005161444656550884,
-0.0467444509267807,
-0.01005964633077383,
-0.015945009887218475,
-0.00033287322730757296,
-0.005429388489574194,
0.054792165756225586,
-0.021379098296165466,
0.021717553958296776,
-0.00039868400199338794,
-0.0006957138539291918,
0.006364841479808092,
-0.023334618657827377,
0.034672874957323074,
0.03726769983768463,
0.07179015129804611,
-0.02113465778529644,
-0.00821694452315569,
0.023052573204040527,
0.07163972407579422,
0.04663163051009178,
-0.05896645039319992,
0.10101012885570526,
0.03756854683160782,
-0.022131221368908882,
-0.02741488628089428,
-0.008494289591908455,
-0.06088436394929886,
0.01743045262992382,
0.0031142595689743757,
0.03341306746006012,
-0.008531896397471428,
0.002601875690743327,
-0.03202164173126221,
-0.02948322519659996,
0.02517732046544552,
0.022225236520171165,
-0.02292095124721527,
-0.03491731360554695,
-0.01805095374584198,
0.0039180913008749485,
-0.004101421218365431,
0.017063792794942856,
0.030743030831217766,
-0.05396483093500137,
0.017684293910861015
] |
22,428 | copulas | vectorize | Allow a method that only accepts scalars to accept vectors too.
This decorator has two different behaviors depending on the dimensionality of the
array passed as an argument:
**1-d array**
It will work under the assumption that the `function` argument is a callable
with signature::
function(self, X, *args, **kwargs)
where X is an scalar magnitude.
In this case the arguments of the input array will be given one at a time, and
both the input and output of the decorated function will have shape (n,).
**2-d array**
It will work under the assumption that the `function` argument is a callable with signature::
function(self, X0, ..., Xj, *args, **kwargs)
where `Xi` are scalar magnitudes.
It will pass the contents of each row unpacked on each call. The input is espected to have
shape (n, j), the output a shape of (n,)
It will return a function that is guaranteed to return a `numpy.array`.
Args:
function(callable): Function that only accept and return scalars.
Returns:
callable: Decorated function that can accept and return :attr:`numpy.array`.
| def vectorize(function):
"""Allow a method that only accepts scalars to accept vectors too.
This decorator has two different behaviors depending on the dimensionality of the
array passed as an argument:
**1-d array**
It will work under the assumption that the `function` argument is a callable
with signature::
function(self, X, *args, **kwargs)
where X is an scalar magnitude.
In this case the arguments of the input array will be given one at a time, and
both the input and output of the decorated function will have shape (n,).
**2-d array**
It will work under the assumption that the `function` argument is a callable with signature::
function(self, X0, ..., Xj, *args, **kwargs)
where `Xi` are scalar magnitudes.
It will pass the contents of each row unpacked on each call. The input is espected to have
shape (n, j), the output a shape of (n,)
It will return a function that is guaranteed to return a `numpy.array`.
Args:
function(callable): Function that only accept and return scalars.
Returns:
callable: Decorated function that can accept and return :attr:`numpy.array`.
"""
def decorated(self, X, *args, **kwargs):
if not isinstance(X, np.ndarray):
return function(self, X, *args, **kwargs)
if len(X.shape) == 1:
X = X.reshape([-1, 1])
if len(X.shape) == 2:
return np.fromiter(
(function(self, *x, *args, **kwargs) for x in X),
np.dtype('float64')
)
else:
raise ValueError('Arrays of dimensionality higher than 2 are not supported.')
decorated.__doc__ = function.__doc__
return decorated
| (function) | [
-0.022487809881567955,
-0.03851890563964844,
0.01258136611431837,
-0.025181179866194725,
0.022875212132930756,
0.03505072742700577,
-0.05482671782374382,
-0.029866909608244896,
0.033777832984924316,
0.06139411777257919,
-0.024922912940382957,
-0.03532744571566582,
0.0045796544291079044,
-0.030641715973615646,
-0.024240344762802124,
0.006484384648501873,
0.05836868658661842,
0.02245091274380684,
-0.03204374387860298,
0.0351245179772377,
-0.015652917325496674,
0.0075220707803964615,
0.030457237735390663,
0.020108049735426903,
0.03364869952201843,
0.07570957392454147,
0.005483594257384539,
-0.03374093770980835,
0.049624450504779816,
-0.05877453461289406,
-0.02416655421257019,
0.04899722710251808,
-0.025033598765730858,
0.0011264658533036709,
0.04080642759799957,
-0.0023301816545426846,
-0.0027187373489141464,
-0.005746474489569664,
-0.026398731395602226,
0.023963628336787224,
-0.013743574731051922,
-0.027542492374777794,
0.01318091806024313,
-0.0003787553869187832,
-0.0159019622951746,
-0.023151928558945656,
-0.015256290324032307,
0.00932995043694973,
-0.0633864775300026,
-0.0036042295396327972,
0.04814863204956055,
-0.04811173677444458,
0.09127947688102722,
-0.026490971446037292,
-0.002151469001546502,
0.10441427677869797,
0.05324020981788635,
0.03521675616502762,
-0.014029514975845814,
-0.029258133843541145,
-0.039773352444171906,
0.004314467776566744,
-0.011529844254255295,
-0.02278297208249569,
0.01606799103319645,
-0.021380944177508354,
-0.009592831134796143,
0.01733166165649891,
0.022211093455553055,
0.04508630558848381,
-0.03204374387860298,
0.008675054647028446,
0.03947818651795387,
-0.014675186015665531,
0.027173537760972977,
0.03488469868898392,
-0.02538410574197769,
-0.022875212132930756,
0.04172881320118904,
-0.02555013634264469,
0.006908683106303215,
-0.03540123626589775,
-0.008213860914111137,
0.011456053704023361,
0.00000834562615636969,
-0.051063377410173416,
-0.03274475783109665,
0.004067729227244854,
-0.04737382382154465,
0.00798326451331377,
-0.012461456470191479,
-0.0009275759803131223,
-0.0188904982060194,
0.05235471948981285,
-0.05818420648574829,
0.024701539427042007,
0.05113716796040535,
-0.04733692854642868,
0.021288705989718437,
0.03643430769443512,
0.02267228625714779,
0.07028593122959137,
0.07888258248567581,
-0.002181446645408869,
0.03914612904191017,
0.052649881690740585,
-0.03141652047634125,
-0.03695084527134895,
-0.02141783945262432,
0.020495451986789703,
0.036803264170885086,
0.009980233386158943,
0.007826458662748337,
-0.03318750485777855,
-0.018097244203090668,
-0.01970219798386097,
-0.08094873279333115,
0.03661878779530525,
-0.051321644335985184,
-0.02405586838722229,
0.049624450504779816,
0.004764131736010313,
0.049956511706113815,
0.0041230726055800915,
0.010727367363870144,
-0.054900508373975754,
-0.0351245179772377,
0.035696398466825485,
-0.01186190452426672,
0.013586768880486488,
-0.08515482395887375,
0.013162470422685146,
-0.009574382565915585,
0.02130715362727642,
0.014370798133313656,
-0.006844115909188986,
0.0000018060420643450925,
0.013863485306501389,
-0.025347210466861725,
0.011889575980603695,
0.014702857472002506,
0.05379364266991615,
-0.0015242454828694463,
0.040880218148231506,
0.008356831036508083,
0.012101724743843079,
0.06508366763591766,
-0.003901699325069785,
-0.0023094278294593096,
-0.04276188835501671,
-0.011668202467262745,
0.02003425732254982,
0.05327710509300232,
0.027929896488785744,
0.04442218691110611,
0.020550794899463654,
0.026546314358711243,
-0.08921332657337189,
0.015938857570290565,
0.00849980115890503,
-0.03320595249533653,
0.016446171328425407,
-0.05921728163957596,
-0.014776648953557014,
-0.014499932527542114,
0.014878111891448498,
0.03160099685192108,
0.02521807700395584,
-0.03741203993558884,
0.017525363713502884,
0.01326393336057663,
-0.01882592961192131,
0.0049209375865757465,
0.04586111009120941,
0.018789034336805344,
0.04468045383691788,
-0.019665302708745003,
-0.005548161454498768,
0.037891682237386703,
0.0008445611456409097,
0.009034786373376846,
-0.012977993115782738,
-0.059143491089344025,
-0.04250361770391464,
0.01838318444788456,
0.01607721485197544,
-0.026435628533363342,
-0.05615495517849922,
0.0003104410716332495,
0.04508630558848381,
-0.0023071218747645617,
0.02636183612048626,
0.011197784915566444,
0.0352352038025856,
0.020403213798999786,
-0.04420081153512001,
-0.06146790832281113,
0.018466198816895485,
0.04010540992021561,
-0.029036760330200195,
0.023760704323649406,
0.013199365697801113,
0.04678349941968918,
0.012544470839202404,
-0.033667147159576416,
0.01244300790131092,
0.04947686940431595,
-0.023483987897634506,
-0.004754907917231321,
-0.027597835287451744,
0.014629066921770573,
-0.032338909804821014,
0.009200816042721272,
0.03165633976459503,
0.0060139670968055725,
0.015699036419391632,
0.034700218588113785,
-0.008707338944077492,
-0.01646461896598339,
0.006322966888546944,
0.0627223551273346,
-0.03130583465099335,
-0.06884700804948807,
0.00006312590267043561,
-0.008213860914111137,
-0.041913289576768875,
0.04789036139845848,
0.010275397449731827,
0.013411515392363071,
0.0051330868154764175,
-0.03320595249533653,
0.014693633653223515,
0.008831861428916454,
-0.017599154263734818,
-0.024461718276143074,
-0.08087494224309921,
0.06423506885766983,
0.008965606801211834,
0.03446039929986,
0.013835813850164413,
-0.03165633976459503,
-0.033777832984924316,
0.00622150395065546,
0.04375806823372841,
-0.03032810427248478,
0.03837132453918457,
-0.0354565791785717,
0.1007247194647789,
-0.015588349662721157,
0.009016338735818863,
-0.08515482395887375,
-0.026122016832232475,
-0.0013190142344683409,
0.0352352038025856,
0.013992619700729847,
0.011769665405154228,
0.06412438303232193,
-0.002363618230447173,
0.020624585449695587,
-0.012821187265217304,
0.0023543941788375378,
-0.05833179131150246,
0.02966398373246193,
-0.008702727034687996,
-0.03728290647268295,
-0.08618789166212082,
0.01365133561193943,
0.014223216101527214,
0.016141781583428383,
0.067149817943573,
0.011354590766131878,
0.023299509659409523,
0.026933716610074043,
-0.0698062926530838,
0.011732770130038261,
0.06043483316898346,
0.02180524170398712,
-0.008273816667497158,
0.024074316024780273,
-0.007489786949008703,
0.009887995198369026,
-0.04641454294323921,
-0.051063377410173416,
-0.015874290838837624,
-0.04062194749712944,
-0.021270256489515305,
-0.011705098673701286,
0.007499010767787695,
0.042909469455480576,
-0.0006012814119458199,
0.03460798040032387,
0.03781789168715477,
0.04870206490159035,
-0.011234680190682411,
-0.005285280756652355,
0.00507774343714118,
-0.05397811904549599,
0.004667281173169613,
0.060914475470781326,
-0.053092628717422485,
-0.004837922751903534,
0.02652786672115326,
-0.01942548155784607,
-0.03387007117271423,
-0.014924230985343456,
-0.08441691100597382,
0.004007773939520121,
-0.00588944461196661,
-0.0662643238902092,
0.016492290422320366,
-0.004847146570682526,
-0.01258136611431837,
-0.1420476883649826,
-0.04397943988442421,
0.060914475470781326,
0.059918295592069626,
0.014739753678441048,
-0.0030415731016546488,
0.04497561976313591,
0.019167214632034302,
0.06128343194723129,
0.03281854838132858,
-0.006788772530853748,
-0.03163789212703705,
-0.016805902123451233,
-0.00996178574860096,
0.06445644050836563,
-0.08043219894170761,
0.0023324876092374325,
0.07792330533266068,
0.06072999909520149,
0.004754907917231321,
-0.00656278757378459,
0.03870338201522827,
0.020495451986789703,
-0.0008318782784044743,
0.04242982715368271,
0.014638290740549564,
0.01508103683590889,
0.013061008416116238,
-0.054900508373975754,
0.03785478696227074,
-0.020458556711673737,
-0.02852022461593151,
-0.02108578011393547,
-0.02999604307115078,
-0.034810908138751984,
0.004093094728887081,
0.06862563639879227,
-0.010561337694525719,
0.06165238469839096,
-0.06585847586393356,
0.031785476952791214,
0.03005138784646988,
-0.029516402631998062,
-0.018401632085442543,
-0.01992357149720192,
-0.017303990200161934,
-0.011926471255719662,
-0.04943997412919998,
0.006096981931477785,
0.0036480429116636515,
0.038113053888082504,
-0.05508498474955559,
0.09489523619413376,
-0.007558966055512428,
0.027173537760972977,
-0.054568447172641754,
-0.013725127093493938,
0.013005664572119713,
0.033169057220220566,
-0.0015207865508273244,
-0.01948082633316517,
-0.006253787782043219,
-0.00642442936077714,
-0.03032810427248478,
-0.016612200066447258,
-0.0061154295690357685,
-0.05043615400791168,
0.029737776145339012,
0.042909469455480576,
0.007798786740750074,
0.05146922543644905,
-0.08168664574623108,
0.02438792772591114,
0.03851890563964844,
0.01646461896598339,
0.027542492374777794,
-0.06512056291103363,
-0.010450650937855244,
-0.03121359460055828,
-0.026786135509610176,
-0.02697061188519001,
-0.01794966123998165,
-0.0978468731045723,
-0.03818684443831444,
-0.008619711734354496,
0.06475161015987396,
0.01244300790131092,
-0.021546972915530205,
-0.04099090397357941,
0.04047436639666557,
0.033777832984924316,
-0.00459579611197114,
-0.011216232553124428,
-0.032892342656850815,
-0.023022793233394623,
-0.020679930225014687,
0.027099747210741043,
0.09009882062673569,
0.011197784915566444,
0.00025812440435402095,
0.03709842637181282,
-0.014730529859662056,
0.04298326000571251,
0.03488469868898392,
-0.022635390982031822,
-0.021676108241081238,
-0.029036760330200195,
0.026103569194674492,
0.07522992789745331,
-0.022008167579770088,
0.01727631874382496,
0.05729871615767479,
-0.005764922127127647,
0.006346026435494423,
0.010607456788420677,
-0.042023979127407074,
0.04051126167178154,
-0.01749769225716591,
0.00472262455150485,
-0.03187771514058113,
-0.07320068031549454,
-0.030032940208911896,
-0.038334429264068604,
-0.03482935577630997,
-0.050509944558143616,
0.013217814266681671,
0.006987086031585932,
0.08426932990550995,
0.0005903280689381063,
0.029295029118657112,
0.020015809684991837,
-0.013005664572119713,
-0.04667280986905098,
-0.04091711342334747,
0.02333640493452549,
0.029848461970686913,
-0.01756225898861885,
-0.045602843165397644,
0.03285544365644455,
0.03992093354463577,
0.027062851935625076,
-0.04888654127717018,
0.020679930225014687,
0.014057186432182789,
0.03532744571566582,
-0.05755698308348656,
0.014315455220639706,
0.007877189666032791,
-0.028114372864365578,
0.02829885110259056,
-0.042134664952754974,
-0.07320068031549454,
-0.030531028285622597,
-0.02757938764989376,
-0.0013582156971096992,
0.004773355554789305,
0.006516668014228344,
0.005442086607217789,
0.07851362973451614,
0.009989457204937935,
0.005045460071414709,
-0.022912107408046722,
0.05932796746492386,
0.05954934284090996,
-0.05183818191289902,
0.018853601068258286,
-0.016750559210777283,
0.002751020947471261,
-0.041249170899391174,
-0.0007730760844424367,
-0.008615099824965,
0.02564237453043461,
0.017802080139517784,
0.011271576397120953,
0.04611937701702118,
0.04619317129254341,
0.03351956605911255,
0.07681643962860107,
-0.0626116693019867,
0.022358674556016922,
0.041249170899391174,
0.021786794066429138,
0.010192383080720901,
-0.010275397449731827,
0.033224400132894516,
0.03951508179306984,
0.03460798040032387,
0.02261694334447384,
0.01925945281982422,
-0.03947818651795387,
-0.05301883816719055,
0.03016207367181778,
0.007314533460885286,
-0.018696796149015427,
0.00987877044826746,
0.02180524170398712,
-0.03060481883585453,
-0.017691394314169884,
-0.05272367224097252,
0.03499538451433182,
-0.043721169233322144,
0.00646593701094389,
-0.008490577340126038,
0.05840558186173439,
-0.040880218148231506,
0.014407693408429623,
-0.019739093258976936,
-0.0052437735721468925,
0.004971669055521488,
-0.004628079477697611,
-0.052649881690740585,
-0.023539330810308456,
-0.020274078473448753,
0.0183370653539896,
0.0041853333823382854,
-0.04405323043465614,
0.03383317589759827,
0.0036987741477787495,
-0.0627223551273346,
-0.032781653106212616,
-0.00987877044826746,
0.057593878358602524,
-0.042245350778102875,
0.046488333493471146,
-0.005714191123843193,
-0.023816047236323357,
0.016602976247668266,
0.030346551910042763,
0.02416655421257019,
0.05538015067577362,
0.013688231818377972,
0.02333640493452549,
-0.06892079859972,
-0.012775068171322346,
-0.050878897309303284,
0.02080906368792057,
0.011769665405154228,
-0.009113188832998276,
-0.04586111009120941,
0.011575964279472828,
0.04689418524503708,
-0.007992488332092762,
-0.0009904137114062905,
-0.043241530656814575,
-0.023151928558945656,
0.0020453943870961666,
-0.05250230059027672,
0.03584397956728935,
-0.03807615861296654,
0.026786135509610176,
0.02527341991662979,
-0.020274078473448753,
-0.06622742861509323,
0.07969428598880768,
0.0945262759923935,
0.025789955630898476,
0.004150744061917067,
-0.03599156439304352,
-0.0059724594466388226,
-0.02366846427321434,
-0.05228092893958092,
-0.026048224419355392,
-0.027560940012335777,
0.036913949996232986,
0.009080905467271805,
-0.08478586375713348,
-0.023650016635656357,
-0.051875077188014984,
-0.037744101136922836,
-0.08102252334356308,
-0.018945841118693352,
-0.02807747758924961,
-0.017027273774147034,
-0.029313476756215096,
-0.035475026816129684,
0.07294240593910217,
-0.03093688003718853,
0.02564237453043461,
-0.013974172063171864,
0.0009598595788702369,
-0.039441291242837906,
-0.02922123856842518,
-0.000419109856011346,
-0.0023186516482383013,
0.006696533877402544,
0.029405714944005013,
0.030531028285622597,
-0.02455395646393299,
-0.03929371014237404,
0.01794966123998165,
-0.044163916260004044,
0.017036497592926025,
-0.049845825880765915,
-0.048406898975372314,
-0.044016335159540176,
-0.014444589614868164,
0.03208063915371895,
-0.10699696093797684,
-0.05951244756579399,
0.010893397033214569,
0.009034786373376846,
-0.003085386473685503,
0.025199629366397858,
0.07991565763950348,
-0.06120963767170906,
0.07541440427303314,
0.03859269618988037,
0.015699036419391632,
-0.0032906176056712866,
-0.024351032450795174,
-0.04209776967763901,
-0.045713528990745544,
-0.011548292823135853,
-0.02031097374856472,
0.025734612718224525,
-0.04718934744596481,
0.009832651354372501,
0.02852022461593151,
0.0002010516618611291,
0.009509815834462643,
0.050067197531461716,
0.010635128244757652,
0.006267623510211706,
-0.0715772733092308,
-0.05279746279120445,
0.07932533323764801,
-0.020015809684991837,
0.027450254186987877,
0.035696398466825485,
-0.02008960209786892,
0.01716563291847706,
0.007600473705679178,
0.03918302431702614,
-0.06810909509658813,
-0.01108709815889597,
0.005755698308348656,
0.08766371756792068,
-0.004042363725602627,
0.026712344959378242,
0.013254709541797638,
-0.016206350177526474,
0.05327710509300232,
0.026675447821617126,
-0.01015548687428236,
-0.021897481754422188,
0.012369217351078987,
0.0159019622951746,
0.023299509659409523,
0.03121359460055828,
0.009274606592953205,
-0.004033139441162348,
0.008688891306519508,
0.0013455328298732638,
0.01183423213660717,
0.007314533460885286,
-0.02569771744310856,
0.01541309617459774,
0.021768346428871155,
0.047964151948690414,
0.07866121083498001,
-0.04187639430165291,
-0.0050639077089726925,
0.05977071449160576,
-0.011004083789885044,
0.03274475783109665,
-0.026823030784726143,
-0.011345366947352886,
0.02119646593928337,
-0.030844639986753464,
0.005050071980804205,
-0.002290980191901326,
0.0357886366546154,
-0.036194488406181335,
-0.10197916626930237,
-0.015948081389069557,
0.0069963098503649235,
-0.03329819068312645,
-0.04386875405907631,
0.008758069947361946,
-0.0010175087954849005,
0.018798258155584335,
-0.021159570664167404,
-0.03407299518585205,
0.012507575564086437,
-0.0014746671076864004,
0.01706417091190815,
0.015883514657616615,
-0.00339899817481637,
0.01065357681363821,
-0.014167873188853264,
-0.05003030225634575,
0.0675925612449646,
0.00575108639895916,
0.0006358709069900215,
-0.027173537760972977,
-0.06331267952919006,
0.04545525833964348,
0.021546972915530205,
-0.011889575980603695,
-0.009080905467271805,
0.05737250670790672,
-0.03527209907770157,
0.033980756998062134,
-0.01986822858452797,
-0.020015809684991837,
-0.02245091274380684,
0.030125178396701813,
0.07209381461143494,
0.0016683684661984444,
-0.03731980174779892,
-0.00026302458718419075,
-0.007960204966366291,
-0.039330605417490005,
0.0022402487229555845,
0.04866516962647438,
0.00996178574860096,
0.06257477402687073,
0.012562918476760387,
0.02625115029513836,
0.02152852527797222,
0.04276188835501671,
0.026177359744906425,
-0.011013307608664036,
-0.024590851739048958,
-0.045049410313367844,
-0.026786135509610176,
-0.024240344762802124,
-0.039662666618824005,
0.011004083789885044,
0.00074136903276667,
0.003618065267801285,
-0.002614968689158559,
0.04434839263558388,
0.004284490365535021,
-0.03538278862833977,
0.02416655421257019,
0.020901301875710487,
-0.03529054671525955,
-0.02927658148109913,
-0.012203187681734562,
-0.09091051667928696,
-0.03374093770980835,
0.04600869119167328,
-0.040695738047361374,
0.03521675616502762,
-0.05036235973238945,
-0.026011329144239426,
-0.027671627700328827,
-0.050399258732795715,
-0.0012556001311168075,
0.015699036419391632,
0.02064303308725357,
-0.010690472088754177,
-0.012793515808880329,
0.027542492374777794,
0.03907233849167824
] |
22,430 | coca_pytorch.coca_pytorch | CoCa | null | class CoCa(nn.Module):
def __init__(
self,
*,
dim,
num_tokens,
unimodal_depth,
multimodal_depth,
dim_latents = None,
image_dim = None,
num_img_queries=256,
dim_head=64,
heads=8,
ff_mult=4,
img_encoder=None,
caption_loss_weight=1.,
contrastive_loss_weight=1.,
pad_id=0
):
super().__init__()
self.dim = dim
self.pad_id = pad_id
self.caption_loss_weight = caption_loss_weight
self.contrastive_loss_weight = contrastive_loss_weight
# token embeddings
self.token_emb = nn.Embedding(num_tokens, dim)
self.text_cls_token = nn.Parameter(torch.randn(dim))
# image encoder
self.img_encoder = img_encoder
# attention pooling for image tokens
self.img_queries = nn.Parameter(torch.randn(num_img_queries + 1, dim)) # num image queries for multimodal, but 1 extra CLS for contrastive learning
self.img_attn_pool = CrossAttention(dim=dim, context_dim=image_dim, dim_head=dim_head, heads=heads, norm_context=True)
self.img_attn_pool_norm = LayerNorm(dim)
self.text_cls_norm = LayerNorm(dim)
# to latents
dim_latents = default(dim_latents, dim)
self.img_to_latents = EmbedToLatents(dim, dim_latents)
self.text_to_latents = EmbedToLatents(dim, dim_latents)
# contrastive learning temperature
self.temperature = nn.Parameter(torch.Tensor([1.]))
# unimodal layers
self.unimodal_layers = nn.ModuleList([])
for ind in range(unimodal_depth):
self.unimodal_layers.append(
Residual(ParallelTransformerBlock(dim=dim, dim_head=dim_head, heads=heads, ff_mult=ff_mult)),
)
# multimodal layers
self.multimodal_layers = nn.ModuleList([])
for ind in range(multimodal_depth):
self.multimodal_layers.append(nn.ModuleList([
Residual(ParallelTransformerBlock(dim=dim, dim_head=dim_head, heads=heads, ff_mult=ff_mult)),
Residual(CrossAttention(dim=dim, dim_head=dim_head, heads=heads, parallel_ff=True, ff_mult=ff_mult))
]))
# to logits
self.to_logits = nn.Sequential(
LayerNorm(dim),
nn.Linear(dim, num_tokens, bias=False)
)
# they used embedding weight tied projection out to logits, not common, but works
self.to_logits[-1].weight = self.token_emb.weight
nn.init.normal_(self.token_emb.weight, std=0.02)
# whether in data parallel setting
self.is_distributed = dist.is_initialized() and dist.get_world_size() > 1
def embed_text(self, text):
batch, device = text.shape[0], text.device
seq = text.shape[1]
text_tokens = self.token_emb(text)
# append text cls tokens
text_cls_tokens = repeat(self.text_cls_token, 'd -> b 1 d', b=batch)
text_tokens = torch.cat((text_tokens, text_cls_tokens), dim=-2)
# create specific mask for text cls token at the end
# to prevent it from attending to padding
cls_mask = rearrange(text!=self.pad_id, 'b j -> b 1 j')
attn_mask = F.pad(cls_mask, (0, 1, seq, 0), value=True)
# go through unimodal layers
for attn_ff in self.unimodal_layers:
text_tokens = attn_ff(text_tokens, attn_mask=attn_mask)
# get text cls token
text_tokens, text_cls_tokens = text_tokens[:, :-1], text_tokens[:, -1]
text_embeds = self.text_cls_norm(text_cls_tokens)
return text_embeds, text_tokens
def embed_image(self, images=None, image_tokens=None):
# encode images into embeddings
# with the img_encoder passed in at init
# it can also accept precomputed image tokens
assert not (exists(images) and exists(image_tokens))
if exists(images):
assert exists(self.img_encoder), 'img_encoder must be passed in for automatic image encoding'
image_tokens = self.img_encoder(images)
# attention pool image tokens
img_queries = repeat(self.img_queries, 'n d -> b n d', b=image_tokens.shape[0])
img_queries = self.img_attn_pool(img_queries, image_tokens)
img_queries = self.img_attn_pool_norm(img_queries)
return img_queries[:, 0], img_queries[:, 1:]
def forward(
self,
text,
images=None,
image_tokens=None,
labels=None,
return_loss=False,
return_embeddings=False
):
batch, device = text.shape[0], text.device
if return_loss and not exists(labels):
text, labels = text[:, :-1], text[:, 1:]
text_embeds, text_tokens = self.embed_text(text)
image_embeds, image_tokens = self.embed_image(images=images, image_tokens=image_tokens)
# return embeddings if that is what the researcher wants
if return_embeddings:
return text_embeds, image_embeds
# go through multimodal layers
for attn_ff, cross_attn in self.multimodal_layers:
text_tokens = attn_ff(text_tokens)
text_tokens = cross_attn(text_tokens, image_tokens)
logits = self.to_logits(text_tokens)
if not return_loss:
return logits
# shorthand
ce = F.cross_entropy
# calculate caption loss (cross entropy loss)
logits = rearrange(logits, 'b n c -> b c n')
caption_loss = ce(logits, labels, ignore_index=self.pad_id)
caption_loss = caption_loss * self.caption_loss_weight
# embedding to latents
text_latents = self.text_to_latents(text_embeds)
image_latents = self.img_to_latents(image_embeds)
# maybe distributed all gather
if self.is_distributed:
latents = torch.stack((text_latents, image_latents), dim = 1)
latents = all_gather(latents)
text_latents, image_latents = latents.unbind(dim = 1)
# calculate contrastive loss
sim = einsum('i d, j d -> i j', text_latents, image_latents)
sim = sim * self.temperature.exp()
contrastive_labels = torch.arange(batch, device=device)
contrastive_loss = (ce(sim, contrastive_labels) + ce(sim.t(), contrastive_labels)) * 0.5
contrastive_loss = contrastive_loss * self.contrastive_loss_weight
return caption_loss + contrastive_loss
| (*, dim, num_tokens, unimodal_depth, multimodal_depth, dim_latents=None, image_dim=None, num_img_queries=256, dim_head=64, heads=8, ff_mult=4, img_encoder=None, caption_loss_weight=1.0, contrastive_loss_weight=1.0, pad_id=0) | [
-0.014106905087828636,
-0.07391569018363953,
0.011134342290461063,
0.04294383153319359,
0.044210489839315414,
-0.011175202205777168,
-0.05720395967364311,
-0.03732558339834213,
0.049930885434150696,
0.012676806189119816,
0.01578216440975666,
-0.008774679154157639,
0.006675497628748417,
0.03763203322887421,
-0.012687020935118198,
-0.003983847331255674,
-0.002298373496159911,
0.01519990898668766,
0.019204186275601387,
-0.05397602170705795,
-0.028765419498085976,
-0.025455761700868607,
-0.008687851019203663,
0.010158810764551163,
-0.027110591530799866,
-0.026415972039103508,
-0.0028372143860906363,
-0.02919445000588894,
-0.02915358915925026,
0.008519303984940052,
-0.012646161019802094,
-0.06823614984750748,
0.027560051530599594,
-0.023453623056411743,
-0.04116642102599144,
-0.03542559593915939,
0.022309543564915657,
0.011062837205827236,
-0.03072669915854931,
-0.040900830179452896,
-0.016752587631344795,
-0.05512010306119919,
0.036753542721271515,
-0.02273857407271862,
-0.0510341040790081,
0.01925526186823845,
-0.04208577051758766,
0.012166056782007217,
-0.05230076238512993,
-0.022146103903651237,
-0.006644852925091982,
-0.10125100612640381,
0.05704052001237869,
0.02028697542846203,
-0.010388648137450218,
0.04796960577368736,
-0.006905335001647472,
0.023617062717676163,
-0.025271892547607422,
-0.06962539255619049,
0.02232997491955757,
-0.05123840272426605,
0.044169630855321884,
0.044414788484573364,
-0.018233763054013252,
0.02608909271657467,
-0.0048597827553749084,
0.031870778650045395,
-0.00019185034034308046,
-0.0029853316955268383,
-0.013841315172612667,
-0.07759308815002441,
0.016783233731985092,
0.016374632716178894,
-0.033198725432157516,
-0.05111582577228546,
-0.00024228685651905835,
0.044292207807302475,
0.05140184238553047,
0.02551705203950405,
-0.017263337969779968,
0.05450720340013504,
-0.003128341631963849,
-0.028152519837021828,
0.0844167023897171,
-0.08155650645494461,
0.004752525594085455,
0.010061767883598804,
-0.02422996237874031,
-0.026906291022896767,
-0.047642726451158524,
-0.0021438717376440763,
0.0600641593337059,
0.05082980543375015,
0.0034628824796527624,
0.06427273154258728,
0.0003543325583450496,
-0.036018066108226776,
-0.008687851019203663,
-0.03405678644776344,
-0.016793448477983475,
0.08825753629207611,
0.013177340850234032,
0.028111660853028297,
0.0023545557633042336,
-0.034894414246082306,
-0.09683813154697418,
-0.0005707627278752625,
0.02108374610543251,
-0.02555791288614273,
-0.05503838136792183,
-0.03436323627829552,
0.026272961869835854,
-0.034649256616830826,
0.05438462272286415,
-0.07939092814922333,
-0.025006301701068878,
0.0067367879673838615,
-0.0341997966170311,
0.02753962017595768,
0.06010501831769943,
-0.027989080175757408,
-0.05569214001297951,
-0.05242334306240082,
-0.03389334678649902,
0.033382598310709,
0.0463760681450367,
-0.015026254579424858,
0.018009033054113388,
-0.07587696611881256,
-0.07199527323246002,
0.0025626863352954388,
0.009448868222534657,
0.06684691458940506,
0.026068661361932755,
-0.023800933733582497,
-0.023045023903250694,
0.008549949154257774,
-0.01777408830821514,
0.04568144679069519,
-0.0011785548413172364,
0.050748083740472794,
0.008973871357738972,
0.021676214411854744,
-0.029174020513892174,
-0.010541873052716255,
0.02431168220937252,
-0.06970711052417755,
-0.0032866739202290773,
-0.07093290984630585,
0.0314621776342392,
-0.04120728000998497,
-0.006670390255749226,
0.009418223053216934,
0.013197770342230797,
0.026926720514893532,
0.01451550517231226,
0.002256236504763365,
0.005888943560421467,
0.05381258204579353,
-0.0024554289411753416,
-0.04261694848537445,
-0.0243525430560112,
0.03636537492275238,
-0.0050130076706409454,
-0.009923866018652916,
0.06316951662302017,
-0.02919445000588894,
-0.003907234873622656,
0.05217818543314934,
0.01760043203830719,
-0.020940735936164856,
0.011941326782107353,
-0.00038529676385223866,
-0.02766220085322857,
0.08825753629207611,
-0.002834660466760397,
0.004282635636627674,
-0.020838584750890732,
0.04367930814623833,
-0.016619794070720673,
0.0033249801490455866,
-0.03260625898838043,
-0.0004909581039100885,
0.00487510534003377,
0.03591591492295265,
0.04290296882390976,
0.029562190175056458,
0.01236014161258936,
0.001816991833038628,
0.024168673902750015,
-0.014444000087678432,
-0.004417984280735254,
0.0038714823313057423,
0.011961756274104118,
0.02116546593606472,
-0.0064711980521678925,
-0.03007293865084648,
0.012033261358737946,
-0.016017109155654907,
-0.03562989458441734,
0.0010540595976635814,
0.006782755255699158,
0.01789666712284088,
-0.03076755814254284,
-0.019541282206773758,
-0.03084927797317505,
0.10255853086709976,
-0.09136289358139038,
-0.03636537492275238,
-0.018867092207074165,
0.003708042437210679,
0.04278039187192917,
0.08102532476186752,
0.06652003526687622,
-0.0703200101852417,
-0.04229006916284561,
0.038449231535196304,
-0.009581663645803928,
-0.02112460508942604,
0.003874036017805338,
-0.001278150943107903,
-0.023821363225579262,
-0.00021451484644785523,
0.011246707290410995,
0.006021738518029451,
0.030665408819913864,
0.04073739051818848,
0.0541803240776062,
0.004905750509351492,
0.013585940934717655,
0.03321915864944458,
-0.059042658656835556,
0.04482338950037956,
0.07019743323326111,
0.013340780511498451,
0.020940735936164856,
-0.004693789407610893,
-0.01225799135863781,
-0.047070685774087906,
-0.0161090437322855,
-0.020818155258893967,
-0.022084815427660942,
-0.01872408203780651,
0.012104766443371773,
0.004075782373547554,
0.07542750984430313,
0.017038607969880104,
-0.03722343221306801,
-0.01565958373248577,
-0.04465994983911514,
-0.025455761700868607,
-0.01242143101990223,
-0.0013087959960103035,
-0.03401592746376991,
-0.09291557222604752,
-0.01723269373178482,
-0.0026329143438488245,
0.03185034915804863,
-0.029766488820314407,
-0.0004386062500998378,
-0.015496144071221352,
-0.0451502688229084,
0.08049414306879044,
0.023760072886943817,
-0.013126266188919544,
-0.012891321443021297,
0.03554817661643028,
-0.04032879322767258,
-0.005306688603013754,
0.08180166035890579,
0.08417154103517532,
-0.03366861492395401,
-0.00011507827730383724,
0.004137072246521711,
-0.029603049159049988,
-0.01606818288564682,
0.015424638986587524,
-0.047438427805900574,
0.04866422712802887,
0.006042168475687504,
-0.02939874865114689,
-0.06263833492994308,
-0.06860389560461044,
0.04625348746776581,
-0.014760664664208889,
-0.020021386444568634,
-0.020899875089526176,
0.03479226678609848,
-0.026354681700468063,
0.0060115233063697815,
0.049767445772886276,
0.06684691458940506,
0.025251463055610657,
0.0020034154877066612,
-0.0068338303826749325,
-0.032218087464571,
0.047479286789894104,
-0.03035895898938179,
-0.06259747594594955,
0.013820885680615902,
0.002890842966735363,
0.05397602170705795,
-0.035139575600624084,
-0.023555774241685867,
-0.012707451358437538,
0.006629530340433121,
0.047274988144636154,
0.059001799672842026,
-0.01677301898598671,
0.031993359327316284,
-0.008790001273155212,
-0.00259971572086215,
0.06451789289712906,
-0.022881584241986275,
-0.010654237121343613,
0.08654142171144485,
0.025088023394346237,
0.04153415933251381,
0.07755222916603088,
0.006568240467458963,
0.0061647482216358185,
-0.016262268647551537,
0.03996105119585991,
0.03955245390534401,
-0.09602092951536179,
0.09160805493593216,
0.00805452186614275,
0.011430577374994755,
-0.0029802240896970034,
-0.003937879577279091,
0.025619201362133026,
-0.01789666712284088,
-0.00616985559463501,
-0.10746172815561295,
-0.00616985559463501,
-0.024005232378840446,
-0.03234066814184189,
0.03424065560102463,
-0.06472219526767731,
0.0017365488456562161,
-0.01314669568091631,
-0.05818459764122963,
0.05802115797996521,
0.059328678995370865,
-0.030624547973275185,
0.023535342887043953,
0.005602923687547445,
-0.004481828305870295,
0.025986941531300545,
0.014944534748792648,
0.01834612712264061,
0.030583688989281654,
0.05695880204439163,
0.02253427356481552,
0.04331156983971596,
-0.040941692888736725,
-0.03814278170466423,
0.006348618306219578,
-0.04780616611242294,
0.008657206781208515,
0.020317621529102325,
-0.021104175597429276,
0.026232101023197174,
-0.011461221612989902,
0.02306545339524746,
0.019939666613936424,
0.0003425214672461152,
0.07146409153938293,
-0.011655306443572044,
0.030747128650546074,
-0.026068661361932755,
-0.01855042763054371,
0.04092125967144966,
0.0035190649796277285,
-0.029684768989682198,
-0.08122961968183517,
-0.001533525763079524,
0.0010068152332678437,
0.018376771360635757,
-0.010766602121293545,
0.024413833394646645,
-0.001981708686798811,
0.016170334070920944,
0.011910681612789631,
-0.02713102102279663,
0.0541803240776062,
-0.0015680014621466398,
0.01050101313740015,
-0.025128882378339767,
-0.007753179408609867,
0.000823583803139627,
0.02390308305621147,
-0.04801046475768089,
-0.059124380350112915,
0.006491628009825945,
-0.01048058271408081,
0.05401688069105148,
-0.03889869153499603,
-0.05601901933550835,
-0.006563133094459772,
-0.010878967121243477,
0.02157406508922577,
0.030747128650546074,
-0.014014970511198044,
0.08253714442253113,
0.028152519837021828,
0.05450720340013504,
-0.005500773433595896,
0.06500821560621262,
-0.07322107255458832,
0.050543785095214844,
-0.007508019916713238,
-0.008682743646204472,
-0.04298469051718712,
-0.037550315260887146,
-0.0010629977332428098,
-0.0365288145840168,
-0.03424065560102463,
0.020859016105532646,
0.013371425680816174,
0.031053578481078148,
0.04478253051638603,
0.011696167290210724,
-0.05201474204659462,
0.015557434409856796,
-0.031748197972774506,
0.012605301104485989,
-0.046988967806100845,
-0.036753542721271515,
-0.07179097086191177,
-0.018356341868638992,
0.011430577374994755,
-0.053036242723464966,
-0.0036467525642365217,
0.016885383054614067,
-0.011226276867091656,
0.0011172648519277573,
-0.0015245877439156175,
-0.018938597291707993,
0.006272005848586559,
-0.024863293394446373,
0.05552870035171509,
0.031789056956768036,
0.05393516272306442,
-0.014086475595831871,
-0.03826536238193512,
0.05250506475567818,
-0.07093290984630585,
0.005888943560421467,
0.019990740343928337,
0.026824571192264557,
0.017549358308315277,
0.02269771508872509,
0.014157979749143124,
0.022023525089025497,
0.06010501831769943,
-0.002322633983567357,
0.01781494729220867,
0.04613090679049492,
-0.04776530712842941,
0.039818041026592255,
-0.007753179408609867,
0.03229980915784836,
0.05528354272246361,
-0.0003460328734945506,
0.03524172678589821,
-0.04026750102639198,
-0.0487050861120224,
0.011144557036459446,
0.026068661361932755,
-0.0011364179663360119,
0.049767445772886276,
-0.0314008891582489,
-0.009397793561220169,
-0.008978978730738163,
0.015189694240689278,
0.0011657860595732927,
0.01503646932542324,
-0.03640623390674591,
0.036549244076013565,
-0.050421204417943954,
0.024332113564014435,
-0.036671824753284454,
-0.061943717300891876,
0.004778062924742699,
0.04539543017745018,
-0.009913650341331959,
0.031870778650045395,
0.0016714282101020217,
-0.08163822442293167,
0.025169743224978447,
0.050625503063201904,
0.015547218732535839,
-0.07076947391033173,
-0.03148260712623596,
-0.034771837294101715,
0.004218792077153921,
0.0017684706253930926,
-0.047479286789894104,
-0.004412876907736063,
0.013514435850083828,
-0.0510341040790081,
-0.06370069831609726,
0.05744912102818489,
0.029848208650946617,
-0.03387291729450226,
0.012411216273903847,
0.007548879832029343,
0.0070432377979159355,
-0.03595677390694618,
-0.05683622136712074,
0.04278039187192917,
-0.05875663831830025,
0.0013496559113264084,
-0.008483551442623138,
0.009070913307368755,
0.008207746781408787,
0.03350517526268959,
-0.018856877461075783,
-0.00006412302172975615,
0.049563147127628326,
-0.026701990514993668,
-0.03232023864984512,
0.038571812212467194,
0.05270936340093613,
-0.009719565510749817,
-0.006139210890978575,
0.015312273986637592,
0.025128882378339767,
-0.043720170855522156,
-0.0037003811448812485,
0.014801524579524994,
0.020654715597629547,
0.013259060680866241,
-0.02894929051399231,
-0.009086236357688904,
-0.00732925720512867,
0.04224921017885208,
0.001698242616839707,
-0.07040172815322876,
-0.02870412915945053,
-0.010878967121243477,
-0.021390195935964584,
0.035466454923152924,
-0.021471915766596794,
0.0022894353605806828,
0.05879749730229378,
-0.029051439836621284,
0.028642840683460236,
-0.06574369221925735,
0.009510158561170101,
-0.026906291022896767,
0.01640527881681919,
0.049930885434150696,
0.04939970374107361,
0.019081607460975647,
-0.01530205924063921,
-0.031748197972774506,
0.023821363225579262,
0.005868513602763414,
-0.03887826204299927,
-0.000704196048900485,
-0.049808304756879807,
0.025823501870036125,
0.002561409492045641,
-0.011021977290511131,
0.011941326782107353,
-0.05254592373967171,
-0.022840723395347595,
-0.00529136648401618,
-0.014791309833526611,
-0.010031122714281082,
0.026354681700468063,
-0.047274988144636154,
0.01883644610643387,
-0.018448276445269585,
-0.01147143729031086,
0.04367930814623833,
-0.03581376373767853,
0.04208577051758766,
0.00002667469743755646,
0.04772444814443588,
0.0026993118226528168,
0.06084049865603447,
0.011951541528105736,
0.01288110576570034,
0.038449231535196304,
-0.024577273055911064,
-0.004446075763553381,
-0.0373460128903389,
0.007983016781508923,
0.028479401022195816,
0.017212262377142906,
0.05193302407860756,
0.011032192036509514,
-0.025088023394346237,
0.05753083899617195,
0.04257608950138092,
-0.003958309534937143,
0.0045661018230021,
-0.04045137017965317,
-0.025128882378339767,
0.012870891019701958,
0.007462052162736654,
-0.022718144580721855,
-0.0030874814838171005,
0.009765532799065113,
0.039572883397340775,
-0.040696531534194946,
-0.024781573563814163,
0.01296282559633255,
-0.018999887630343437,
-0.043924469500780106,
-0.007635707035660744,
-0.04592660814523697,
-0.03785676509141922,
0.05892007797956467,
0.10427464544773102,
0.04490510746836662,
0.02931702882051468,
-0.0012009000638499856,
-0.04053309187293053,
-0.0024286145344376564,
-0.005613138433545828,
0.009259890764951706,
-0.011440792120993137,
-0.06386413425207138,
0.01640527881681919,
0.022064384073019028,
0.022472985088825226,
0.03902127221226692,
0.012635946273803711,
0.02091008983552456,
0.0021719627548009157,
0.04290296882390976,
0.023535342887043953,
-0.011737027205526829,
0.011788101866841316,
0.002673774491995573,
-0.019520850852131844,
0.010286497883498669,
-0.05393516272306442,
-0.01271766610443592,
-0.017794517800211906,
0.01012816559523344,
0.017998818308115005,
-0.05524268001317978,
0.027846070006489754,
0.017089683562517166,
-0.012033261358737946,
0.04539543017745018,
0.05667278170585632,
-0.0428212508559227,
-0.013820885680615902,
0.010930042713880539,
-0.032953567802906036,
0.022391265258193016,
-0.008902366273105145,
-0.02439340390264988,
0.01979665644466877,
0.002987885382026434,
0.04572230949997902,
0.008432476781308651,
-0.005316903814673424,
-0.03562989458441734,
0.03540516644716263,
-0.038571812212467194,
0.04000191390514374,
0.023371903225779533,
-0.053526561707258224,
-0.008892151527106762,
-0.009198601357638836,
-0.015526789240539074,
0.059001799672842026,
0.041309431195259094,
0.06970711052417755,
-0.027764350175857544,
0.012605301104485989,
0.002788692945614457,
0.036794405430555344,
0.027478331699967384,
-0.019643431529402733,
0.005664213560521603,
-0.01441335491836071,
-0.011696167290210724,
-0.01064402237534523,
-0.008800216019153595,
-0.0030338529031723738,
-0.062148015946149826,
-0.04760186746716499,
0.03450624644756317,
0.033525608479976654,
-0.041432011872529984,
0.03562989458441734,
-0.007696996908634901,
-0.053403981029987335,
-0.028193380683660507,
-0.025414902716875076,
-0.04053309187293053,
-0.008866613730788231,
-0.039940621703863144,
-0.08216940611600876,
-0.06884904950857162,
-0.025026733055710793,
0.011348857544362545,
-0.0097297802567482,
-0.008212854154407978,
-0.03270840644836426,
-0.004540564492344856,
0.007012592628598213,
0.03503742441534996,
0.05078894644975662,
0.013984325341880322,
0.004857229068875313,
0.03532344475388527,
0.0052862586453557014,
0.0436384491622448,
-0.015680013224482536,
0.009453975595533848,
0.04100298136472702,
0.03156432881951332,
0.06582541763782501,
0.033484745770692825,
-0.05250506475567818,
-0.03579333424568176,
-0.034853555262088776,
-0.025823501870036125,
0.03609978407621384,
-0.04059438034892082,
0.033770766109228134,
0.02907186932861805,
-0.052995383739471436,
0.03744816407561302,
-0.07881888747215271,
-0.0408395417034626,
0.07256730645895004,
-0.031707338988780975,
-0.05867492035031319,
0.0016216301592066884,
-0.027805211022496223,
-0.017998818308115005,
-0.04878680780529976,
0.04519112780690193,
0.03011379949748516,
0.016783233731985092,
0.017866022884845734,
0.0019459561444818974,
0.03260625898838043,
0.009014731273055077,
0.08192424476146698,
-0.01010262779891491,
-0.019612785428762436,
-0.014832169748842716,
0.08343606442213058,
-0.0052453987300395966,
0.059206098318099976,
-0.02890842966735363,
-0.06696949154138565,
-0.07064688950777054,
0.03089013881981373,
-0.06063619628548622,
0.03399549797177315,
-0.0314008891582489,
-0.008892151527106762,
0.015496144071221352,
0.010240530595183372,
0.062188874930143356
] |
22,433 | torch.nn.modules.module | __dir__ | null | def __dir__(self):
module_attrs = dir(self.__class__)
attrs = list(self.__dict__.keys())
parameters = list(self._parameters.keys())
modules = list(self._modules.keys())
buffers = list(self._buffers.keys())
keys = module_attrs + attrs + parameters + modules + buffers
# Eliminate attrs that are not legal Python variable names
keys = [key for key in keys if not key[0].isdigit()]
return sorted(keys)
| (self) | [
0.00465853326022625,
0.004398229531943798,
-0.03032085672020912,
-0.05022957921028137,
0.06735574454069138,
-0.01268305815756321,
0.00867079570889473,
-0.017673702910542488,
-0.01727875880897045,
-0.003072028746828437,
-0.010430087335407734,
-0.03805815055966377,
0.0018008057959377766,
0.05026548355817795,
-0.023678632453083992,
-0.04046371206641197,
0.01544765941798687,
0.04322831332683563,
-0.052886467427015305,
-0.035760298371315,
-0.027987102046608925,
0.08035296201705933,
0.0005329487612470984,
-0.047429073601961136,
-0.020357519388198853,
0.04290517792105675,
0.037124648690223694,
-0.045777492225170135,
0.02638937719166279,
-0.031864725053310394,
-0.035275597125291824,
-0.025761060416698456,
0.06635043770074844,
-0.029764346778392792,
-0.035760298371315,
-0.05608191713690758,
0.053245507180690765,
0.025096837431192398,
-0.050947654992341995,
-0.04696232080459595,
0.06868419051170349,
-0.0067858402617275715,
-0.023912006989121437,
-0.01928040198981762,
0.008953538723289967,
0.016255497932434082,
0.03190062940120697,
0.020698606967926025,
0.020501136779785156,
0.00037586913094855845,
0.017718583345413208,
-0.03146978095173836,
0.018140453845262527,
-0.01424487866461277,
0.02075246348977089,
-0.006417824886739254,
0.013984574936330318,
-0.04915245994925499,
-0.010816054418683052,
0.060893040150403976,
-0.0125843221321702,
0.008778507821261883,
0.036280907690525055,
-0.06466295570135117,
-0.02064475230872631,
-0.056584570556879044,
-0.08767735958099365,
-0.00670505641028285,
-0.044484950602054596,
0.03658609092235565,
-0.04721364751458168,
-0.05231200531125069,
0.03437799960374832,
0.04656738042831421,
-0.03288798779249191,
-0.052958276122808456,
-0.02001643367111683,
-0.0010524335084483027,
0.01854437217116356,
-0.034898605197668076,
-0.020339569076895714,
-0.017449302598834038,
-0.06512970477342606,
-0.005147723946720362,
0.04441314563155174,
-0.009774841368198395,
-0.04003286734223366,
-0.024324903264641762,
0.007019215729087591,
-0.011489253491163254,
-0.06958179175853729,
0.0446285679936409,
0.01890341192483902,
0.06197015941143036,
-0.016174713149666786,
-0.012288114987313747,
-0.012889505364000797,
0.02322983369231224,
-0.018777748569846153,
0.00666466448456049,
-0.015034765005111694,
0.016704296693205833,
0.012135523371398449,
0.057948920875787735,
-0.03532945364713669,
-0.015788746997714043,
-0.03805815055966377,
-0.023912006989121437,
0.02498912625014782,
0.017314663156867027,
-0.034162577241659164,
0.008625916205346584,
0.07101794332265854,
0.021039694547653198,
0.062185581773519516,
-0.058415669947862625,
-0.022062955424189568,
-0.007853982038795948,
0.038955748081207275,
-0.013634512200951576,
0.017619846388697624,
0.09643791615962982,
0.005852338392287493,
0.016856888309121132,
-0.001063092495314777,
0.01727875880897045,
0.006669152528047562,
-0.027825534343719482,
-0.04326421767473221,
-0.009370922110974789,
0.020626800134778023,
0.03261870890855789,
-0.0592055581510067,
0.047429073601961136,
0.05460985749959946,
0.004721364937722683,
0.05105536803603172,
0.013688367791473866,
0.0035567316226661205,
0.07019215822219849,
0.05399949103593826,
0.008958026766777039,
0.02497117407619953,
-0.02699974551796913,
-0.02084222249686718,
0.014217950403690338,
0.05137850344181061,
0.018328949809074402,
-0.023463208228349686,
-0.039422500878572464,
0.0006647834670729935,
-0.05328141152858734,
0.03698103502392769,
0.020267760381102562,
-0.025114789605140686,
0.014738557860255241,
-0.08157369494438171,
-0.01042111124843359,
-0.051845256239175797,
-0.06958179175853729,
-0.04803944006562233,
-0.020985838025808334,
-0.022242475301027298,
-0.05475347116589546,
0.026317570358514786,
0.01805966906249523,
0.02111150324344635,
-0.04760859161615372,
-0.010510871186852455,
-0.046064723283052444,
-0.027448544278740883,
-0.048003535717725754,
-0.01479241345077753,
0.028902651742100716,
-0.05963640287518501,
-0.003774399170652032,
-0.024881413206458092,
0.016210617497563362,
0.032044243067502975,
0.02111150324344635,
0.051845256239175797,
-0.018221236765384674,
-0.034898605197668076,
0.02996181696653366,
-0.018867507576942444,
-0.02120126225054264,
0.037555497139692307,
0.0007169563323259354,
0.015106572769582272,
-0.03051832877099514,
-0.04875751584768295,
0.05809253454208374,
-0.007319910917431116,
0.029566874727606773,
-0.029710490256547928,
0.02267332375049591,
-0.038309477269649506,
0.00640884879976511,
-0.010869910940527916,
0.009110618382692337,
0.023193929344415665,
0.002016229322180152,
-0.003089980687946081,
0.025886723771691322,
-0.002093647141009569,
0.010546775534749031,
-0.007634070236235857,
-0.037196457386016846,
-0.0007753001991659403,
0.022457899525761604,
0.03283413127064705,
-0.04358735308051109,
0.028992412611842155,
-0.035365357995033264,
0.001378934714011848,
-0.014550061896443367,
0.03152363747358322,
0.01471162959933281,
0.020626800134778023,
-0.013401136733591557,
0.039961058646440506,
0.037411879748106,
-0.020896079018712044,
-0.018759796395897865,
-0.043479643762111664,
-0.049116555601358414,
0.007355814799666405,
0.005861314479261637,
-0.067930206656456,
-0.05134259909391403,
0.045705683529376984,
-0.034144625067710876,
-0.024845508858561516,
0.04021238535642624,
0.026945888996124268,
0.02610214613378048,
0.0018737355712801218,
0.018957268446683884,
-0.05827205628156662,
-0.035993676632642746,
-0.008949050679802895,
0.020824270322918892,
0.026945888996124268,
0.024217192083597183,
-0.010896838270127773,
-0.0422230064868927,
0.021883437409996986,
0.0015629422850906849,
0.010492919012904167,
-0.01928040198981762,
0.0007220053230412304,
0.0024975661654025316,
-0.019244499504566193,
-0.022816939279437065,
-0.03899165242910385,
-0.03935069218277931,
-0.062113773077726364,
0.008239949122071266,
-0.011291781440377235,
-0.018759796395897865,
0.028543613851070404,
-0.03970973193645477,
-0.04994234815239906,
0.010842982679605484,
0.08221996575593948,
0.04268975555896759,
0.059528693556785583,
0.0019421774195507169,
-0.03367787227034569,
0.0027331856545060873,
0.06462705135345459,
-0.0035612196661531925,
-0.056010108441114426,
0.013454992324113846,
-0.02454032562673092,
-0.01640808954834938,
0.021901387721300125,
0.029387354850769043,
-0.02434285543859005,
0.005820922553539276,
0.010878886096179485,
-0.02868722938001156,
-0.03698103502392769,
0.004927812609821558,
0.018670035526156425,
-0.004485745448619127,
-0.06498608738183975,
-0.032780274748802185,
-0.012117571197450161,
0.03418052941560745,
0.07676257193088531,
0.003529803827404976,
-0.017934005707502365,
-0.047536782920360565,
0.04746497794985771,
0.00015820162661839277,
-0.033049553632736206,
-0.016156762838363647,
0.061000753194093704,
0.011552085168659687,
-0.01521428395062685,
0.028543613851070404,
0.05238381400704384,
-0.004025726579129696,
-0.03751959279179573,
0.04067913815379143,
0.03418052941560745,
-0.012557394802570343,
-0.0062517691403627396,
-0.002378634409978986,
0.008868266828358173,
0.04940378665924072,
0.08810821175575256,
0.03069784864783287,
-0.023912006989121437,
-0.06232919916510582,
-0.0280230063945055,
0.04175625368952751,
0.0040459223091602325,
0.10577293485403061,
-0.021344877779483795,
0.0925602912902832,
0.018176358193159103,
-0.010959669947624207,
0.04452085494995117,
0.039602018892765045,
0.017081288620829582,
0.007521870546042919,
0.025132741779088974,
-0.009442729875445366,
-0.07105384767055511,
-0.017709607258439064,
-0.0037564472295343876,
0.030392665416002274,
-0.0009009639034047723,
0.08660024404525757,
0.009487609378993511,
-0.032313525676727295,
0.018275093287229538,
-0.06362173706293106,
0.04369506612420082,
-0.0640166848897934,
-0.021883437409996986,
-0.0014945004368200898,
-0.05963640287518501,
-0.04940378665924072,
0.02638937719166279,
0.04157673567533493,
0.02407357469201088,
0.02008824050426483,
0.028166621923446655,
0.0014305466320365667,
0.005995953921228647,
0.029728442430496216,
0.038596708327531815,
-0.00604083389043808,
-0.02951301820576191,
0.02470189332962036,
-0.03197243809700012,
0.06538102775812149,
0.07231048494577408,
0.03956611454486847,
-0.06261643022298813,
-0.03744778409600258,
0.006889063864946365,
-0.05399949103593826,
0.025779010728001595,
-0.05575878173112869,
0.09327837079763412,
-0.02572515606880188,
-0.035185836255550385,
0.009756889194250107,
-0.002962073078379035,
-0.034252334386110306,
-0.027681918814778328,
0.010726294480264187,
0.05460985749959946,
0.02028571255505085,
-0.03340859338641167,
-0.004721364937722683,
0.0021867728792130947,
0.006350505165755749,
0.0910523310303688,
0.023929959163069725,
-0.058882422745227814,
0.005116308107972145,
0.035814154893159866,
-0.0123958270996809,
-0.019136786460876465,
0.047249551862478256,
-0.010142856277525425,
-0.04032009840011597,
-0.04908065125346184,
0.06372945010662079,
0.003460239851847291,
-0.030572183430194855,
0.016713272780179977,
-0.024648038670420647,
-0.05568697303533554,
-0.041540831327438354,
0.07611630111932755,
-0.10519847273826599,
-0.06046219542622566,
0.01521428395062685,
0.019693298265337944,
-0.04186396673321724,
0.05543564632534981,
-0.0034333120565861464,
-0.01928040198981762,
-0.013086977414786816,
-0.006619784515351057,
0.028238430619239807,
-0.007880909368395805,
-0.02405562438070774,
0.06319089233875275,
-0.024271046742796898,
0.022278379648923874,
0.0017794878222048283,
0.09457091242074966,
0.00465853326022625,
-0.0045530651696026325,
-0.01879570074379444,
0.01096864603459835,
-0.01065448671579361,
0.013481920585036278,
0.03383944183588028,
-0.038488999009132385,
0.005978001747280359,
-0.013311376795172691,
0.040535520762205124,
-0.012189378961920738,
0.0761881098151207,
-0.03495246171951294,
-0.010672438889741898,
0.02804095856845379,
-0.041181791573762894,
0.026209859177470207,
-0.00569077068939805,
-0.005870290100574493,
0.04010467231273651,
-0.020770415663719177,
0.0251686442643404,
0.006471680942922831,
0.04258204251527786,
-0.008455372415482998,
0.04649557173252106,
-0.016282426193356514,
0.08645662665367126,
0.0164529699832201,
0.0005298632313497365,
0.01235094666481018,
-0.025419972836971283,
0.04951149970293045,
-0.07374664396047592,
-0.021596204489469528,
-0.0134101128205657,
-0.01179443672299385,
-0.02407357469201088,
-0.03256485238671303,
-0.002654645824804902,
0.03726826608181,
0.0008280340698547661,
0.02601238712668419,
0.0062517691403627396,
-0.01830202154815197,
-0.009142034687101841,
0.0431206040084362,
-0.009945384226739407,
0.01770063117146492,
0.03141592815518379,
0.05719493702054024,
0.03504222258925438,
-0.051414407789707184,
-0.02710745669901371,
-0.06365764141082764,
0.035993676632642746,
0.02046523243188858,
0.012458658777177334,
-0.06997673213481903,
-0.056656379252672195,
-0.012736913748085499,
-0.06516560912132263,
0.01603109762072563,
0.00818160455673933,
0.006494120694696903,
-0.005390075501054525,
-0.0013407868100330234,
-0.008612452074885368,
-0.0014451326569542289,
-0.05015777051448822,
-0.0021912609227001667,
0.014962957240641117,
-0.04480808600783348,
0.039063461124897,
0.04491579905152321,
0.06268823891878128,
0.014325662516057491,
0.017619846388697624,
-0.06240100413560867,
0.01005309633910656,
-0.005291339475661516,
-0.026335522532463074,
0.030590135604143143,
-0.009927432984113693,
-0.026874080300331116,
0.017781414091587067,
0.0024145382922142744,
-0.06408848613500595,
0.01299721747636795,
0.0015023545129224658,
0.039889249950647354,
-0.009281162172555923,
-0.023929959163069725,
-0.005430467426776886,
0.017063336446881294,
-0.001698703970760107,
-0.045957013964653015,
0.009415801614522934,
0.00021822849521413445,
0.042833372950553894,
-0.005861314479261637,
0.0057850182056427,
0.024468518793582916,
-0.03328292816877365,
-0.011884195730090141,
0.03238533064723015,
-0.03956611454486847,
0.016910744830965996,
-0.009200378321111202,
0.04861390218138695,
0.06617091596126556,
-0.02066270262002945,
-0.008697723969817162,
0.0320083424448967,
-0.02610214613378048,
0.027448544278740883,
0.004950252361595631,
0.030590135604143143,
-0.05715903267264366,
0.023032361641526222,
0.053532738238573074,
-0.019765105098485947,
0.030751703307032585,
-0.022547658532857895,
0.06548874080181122,
0.01725183241069317,
-0.012009860016405582,
-0.011821364052593708,
-0.04997825250029564,
-0.0166773684322834,
0.011498228646814823,
-0.06979721039533615,
-0.0689714252948761,
-0.05852338299155235,
0.012889505364000797,
-0.04890113323926926,
0.05478937551379204,
-0.04046371206641197,
-0.012988241389393806,
0.017934005707502365,
0.011309733614325523,
0.02951301820576191,
-0.05802072957158089,
0.00709551153704524,
-0.014083310961723328,
-0.037950437515974045,
0.044772181659936905,
0.04204348474740982,
-0.04649557173252106,
0.02893855608999729,
-0.024306951090693474,
0.043371930718421936,
-0.010277495719492435,
-0.032313525676727295,
0.05852338299155235,
0.02775372751057148,
-0.026497090235352516,
0.07256181538105011,
0.00028863383340649307,
-0.054358527064323425,
0.07611630111932755,
-0.021434638649225235,
-0.0123958270996809,
-0.0016560681397095323,
-0.041720349341630936,
-0.034431856125593185,
0.005313779693096876,
-0.0024863460566848516,
0.04035600274801254,
-0.0219372920691967,
-0.0446285679936409,
-0.012943361885845661,
0.02157825417816639,
-0.033606063574552536,
0.01783527061343193,
-0.011587988585233688,
-0.04592110961675644,
0.02046523243188858,
-0.021973196417093277,
-0.008401515893638134,
0.049547404050827026,
0.0036823954433202744,
0.046890515834093094,
0.049834635108709335,
0.0247916541993618,
-0.02831023745238781,
0.05310188978910446,
0.03206219524145126,
-0.015878506004810333,
0.07561364769935608,
-0.050660423934459686,
-0.025060933083295822,
0.006027369759976864,
-0.036837417632341385,
0.008352148346602917,
0.00691599166020751,
0.019801009446382523,
-0.047429073601961136,
0.06078533083200455,
0.015043741092085838,
-0.018598228693008423,
0.02463008649647236,
0.0251686442643404,
0.014415422454476357,
-0.019962577149271965,
0.010331351310014725,
-0.02454032562673092,
-0.004743804689496756,
0.08322528004646301,
-0.02434285543859005,
0.0010961914667859674,
-0.03635271638631821,
0.06577597558498383,
-0.046244245022535324,
-0.04681870713829994,
-0.002623229753226042,
-0.018086597323417664,
-0.05931326746940613,
-0.0519888699054718,
-0.004422913771122694,
0.010474967770278454,
-0.006655688397586346,
-0.025689251720905304,
-0.016749177128076553,
-0.0344139039516449,
0.0003660516522359103,
-0.005470859352499247,
-0.00867079570889473,
0.04423362389206886,
-0.06979721039533615,
0.002659133868291974,
-0.0031909605022519827,
-0.016300378367304802,
-0.006346017122268677,
-0.013006193563342094,
0.002211456885561347,
-0.03642452135682106,
0.015797723084688187,
0.033139314502477646,
-0.032313525676727295,
0.004640581086277962,
-0.027735775336623192,
0.048434384167194366,
-0.03635271638631821,
-0.004220954142510891,
0.01609393022954464,
-0.023463208228349686,
0.008639379404485226,
0.01928040198981762,
-0.004891908727586269,
0.0093170665204525,
0.07367483526468277,
0.04437724128365517,
-0.06764297932386398,
-0.08660024404525757,
0.04110998287796974,
0.014092287048697472,
0.04240252450108528,
0.05478937551379204,
-0.05816434323787689,
-0.04617243632674217,
0.012772818095982075,
-0.022475851699709892,
0.009927432984113693,
0.032582804560661316,
0.030751703307032585,
-0.008738115429878235,
0.016901768743991852,
0.03444980829954147,
-0.018867507576942444,
-0.018777748569846153,
-0.02924373932182789,
0.073028564453125,
-0.007629582192748785,
0.006853159982711077,
0.00705511961132288,
0.08782097697257996,
-0.01489114947617054,
0.023301640525460243,
-0.043012890964746475,
0.023481160402297974,
-0.022009100764989853,
0.023840200155973434,
-0.013454992324113846,
-0.00888173095881939,
0.0045777494087815285,
0.05669228360056877,
0.031380023807287216,
-0.05662047490477562,
0.011309733614325523,
0.012557394802570343,
0.007041655480861664,
-0.03513198345899582,
-0.05486118420958519,
0.05787711217999458,
-0.013652464374899864,
0.015725914388895035,
0.030123384669423103,
0.021003790199756622,
0.0000664783437969163,
-0.012943361885845661,
0.012503538280725479,
0.049547404050827026,
0.03649633005261421,
0.0664222463965416,
0.009137546643614769,
0.0022754105739295483,
0.04850618913769722,
-0.03326497972011566,
-0.004229930229485035,
0.006458216812461615,
-0.00020953301282133907,
-0.08703108876943588,
0.021614156663417816,
0.036370664834976196,
0.0073064467869699,
-0.00023407669505104423,
-0.026209859177470207,
-0.02139873430132866,
0.07331579923629761,
-0.008123260922729969,
0.0991666167974472,
-0.014729581773281097,
0.023481160402297974,
0.015169404447078705,
-0.0235888734459877,
0.016641464084386826,
-0.018221236765384674,
0.019424017518758774,
-0.06728393584489822,
0.02813071757555008,
0.023642728105187416,
0.0034849238581955433,
-0.05708722770214081,
0.01060063112527132,
0.005861314479261637,
0.03419848158955574,
-0.051952965557575226,
0.02258356288075447,
-0.06789430230855942,
-0.031146647408604622,
-0.10591655224561691,
-0.005897218361496925,
0.0365142822265625,
0.03274437040090561,
0.017135143280029297,
0.004873956553637981,
-0.06114436686038971
] |
22,436 | coca_pytorch.coca_pytorch | __init__ | null | def __init__(
self,
*,
dim,
num_tokens,
unimodal_depth,
multimodal_depth,
dim_latents = None,
image_dim = None,
num_img_queries=256,
dim_head=64,
heads=8,
ff_mult=4,
img_encoder=None,
caption_loss_weight=1.,
contrastive_loss_weight=1.,
pad_id=0
):
super().__init__()
self.dim = dim
self.pad_id = pad_id
self.caption_loss_weight = caption_loss_weight
self.contrastive_loss_weight = contrastive_loss_weight
# token embeddings
self.token_emb = nn.Embedding(num_tokens, dim)
self.text_cls_token = nn.Parameter(torch.randn(dim))
# image encoder
self.img_encoder = img_encoder
# attention pooling for image tokens
self.img_queries = nn.Parameter(torch.randn(num_img_queries + 1, dim)) # num image queries for multimodal, but 1 extra CLS for contrastive learning
self.img_attn_pool = CrossAttention(dim=dim, context_dim=image_dim, dim_head=dim_head, heads=heads, norm_context=True)
self.img_attn_pool_norm = LayerNorm(dim)
self.text_cls_norm = LayerNorm(dim)
# to latents
dim_latents = default(dim_latents, dim)
self.img_to_latents = EmbedToLatents(dim, dim_latents)
self.text_to_latents = EmbedToLatents(dim, dim_latents)
# contrastive learning temperature
self.temperature = nn.Parameter(torch.Tensor([1.]))
# unimodal layers
self.unimodal_layers = nn.ModuleList([])
for ind in range(unimodal_depth):
self.unimodal_layers.append(
Residual(ParallelTransformerBlock(dim=dim, dim_head=dim_head, heads=heads, ff_mult=ff_mult)),
)
# multimodal layers
self.multimodal_layers = nn.ModuleList([])
for ind in range(multimodal_depth):
self.multimodal_layers.append(nn.ModuleList([
Residual(ParallelTransformerBlock(dim=dim, dim_head=dim_head, heads=heads, ff_mult=ff_mult)),
Residual(CrossAttention(dim=dim, dim_head=dim_head, heads=heads, parallel_ff=True, ff_mult=ff_mult))
]))
# to logits
self.to_logits = nn.Sequential(
LayerNorm(dim),
nn.Linear(dim, num_tokens, bias=False)
)
# they used embedding weight tied projection out to logits, not common, but works
self.to_logits[-1].weight = self.token_emb.weight
nn.init.normal_(self.token_emb.weight, std=0.02)
# whether in data parallel setting
self.is_distributed = dist.is_initialized() and dist.get_world_size() > 1
| (self, *, dim, num_tokens, unimodal_depth, multimodal_depth, dim_latents=None, image_dim=None, num_img_queries=256, dim_head=64, heads=8, ff_mult=4, img_encoder=None, caption_loss_weight=1.0, contrastive_loss_weight=1.0, pad_id=0) | [
-0.02203708328306675,
-0.055348951369524,
0.029330214485526085,
0.05661046504974365,
0.03374551609158516,
0.01307835802435875,
-0.05140671879053116,
-0.0528259240090847,
-0.019484486430883408,
0.03674161061644554,
0.017602071166038513,
0.009505709633231163,
-0.014665107242763042,
0.058936383575201035,
-0.0034100315533578396,
0.007524737156927586,
-0.002285263268277049,
0.029527325183153152,
0.01837080530822277,
-0.02320004068315029,
-0.01629127748310566,
-0.018745318055152893,
-0.014389150775969028,
0.03388349339365959,
-0.03820023685693741,
-0.026748051866889,
-0.03910695016384125,
-0.041275180876255035,
-0.017759758979082108,
0.017720337957143784,
-0.030335484072566032,
-0.04249727353453636,
0.04162998124957085,
0.009934427216649055,
-0.03031577169895172,
-0.033587824553251266,
0.01756264828145504,
0.03396233916282654,
-0.07387744635343552,
-0.02546682581305504,
-0.005381148308515549,
-0.0686342790722847,
0.03753005713224411,
-0.018676329404115677,
-0.04513856768608093,
0.012999513186514378,
-0.015049474313855171,
0.01687275804579258,
-0.026590362191200256,
-0.011442331597208977,
-0.021899104118347168,
-0.07159095257520676,
0.051485564559698105,
0.001272602123208344,
-0.0459270142018795,
0.06709680706262589,
0.023219753056764603,
0.011452186852693558,
-0.023909643292427063,
-0.04730679467320442,
-0.010821430012583733,
-0.05093365162611008,
0.043206874281167984,
0.031163351610302925,
-0.029921548441052437,
0.003597287693992257,
-0.038062259554862976,
0.0459270142018795,
-0.011333920061588287,
0.008165350183844566,
0.019247952848672867,
-0.07379860430955887,
0.005622609984129667,
0.043088607490062714,
-0.02010538801550865,
-0.0195140540599823,
-0.019100118428468704,
0.027713898569345474,
0.04498087987303734,
0.022451017051935196,
-0.02156401425600052,
0.035736341029405594,
-0.01698116958141327,
0.004637051839381456,
0.0465971939265728,
-0.07119672745466232,
0.0023714995477348566,
-0.00009054816473508254,
0.003789471462368965,
-0.05140671879053116,
-0.04982982575893402,
0.039205506443977356,
0.053653791546821594,
0.036505077034235,
0.014724240638315678,
0.07194575667381287,
-0.01469467394053936,
0.0004696801188401878,
-0.00018402221030555665,
-0.04375878721475601,
-0.04135402292013168,
0.05566433072090149,
0.004639515653252602,
0.025525959208607674,
-0.00547970412299037,
-0.042654961347579956,
-0.09548088163137436,
-0.007849971763789654,
-0.009205114096403122,
-0.047227952629327774,
-0.049514446407556534,
-0.016596801578998566,
-0.009722532704472542,
0.012664423324167728,
0.02905425801873207,
-0.056295089423656464,
-0.01801600493490696,
-0.02113036997616291,
-0.0071157305501401424,
0.029941260814666748,
0.08097346872091293,
0.0021312697790563107,
-0.055033572018146515,
-0.05085480585694313,
-0.05109133943915367,
0.01651795580983162,
0.06331226229667664,
-0.02962588146328926,
-0.00011849798465846106,
-0.0630757287144661,
-0.06047385558485985,
0.013502147980034351,
-0.008919302374124527,
0.04336456209421158,
0.03076912835240364,
-0.04178766906261444,
-0.028640322387218475,
0.001690232427790761,
-0.022884663194417953,
0.05073653906583786,
-0.0028457995504140854,
0.03766803815960884,
0.009737315587699413,
0.02550624869763851,
-0.022096216678619385,
0.016350410878658295,
0.01961260847747326,
-0.05117018520832062,
0.02053903415799141,
-0.07892350852489471,
0.024303866550326347,
-0.03745121508836746,
-0.023002929985523224,
0.015305719338357449,
0.015286008827388287,
0.053535524755716324,
0.009683109819889069,
-0.009022786282002926,
0.011146663688123226,
0.038614172488451004,
-0.020134955644607544,
-0.0634305328130722,
-0.02010538801550865,
0.0317152664065361,
-0.010348361916840076,
-0.04166940227150917,
0.06004020944237709,
-0.04186651483178139,
-0.0011820539366453886,
0.051840364933013916,
0.019711164757609367,
-0.023160619661211967,
0.01617301069200039,
0.008337822742760181,
-0.0261567160487175,
0.0894886925816536,
-0.00023807391698937863,
0.010663740336894989,
-0.038495905697345734,
0.036209411919116974,
0.00030998888541944325,
-0.007810549344867468,
-0.003210456110537052,
-0.025920182466506958,
-0.00969296507537365,
0.03618969768285751,
0.03534211963415146,
0.030572017654776573,
0.00026271288515999913,
0.009254392236471176,
0.04876542091369629,
-0.017966726794838905,
-0.0199772659689188,
-0.008520151488482952,
-0.00999356061220169,
0.03618969768285751,
0.014024494215846062,
-0.034652229398489,
0.04604528099298477,
-0.017720337957143784,
-0.02848263457417488,
0.0014610901707783341,
0.003885563462972641,
0.040565576404333115,
-0.052392277866601944,
-0.014448284171521664,
-0.03890984132885933,
0.10691335797309875,
-0.04352225363254547,
-0.03285851329565048,
-0.007583871018141508,
-0.025171158835291862,
0.049553871154785156,
0.10304997116327286,
0.05117018520832062,
-0.0782139003276825,
-0.08854255080223083,
0.02917252480983734,
0.0027915937826037407,
-0.01597589999437332,
0.017237413674592972,
0.010594751685857773,
-0.008579284884035587,
0.006544106639921665,
0.014576406218111515,
0.009081919677555561,
0.04336456209421158,
-0.0013736218679696321,
0.01593647710978985,
0.023397153243422508,
0.0035209069028496742,
-0.0033927843905985355,
-0.02225390635430813,
0.06532280147075653,
0.05322014540433884,
0.012142078019678593,
0.014448284171521664,
-0.013236047700047493,
-0.0261567160487175,
-0.03936319798231125,
-0.025387980043888092,
-0.03210948780179024,
-0.000942440063226968,
-0.03384407237172127,
0.01812441647052765,
0.0046789380721747875,
0.05117018520832062,
0.029783571138978004,
-0.016922036185860634,
0.00037358817644417286,
-0.05645277723670006,
-0.013876660726964474,
-0.03207006677985191,
0.015542253851890564,
-0.00614495575428009,
-0.10163076967000961,
0.004816915839910507,
-0.008983363397419453,
0.020263077691197395,
-0.04478376731276512,
-0.03110421821475029,
-0.039185795933008194,
-0.054245125502347946,
0.07967253029346466,
0.012013955041766167,
-0.025545669719576836,
-0.007243853062391281,
0.02755620889365673,
-0.020361633971333504,
-0.01239832304418087,
0.09350977092981339,
0.07206401973962784,
-0.03226717561483383,
-0.00026055696071125567,
0.0069038355723023415,
-0.030138371512293816,
-0.019573187455534935,
-0.008855241350829601,
-0.058147937059402466,
0.04801639914512634,
0.013176914304494858,
-0.030098948627710342,
-0.05771429091691971,
-0.019809721037745476,
0.02603844925761223,
0.010077333077788353,
-0.012664423324167728,
-0.03386378288269043,
0.02343657612800598,
-0.02410675585269928,
-0.01348243746906519,
0.07080250233411789,
0.06839774549007416,
0.025309136137366295,
0.004984460771083832,
-0.028403788805007935,
-0.02249043993651867,
0.0477798655629158,
-0.016705213114619255,
-0.054797038435935974,
0.008530006743967533,
-0.015808355063199997,
0.051367297768592834,
-0.021977949887514114,
-0.004846482537686825,
-0.007697210181504488,
0.008608851581811905,
0.05566433072090149,
0.04691257327795029,
-0.014389150775969028,
0.05850273743271828,
0.01572950929403305,
0.00478734914213419,
0.05333841219544411,
-0.01285167969763279,
-0.006440623197704554,
0.0634305328130722,
0.013502147980034351,
0.03934348747134209,
0.09011944383382797,
0.0025070137344300747,
0.04651834815740585,
-0.023574553430080414,
0.008835529908537865,
0.032306600362062454,
-0.09011944383382797,
0.10620375722646713,
-0.002700429642572999,
-0.006622951477766037,
0.017375392839312553,
-0.013728826306760311,
0.010762296617031097,
-0.015581675805151463,
-0.0015189916593953967,
-0.13048791885375977,
0.00482430774718523,
-0.013985071331262589,
-0.019573187455534935,
0.04699141904711723,
-0.046676039695739746,
0.007505026180297136,
-0.008288544602692127,
-0.04707026109099388,
0.04612412676215172,
0.015542253851890564,
-0.051485564559698105,
0.020282788202166557,
0.012999513186514378,
-0.008510295301675797,
0.02282552979886532,
-0.005829577334225178,
0.028324944898486137,
0.03733294829726219,
0.06867370009422302,
0.02755620889365673,
0.04170882701873779,
-0.061222877353429794,
0.005903494078665972,
0.007559231948107481,
-0.03147872909903526,
0.0003566489031072706,
-0.0017259588930755854,
-0.019090263172984123,
0.03766803815960884,
0.03455367311835289,
0.0029024691320955753,
0.015788642689585686,
-0.016557378694415092,
0.06686027348041534,
-0.01502976380288601,
0.015995610505342484,
-0.05247112363576889,
-0.024422133341431618,
0.038495905697345734,
0.014852362684905529,
-0.04147229343652725,
-0.11527089774608612,
0.012023811228573322,
0.0020302499178797007,
0.014497562311589718,
-0.016665790230035782,
0.03412002697587013,
0.04328572005033493,
0.03201093152165413,
0.00274231587536633,
-0.0318729542195797,
0.05132787302136421,
-0.001873792614787817,
0.033114757388830185,
-0.011856266297399998,
0.00901293009519577,
0.013255758211016655,
0.018203260377049446,
-0.03224746510386467,
-0.06816121190786362,
0.011452186852693558,
-0.007081236224621534,
0.03041432797908783,
-0.06421897560358047,
-0.07774083316326141,
-0.00011511012417031452,
-0.027595631778240204,
0.015305719338357449,
0.028896568343043327,
0.006588457152247429,
0.06370648741722107,
0.03248399868607521,
0.058147937059402466,
-0.011728143319487572,
0.0374315045773983,
-0.051722098141908646,
0.033233024179935455,
0.018291961401700974,
-0.005952771753072739,
-0.038042549043893814,
-0.04371936619281769,
0.025920182466506958,
-0.04249727353453636,
-0.006312500685453415,
0.007391687016934156,
0.028719168156385422,
0.037372369319200516,
0.02824609912931919,
0.005129830911755562,
-0.060434430837631226,
-0.0035061235539615154,
-0.04663661867380142,
0.02296350710093975,
-0.040368467569351196,
-0.055348951369524,
-0.08160422742366791,
-0.01767105981707573,
0.030236927792429924,
-0.02410675585269928,
0.02042076736688614,
0.027122562751173973,
0.004494145512580872,
0.026452383026480675,
-0.0037426576018333435,
0.0013255758676677942,
0.006006977520883083,
-0.03666276857256889,
0.04683372750878334,
0.003924985881894827,
0.029901837930083275,
-0.016616512089967728,
-0.034395981580019,
0.0667814314365387,
-0.0879906415939331,
0.013157202862203121,
0.03258255496621132,
0.034494537860155106,
0.011284641921520233,
-0.002418313641101122,
0.000356340897269547,
0.03786514699459076,
0.06386417895555496,
0.004114705603569746,
0.009180475026369095,
0.05120960623025894,
-0.013443014584481716,
0.031636420637369156,
-0.019445065408945084,
0.05519126355648041,
0.03721468150615692,
-0.02550624869763851,
0.03443540632724762,
-0.03396233916282654,
-0.03820023685693741,
-0.002606801688671112,
0.026767762377858162,
0.02917252480983734,
0.0617353692650795,
-0.028068698942661285,
-0.02822638861835003,
-0.01062431838363409,
0.027635052800178528,
-0.014152616262435913,
0.010249805636703968,
-0.03664305433630943,
0.017483804374933243,
-0.050460584461688995,
0.03914637491106987,
-0.014310305938124657,
-0.07596682757139206,
0.00537129258736968,
0.03234602138400078,
0.002516869455575943,
0.027516786009073257,
0.022313039749860764,
-0.0654410719871521,
0.019790010526776314,
0.04411358758807182,
0.00769228208810091,
-0.027398519217967987,
-0.006731363013386726,
-0.032326310873031616,
-0.004232972860336304,
0.007657787762582302,
-0.04805582016706467,
-0.007751415949314833,
-0.0006855789688415825,
-0.021051524206995964,
-0.05495472997426987,
0.05897580459713936,
0.04990867152810097,
-0.04178766906261444,
0.00854971818625927,
-0.011816843412816525,
0.013334603048861027,
-0.010200528427958488,
-0.06808236241340637,
0.00657367380335927,
-0.03579547628760338,
0.022687550634145737,
0.00980630423873663,
0.002934499643743038,
0.025920182466506958,
0.0560191310942173,
-0.027989855036139488,
0.02662978507578373,
0.05909407511353493,
-0.03272053599357605,
-0.05463935062289238,
0.027043718844652176,
0.03890984132885933,
-0.0032498782966285944,
0.00878132414072752,
0.022687550634145737,
0.023712532594799995,
-0.03991511091589928,
-0.0036219265311956406,
-0.012960091233253479,
0.02936963550746441,
0.022076504305005074,
-0.018784740939736366,
-0.03362724930047989,
0.004701112862676382,
0.013797815889120102,
-0.03130133077502251,
-0.06453435122966766,
-0.03256284445524216,
0.0016347947530448437,
-0.039895396679639816,
0.03567720949649811,
-0.015325430780649185,
-0.010752440430223942,
0.061814215034246445,
-0.018410228192806244,
0.03248399868607521,
-0.0760456770658493,
0.015286008827388287,
-0.055979710072278976,
0.016931891441345215,
0.059961363673210144,
0.045296259224414825,
-0.0072882031090557575,
-0.017700625583529472,
-0.017927303910255432,
0.03214890882372856,
0.0057802991941571236,
-0.00067141157342121,
0.001270138192921877,
-0.0326416902244091,
0.015000197105109692,
-0.02213563770055771,
-0.024027910083532333,
-0.004878513514995575,
-0.05191921070218086,
-0.00025747710606083274,
-0.03914637491106987,
-0.003762368578463793,
-0.024934623390436172,
0.04498087987303734,
-0.043206874281167984,
0.003695843508467078,
0.00175798952113837,
-0.0006504684570245445,
0.03394262492656708,
-0.02929079160094261,
0.05337783694267273,
0.020134955644607544,
0.04580874741077423,
0.012900957837700844,
0.034041181206703186,
0.020716434344649315,
0.011806988157331944,
0.03764832392334938,
-0.004641979467123747,
-0.020854413509368896,
-0.05318072438240051,
-0.0305325947701931,
0.01326561439782381,
0.017050158232450485,
0.03912666440010071,
-0.005834504961967468,
-0.03973770886659622,
0.03177439793944359,
0.07265535742044449,
-0.007869682274758816,
0.009840799495577812,
-0.04182709380984306,
-0.03250371292233467,
0.01078200712800026,
0.012556011788547039,
-0.04364052042365074,
-0.005346653517335653,
0.036505077034235,
0.013994927518069744,
-0.02915281243622303,
-0.01743452623486519,
0.015108607709407806,
-0.005400859285145998,
-0.05633451044559479,
-0.014546839520335197,
-0.04683372750878334,
-0.05771429091691971,
0.042300160974264145,
0.11259017884731293,
0.02662978507578373,
0.00682499073445797,
-0.011402908712625504,
-0.050224047154188156,
-0.012427889741957188,
-0.020115243270993233,
-0.016715068370103836,
0.007243853062391281,
-0.07482358068227768,
0.0223721731454134,
0.020814990624785423,
0.012831968255341053,
0.021090947091579437,
-0.0004903152585029602,
0.01837080530822277,
0.020361633971333504,
0.032661400735378265,
0.026353828608989716,
-0.011560598388314247,
0.020933257415890694,
-0.011156519874930382,
0.00456559844315052,
0.003365681506693363,
-0.04371936619281769,
-0.026590362191200256,
-0.005735949147492647,
0.005509270820766687,
0.012378611601889133,
-0.009338164702057838,
0.038515616208314896,
0.02398848719894886,
-0.021899104118347168,
0.05014520511031151,
0.06382475048303604,
-0.02948790229856968,
-0.026314405724406242,
-0.01462568435817957,
-0.04923849180340767,
0.02410675585269928,
0.011432475410401821,
-0.01814412698149681,
0.00559797091409564,
0.010584895499050617,
0.03802283853292465,
0.022549573332071304,
-0.009397298097610474,
-0.03961944207549095,
0.0044768983498215675,
-0.06323342025279999,
0.013521859422326088,
0.017641492187976837,
-0.06417955458164215,
-0.01700088009238243,
-0.025052890181541443,
0.002199026755988598,
0.05093365162611008,
0.02948790229856968,
0.07375918328762054,
-0.04364052042365074,
0.0015091360546648502,
0.011806988157331944,
0.03660363331437111,
0.024599533528089523,
-0.008963651955127716,
0.015453553758561611,
-0.01142262015491724,
-0.003614534856751561,
-0.0399545319378376,
-0.009717604145407677,
-0.003964408300817013,
-0.05247112363576889,
-0.03486905246973038,
0.016961457207798958,
0.0305325947701931,
-0.030847974121570587,
0.022864950820803642,
-0.028896568343043327,
-0.06370648741722107,
-0.03727381303906441,
-0.026905739679932594,
-0.0592123419046402,
-0.005933060776442289,
-0.03293735533952713,
-0.0854676142334938,
-0.055506642907857895,
-0.02010538801550865,
0.017828749492764473,
-0.012556011788547039,
0.004969677422195673,
-0.022786106914281845,
-0.00997877772897482,
0.022175060585141182,
0.03544067591428757,
0.06469204276800156,
0.009959066286683083,
0.017257126048207283,
0.034258004277944565,
0.013157202862203121,
0.05132787302136421,
-0.006021760869771242,
-0.005075625143945217,
0.028088411316275597,
0.0019661886617541313,
0.05456050485372543,
0.031163351610302925,
-0.02457982301712036,
-0.046794306486845016,
-0.023732243105769157,
-0.010057621635496616,
0.04210304841399193,
-0.0326416902244091,
0.03705698996782303,
0.034474827349185944,
-0.04245784878730774,
0.01100868545472622,
-0.05968540906906128,
-0.03589403256773949,
0.0819196030497551,
-0.009554987773299217,
-0.046557772904634476,
0.018065283074975014,
-0.017759758979082108,
-0.00930367037653923,
-0.03325273469090462,
0.059961363673210144,
0.04135402292013168,
0.025190869346261024,
0.014527129009366035,
0.002680718433111906,
0.025072602555155754,
0.003163642017170787,
0.07032943516969681,
-0.018676329404115677,
-0.028206678107380867,
-0.006302644964307547,
0.08270804584026337,
-0.026196138933300972,
0.0832599624991417,
-0.03936319798231125,
-0.07269477844238281,
-0.08862140029668808,
0.019652031362056732,
-0.0787263959646225,
0.02948790229856968,
-0.030709994956851006,
-0.001605228055268526,
0.03325273469090462,
0.04064442217350006,
0.04707026109099388
] |
22,463 | coca_pytorch.coca_pytorch | embed_image | null | def embed_image(self, images=None, image_tokens=None):
# encode images into embeddings
# with the img_encoder passed in at init
# it can also accept precomputed image tokens
assert not (exists(images) and exists(image_tokens))
if exists(images):
assert exists(self.img_encoder), 'img_encoder must be passed in for automatic image encoding'
image_tokens = self.img_encoder(images)
# attention pool image tokens
img_queries = repeat(self.img_queries, 'n d -> b n d', b=image_tokens.shape[0])
img_queries = self.img_attn_pool(img_queries, image_tokens)
img_queries = self.img_attn_pool_norm(img_queries)
return img_queries[:, 0], img_queries[:, 1:]
| (self, images=None, image_tokens=None) | [
0.029316190630197525,
-0.07802674174308777,
-0.045153673738241196,
-0.001766740344464779,
-0.016492696478962898,
-0.015238428488373756,
-0.02263299748301506,
-0.06522197276353836,
0.01398415956646204,
0.06941534578800201,
0.04062332957983017,
0.0036551635712385178,
-0.031188232824206352,
0.022782761603593826,
0.003917249385267496,
-0.04111006110906601,
-0.01814945414662361,
-0.009383614175021648,
-0.006940598599612713,
-0.010024788789451122,
-0.05574943497776985,
0.03401501849293709,
0.020480148494243622,
0.005026435013860464,
0.03622402995824814,
0.024018310010433197,
0.01995597593486309,
-0.05402715504169464,
-0.005850133951753378,
0.014480250887572765,
0.009332133457064629,
-0.030252210795879364,
0.0675058662891388,
-0.012458444572985172,
-0.022539395838975906,
-0.011887472122907639,
0.019413083791732788,
0.0014239226002246141,
-0.023718781769275665,
-0.003718344960361719,
0.03255482390522957,
-0.060953713953495026,
0.10094054788351059,
-0.038096070289611816,
-0.04017403721809387,
0.019338201731443405,
-0.015322670340538025,
-0.08701255172491074,
-0.015041863545775414,
-0.02748158760368824,
0.007226085290312767,
-0.055599670857191086,
0.03459535166621208,
-0.01835537888109684,
0.017634643241763115,
0.0721110850572586,
-0.014311767183244228,
-0.03706644847989082,
0.019544126465916634,
-0.07641679048538208,
-0.007024840451776981,
-0.04451717808842659,
0.07087554037570953,
0.028286566957831383,
0.024411438032984734,
0.021547213196754456,
-0.0024079149588942528,
0.05735938996076584,
-0.035362888127565384,
-0.0019574547186493874,
-0.025347460061311722,
-0.029147706925868988,
-0.014096482656896114,
0.019562847912311554,
-0.10251306742429733,
-0.037347253412008286,
-0.0066129909828305244,
0.03364060819149017,
0.02383110485970974,
0.01279541291296482,
-0.03204937279224396,
0.042907219380140305,
-0.0023985549341887236,
-0.031094631180167198,
0.08588932454586029,
-0.001860342570580542,
-0.032760750502347946,
0.03182472661137581,
-0.05372762680053711,
-0.03942522034049034,
-0.024935610592365265,
0.021266406401991844,
0.0418214350938797,
0.030102448537945747,
0.02018062211573124,
0.05260440334677696,
0.00807318463921547,
-0.03946266323328018,
0.028361449018120766,
-0.006116899661719799,
-0.03160008415579796,
0.016034046187996864,
0.03886360675096512,
0.0002454131026752293,
0.048747994005680084,
-0.00034574291203171015,
-0.06226414442062378,
-0.04844846948981285,
0.005391483195126057,
-0.01142882090061903,
0.05159350112080574,
-0.01774696633219719,
0.03972474858164787,
-0.03543777018785477,
0.05159350112080574,
-0.008550555445253849,
-0.0316375233232975,
0.04174655303359032,
0.03356572613120079,
0.02143489010632038,
-0.043169308453798294,
-0.04968401417136192,
-0.0011951823253184557,
-0.021528491750359535,
-0.03652355447411537,
0.04848590865731239,
0.04009915515780449,
-0.04036124423146248,
-0.0457901656627655,
-0.055300142616033554,
-0.04286978021264076,
0.0032409741543233395,
-0.019824933260679245,
0.09375189989805222,
-0.0219029001891613,
-0.0094304159283638,
-0.0065053487196564674,
-0.012655009515583515,
0.047512445598840714,
0.012842213734984398,
-0.0020767974201589823,
0.012289960868656635,
-0.009135568514466286,
0.08251965045928955,
-0.03448302671313286,
-0.010848487727344036,
0.011784509755671024,
-0.00783917959779501,
0.029128985479474068,
-0.07065089792013168,
0.0035241206642240286,
-0.017353836447000504,
0.04691339284181595,
0.004946873057633638,
0.021959062665700912,
0.0000770023834775202,
0.04698827490210533,
0.03092614747583866,
0.0066785127855837345,
0.013244702480733395,
0.028305286541581154,
-0.038283273577690125,
-0.05136885493993759,
0.009032606147229671,
-0.035887058824300766,
0.003184812841936946,
0.03768422082066536,
0.02310100756585598,
0.0057050506584346294,
0.02697613649070263,
0.017718885093927383,
-0.056311048567295074,
-0.0006686702836304903,
-0.02070479281246662,
-0.05230487510561943,
0.06585846841335297,
-0.055786874145269394,
0.008915604092180729,
-0.031993210315704346,
0.02405574917793274,
-0.06821724027395248,
0.007123122923076153,
-0.023905986919999123,
-0.011091853491961956,
-0.06035466119647026,
0.019581567496061325,
0.04283234104514122,
0.031244395300745964,
0.032517384737730026,
-0.055337585508823395,
0.010867208242416382,
0.022333471104502678,
-0.0003021594020538032,
0.018186895176768303,
-0.0319557711482048,
-0.0132727837190032,
-0.03292923420667648,
-0.007736216764897108,
-0.029559556394815445,
0.0013782915193587542,
-0.05372762680053711,
0.03259226679801941,
0.026227319613099098,
0.003945330157876015,
0.05054515600204468,
-0.0006762754637748003,
-0.03450175002217293,
0.002480456605553627,
-0.05297880992293358,
-0.052379757165908813,
0.02703229896724224,
-0.039013370871543884,
-0.0036621836479753256,
0.06840444356203079,
0.03160008415579796,
0.01143818162381649,
-0.006173061206936836,
0.003837687661871314,
-0.026620449498295784,
-0.043393950909376144,
0.014695536345243454,
-0.0033392563927918673,
-0.001452003256417811,
-0.017232153564691544,
-0.03092614747583866,
0.032217856496572495,
0.023662621155381203,
-0.012261880561709404,
-0.00025725964223966,
0.020760955289006233,
-0.020292943343520164,
0.02237091213464737,
-0.0374034158885479,
0.009079407900571823,
0.024973051622509956,
0.007666015066206455,
0.0024055750109255314,
-0.017269594594836235,
0.045116230845451355,
0.038021188229322433,
0.002242941176518798,
-0.0298778023570776,
-0.027799835428595543,
-0.08596420288085938,
0.009093447588384151,
-0.00889220368117094,
-0.009931187145411968,
0.022782761603593826,
-0.021322567015886307,
-0.023007405921816826,
0.007006120402365923,
-0.05395227298140526,
0.06518453359603882,
0.01827113702893257,
-0.0013092599110677838,
-0.0077736577950417995,
-0.043393950909376144,
-0.037085168063640594,
0.054626207798719406,
0.008934324607253075,
0.011775149032473564,
0.0061543406918644905,
-0.06806747615337372,
0.06132812052965164,
-0.017840567976236343,
0.02044270746409893,
-0.020049577578902245,
0.0617399699985981,
-0.05646081268787384,
0.020255502313375473,
0.04373091831803322,
0.12220695614814758,
0.017007509246468544,
0.0026185198221355677,
0.08147130161523819,
0.018814031034708023,
0.057546596974134445,
-0.01918843947350979,
-0.062376465648412704,
-0.019094835966825485,
0.03425838425755501,
-0.009921826422214508,
-0.045340877026319504,
-0.050470273941755295,
0.04627689719200134,
0.008213588036596775,
-0.019338201731443405,
0.02040526643395424,
0.049534253776073456,
-0.05058259516954422,
0.03946266323328018,
0.08251965045928955,
0.03379037231206894,
-0.02306356653571129,
-0.09232915192842484,
-0.03760933876037598,
-0.01901995576918125,
0.050919562578201294,
-0.012233799323439598,
-0.024261673912405968,
-0.014255605638027191,
0.012954535894095898,
0.09060686826705933,
0.01609956845641136,
0.001235548290424049,
-0.017756326124072075,
-0.0016462276689708233,
0.053914833813905716,
-0.014133922755718231,
-0.026882534846663475,
0.012935815379023552,
0.04691339284181595,
-0.05593663826584816,
0.021603373810648918,
0.00717460410669446,
-0.06013001501560211,
0.061627648770809174,
0.015481794252991676,
-0.007694095838814974,
0.05166838318109512,
0.06233902648091316,
0.013553589582443237,
-0.013853116892278194,
0.014498971402645111,
-0.00432441895827651,
-0.024710964411497116,
0.05043283477425575,
-0.04309442639350891,
0.024767126888036728,
0.010371116921305656,
0.06106603518128395,
-0.012439724057912827,
-0.008742439560592175,
0.012046595104038715,
-0.03141287714242935,
0.007104402408003807,
-0.033210039138793945,
-0.01374079380184412,
0.01578132063150406,
0.03526928648352623,
-0.03472639247775078,
-0.0681423544883728,
-0.005148117896169424,
0.002131788758561015,
0.02553466334939003,
-0.0044578020460903645,
0.003879808820784092,
-0.0165862999856472,
-0.02283892221748829,
-0.037628062069416046,
0.019768772646784782,
0.02823040634393692,
0.030027566477656364,
-0.01095145009458065,
0.031038470566272736,
0.03553137183189392,
-0.06031721830368042,
0.03214297443628311,
-0.020087018609046936,
-0.03568113595247269,
-0.028380168601870537,
0.057022422552108765,
0.0016544178361073136,
0.022052664309740067,
-0.02531001903116703,
0.009158969856798649,
0.04938448965549469,
-0.04088541492819786,
0.003720685141161084,
0.005653569474816322,
-0.009304053150117397,
0.007104402408003807,
-0.016155729070305824,
0.07510636001825333,
0.01833665929734707,
-0.02313844859600067,
-0.04646410420536995,
0.01717599295079708,
0.01906675659120083,
0.0393877811729908,
-0.05204278975725174,
0.0579584464430809,
0.02429911494255066,
0.024486320093274117,
0.024261673912405968,
0.02897922322154045,
-0.030720222741365433,
0.035362888127565384,
-0.04017403721809387,
0.005545926745980978,
-0.048036620020866394,
-0.012084036134183407,
-0.06099115312099457,
-0.004811150021851063,
-0.11981073766946793,
-0.03646739199757576,
0.022239867597818375,
0.018645545467734337,
-0.058744702488183975,
-0.07083810120820999,
0.03622402995824814,
0.0031918329186737537,
0.005798652768135071,
0.043656039983034134,
0.045640405267477036,
0.05185558646917343,
-0.054401565343141556,
-0.01701686903834343,
-0.009392974898219109,
-0.01275797188282013,
-0.06406130641698837,
-0.05724706873297691,
0.025609545409679413,
0.010520880110561848,
-0.032517384737730026,
-0.026395803317427635,
-0.030963588505983353,
-0.054364122450351715,
-0.026470685377717018,
0.011606665328145027,
0.023026127368211746,
0.005204278975725174,
0.015154186636209488,
0.030008846893906593,
-0.09951779246330261,
-0.008227627724409103,
0.003056109882891178,
-0.009135568514466286,
-0.0026044794358313084,
-0.06159020960330963,
-0.07214853167533875,
-0.0054616848938167095,
0.06694424897432327,
-0.014601933769881725,
0.02774367481470108,
-0.012477165088057518,
-0.0032409741543233395,
-0.008714359253644943,
0.005054515786468983,
-0.010305595584213734,
-0.00723076518625021,
-0.04358115792274475,
0.047811973839998245,
0.0003714835038408637,
-0.05062003806233406,
-0.01048344001173973,
-0.020611191168427467,
0.06585846841335297,
-0.053914833813905716,
-0.001983195310458541,
0.05013330653309822,
0.010006069205701351,
-0.014835938811302185,
0.026957416906952858,
0.025366179645061493,
0.02386854588985443,
0.057546596974134445,
-0.011812590062618256,
-0.0030888705514371395,
0.05211767181754112,
-0.03408990055322647,
-0.016502058133482933,
-0.04354371502995491,
0.025871630758047104,
0.023700062185525894,
-0.005836093332618475,
0.01291709579527378,
0.0007950331782922149,
0.02362518012523651,
0.023924706503748894,
0.08416704088449478,
0.06203949823975563,
0.029746759682893753,
-0.010651923716068268,
-0.008054464124143124,
-0.0010828598169609904,
0.027593910694122314,
0.027200782671570778,
0.030533017590641975,
-0.10363628715276718,
-0.03040197491645813,
-0.015275869518518448,
-0.016614379361271858,
-0.07121250778436661,
-0.05196790769696236,
-0.012327401898801327,
0.04111006110906601,
-0.014779778197407722,
0.098244808614254,
-0.0008658198057673872,
0.0015502854948863387,
0.022820202633738518,
0.04519111290574074,
-0.008662878535687923,
-0.06469780206680298,
-0.0031192912720143795,
-0.042270727455616,
-0.0325361043214798,
0.00325735448859632,
-0.029353631660342216,
-0.02330693230032921,
0.0018802329432219267,
-0.0011472111800685525,
-0.04811149835586548,
0.039986833930015564,
-0.0017374897142872214,
0.03236762061715126,
-0.0036832441110163927,
0.030738942325115204,
-0.04451717808842659,
0.0029554874636232853,
-0.08888459205627441,
0.04593992978334427,
-0.014442809857428074,
-0.021584654226899147,
-0.029054103419184685,
0.025441061705350876,
-0.002894646255299449,
0.007385208737105131,
-0.0011542313732206821,
-0.017634643241763115,
0.04871055483818054,
-0.05548734962940216,
0.021079201251268387,
0.006112219765782356,
0.002461736323311925,
-0.017980970442295074,
-0.024879448115825653,
-0.046351779252290726,
0.001121470588259399,
-0.056311048567295074,
0.03656099736690521,
-0.006889117415994406,
-0.016492696478962898,
-0.0377216637134552,
-0.00687039690092206,
-0.016258692368865013,
0.030252210795879364,
0.004003831651061773,
0.03403373807668686,
-0.06432338804006577,
-0.007928101345896721,
-0.014901461079716682,
-0.005260440055280924,
0.06866653263568878,
-0.06316272169351578,
-0.017587842419743538,
0.027912158519029617,
0.06177741289138794,
-0.002864225534722209,
-0.006177741102874279,
0.039762187749147415,
0.013665912672877312,
0.005611448083072901,
0.04859822988510132,
0.04571528360247612,
0.043393950909376144,
-0.0301960501819849,
-0.08124665915966034,
0.03143160045146942,
0.03088870644569397,
0.00883136224001646,
0.007745577022433281,
0.008747120387852192,
0.023288212716579437,
-0.03234890103340149,
0.006201141979545355,
0.010024788789451122,
-0.008035743609070778,
-0.048298705369234085,
-0.053877390921115875,
0.019581567496061325,
0.06275087594985962,
0.009884386323392391,
-0.00032351238769479096,
0.00818550679832697,
-0.017466159537434578,
-0.007745577022433281,
0.049234725534915924,
-0.03380909189581871,
-0.004270597826689482,
0.005190238822251558,
-0.02502921223640442,
0.007300966884940863,
0.024673523381352425,
0.031281836330890656,
-0.009112168103456497,
0.02119152434170246,
-0.0095427380874753,
0.015481794252991676,
0.022258589044213295,
-0.025141535326838493,
0.01602468639612198,
0.11531783640384674,
0.056535691022872925,
0.008793921209871769,
-0.0002753950539045036,
0.021584654226899147,
0.005803332664072514,
-0.05870726332068443,
0.07885044068098068,
0.01946924440562725,
-0.01946924440562725,
0.02605883590877056,
0.03332236036658287,
0.009070047177374363,
-0.036841802299022675,
0.038788728415966034,
0.00504047516733408,
-0.03972474858164787,
-0.014658095315098763,
0.04983377829194069,
0.014536412432789803,
-0.021135363727808,
-0.005676969885826111,
0.01668926142156124,
-0.03845176100730896,
0.09390166401863098,
0.04687594994902611,
0.0033181959297508,
0.02212754637002945,
0.010867208242416382,
-0.025927793234586716,
-0.04492902755737305,
0.03716005012392998,
-0.022221148014068604,
0.004607565235346556,
0.022015223279595375,
-0.0036645238287746906,
0.028267845511436462,
-0.0059858569875359535,
0.03236762061715126,
0.04612713307142258,
0.0013186201686039567,
0.010258794762194157,
0.04942192882299423,
0.053128574043512344,
-0.017859287559986115,
-0.00681423582136631,
-0.016502058133482933,
0.008798601105809212,
0.0012683089589700103,
-0.06286320090293884,
-0.019263319671154022,
0.012046595104038715,
0.012261880561709404,
-0.06226414442062378,
-0.05159350112080574,
0.0005177368293516338,
-0.002110728295519948,
-0.022558115422725677,
0.01858002506196499,
0.06076651066541672,
0.008545875549316406,
-0.0021832699421793222,
0.00857863575220108,
-0.07271014153957367,
-0.029372351244091988,
-0.046538982540369034,
-0.019581567496061325,
0.026583008468151093,
0.024710964411497116,
0.021322567015886307,
0.007085681892931461,
-0.057808682322502136,
0.018299218267202377,
0.0058641741052269936,
-0.07229829579591751,
0.018299218267202377,
0.0608413927257061,
-0.010548961348831654,
-0.04230816662311554,
-0.015266508795320988,
0.011952993459999561,
-0.0034796595573425293,
0.08678790181875229,
0.013282143510878086,
-0.015444353222846985,
-0.030065007507801056,
0.002840824890881777,
-0.04189631715416908,
-0.031057190150022507,
0.055786874145269394,
-0.004528003744781017,
-0.046351779252290726,
-0.013010697439312935,
0.018542584031820297,
0.014480250887572765,
-0.00961294025182724,
-0.04676362872123718,
-0.00012358407548163086,
0.038339436054229736,
0.029484674334526062,
-0.03820839524269104,
0.02381238527595997,
0.03289179131388664,
-0.008452272973954678,
-0.0612906813621521,
-0.033453404903411865,
-0.02480456791818142,
-0.00018501047452446073,
-0.0037253652699291706,
-0.04661386460065842,
-0.05844517797231674,
-0.0063228243961930275,
0.052903927862644196,
0.036392513662576675,
0.05133141204714775,
-0.008391431532800198,
-0.001315110013820231,
-0.016605019569396973,
-0.0002862178080249578,
0.05039539188146591,
-0.01973133161664009,
0.009257251396775246,
0.04406788572669029,
0.022258589044213295,
0.05518782138824463,
0.043693479150533676,
0.030083727091550827,
0.018121374770998955,
0.029559556394815445,
0.010277515277266502,
-0.07020160555839539,
-0.002840824890881777,
-0.03942522034049034,
-0.009098128415644169,
-0.008017023093998432,
0.034389425069093704,
-0.024523761123418808,
0.02162209525704384,
0.015594116412103176,
-0.015828121453523636,
0.04189631715416908,
-0.05327833816409111,
-0.01287965476512909,
0.061927177011966705,
-0.04646410420536995,
0.009060687385499477,
-0.030476856976747513,
0.023887265473604202,
-0.004839230794459581,
-0.01071744505316019,
-0.016970068216323853,
0.046089693903923035,
-0.029859082773327827,
-0.015566036105155945,
-0.04279489815235138,
-0.023269491270184517,
0.024149352684617043,
0.03309771791100502,
0.01882339082658291,
-0.02087327651679516,
0.04841102659702301,
0.06720633804798126,
-0.022483233362436295,
0.011578585021197796,
0.0010530240833759308,
-0.029802922159433365,
-0.07398313283920288,
-0.02235219068825245,
0.011522423475980759,
0.013478708453476429,
-0.061440445482730865,
-0.052155110985040665,
-0.012130836956202984,
0.059268876910209656,
0.04590249061584473
] |
22,464 | coca_pytorch.coca_pytorch | embed_text | null | def embed_text(self, text):
batch, device = text.shape[0], text.device
seq = text.shape[1]
text_tokens = self.token_emb(text)
# append text cls tokens
text_cls_tokens = repeat(self.text_cls_token, 'd -> b 1 d', b=batch)
text_tokens = torch.cat((text_tokens, text_cls_tokens), dim=-2)
# create specific mask for text cls token at the end
# to prevent it from attending to padding
cls_mask = rearrange(text!=self.pad_id, 'b j -> b 1 j')
attn_mask = F.pad(cls_mask, (0, 1, seq, 0), value=True)
# go through unimodal layers
for attn_ff in self.unimodal_layers:
text_tokens = attn_ff(text_tokens, attn_mask=attn_mask)
# get text cls token
text_tokens, text_cls_tokens = text_tokens[:, :-1], text_tokens[:, -1]
text_embeds = self.text_cls_norm(text_cls_tokens)
return text_embeds, text_tokens
| (self, text) | [
0.04503423720598221,
-0.049767132848501205,
0.009671962819993496,
0.030476991087198257,
0.05188259482383728,
-0.006279156543314457,
-0.01654721237719059,
-0.007323441561311483,
0.05281483381986618,
0.05744016543030739,
0.010093262419104576,
-0.03420593962073326,
-0.01918257586658001,
0.00254796608351171,
-0.022696394473314285,
-0.020724354311823845,
0.011348197236657143,
-0.01513092964887619,
-0.01860889233648777,
-0.054751016199588776,
0.008520111441612244,
0.00655703479424119,
-0.015014399774372578,
0.02565445564687252,
0.0030297713819891214,
0.0002086889580823481,
-0.011715713888406754,
0.021190471947193146,
-0.03732534870505333,
-0.029024852439761162,
0.05693819001317024,
-0.04998226463794708,
0.03311235457658768,
-0.01456620916724205,
-0.045177657157182693,
-0.006592890247702599,
-0.006364312954246998,
-0.05575496703386307,
0.02490149438381195,
-0.07221253961324692,
-0.0039956229738891125,
0.0055844602175056934,
0.0583006888628006,
-0.008609750308096409,
-0.030566629022359848,
0.018680602312088013,
0.030028799548745155,
-0.004159213043749332,
-0.10562966763973236,
0.0033569508232176304,
0.024507086724042892,
-0.03779146820306778,
0.04625331610441208,
-0.0001631695486139506,
-0.014503462240099907,
0.008157077245414257,
-0.024094751104712486,
-0.019236359745264053,
-0.025170408189296722,
-0.06937997043132782,
-0.006256747059524059,
-0.03311235457658768,
0.09257834404706955,
0.06335628777742386,
-0.008197413757443428,
0.022319914773106575,
0.037827324122190475,
0.011133065447211266,
-0.0077402591705322266,
0.010353213176131248,
0.005355882924050093,
-0.03901054710149765,
0.006982816383242607,
-0.011464727111160755,
-0.056077662855386734,
-0.06185036525130272,
0.026084719225764275,
0.09472966194152832,
0.04822535440325737,
0.011590220034122467,
0.0230190921574831,
0.07407701760530472,
-0.005490340292453766,
0.011482654139399529,
0.06984609365463257,
-0.04345660284161568,
-0.04087502136826515,
-0.007699922192841768,
-0.04944443702697754,
-0.038974691182374954,
0.025528961792588234,
-0.0489066056907177,
0.03223390132188797,
0.06091812625527382,
-0.05274312198162079,
0.027232088148593903,
0.02076020836830139,
-0.04392272233963013,
-0.061133258044719696,
0.02172830142080784,
-0.029293766245245934,
0.07909675687551498,
0.0006958165904507041,
0.0032762764021754265,
-0.00732792355120182,
-0.03212633356451988,
-0.08354280889034271,
-0.039620086550712585,
0.03006465546786785,
0.04557206481695175,
0.035586368292570114,
-0.018967444077134132,
0.06005759909749031,
-0.04528522118926048,
0.05216943845152855,
-0.09774149954319,
-0.0188060961663723,
0.02988537773489952,
-0.015292278490960598,
-0.024650506675243378,
0.03252074122428894,
-0.05496614798903465,
-0.02717830426990986,
-0.04636088013648987,
-0.040839169174432755,
0.06407339125871658,
0.0024560869205743074,
-0.008264643140137196,
0.01748841442167759,
-0.08167833834886551,
-0.01712089776992798,
-0.01540880836546421,
0.013149925507605076,
0.053424373269081116,
0.009048976935446262,
-0.004152489826083183,
0.026210211217403412,
-0.004876318387687206,
0.01291686575859785,
0.004634295590221882,
0.005257281009107828,
0.04119772091507912,
0.018196556717157364,
0.02527797408401966,
-0.0761566236615181,
0.019200503826141357,
-0.027608567848801613,
-0.04126943275332451,
0.008376690559089184,
-0.0035855283495038748,
0.008815918117761612,
-0.03836515173316002,
0.06518490612506866,
0.05220529064536095,
0.015722541138529778,
-0.0052976179867982864,
0.005409665871411562,
-0.022301986813545227,
0.03958423435688019,
0.06134838983416557,
0.02257090061903,
-0.03832929953932762,
-0.027321726083755493,
0.08131977915763855,
-0.025815803557634354,
0.03101482056081295,
0.04532107710838318,
-0.03598077595233917,
-0.007224839646369219,
0.04399443417787552,
0.05704575404524803,
0.010433887131512165,
0.015355025418102741,
-0.018824024125933647,
-0.045930616557598114,
0.02585165947675705,
-0.037253640592098236,
0.03958423435688019,
0.003117168787866831,
0.01117788441479206,
-0.0666908249258995,
0.038759563118219376,
-0.025026988238096237,
0.011939809657633305,
0.023843763396143913,
0.01889573410153389,
0.021638663485646248,
0.014924761839210987,
0.03232353925704956,
-0.03843686357140541,
0.006050579249858856,
-0.02717830426990986,
0.007847825065255165,
0.03497682884335518,
-0.01395666878670454,
0.028128469362854958,
-0.019433563575148582,
-0.028218107298016548,
-0.044209565967321396,
-0.00709934625774622,
0.010057407431304455,
0.0011821038788184524,
-0.02059886045753956,
-0.0016471020644530654,
-0.005302099976688623,
-0.02988537773489952,
-0.026945244520902634,
0.0685553029179573,
-0.07916846871376038,
-0.049587856978178024,
-0.011393016204237938,
0.009313410148024559,
0.04822535440325737,
0.048081934452056885,
0.053998056799173355,
-0.015256423503160477,
-0.003253866918385029,
0.01655617728829384,
0.03253867104649544,
-0.007148647215217352,
0.01663685217499733,
0.030028799548745155,
0.003686371259391308,
0.0035922511015087366,
-0.031050674617290497,
-0.016493430361151695,
0.006552552804350853,
0.04241679981350899,
0.028522877022624016,
0.009196880273520947,
0.029813667759299278,
0.04747239500284195,
-0.08698491752147675,
0.016995403915643692,
0.024363664910197258,
0.035299524664878845,
-0.0022544008679687977,
-0.051846738904714584,
0.021477315574884415,
-0.05281483381986618,
0.019343925639986992,
0.004477428272366524,
-0.03112238645553589,
-0.0020840882789343596,
0.007502717897295952,
0.046755287796258926,
0.02257090061903,
0.028361529111862183,
-0.008287052623927593,
-0.040839169174432755,
-0.05941220372915268,
-0.007018671836704016,
-0.005947495345026255,
-0.0052348715253174305,
-0.015525337308645248,
-0.024274026975035667,
-0.007704404182732105,
-0.017246391624212265,
0.031355444341897964,
0.03203669562935829,
-0.003464516717940569,
-0.00032970053143799305,
-0.04162798449397087,
0.07206911593675613,
0.05966319143772125,
-0.02086777426302433,
-0.06134838983416557,
0.04033719375729561,
-0.05026910826563835,
-0.037253640592098236,
0.01634104549884796,
0.05704575404524803,
0.0012571759289130569,
-0.03338126838207245,
0.03334541246294975,
-0.001241489197127521,
0.025690309703350067,
0.03424179553985596,
0.0019473900320008397,
0.009940877556800842,
0.00474634300917387,
-0.0277340617030859,
-0.021853795275092125,
-0.07174642384052277,
0.04180726036429405,
-0.03807831183075905,
-0.034080445766448975,
-0.01730017364025116,
0.038401007652282715,
-0.06550760567188263,
0.021190471947193146,
0.03314821049571037,
0.055611543357372284,
0.028630442917346954,
0.001859992858953774,
0.026246067136526108,
-0.04173554852604866,
0.04503423720598221,
-0.03610626980662346,
-0.09365399926900864,
0.0366441011428833,
0.006812504027038813,
-0.0020303053315728903,
0.022606756538152695,
-0.029867451637983322,
-0.012361109256744385,
-0.022624684497714043,
0.06920069456100464,
0.07034806907176971,
-0.060487862676382065,
0.000351829978171736,
-0.019594911485910416,
-0.033417124301195145,
0.09573360532522202,
-0.02199721708893776,
0.0034757214598357677,
0.0666908249258995,
-0.010855186730623245,
0.009976732544600964,
0.0338294580578804,
0.029347550123929977,
-0.04589476436376572,
-0.008188450708985329,
0.06547174602746964,
0.008497701957821846,
-0.07673030346632004,
0.07766254246234894,
-0.021835867315530777,
-0.003917189780622721,
-0.0008341955835931003,
0.0005465129506774247,
0.012594168074429035,
0.008497701957821846,
0.001560825272463262,
-0.04897831752896309,
-0.020563004538416862,
-0.03305857256054878,
-0.020885702222585678,
0.019792117178440094,
-0.04754410684108734,
0.0202223788946867,
-0.0014891147147864103,
-0.06045200675725937,
0.05130891129374504,
0.061527665704488754,
0.04256021976470947,
-0.010326321236789227,
0.013687754049897194,
0.012979612685739994,
0.04395857825875282,
0.016869910061359406,
0.011437835171818733,
-0.0014364522648975253,
-0.016941621899604797,
-0.003504853928461671,
-0.005835447460412979,
0.014028379693627357,
-0.03562222421169281,
-0.07565464824438095,
-0.028809720650315285,
-0.003509335918352008,
0.04126943275332451,
-0.009394084103405476,
0.01437796838581562,
-0.060487862676382065,
0.001904811942949891,
-0.035299524664878845,
0.017040222883224487,
0.02997501753270626,
0.07350333034992218,
0.017398776486516,
-0.011393016204237938,
-0.021029124036431313,
0.08239544183015823,
0.017407739534974098,
0.03768390417098999,
-0.06887800246477127,
-0.00977056473493576,
0.018824024125933647,
0.01898537203669548,
-0.06317701190710068,
-0.0022992200683802366,
0.03218011558055878,
-0.02255297265946865,
0.027895409613847733,
0.004163694567978382,
0.047042131423950195,
-0.03540709242224693,
0.00008935808727983385,
-0.0013557778438553214,
-0.008824881166219711,
-0.011437835171818733,
-0.010021551512181759,
-0.019379781559109688,
-0.057368453592061996,
0.01254934910684824,
-0.021280109882354736,
0.022588828578591347,
-0.022319914773106575,
0.008130185306072235,
0.03504854068160057,
0.012952720746397972,
0.017748365178704262,
0.03818587586283684,
-0.013571225106716156,
0.07163885235786438,
0.0017188126221299171,
0.025546889752149582,
-0.0005126185133121908,
0.09946255385875702,
-0.02875593677163124,
0.037827324122190475,
-0.014019415713846684,
-0.02687353454530239,
0.007628211751580238,
-0.04435298591852188,
0.011886026710271835,
-0.007704404182732105,
-0.04191482439637184,
0.02567238360643387,
0.004340730141848326,
0.01803520694375038,
0.0267838966101408,
0.019200503826141357,
-0.03633933141827583,
0.004484151490032673,
-0.010209792293608189,
-0.023807907477021217,
0.005490340292453766,
-0.03972765430808067,
-0.04392272233963013,
-0.031140314415097237,
0.0030387353617697954,
-0.037648048251867294,
-0.0038768525701016188,
0.019666623324155807,
-0.015749434009194374,
-0.027321726083755493,
-0.0211546178907156,
-0.008851773105561733,
0.023180440068244934,
-0.01787385903298855,
0.012477638199925423,
0.05177503079175949,
0.07386188209056854,
-0.015489482320845127,
-0.056902334094047546,
0.051093779504299164,
-0.002366448752582073,
0.019308069720864296,
0.060380298644304276,
0.025977153331041336,
0.029688173905014992,
0.021638663485646248,
0.052312858402729034,
-0.038401007652282715,
0.09006847441196442,
-0.005145233124494553,
0.014225583523511887,
0.056830622255802155,
-0.07081418484449387,
0.0366799533367157,
-0.0375763364136219,
-0.00940304808318615,
0.06758721172809601,
0.002870663534849882,
-0.016941621899604797,
-0.014602064155042171,
-0.015677722170948982,
-0.007713367696851492,
0.04933686926960945,
0.016672706231474876,
0.04238094389438629,
0.001560825272463262,
0.03633933141827583,
-0.034152157604694366,
-0.016869910061359406,
0.006942479405552149,
-0.03440314531326294,
-0.012441783212125301,
0.011034463532269001,
-0.06410924345254898,
-0.0526355542242527,
-0.034439001232385635,
-0.05873095244169235,
0.007924017496407032,
0.04783094674348831,
0.009815383702516556,
0.06532832980155945,
-0.0216207355260849,
-0.030566629022359848,
0.040480613708496094,
0.03533538058400154,
-0.017183644697070122,
-0.06403753906488419,
-0.04643259197473526,
-0.027895409613847733,
0.023718269541859627,
0.0034017700236290693,
-0.03983521834015846,
0.018008315935730934,
0.034815479069948196,
-0.01598249189555645,
-0.09444281458854675,
0.018573036417365074,
0.038293443620204926,
0.010075334459543228,
0.0069469609297811985,
0.016242442652583122,
0.030100509524345398,
-0.05528884753584862,
-0.030333569273352623,
0.004992848262190819,
-0.037755612283945084,
-0.0012437301920726895,
-0.019576985388994217,
-0.006252265069633722,
-0.02009688690304756,
0.001043164636939764,
0.0029020369984209538,
-0.029634391888976097,
0.0526714101433754,
-0.06256747245788574,
-0.052492134273052216,
0.03373982012271881,
0.007130719255656004,
-0.05245627835392952,
-0.011348197236657143,
-0.012594168074429035,
0.035944920033216476,
-0.04757996276021004,
0.026550836861133575,
0.026927318423986435,
-0.017811112105846405,
-0.016690634191036224,
-0.019666623324155807,
-0.03201876953244209,
0.038687851279973984,
0.0751526728272438,
0.04453226178884506,
-0.035658080130815506,
-0.03639311343431473,
-0.027106594294309616,
-0.04026548191905022,
0.0002879627572838217,
-0.03703850880265236,
-0.002447123173624277,
0.0006190638523548841,
0.0291503444314003,
0.07009708136320114,
-0.05302996560931206,
-0.039906930178403854,
-0.03804245591163635,
0.034815479069948196,
0.008479774929583073,
0.0026958691887557507,
0.04180726036429405,
-0.02669425867497921,
-0.02228405885398388,
0.03330955654382706,
-0.0014005970442667603,
-0.02689146250486374,
0.015050254762172699,
-0.03495890274643898,
0.034797552973032,
0.026765968650579453,
-0.010362177155911922,
0.002210702281445265,
-0.04467568174004555,
-0.03508439287543297,
0.030118437483906746,
-0.043564170598983765,
-0.03601663187146187,
-0.006279156543314457,
-0.0291503444314003,
0.02764442376792431,
-0.02545725181698799,
0.03901054710149765,
0.05414147675037384,
-0.012396964244544506,
0.015641868114471436,
0.028630442917346954,
0.03277172893285751,
-0.006870768498629332,
0.02698110044002533,
-0.007193466182798147,
0.015480518341064453,
-0.01461999211460352,
-0.02425609901547432,
0.01918257586658001,
-0.007229321636259556,
-0.024363664910197258,
0.021925505250692368,
0.017219500616192818,
0.06443194299936295,
0.01712089776992798,
-0.000040722359699429944,
0.04238094389438629,
-0.01344573125243187,
-0.03578357398509979,
0.021656591445207596,
0.011644002981483936,
-0.03562222421169281,
0.03797074407339096,
0.02764442376792431,
0.02556481771171093,
-0.0028885912615805864,
0.014646883122622967,
-0.0021244254894554615,
-0.041018445044755936,
-0.051380619406700134,
0.008125703781843185,
-0.035944920033216476,
-0.04894246160984039,
0.02011481486260891,
-0.015731506049633026,
-0.008945893496274948,
0.053245097398757935,
0.09881716221570969,
0.029724029824137688,
0.05152404308319092,
0.02312665805220604,
-0.054751016199588776,
-0.01738084852695465,
0.009057940915226936,
0.03148093819618225,
-0.037827324122190475,
-0.02990330569446087,
0.0517033189535141,
0.013230599462985992,
0.035012684762477875,
0.06747964024543762,
0.005207980051636696,
-0.009116205386817455,
-0.024937350302934647,
0.020993268117308617,
-0.0404447577893734,
-0.050340816378593445,
0.03901054710149765,
0.020061030983924866,
-0.014171800576150417,
-0.012656915001571178,
-0.0648622065782547,
-0.008296016603708267,
-0.008166041225194931,
0.03447485342621803,
-0.004880800377577543,
-0.07400530576705933,
-0.007000743877142668,
0.00996776856482029,
0.01306028664112091,
-0.00897726695984602,
0.0666908249258995,
-0.04471153765916824,
0.019039155915379524,
0.04098258912563324,
-0.02208685502409935,
-0.0011809833813458681,
-0.019702477380633354,
-0.00655703479424119,
0.01991760917007923,
0.0036774075124412775,
0.005086968187242746,
-0.008905556052923203,
0.006153663154691458,
-0.012199760414659977,
-0.0020269439555704594,
-0.0058085559867322445,
0.06256747245788574,
-0.034797552973032,
-0.029024852439761162,
0.03800659999251366,
-0.014530353248119354,
-0.023915473371744156,
0.01889573410153389,
0.014754449017345905,
0.04851219803094864,
-0.04377930238842964,
0.045070089399814606,
-0.013033395633101463,
-0.04073160141706467,
-0.030763832852244377,
-0.01090000569820404,
-0.05740430951118469,
-0.06651154905557632,
-0.0015933191170915961,
0.02257090061903,
-0.023467283695936203,
0.037253640592098236,
-0.07651517540216446,
-0.0601293109357357,
0.022624684497714043,
0.012083230540156364,
-0.023718269541859627,
0.045823052525520325,
0.00690662395209074,
0.05941220372915268,
-0.0704914852976799,
-0.03094310872256756,
0.030674194917082787,
-0.0024717736523598433,
-0.004293669946491718,
-0.061527665704488754,
-0.08712834119796753,
-0.029849523678421974,
0.01297064870595932,
0.008538039401173592,
0.01662788726389408,
-0.0385444313287735,
-0.024668434634804726,
0.0020403896924108267,
0.06138424575328827,
0.03235939145088196,
0.02689146250486374,
0.041484564542770386,
0.011626075953245163,
-0.00017017254140228033,
0.0239692572504282,
-0.015104037709534168,
0.04492666944861412,
0.016323117539286613,
0.06869871914386749,
0.012710697948932648,
-0.009420976042747498,
-0.09537505358457565,
0.02820018120110035,
-0.07113688439130783,
0.033506762236356735,
0.027841627597808838,
-0.04783094674348831,
0.00009790172771317884,
0.007690958213061094,
-0.05123719945549965,
0.02133389376103878,
-0.07852306962013245,
-0.016233479604125023,
0.03918982297182083,
-0.02660462073981762,
-0.029347550123929977,
-0.03714607283473015,
-0.05439246445894241,
-0.007619247771799564,
-0.06070299446582794,
0.012163904495537281,
0.0075385733507573605,
-0.0005271846894174814,
0.025511033833026886,
0.009385120123624802,
0.007986764423549175,
0.03334541246294975,
0.07099346071481705,
0.021674519404768944,
-0.033022716641426086,
0.001984365750104189,
0.06514904648065567,
0.03318406641483307,
0.02857666090130806,
-0.044209565967321396,
-0.05001812055706978,
-0.06091812625527382,
-0.013768428936600685,
-0.021262183785438538,
0.05855167657136917,
-0.02707073837518692,
-0.03508439287543297,
0.004611885640770197,
0.011948772706091404,
0.06611714512109756
] |
22,468 | coca_pytorch.coca_pytorch | forward | null | def forward(
self,
text,
images=None,
image_tokens=None,
labels=None,
return_loss=False,
return_embeddings=False
):
batch, device = text.shape[0], text.device
if return_loss and not exists(labels):
text, labels = text[:, :-1], text[:, 1:]
text_embeds, text_tokens = self.embed_text(text)
image_embeds, image_tokens = self.embed_image(images=images, image_tokens=image_tokens)
# return embeddings if that is what the researcher wants
if return_embeddings:
return text_embeds, image_embeds
# go through multimodal layers
for attn_ff, cross_attn in self.multimodal_layers:
text_tokens = attn_ff(text_tokens)
text_tokens = cross_attn(text_tokens, image_tokens)
logits = self.to_logits(text_tokens)
if not return_loss:
return logits
# shorthand
ce = F.cross_entropy
# calculate caption loss (cross entropy loss)
logits = rearrange(logits, 'b n c -> b c n')
caption_loss = ce(logits, labels, ignore_index=self.pad_id)
caption_loss = caption_loss * self.caption_loss_weight
# embedding to latents
text_latents = self.text_to_latents(text_embeds)
image_latents = self.img_to_latents(image_embeds)
# maybe distributed all gather
if self.is_distributed:
latents = torch.stack((text_latents, image_latents), dim = 1)
latents = all_gather(latents)
text_latents, image_latents = latents.unbind(dim = 1)
# calculate contrastive loss
sim = einsum('i d, j d -> i j', text_latents, image_latents)
sim = sim * self.temperature.exp()
contrastive_labels = torch.arange(batch, device=device)
contrastive_loss = (ce(sim, contrastive_labels) + ce(sim.t(), contrastive_labels)) * 0.5
contrastive_loss = contrastive_loss * self.contrastive_loss_weight
return caption_loss + contrastive_loss
| (self, text, images=None, image_tokens=None, labels=None, return_loss=False, return_embeddings=False) | [
0.005086828954517841,
-0.07762473076581955,
-0.02482711523771286,
0.00663499440997839,
0.012432379648089409,
-0.018041538074612617,
-0.04223809391260147,
-0.02676585130393505,
0.08191630244255066,
0.04223809391260147,
0.00993837509304285,
-0.04095815122127533,
-0.011528891511261463,
0.00828668475151062,
0.020328493788838387,
0.006907923612743616,
-0.015745172277092934,
0.0051997653208673,
-0.0024493010714650154,
-0.07973287254571915,
-0.00695027457550168,
-0.03982878848910332,
-0.014267590828239918,
0.02717994898557663,
0.003908058628439903,
-0.025580022484064102,
0.003933940082788467,
-0.013317045755684376,
-0.04197457432746887,
0.01923677884042263,
0.016827475279569626,
-0.056618619710206985,
0.04588969424366951,
-0.017533326521515846,
-0.07423664629459381,
-0.008136102929711342,
-0.021288450807332993,
-0.027951680123806,
-0.019029729068279266,
-0.029024571180343628,
-0.01963205449283123,
-0.032958511263132095,
0.07066033780574799,
-0.014399349689483643,
-0.045701466500759125,
0.02051672153174877,
-0.05654332786798477,
-0.03644070774316788,
-0.009693680331110954,
-0.01481344923377037,
-0.02017791196703911,
-0.06791222840547562,
0.021947244182229042,
-0.009274875745177269,
0.005467988550662994,
0.04664260149002075,
0.010164246894419193,
0.006183250341564417,
-0.03888765722513199,
-0.10668694972991943,
0.01774037629365921,
-0.06900394707918167,
0.06538999080657959,
0.07096150517463684,
-0.0027457582764327526,
0.026107056066393852,
0.03604543209075928,
0.014211122877895832,
-0.00818786583840847,
-0.002964572049677372,
-0.030135110020637512,
-0.0683639720082283,
0.013881726190447807,
0.015688704326748848,
-0.051272980868816376,
-0.01624397188425064,
0.028930459171533585,
0.041146378964185715,
0.07024624198675156,
0.013862903229892254,
-0.032412655651569366,
0.05315524712204933,
-0.015811050310730934,
-0.027763452380895615,
0.05097181722521782,
-0.06128664314746857,
-0.016319263726472855,
0.011425366625189781,
-0.014992264099419117,
-0.020460253581404686,
-0.04498620331287384,
-0.007232614792883396,
0.04174870252609253,
0.04901425912976265,
-0.006889100652188063,
0.03743831068277359,
-0.008592553436756134,
-0.041786350309848785,
-0.01710040494799614,
0.00838550366461277,
-0.005877381656318903,
0.10239537805318832,
0.022718973457813263,
-0.0020340257324278355,
0.030342159792780876,
-0.03533016890287399,
-0.07702240347862244,
-0.026709381490945816,
0.02975865639746189,
-0.011924167163670063,
0.007100855931639671,
-0.05526338890194893,
0.01925560086965561,
-0.030775081366300583,
0.05131062492728233,
-0.059103213250637054,
-0.0197449903935194,
0.011670061387121677,
-0.06185132637619972,
0.0025928241666406393,
0.031791504472494125,
-0.06531469523906708,
-0.040092308074235916,
-0.0694180428981781,
-0.01494520716369152,
0.029683366417884827,
0.05579042062163353,
-0.0418616384267807,
0.024074207991361618,
-0.08184101432561874,
-0.07807647436857224,
0.01280883327126503,
0.0018410932971164584,
0.0725802555680275,
0.028441069647669792,
-0.03342907875776291,
0.006079725455492735,
0.03160328045487404,
0.014248768799006939,
0.016808653250336647,
0.005839736200869083,
0.030229223892092705,
0.01729804277420044,
0.0675734207034111,
-0.02744346670806408,
-0.02015908993780613,
0.037363018840551376,
-0.06343243271112442,
0.019989686086773872,
-0.028554005548357964,
0.05067065358161926,
-0.01785331219434738,
0.010032488033175468,
-0.0024493010714650154,
-0.0136464424431324,
0.008300801739096642,
0.0198767501860857,
0.0136464424431324,
0.026558801531791687,
0.07634478807449341,
0.0418616384267807,
-0.05447283387184143,
-0.04095815122127533,
0.04577675834298134,
-0.0047880192287266254,
0.004437446594238281,
0.08281978964805603,
0.02183430828154087,
0.011114791966974735,
0.058952633291482925,
0.024413015693426132,
-0.005820913705974817,
0.035443104803562164,
-0.002335188677534461,
-0.03222442790865898,
0.06433591991662979,
-0.01703452505171299,
0.0067479307763278484,
-0.02859164960682392,
0.07807647436857224,
-0.020328493788838387,
-0.02042260766029358,
-0.06802516430616379,
-0.023321300745010376,
-0.0015975749120116234,
0.02262486144900322,
0.003381023881956935,
0.051047105342149734,
-0.00012947944924235344,
0.0075478944927453995,
0.03877472132444382,
-0.03299615904688835,
0.01963205449283123,
0.020761415362358093,
0.014653456397354603,
0.01307235099375248,
0.0007676124223507941,
-0.02990923821926117,
0.008423149585723877,
0.01857798546552658,
-0.03209266811609268,
0.008587847463786602,
0.006258540786802769,
0.014069953002035618,
-0.04472268745303154,
0.016959235072135925,
-0.04235102981328964,
0.09004770219326019,
-0.11090322583913803,
-0.05210117623209953,
-0.008178453892469406,
-0.007246731780469418,
0.00727496575564146,
0.08206688612699509,
0.0572209469974041,
-0.01989557221531868,
-0.0410710871219635,
0.03030451387166977,
-0.007406724616885185,
-0.02836577780544758,
-0.017467446625232697,
-0.024638887494802475,
-0.04031817987561226,
0.0030116287525743246,
0.01215945091098547,
0.00643735658377409,
0.042463965713977814,
0.02810226008296013,
0.037400662899017334,
0.029288088902831078,
0.031527988612651825,
0.0421251580119133,
-0.044383879750967026,
0.026050588116049767,
0.08801484853029251,
-0.0065408810041844845,
-0.00497389305382967,
-0.02091199718415737,
0.034370213747024536,
-0.014446406625211239,
0.017486268654465675,
-0.019933218136429787,
-0.045174431055784225,
-0.02456359751522541,
0.034407857805490494,
-0.003980996552854776,
0.029702188447117805,
0.023302476853132248,
-0.003581014694646001,
-0.02573060244321823,
-0.05040713772177696,
0.015048732049763203,
-0.004884485155344009,
0.01371232233941555,
-0.022813087329268456,
-0.07378490269184113,
-0.011114791966974735,
-0.051272980868816376,
0.038172394037246704,
-0.009919552132487297,
0.020046154037117958,
0.022794265300035477,
-0.040506407618522644,
0.06986978650093079,
0.011585359461605549,
-0.013364102691411972,
-0.022191939875483513,
0.03066214546561241,
-0.021288450807332993,
0.02328365482389927,
0.04325451701879501,
0.08018461614847183,
-0.015604001469910145,
-0.005477399565279484,
0.03566897660493851,
-0.017768610268831253,
0.017354510724544525,
-0.002255192259326577,
-0.02573060244321823,
0.03467137739062309,
0.006202072836458683,
-0.04227573797106743,
-0.05496222525835037,
-0.08289507776498795,
0.04796018823981285,
0.0014340529451146722,
-0.00044174474896863103,
-0.015076966024935246,
0.052327048033475876,
-0.05917850509285927,
0.06203955039381981,
0.07088620960712433,
0.054924577474594116,
0.021119046956300735,
-0.052741147577762604,
0.0007834940333850682,
-0.046341437846422195,
-0.0001469051348976791,
0.00221166480332613,
-0.06200190633535385,
-0.016479255631566048,
-0.004879779648035765,
0.06953097879886627,
-0.027537580579519272,
-0.018305055797100067,
-0.01177358627319336,
0.008978418074548244,
0.04796018823981285,
0.0434427447617054,
-0.041409894824028015,
0.01443699561059475,
-0.006060902960598469,
-0.04404507204890251,
0.03267617151141167,
-0.027462288737297058,
-0.015613412484526634,
0.08191630244255066,
0.01650748960673809,
0.027631694450974464,
0.03937704488635063,
0.04351803660392761,
0.015773406252264977,
-0.017909780144691467,
0.04536265879869461,
0.033240851014852524,
-0.06109841912984848,
0.06501353532075882,
-0.010606580413877964,
0.05443518981337547,
0.0038045342080295086,
0.04536265879869461,
0.0071196784265339375,
0.0012658252380788326,
-0.011952401138842106,
-0.07747414708137512,
-0.03668540343642235,
-0.030229223892092705,
-0.010578345507383347,
0.030492741614580154,
-0.025429440662264824,
-0.014324058778584003,
-0.046981409192085266,
-0.05703271925449371,
0.05277879536151886,
0.0582750178873539,
0.035838380455970764,
0.006997331045567989,
0.002835166174918413,
0.023697754368185997,
0.01409818697720766,
-0.0020128502510488033,
0.02017791196703911,
0.011180671863257885,
0.027330530807375908,
-0.0023834218736737967,
0.02260603755712509,
-0.04253925755620003,
-0.025448262691497803,
0.002174019580706954,
-0.057145655155181885,
-0.012187684886157513,
0.01701570302248001,
-0.031659748405218124,
0.03757006675004959,
-0.04652966558933258,
0.025034163147211075,
0.02911868505179882,
0.005853853188455105,
0.019820282235741615,
0.016422787681221962,
0.03990408033132553,
0.014069953002035618,
-0.014916973188519478,
0.0707356333732605,
-0.0015364012215286493,
0.005006833001971245,
-0.02964572049677372,
-0.034370213747024536,
0.014775803312659264,
0.022549569606781006,
-0.05021890997886658,
0.0274246446788311,
-0.008997241035103798,
-0.005971495062112808,
0.07306963950395584,
0.012686486355960369,
0.061700742691755295,
-0.014888739213347435,
-0.0057409172877669334,
-0.03602660819888115,
-0.04340510070323944,
-0.013825258240103722,
-0.016234561800956726,
-0.04046875983476639,
-0.05789856240153313,
-0.014615810476243496,
-0.015255781821906567,
0.05902792513370514,
-0.05085888132452965,
-0.03263852745294571,
-0.008644315414130688,
0.01626279577612877,
-0.03410669416189194,
0.028177551925182343,
-0.013401747681200504,
0.1293494552373886,
-0.005519750993698835,
0.03346672281622887,
-0.010954799130558968,
0.04092050716280937,
-0.045550886541604996,
0.04758373275399208,
-0.0315091647207737,
-0.03299615904688835,
-0.04069463163614273,
-0.0051621198654174805,
-0.018389757722616196,
-0.015218136832118034,
-0.05526338890194893,
0.038172394037246704,
0.010164246894419193,
0.03602660819888115,
0.049089547246694565,
-0.00038262977614067495,
-0.06986978650093079,
0.009712502360343933,
-0.01991439424455166,
-0.0009881906444206834,
-0.032036200165748596,
-0.0437062606215477,
-0.08281978964805603,
-0.05176236853003502,
0.008677255362272263,
-0.03459608554840088,
0.0043127466924488544,
-0.0016211032634600997,
0.001736392150633037,
-0.005632686894387007,
-0.030530385673046112,
-0.01040894165635109,
-0.003576309187337756,
-0.06986978650093079,
0.035838380455970764,
0.037777118384838104,
0.02573060244321823,
-0.03834179788827896,
-0.037118323147296906,
0.02989041432738304,
-0.07340844720602036,
0.0017316865269094706,
0.01976381428539753,
0.017815666273236275,
0.02627645991742611,
0.023735398426651955,
0.03604543209075928,
0.004333922173827887,
0.036854807287454605,
0.0029575135558843613,
0.021796662360429764,
0.06832632422447205,
-0.04980481043457985,
0.02590000629425049,
-0.010935977101325989,
0.04005466401576996,
0.04483562335371971,
-0.010023077018558979,
0.0065455869771540165,
-0.06113606318831444,
-0.020479075610637665,
0.006263246759772301,
0.042576901614665985,
-0.00911017693579197,
0.07246731966733932,
0.005675037857145071,
-0.01853092759847641,
-0.006983214057981968,
0.017580382525920868,
0.009091353975236416,
0.02546708472073078,
-0.05164943262934685,
0.005679743364453316,
-0.045174431055784225,
-0.00040792275103740394,
-0.036986567080020905,
-0.04408271610736847,
0.012319443747401237,
0.040769923478364944,
-0.0007899643387645483,
0.05835030600428581,
0.029062217101454735,
-0.05707036331295967,
0.011208905838429928,
0.05917850509285927,
-0.014954619109630585,
-0.09170409291982651,
-0.051047105342149734,
-0.04811076819896698,
0.0038610021583735943,
-0.024808291345834732,
-0.020573189482092857,
0.01675218529999256,
-0.008329035714268684,
-0.045550886541604996,
-0.04615321010351181,
0.04329216480255127,
0.025937652215361595,
0.015114611946046352,
0.014418172650039196,
0.024601241573691368,
0.0009923081379383802,
-0.0783776342868805,
-0.048826031386852264,
0.03967820852994919,
-0.013561740517616272,
-0.010540700517594814,
-0.01938736066222191,
-0.01143477763980627,
0.01571693830192089,
0.015425185672938824,
-0.005180942360311747,
0.00892665609717369,
0.03677951544523239,
-0.029231620952486992,
-0.03222442790865898,
0.025147099047899246,
0.028648117557168007,
0.009401928633451462,
0.0008852541795931756,
0.007420841604471207,
0.001858739648014307,
-0.06930510699748993,
0.03834179788827896,
0.010060722008347511,
0.0012822950957342982,
-0.014314647763967514,
-0.03604543209075928,
-0.005924438592046499,
-0.013345279730856419,
0.0005352699663490057,
0.011284196749329567,
-0.046341437846422195,
-0.017975658178329468,
-0.012234741821885109,
-0.039339400827884674,
0.03508547320961952,
-0.0537952184677124,
-0.010361884720623493,
0.027255240827798843,
-0.00046497900621034205,
-0.0021975478157401085,
-0.07133795320987701,
-0.015839284285902977,
-0.03395611420273781,
0.023885980248451233,
0.03653481975197792,
0.07355903089046478,
0.02147667668759823,
0.03493489325046539,
-0.039301756769418716,
0.02262486144900322,
-0.008352563716471195,
-0.03510429710149765,
0.017909780144691467,
-0.020573189482092857,
0.03668540343642235,
0.007364373188465834,
-0.008733723312616348,
0.002945749321952462,
-0.04984245449304581,
-0.04103344306349754,
-0.011585359461605549,
-0.03429492190480232,
0.018098006024956703,
0.007152618374675512,
-0.015124022960662842,
0.050633009523153305,
0.003338672686368227,
-0.039301756769418716,
0.0410710871219635,
-0.024808291345834732,
0.022549569606781006,
-0.022417811676859856,
0.023885980248451233,
0.034784313291311264,
0.05289173126220703,
0.012978238053619862,
0.007966699078679085,
0.03534899279475212,
-0.041560474783182144,
0.005651509389281273,
-0.005882087163627148,
-0.0065408810041844845,
0.058576177805662155,
0.04976716637611389,
0.06068431958556175,
0.00034204337862320244,
-0.005016244016587734,
0.03834179788827896,
0.03757006675004959,
-0.020874351263046265,
0.00523741077631712,
-0.011095969937741756,
-0.0274246446788311,
0.013298222795128822,
-0.0060185519978404045,
-0.014154654927551746,
-0.03885000944137573,
0.039075881242752075,
0.03054920956492424,
-0.06245364993810654,
-0.027085835114121437,
0.006667934358119965,
0.008517262525856495,
-0.04536265879869461,
0.019820282235741615,
-0.017787432298064232,
0.010427764616906643,
0.06456179171800613,
0.08342211693525314,
0.00027307591517455876,
0.05398344621062279,
-0.023095427080988884,
-0.0434427447617054,
-0.004804489202797413,
0.017250986769795418,
0.021401386708021164,
-0.03331614285707474,
-0.06554056704044342,
0.03495371714234352,
0.040882859379053116,
0.0009870142675936222,
0.031113889068365097,
0.022304875776171684,
0.03260087966918945,
0.011133614927530289,
0.05307995527982712,
0.02509063109755516,
-0.008818425238132477,
0.005933849606662989,
-0.022135471925139427,
-0.04604027420282364,
0.01844622567296028,
-0.044910915195941925,
-0.00839491467922926,
-0.00877136830240488,
0.011990047059953213,
0.003682186594232917,
-0.057296235114336014,
0.05183766037225723,
0.008343152701854706,
-0.004851545672863722,
0.023754222318530083,
0.08131397515535355,
-0.011265373788774014,
0.012940592132508755,
0.05070829764008522,
-0.009881907142698765,
0.005515045020729303,
-0.03342907875776291,
-0.027236416935920715,
0.0021810780744999647,
0.009444279596209526,
0.044534459710121155,
0.012771188281476498,
-0.024507129564881325,
-0.006291480734944344,
0.015029910020530224,
-0.048938967287540436,
0.028309309855103493,
-0.010568934492766857,
-0.04619085416197777,
-0.005755034275352955,
0.004402154125273228,
0.023867158219218254,
0.03964056447148323,
0.05469870567321777,
0.053494054824113846,
-0.04073227941989899,
0.00867254938930273,
-0.011990047059953213,
0.013627620413899422,
0.018427403643727303,
-0.01593339815735817,
0.014220534823834896,
-0.04494855925440788,
-0.034897249191999435,
-0.0021151986438781023,
0.010935977101325989,
-0.0029716305434703827,
-0.06459943950176239,
-0.028121083974838257,
0.03847355768084526,
0.04325451701879501,
-0.03612072393298149,
0.03211149200797081,
0.045325011014938354,
-0.01890738122165203,
-0.06557821482419968,
-0.0105971684679389,
-0.008841954171657562,
-0.032694995403289795,
0.0009199584601446986,
-0.06855219602584839,
-0.06283010542392731,
-0.01890738122165203,
-0.018079183995723724,
-0.013797024264931679,
0.016733361408114433,
-0.04235102981328964,
-0.011368898674845695,
0.0029904532711952925,
-0.0027951679658144712,
0.05503751337528229,
0.01884150318801403,
0.02793285623192787,
0.004122166894376278,
0.019989686086773872,
0.023114250972867012,
-0.009505453519523144,
0.027782274410128593,
0.024413015693426132,
0.023189540952444077,
0.037400662899017334,
0.0033433784265071154,
-0.06753577291965485,
-0.053230538964271545,
-0.057672690600156784,
-0.013053528033196926,
0.051160044968128204,
-0.0008670196984894574,
0.023321300745010376,
0.024733001366257668,
-0.027782274410128593,
0.04837428778409958,
-0.06806281208992004,
-0.04314158111810684,
0.08349740505218506,
-0.031678568571805954,
-0.0007011448033154011,
-0.006253835279494524,
0.011397132650017738,
-0.008860776200890541,
-0.01261119544506073,
0.028516359627246857,
0.0003873354580719024,
0.00007881996862124652,
0.005227999296039343,
0.01950029656291008,
-0.0025457674637436867,
0.013241754844784737,
0.07754944264888763,
-0.0134488046169281,
-0.007406724616885185,
-0.03041744977235794,
0.10299770534038544,
0.0134488046169281,
0.015575767494738102,
-0.04656730964779854,
-0.04807312414050102,
-0.042576901614665985,
0.009227818809449673,
-0.05861382558941841,
0.021947244182229042,
-0.032036200165748596,
-0.06497588753700256,
0.016159269958734512,
0.005764445755630732,
0.08033519983291626
] |
22,503 | salem.sio | DataArrayAccessor | null | class DataArrayAccessor(_XarrayAccessorBase):
def quick_map(self, ax=None, interp='nearest', **kwargs):
"""Make a plot of the DataArray."""
return self._quick_map(self._obj, ax=ax, interp=interp, **kwargs)
def deacc(self, as_rate=True):
"""De-accumulates the variable (i.e. compute the variable's rate).
The returned variable has one element less over the time dimension.
The default is to return in units per hour.
Parameters
----------
as_rate: bool
set to false if you don't want units per hour,
but units per given data timestep
"""
out = self._obj[{self.t_dim: slice(1, len(self._obj[self.t_dim]))}]
diff = self._obj[{self.t_dim: slice(0, len(self._obj[self.t_dim])-1)}]
out.values = out.values - diff.values
out.attrs['description'] = out.attrs['description'].replace('ACCUMULATED ', '')
if as_rate:
dth = self._obj.time[1].values - self._obj.time[0].values
dth = dth.astype('timedelta64[h]').astype(float)
out.values = out.values / dth
out.attrs['units'] += ' h-1'
else:
out.attrs['units'] += ' step-1'
return out
def interpz(self, zcoord, levels, dim_name='', fill_value=np.NaN,
use_multiprocessing=True):
"""Interpolates the array along the vertical dimension
Parameters
----------
zcoord: DataArray
the z coordinates of the variable. Must be of same dimensions
levels: 1dArray
the levels at which to interpolate
dim_name: str
the name of the new dimension
fill_value : np.NaN or 'extrapolate', optional
how to handle levels below the topography. Default is to mark them
as invalid, but you might want the have them extrapolated.
use_multiprocessing: bool
set to false if, for some reason, you don't want to use mp
Returns
-------
a new DataArray with the interpolated data
"""
if self.z_dim is None:
raise RuntimeError('zdimension not recognized')
data = wrftools.interp3d(self._obj.values, zcoord.values,
np.atleast_1d(levels), fill_value=fill_value,
use_multiprocessing=use_multiprocessing)
dims = list(self._obj.dims)
zd = np.nonzero([self.z_dim == d for d in dims])[0][0]
dims[zd] = dim_name
coords = dict(self._obj.coords)
coords.pop(self.z_dim, None)
coords[dim_name] = np.atleast_1d(levels)
out = xr.DataArray(data, name=self._obj.name, dims=dims, coords=coords)
out.attrs['pyproj_srs'] = self.grid.proj.srs
if not np.asarray(levels).shape:
out = out.isel(**{dim_name: 0})
return out
| (xarray_obj) | [
0.044720929116010666,
-0.025429164990782738,
-0.019301537424325943,
0.046010956168174744,
0.079317107796669,
0.016457615420222282,
-0.05277382582426071,
-0.02912333235144615,
-0.012333438731729984,
0.012910041026771069,
0.020816342905163765,
0.0034351851791143417,
0.01213797926902771,
0.0029709709342569113,
-0.04929466173052788,
0.017991965636610985,
-0.013349822722375393,
0.09858932346105576,
-0.014258706010878086,
0.014561666175723076,
-0.0026728964876383543,
-0.09804204106330872,
-0.016291474923491478,
0.018128786236047745,
-0.00230152509175241,
-0.012870949693024158,
0.027970127761363983,
-0.02390458807349205,
0.018949711695313454,
-0.05425931140780449,
-0.08318718522787094,
0.010584083385765553,
-0.05836394056677818,
0.01489394623786211,
0.04401727765798569,
-0.07040419429540634,
0.008780977688729763,
-0.04260997846722603,
-0.04038174822926521,
0.03457662835717201,
0.05433749407529831,
-0.057582106441259384,
0.03533891588449478,
-0.02365049161016941,
0.020425423979759216,
0.010232258588075638,
-0.03078473173081875,
0.003637973451986909,
0.010320214554667473,
0.004180370829999447,
0.05617480352520943,
-0.04022538289427757,
0.015402138233184814,
0.01837310940027237,
-0.0003060148737858981,
0.11102049052715302,
0.04260997846722603,
0.06328950077295303,
0.01454212050884962,
-0.062351297587156296,
-0.03209430351853371,
-0.0018397541716694832,
0.003938490990549326,
-0.008727227337658405,
-0.033345237374305725,
-0.0026802262291312218,
-0.009743611328303814,
0.007608226500451565,
0.018441520631313324,
-0.004080198705196381,
0.015363046899437904,
0.0173176322132349,
0.026347821578383446,
-0.0367853119969368,
0.04100721701979637,
0.05476750433444977,
-0.026465095579624176,
-0.03662894293665886,
0.03428344056010246,
0.0015856579411774874,
-0.05554933845996857,
0.016418524086475372,
-0.0010139415971934795,
0.06203856319189072,
-0.02443232573568821,
-0.01473757904022932,
0.0077841393649578094,
0.022301826626062393,
0.00043367379112169147,
0.022595016285777092,
0.01854902133345604,
0.028165586292743683,
-0.011190005578100681,
0.03838806971907616,
-0.008820069953799248,
-0.06063126027584076,
-0.03017880953848362,
-0.0185881145298481,
0.0008642935426905751,
0.032856591045856476,
0.03684394806623459,
-0.04651914909482002,
0.0012509351363405585,
0.022262735292315483,
-0.028693323954939842,
0.008546427823603153,
0.028106948360800743,
0.0060445573180913925,
0.007114693522453308,
-0.025253253057599068,
-0.0016198632074519992,
0.06043580174446106,
-0.050271954387426376,
-0.022086823359131813,
-0.05457204580307007,
0.01196206733584404,
-0.03004198893904686,
0.038700804114341736,
-0.01704399101436138,
-0.014092565514147282,
-0.013867788016796112,
0.05285200849175453,
-0.020738158375024796,
0.04198450967669487,
-0.018304698169231415,
-0.03477208688855171,
0.03578847274184227,
0.0053262473084032536,
-0.019018122926354408,
-0.033306147903203964,
-0.021989094093441963,
-0.0015563392080366611,
-0.03512391075491905,
-0.027501026168465614,
0.051483798772096634,
0.010036800056695938,
0.07736251503229141,
-0.026426004245877266,
-0.0639149621129036,
0.03635530173778534,
0.02947515808045864,
0.039091721177101135,
-0.016760576516389847,
0.039052631705999374,
0.012616853229701519,
0.011307280510663986,
0.09163099527359009,
0.05414203554391861,
-0.020718613639473915,
-0.01535327360033989,
-0.06981781870126724,
0.031214740127325058,
-0.003652632702142,
0.004392932169139385,
0.04921647906303406,
-0.04065538942813873,
-0.051327429711818695,
0.0377626046538353,
-0.00736878952011466,
-0.0031517702154815197,
-0.09084916114807129,
0.007295492570847273,
-0.04593277350068092,
-0.04636278375983238,
-0.018206968903541565,
0.020054053515195847,
-0.009973275475203991,
-0.05551024526357651,
-0.016604209318757057,
0.032739318907260895,
0.020914072170853615,
-0.019379721954464912,
-0.032504767179489136,
0.007935619913041592,
-0.025292344391345978,
0.009259851649403572,
-0.04413455352187157,
0.018343791365623474,
0.015695326030254364,
-0.0006914348341524601,
0.01899857632815838,
-0.02357230894267559,
-0.0917091816663742,
0.0002092017966788262,
-0.04929466173052788,
0.002341838553547859,
0.05852030962705612,
-0.04382181912660599,
0.045150939375162125,
0.04014720022678375,
0.021813180297613144,
-0.01216729823499918,
0.020171329379081726,
-0.018128786236047745,
0.05422021821141243,
-0.02384595014154911,
0.008077327162027359,
-0.022555923089385033,
0.04038174822926521,
0.04038174822926521,
-0.05852030962705612,
-0.02363094687461853,
0.04710552468895912,
-0.03180111572146416,
-0.03082382306456566,
-0.013476870954036713,
0.037977609783411026,
-0.0029954032506793737,
-0.08529813587665558,
0.05296928435564041,
0.01479621697217226,
-0.021089984104037285,
0.005072150845080614,
0.0016113119199872017,
0.016526024788618088,
0.03520209714770317,
-0.008546427823603153,
-0.025155523791909218,
0.09428923577070236,
0.017561955377459526,
0.008629498071968555,
-0.00016384928312618285,
0.020796796306967735,
0.01815810427069664,
-0.00030280815553851426,
-0.04206269234418869,
0.050389230251312256,
0.05273473262786865,
-0.013584373518824577,
-0.04925556853413582,
0.026465095579624176,
-0.003466947004199028,
-0.012968678958714008,
-0.06880143284797668,
0.04921647906303406,
-0.056331172585487366,
0.01522622536867857,
0.000929039204493165,
0.04319635406136513,
0.03809488192200661,
-0.027520572766661644,
0.016154654324054718,
0.02367003820836544,
0.0029660845175385475,
-0.038681257516145706,
-0.03725441172719002,
0.019438358023762703,
0.06434497237205505,
-0.014942810870707035,
-0.016672618687152863,
0.003227510256692767,
0.005267609376460314,
-0.019702227786183357,
0.050506506115198135,
0.006088535767048597,
-0.03015926294028759,
0.06856688112020493,
0.012235709466040134,
0.0023064115084707737,
-0.06360223144292831,
-0.026816921308636665,
-0.04049902409315109,
-0.0011843569809570909,
0.03688304126262665,
-0.01177638117223978,
0.039482638239860535,
0.0499592199921608,
-0.020034506916999817,
-0.010935909114778042,
0.05457204580307007,
0.0072075361385941505,
0.07732342928647995,
-0.04163268581032753,
-0.032582949846982956,
-0.03017880953848362,
0.07052146643400192,
0.1074240505695343,
-0.10132574290037155,
0.03668758273124695,
0.01776718720793724,
-0.02503824792802334,
-0.038700804114341736,
-0.03035472147166729,
-0.018089694902300835,
-0.004837600514292717,
-0.04734007641673088,
-0.01483530830591917,
-0.011365918442606926,
0.02904514968395233,
0.01774764247238636,
-0.013613692484796047,
-0.009425991214811802,
-0.02343548834323883,
-0.01537282019853592,
0.04081175848841667,
-0.027305567637085915,
-0.07149875909090042,
-0.00927451066672802,
-0.020327694714069366,
0.026250092312693596,
-0.004202360287308693,
0.0038920696824789047,
0.03719577193260193,
0.03555392101407051,
-0.03662894293665886,
-0.024588692933321,
0.008908025920391083,
0.04405637085437775,
0.01809946820139885,
-0.00213782861828804,
0.032797954976558685,
0.02468642219901085,
-0.0464409664273262,
0.0005619435105472803,
-0.019624045118689537,
-0.019448131322860718,
-0.009313602931797504,
0.050936512649059296,
0.025820082053542137,
0.06614319235086441,
-0.015304408967494965,
-0.03627711907029152,
-0.004454012960195541,
-0.012411621399223804,
0.044095464050769806,
0.06700321286916733,
0.02408050000667572,
-0.01725899614393711,
0.02408050000667572,
-0.0001827843370847404,
-0.04147631675004959,
-0.0026215885300189257,
-0.050467412918806076,
0.010310441255569458,
0.04890374466776848,
-0.025780990719795227,
0.016506480053067207,
-0.04210178554058075,
0.03731304779648781,
0.025350982323288918,
-0.05992760881781578,
0.04268816113471985,
-0.08428175002336502,
-0.010085664689540863,
-0.008350969292223454,
-0.0686841532588005,
0.02994425967335701,
0.009318489581346512,
0.03180111572146416,
0.05887213349342346,
-0.01466916874051094,
-0.0017200357979163527,
-0.017346952110528946,
0.06950508058071136,
0.013408460654318333,
-0.013242321088910103,
0.032778408378362656,
-0.021969547495245934,
0.010007481090724468,
0.010144301690161228,
-0.008712567389011383,
0.009064393118023872,
-0.006762867793440819,
-0.0054093170911073685,
-0.00739810848608613,
-0.08905094116926193,
-0.026641009375452995,
0.004835157189518213,
-0.01735672540962696,
-0.015617143362760544,
-0.04307907819747925,
-0.04065538942813873,
0.01000259444117546,
0.010515673086047173,
-0.009851113893091679,
-0.03582756221294403,
0.016750803217291832,
-0.03485026955604553,
0.013261866755783558,
-0.0474182590842247,
0.044290922582149506,
-0.03709804266691208,
-0.027403296902775764,
0.04171086847782135,
0.021089984104037285,
0.02449096366763115,
-0.003635530127212405,
-0.0000257684696407523,
0.007412767969071865,
-0.017737869173288345,
0.06723776459693909,
-0.038133975118398666,
0.007060942240059376,
0.003635530127212405,
-0.07450882345438004,
0.026171907782554626,
-0.014659395441412926,
0.008517108857631683,
-0.022555923089385033,
0.009851113893091679,
-0.05316474288702011,
-0.06571318209171295,
0.008839615620672703,
0.03187929838895798,
0.027833305299282074,
-0.0631331279873848,
0.07669796049594879,
-0.03995174169540405,
0.013652783818542957,
0.04151540994644165,
-0.00797959789633751,
0.02312275394797325,
0.02347457967698574,
-0.006694457493722439,
0.03109746426343918,
-0.012480032630264759,
-0.05437658727169037,
-0.04104630649089813,
0.01849038526415825,
0.0611785463988781,
0.0033472287468612194,
-0.01450302917510271,
-0.039541278034448624,
0.01226502750068903,
0.014972129836678505,
-0.0692705288529396,
-0.05511932820081711,
0.006132513750344515,
0.0022233417257666588,
0.06700321286916733,
-0.0033130233641713858,
-0.07392244786024094,
-0.06031852588057518,
-0.05410294234752655,
-0.0177085492759943,
0.005682959221303463,
0.019340628758072853,
0.03399025276303291,
0.039795372635126114,
0.004412478301674128,
-0.003699054243043065,
0.07228059321641922,
0.06430588662624359,
-0.0497637614607811,
-0.06285949051380157,
-0.0038065563421696424,
-0.0037381460424512625,
-0.01200115866959095,
-0.08607997000217438,
-0.03655076026916504,
0.03614029660820961,
0.05453295260667801,
0.018939940258860588,
-0.0117079708725214,
-0.003071143524721265,
-0.044955480843782425,
0.006684684660285711,
-0.03983446583151817,
0.008145737461745739,
0.022497287020087242,
-0.013281412422657013,
0.014346661977469921,
-0.003085802774876356,
-0.06219492852687836,
-0.022653652355074883,
0.04002992436289787,
0.020288603380322456,
-0.021285442635416985,
-0.016213292255997658,
-0.03371661156415939,
-0.008605065755546093,
0.02480369806289673,
-0.018500156700611115,
-0.033657971769571304,
0.00024508676142431796,
0.03731304779648781,
-0.04327453672885895,
0.07294515520334244,
0.01155160367488861,
-0.05199199169874191,
-0.03440071642398834,
-0.05637026205658913,
0.04073357582092285,
-0.007705955766141415,
-0.026582371443510056,
0.05339929088950157,
0.056331172585487366,
0.007617999333888292,
0.003958036657422781,
-0.02392413467168808,
-0.04823918640613556,
0.04268816113471985,
-0.012958905659615993,
0.06031852588057518,
-0.050271954387426376,
0.04163268581032753,
0.06430588662624359,
-0.03475254029035568,
0.0714205726981163,
-0.03606211394071579,
0.00394093431532383,
-0.02451051026582718,
-0.008111532777547836,
-0.02507733926177025,
0.020093144848942757,
-0.010144301690161228,
-0.013300958089530468,
0.069661445915699,
0.015832146629691124,
-0.037684421986341476,
-0.051835622638463974,
-0.02947515808045864,
-0.0037503622006624937,
0.005121015477925539,
0.020464517176151276,
-0.013906880281865597,
-0.03700031340122223,
-0.019115852192044258,
-0.039091721177101135,
0.0013352265814319253,
-0.02462778426706791,
0.046089138835668564,
-0.007759707048535347,
0.00930382963269949,
-0.017737869173288345,
0.044603653252124786,
-0.03490890935063362,
-0.0028146039694547653,
-0.007060942240059376,
0.04264906793832779,
-0.02462778426706791,
-0.03739123046398163,
0.04597186669707298,
0.044955480843782425,
0.04257088527083397,
-0.0027657393366098404,
-0.026015540584921837,
-0.05289110168814659,
-0.0611785463988781,
0.015196907334029675,
0.007857436314225197,
0.00920610036700964,
0.07353153079748154,
-0.11070775985717773,
0.04339181259274483,
-0.028263315558433533,
0.0023564978037029505,
0.01550964079797268,
0.07099056988954544,
0.027872398495674133,
0.002487210789695382,
-0.026562824845314026,
0.08467266708612442,
0.004026447422802448,
0.01184479147195816,
0.010310441255569458,
-0.050623781979084015,
-0.03514345735311508,
-0.025292344391345978,
-0.008849388919770718,
0.013545282185077667,
0.02468642219901085,
0.05504114553332329,
0.022204097360372543,
-0.06790231913328171,
0.018734708428382874,
0.019624045118689537,
0.03064790926873684,
-0.016643300652503967,
-0.006552749779075384,
-0.04558094963431358,
0.005531478673219681,
0.0026680100709199905,
0.0038334319833666086,
-0.00881518330425024,
0.039443548768758774,
0.05324292555451393,
-0.07138148695230484,
0.025311890989542007,
-0.06051398441195488,
0.03025699220597744,
0.01806037500500679,
-0.008487789891660213,
-0.09577471762895584,
0.033130235970020294,
0.015617143362760544,
-0.0037723511923104525,
0.06766776740550995,
0.04319635406136513,
-0.03492845222353935,
-0.0006914348341524601,
-0.018988804891705513,
-0.04315726086497307,
0.018461065366864204,
0.018089694902300835,
0.03752805292606354,
-0.06555681675672531,
0.007031623739749193,
0.03129292279481888,
-0.028556503355503082,
-0.011317053809762001,
0.022849110886454582,
-0.06801959872245789,
-0.01576373726129532,
-0.0069387806579470634,
-0.04714461788535118,
0.009548152796924114,
-0.015968969091773033,
-0.007857436314225197,
-0.04163268581032753,
0.028536956757307053,
0.001667506294324994,
-0.007837890647351742,
0.01784537173807621,
0.0363943949341774,
-0.03447889909148216,
-0.04906011000275612,
-0.01714172028005123,
0.012851404026150703,
0.04679279029369354,
-0.02965107187628746,
-0.009225646033883095,
-0.016672618687152863,
-0.00898132286965847,
0.012431167997419834,
-0.02994425967335701,
0.10601674765348434,
-0.03983446583151817,
0.01815810427069664,
-0.033521153032779694,
0.017601048573851585,
0.016115562990307808,
-0.0004956708289682865,
-0.057464830577373505,
-0.010505900718271732,
0.0025165295228362083,
-0.011033638380467892,
0.02454960159957409,
0.0013144591357558966,
-0.013388914987444878,
0.027950581163167953,
-0.009469970129430294,
0.005208971910178661,
0.03604256734251976,
-0.002191579667851329,
-0.027813760563731194,
-0.009851113893091679,
-0.007828117348253727,
0.0020718611776828766,
0.03428344056010246,
-0.05519751086831093,
-0.034146618098020554,
-0.025644170120358467,
0.04855191707611084,
-0.020151782780885696,
0.044173646718263626,
-0.028693323954939842,
-0.006064103450626135,
-0.0030173922423273325,
-0.003085802774876356,
-0.031156102195382118,
0.028556503355503082,
-0.06305494904518127,
-0.017024444416165352,
0.0834217369556427,
-0.05246109142899513,
0.017307860776782036,
0.06027943640947342,
0.01186433807015419,
0.03078473173081875,
0.010818634182214737,
-0.006694457493722439,
0.002753523178398609,
0.014415072277188301,
0.03479163348674774,
-0.033736154437065125,
-0.0028854578267782927,
-0.006283994298428297,
-0.005482614040374756,
0.020679520443081856,
0.06016216054558754,
0.039326272904872894,
-0.0028097175527364016,
0.05992760881781578,
0.018304698169231415,
-0.011258415877819061,
0.057191189378499985,
-0.0485910102725029,
0.011385464109480381,
-0.008434038609266281,
0.03762578219175339,
0.027579210698604584,
0.021383171901106834,
-0.009083938784897327,
-0.018089694902300835,
-0.10969137400388718,
-0.009885319508612156,
0.007075601723045111,
0.022380011156201363,
-0.04577640816569328,
-0.0005625543417409062,
0.010623175650835037,
0.008306991308927536,
0.02378731220960617,
0.02996380440890789,
0.06571318209171295,
-0.019369948655366898,
-0.0181971974670887,
0.00033166882349178195,
-0.010349533520638943,
0.013300958089530468,
0.06203856319189072,
0.000833753147162497,
0.0028903442434966564,
0.0020572019275277853,
-0.020210420712828636,
0.005868644919246435,
0.03590574860572815,
-0.011043411679565907,
0.08764363825321198,
0.0010951790027320385,
0.07677613943815231,
0.008487789891660213,
0.02447141893208027,
-0.06356313824653625,
0.06614319235086441,
-0.013408460654318333,
0.0008361963555216789,
-0.06051398441195488,
0.0054435222409665585,
-0.0028439227025955915,
0.010720904916524887,
0.0375671461224556,
0.026856012642383575,
0.03058927319943905,
-0.016574889421463013,
-0.01576373726129532,
-0.003051597625017166,
0.016565117985010147,
0.062273114919662476,
-0.05367293581366539,
-0.06383678317070007,
-0.021383171901106834,
-0.014375980943441391,
0.001463496359065175,
0.016047151759266853,
-0.019066987559199333,
0.0369807705283165,
-0.0157832819968462,
-0.018851982429623604,
0.05359474942088127,
-0.0019399267621338367,
-0.051679257303476334,
0.006215583998709917,
0.05992760881781578,
-0.027129655703902245,
-0.008077327162027359,
-0.050584688782691956,
0.0027926149778068066,
-0.019907459616661072,
-0.020816342905163765,
0.010232258588075638,
0.004214576445519924,
0.05582297965884209,
0.017894236370921135,
0.008233694359660149,
-0.03178156912326813,
0.01737627014517784
] |
22,504 | salem.sio | __init__ | null | def __init__(self, xarray_obj):
self._obj = xarray_obj
if isinstance(xarray_obj, xr.DataArray):
xarray_obj = xarray_obj.to_dataset(name='var')
try: # maybe there was already some georef
xarray_obj.attrs['pyproj_srs'] = xarray_obj['var'].pyproj_srs
except:
pass
self.grid = grid_from_dataset(xarray_obj)
if self.grid is None:
raise RuntimeError('dataset Grid not understood.')
dn = xarray_obj.sizes.keys()
self.x_dim = utils.str_in_list(dn, utils.valid_names['x_dim'])[0]
self.y_dim = utils.str_in_list(dn, utils.valid_names['y_dim'])[0]
dim = utils.str_in_list(dn, utils.valid_names['t_dim'])
self.t_dim = dim[0] if dim else None
dim = utils.str_in_list(dn, utils.valid_names['z_dim'])
self.z_dim = dim[0] if dim else None
| (self, xarray_obj) | [
0.029377764090895653,
-0.013104151003062725,
-0.021444840356707573,
0.025837603956460953,
0.02131509594619274,
0.0014376105973497033,
-0.03549426794052124,
-0.0002959786506835371,
0.01268711593002081,
-0.027227718383073807,
0.01325242966413498,
0.02648632414638996,
-0.019739633426070213,
0.004934908356517553,
-0.05845896899700165,
0.013363638892769814,
-0.0361429899930954,
0.0559752956032753,
0.02068491093814373,
0.05123037099838257,
-0.02555958181619644,
-0.013975289650261402,
-0.038997359573841095,
0.04492851719260216,
0.027431601658463478,
-0.004874669946730137,
0.02287202514708042,
0.01955428346991539,
0.05994175747036934,
-0.03714387118816376,
-0.08622419834136963,
-0.012121803127229214,
-0.018896296620368958,
0.06079436093568802,
0.005041483789682388,
-0.05389939248561859,
0.038218893110752106,
0.010611210949718952,
0.00025470962282270193,
0.017376437783241272,
0.004320940934121609,
-0.06275905668735504,
-0.0027454770170152187,
0.02196381613612175,
0.032046783715486526,
-0.01699647307395935,
0.02211209572851658,
-0.023835837841033936,
-0.062314219772815704,
0.021797003224492073,
-0.010944838635623455,
-0.0006823147996328771,
0.019443074241280556,
0.03567961975932121,
-0.03605031594634056,
0.06342631578445435,
0.025893209502100945,
0.11595412343740463,
-0.0041772956028580666,
-0.01795101910829544,
-0.03167608752846718,
0.03847838193178177,
-0.0009667091071605682,
-0.07925508916378021,
-0.039924103766679764,
-0.015458079054951668,
-0.04029479995369911,
0.013623126782476902,
0.011917918920516968,
-0.002367829205468297,
-0.007886585779488087,
0.0772533267736435,
0.019443074241280556,
-0.02798764780163765,
0.04626302793622017,
0.034827012568712234,
-0.07502914220094681,
0.007186894305050373,
-0.02593027800321579,
0.0002445733698550612,
-0.007682702038437128,
0.05716152861714363,
-0.04440953955054283,
0.019498679786920547,
-0.0205551665276289,
-0.02246425859630108,
-0.003700022818520665,
0.03338129445910454,
0.05771757289767265,
0.021648723632097244,
0.023631954565644264,
0.05745808780193329,
-0.028784647583961487,
0.017385704442858696,
0.004137909039855003,
-0.025244487449526787,
0.01940600574016571,
-0.019739633426070213,
-0.005180495325475931,
-0.002107182750478387,
-0.017413506284356117,
-0.09363814443349838,
-0.039145637303590775,
0.0417775884270668,
-0.04433540254831314,
0.025689324364066124,
0.06242543086409569,
-0.01792321540415287,
0.017802739515900612,
0.008910637348890305,
-0.024892326444387436,
0.07747574150562286,
-0.01759885624051094,
0.08348103612661362,
-0.02896999567747116,
-0.03225066885352135,
-0.010518536902964115,
0.011945721693336964,
-0.0026574365328997374,
-0.03171315789222717,
0.015986323356628418,
0.06253664195537567,
-0.04737512022256851,
0.07658606767654419,
0.013901149854063988,
0.040480148047208786,
0.05538218095898628,
-0.022000886499881744,
-0.0006660967483185232,
-0.05938571318984032,
0.0240767914801836,
-0.0371994785964489,
-0.06602119654417038,
-0.012056930921971798,
0.028210066258907318,
0.009971758350729942,
0.07180407643318176,
-0.03862666338682175,
-0.058199480175971985,
-0.04592939838767052,
0.018720215186476707,
0.026727277785539627,
0.019165052101016045,
-0.02309444360435009,
0.00887356698513031,
0.03888614848256111,
-0.008970875293016434,
-0.006825464777648449,
-0.034178294241428375,
-0.04051721841096878,
-0.06880142539739609,
-0.020870259031653404,
-0.00906354933977127,
-0.03423389792442322,
-0.04689321294426918,
-0.019090913236141205,
-0.01505957916378975,
-0.0382559634745121,
0.08422243595123291,
0.014549870043992996,
-0.08370345830917358,
0.05282437056303024,
-0.04511386528611183,
-0.017376437783241272,
-0.032899387180805206,
-0.027857905253767967,
-0.054937344044446945,
-0.12781643867492676,
-0.06605826318264008,
0.027468672022223473,
0.022000886499881744,
-0.059904687106609344,
-0.05197176709771156,
0.023631954565644264,
-0.0339929461479187,
0.054158881306648254,
-0.013447045348584652,
0.022909095510840416,
-0.016421891748905182,
0.03988703340291977,
0.011241396889090538,
0.01814563386142254,
-0.003975728992372751,
0.03486408293247223,
-0.043112099170684814,
0.01739497296512127,
0.03888614848256111,
0.014179172925651073,
0.029007066041231155,
0.061943523585796356,
0.021871142089366913,
0.01865534298121929,
-0.023613419383764267,
0.025744929909706116,
0.030619598925113678,
-0.011639895848929882,
0.016875995323061943,
-0.03888614848256111,
-0.05052604526281357,
0.06127626821398735,
-0.0343821756541729,
-0.015810241922736168,
0.046300098299980164,
-0.03996117413043976,
-0.057421017438173294,
-0.010750222951173782,
-0.005866285413503647,
-0.0012429944472387433,
-0.03512357175350189,
0.027857905253767967,
0.042333636432886124,
-0.013623126782476902,
0.005268536042422056,
0.007576126605272293,
0.03910856693983078,
-0.009758607484400272,
0.01083362940698862,
-0.010351723060011864,
0.04422419145703316,
-0.001229093293659389,
0.07910680770874023,
-0.027246253564953804,
-0.007826347835361958,
0.001839585485868156,
-0.006477935705333948,
-0.016875995323061943,
0.009114520624279976,
-0.0032760377507656813,
-0.005949692334979773,
-0.0531579963862896,
-0.008437997661530972,
0.010342455469071865,
-0.02188967727124691,
-0.06290733814239502,
0.04852427914738655,
-0.02246425859630108,
0.05616064742207527,
-0.003236651187762618,
-0.004633716773241758,
-0.04937688633799553,
0.012594441883265972,
-0.001017100759781897,
-0.004517873749136925,
-0.04122154414653778,
-0.02166725881397724,
0.0006771018379367888,
-0.014939102344214916,
0.06127626821398735,
-0.05404767021536827,
-0.047857023775577545,
0.004279237240552902,
-0.014114300720393658,
-0.036587826907634735,
0.022130630910396576,
-0.0030698373448103666,
-0.0495622344315052,
0.01649603061378002,
0.011899384669959545,
-0.0002140197902917862,
-0.02352074533700943,
0.010221978649497032,
-0.02485525608062744,
0.05760636553168297,
0.0863724797964096,
0.015828775241971016,
0.04363107681274414,
0.011176524683833122,
-0.00946204923093319,
0.01719108782708645,
-0.002138460287824273,
0.07276788353919983,
0.09378642588853836,
0.04088791459798813,
-0.015847310423851013,
-0.019368935376405716,
0.015383939258754253,
-0.009146956726908684,
-0.07006179541349411,
0.04263019189238548,
0.041481032967567444,
0.0052917045541107655,
-0.06042366474866867,
0.01526346243917942,
0.019739633426070213,
0.011815977282822132,
-0.06264784932136536,
-0.01968402788043022,
-0.015041043981909752,
-0.02188967727124691,
-0.020870259031653404,
-0.07814300060272217,
0.037644315510988235,
-0.01644042693078518,
0.0029841135255992413,
0.0005085503798909485,
-0.025466905906796455,
-0.046930283308029175,
0.05745808780193329,
-0.01001809537410736,
0.03888614848256111,
0.050674326717853546,
0.02211209572851658,
0.017839809879660606,
0.011778907850384712,
-0.010221978649497032,
0.025448372587561607,
-0.0015824142610654235,
0.022075025364756584,
0.022649606689810753,
0.01614386960864067,
0.06917212158441544,
0.02402118779718876,
0.00759466178715229,
0.00741858035326004,
0.04578112065792084,
-0.014012359082698822,
0.04010945186018944,
-0.04845014214515686,
-0.02253839746117592,
0.04314916953444481,
-0.01962842419743538,
-0.06902384012937546,
-0.013085615821182728,
-0.04088791459798813,
-0.0004937804187647998,
0.03206532076001167,
0.022834954783320427,
-0.03903442993760109,
-0.018692413344979286,
0.023687560111284256,
-0.01083362940698862,
0.029878204688429832,
0.00662158103659749,
0.034104153513908386,
0.08592764288187027,
-0.011185792274773121,
-0.015634160488843918,
0.015680497512221336,
0.015096648596227169,
-0.016625775024294853,
-0.011667698621749878,
0.013048546388745308,
-0.03634687513113022,
0.0123905586078763,
-0.012307151220738888,
-0.07399118691682816,
-0.0559382289648056,
-0.09022773057222366,
0.018108565360307693,
-0.011065315455198288,
-0.03430803865194321,
-0.00985128153115511,
-0.018720215186476707,
0.035605479031801224,
0.03358517959713936,
0.03454899042844772,
-0.0012846979079768062,
0.021908212453126907,
-0.008336056023836136,
-0.004907106049358845,
-0.0017237425781786442,
-0.016736984252929688,
-0.038849081844091415,
-0.010824361816048622,
-0.011176524683833122,
-0.042185354977846146,
-0.018961168825626373,
-0.009378642775118351,
-0.0030721542425453663,
-0.002497573383152485,
-0.017635924741625786,
-0.048079442232847214,
-0.06913505494594574,
0.008577009662985802,
0.03137952834367752,
-0.008067300543189049,
-0.05256488174200058,
-0.031972646713256836,
0.0028451019898056984,
-0.046374235302209854,
0.04377935454249382,
-0.02075904980301857,
0.06724449247121811,
0.008238748647272587,
-0.04022065922617912,
-0.028358345851302147,
-0.006496470887213945,
0.02889585681259632,
0.015041043981909752,
0.004828332923352718,
0.03569815307855606,
-0.024113861843943596,
0.030007949098944664,
0.019535750150680542,
0.011083850637078285,
0.017033541575074196,
0.009916153736412525,
0.017005739733576775,
0.0033802962861955166,
0.021000003442168236,
-0.0467820018529892,
-0.0659099891781807,
0.017413506284356117,
0.04422419145703316,
0.009095985442399979,
-0.03929391875863075,
0.050674326717853546,
-0.010351723060011864,
0.011575024574995041,
0.03252869099378586,
0.07176700234413147,
0.0208887942135334,
0.03818182647228241,
-0.02487379126250744,
-0.01589364744722843,
0.02530009299516678,
-0.006825464777648449,
0.0361429899930954,
0.05831069126725197,
0.00048132732626982033,
-0.016699913889169693,
0.02452162839472294,
-0.021574584767222404,
-0.024391883984208107,
-0.042963821440935135,
-0.019313331693410873,
-0.007539057172834873,
-0.04407591372728348,
0.05226832255721092,
0.03706973418593407,
-0.05845896899700165,
0.014003091491758823,
-0.043594006448984146,
-0.04337158799171448,
0.021296562626957893,
0.00897550955414772,
-0.023835837841033936,
0.007006179541349411,
0.007576126605272293,
0.026263905689120293,
0.03597617521882057,
0.001750386436469853,
0.07032128423452377,
-0.04548456147313118,
-0.08674317598342896,
0.005727273877710104,
-0.048783767968416214,
-0.0013773723039776087,
-0.02168579399585724,
0.00211529154330492,
0.05842189863324165,
0.03925684839487076,
0.04641130566596985,
-0.04726390913128853,
-0.005917256232351065,
-0.06264784932136536,
-0.039849963039159775,
-0.013780673034489155,
0.012770523317158222,
0.000023150481865741313,
-0.07740160077810287,
-0.011519419960677624,
-0.0067513249814510345,
-0.11209887266159058,
-0.05793999135494232,
-0.00946204923093319,
-0.011380407959222794,
0.016560902819037437,
-0.009137689135968685,
-0.05986762046813965,
-0.021908212453126907,
0.009327671490609646,
0.019146516919136047,
-0.008544573560357094,
0.043037958443164825,
-0.012705651111900806,
-0.028988530859351158,
0.04592939838767052,
-0.021871142089366913,
-0.0375516414642334,
-0.054937344044446945,
-0.0026319511234760284,
0.07347220927476883,
0.016783321276307106,
-0.0008612920646555722,
0.08110857754945755,
0.017580321058630943,
-0.008882834576070309,
-0.03873787075281143,
-0.00682083098217845,
-0.0680229589343071,
0.061387479305267334,
-0.05349162593483925,
0.04377935454249382,
0.042037077248096466,
0.04741218686103821,
0.059978827834129333,
0.02203795686364174,
0.01686672866344452,
-0.004239850677549839,
0.007622464094310999,
-0.00988835096359253,
-0.06083143129944801,
-0.013827010057866573,
-0.01140821073204279,
-0.006329657044261694,
-0.03597617521882057,
0.011454547755420208,
-0.009346206672489643,
-0.04237070679664612,
-0.07072905451059341,
-0.03273257613182068,
-0.0180714949965477,
0.003662952920421958,
0.022075025364756584,
0.011806709691882133,
-0.055159762501716614,
0.004633716773241758,
-0.08058959990739822,
0.03286231681704521,
-0.015634160488843918,
0.04214828833937645,
0.0026064657140523195,
-0.0009551248513162136,
-0.008572375401854515,
0.03291792422533035,
0.004344109445810318,
0.01905384287238121,
-0.0075483242981135845,
0.020147399976849556,
0.01586584560573101,
-0.08392587304115295,
0.03714387118816376,
0.07428774237632751,
0.049117397516965866,
0.031064435839653015,
0.013697266578674316,
-0.030693739652633667,
-0.001285856356844306,
0.029933810234069824,
0.0004929116112180054,
-0.00600529694929719,
0.036865849047899246,
-0.04845014214515686,
-0.007084952667355537,
-0.041184473782777786,
0.007608562707901001,
0.05041483789682388,
0.015291265211999416,
0.02289056032896042,
0.06820830702781677,
-0.023835837841033936,
0.0417775884270668,
0.0017781887436285615,
0.00028265672153793275,
0.019887911155819893,
-0.0322321318089962,
-0.037792593240737915,
0.02012886479496956,
-0.015041043981909752,
0.02005472593009472,
-0.007798545062541962,
0.0453362837433815,
0.08585350215435028,
-0.05768050625920296,
0.027097975835204124,
0.007376877125352621,
0.034827012568712234,
-0.004805163946002722,
-0.01320609264075756,
0.023891443386673927,
0.0031694620847702026,
-0.049413952976465225,
0.02515181340277195,
-0.0000813072474556975,
0.008224846795201302,
-0.02302030473947525,
-0.0037556274328380823,
-0.03391880542039871,
-0.014383056201040745,
0.020017655566334724,
0.010926303453743458,
-0.015124451369047165,
-0.05304678902029991,
-0.028525158762931824,
0.03768138214945793,
-0.015828775241971016,
0.021370701491832733,
0.04192586988210678,
-0.08481554687023163,
0.04377935454249382,
-0.004084621090441942,
-0.02685702219605446,
0.06034952402114868,
-0.02967432141304016,
0.03308473527431488,
-0.019498679786920547,
-0.04626302793622017,
0.05971933901309967,
-0.09089498221874237,
-0.026300976052880287,
0.06561342626810074,
-0.026263905689120293,
0.030063552781939507,
0.01268711593002081,
-0.057495154440402985,
-0.03775552287697792,
0.012631511315703392,
0.02131509594619274,
-0.021945282816886902,
0.04333451762795448,
-0.05504855513572693,
0.0018870810745283961,
-0.002109499415382743,
-0.01933186501264572,
-0.021166818216443062,
-0.04136982187628746,
0.06932040303945541,
-0.026671672239899635,
-0.010935571044683456,
0.0017874562181532383,
-0.004360327497124672,
-0.01299294177442789,
0.021648723632097244,
0.000010579716217762325,
-0.030193297192454338,
0.10653841495513916,
-0.07873611152172089,
-0.00847043376415968,
-0.03004501946270466,
0.03679170832037926,
-0.018840691074728966,
0.0067513249814510345,
-0.07113681733608246,
0.0010796559508889914,
-0.0072610341012477875,
-0.012056930921971798,
0.05212004482746124,
-0.0161160659044981,
-0.0040012141689658165,
0.018488530069589615,
0.02585613913834095,
0.038997359573841095,
0.04377935454249382,
-0.0019913397263735533,
-0.06676258891820908,
0.01024051383137703,
0.012094000354409218,
0.018062228336930275,
0.02685702219605446,
-0.029210949316620827,
-0.011167257092893124,
-0.06394529342651367,
0.02776522934436798,
0.007919021882116795,
0.09274847060441971,
-0.055493392050266266,
-0.027375997975468636,
0.02365048974752426,
0.009730804711580276,
-0.03436364233493805,
0.01126919873058796,
-0.01912798173725605,
-0.02620830200612545,
0.08978289365768433,
-0.013864080421626568,
0.01084289699792862,
0.01849779672920704,
0.008933805860579014,
0.06628068536520004,
-0.03803354501724243,
0.014679614454507828,
-0.0021373017225414515,
-0.0018604372162371874,
0.026245370507240295,
-0.02641218528151512,
0.0011572707444429398,
0.01147308200597763,
-0.02641218528151512,
0.019183587282896042,
-0.02175993286073208,
0.04789409413933754,
-0.008331422694027424,
-0.01547661330550909,
0.01633848436176777,
-0.02889585681259632,
-0.00481906533241272,
-0.00018766552966553718,
0.04581819102168083,
0.04025772958993912,
-0.025485441088676453,
0.039701685309410095,
0.06272199004888535,
-0.0006307646981440485,
-0.04492851719260216,
-0.08096029609441757,
-0.004693955183029175,
-0.01342851109802723,
0.031138576567173004,
-0.018942633643746376,
0.003537842771038413,
-0.014994706958532333,
-0.057272735983133316,
0.05916329473257065,
0.0240953266620636,
0.007358341943472624,
-0.026894090697169304,
0.0060238316655159,
0.01200132630765438,
-0.004415932111442089,
0.012242279015481472,
0.02733892761170864,
-0.0037069732788950205,
-0.04908032715320587,
-0.024206535890698433,
0.04830186069011688,
0.0350494310259819,
0.03642101213335991,
-0.04192586988210678,
-0.0177193321287632,
0.03123125061392784,
0.0026319511234760284,
0.035809360444545746,
0.06754105538129807,
0.014651811681687832,
0.03427096828818321,
0.030211832374334335,
0.010259049013257027,
-0.00683473190292716,
-0.03929391875863075,
0.017024274915456772,
0.00903574749827385,
0.00037127654650248587,
0.004246801137924194,
0.0032528690062463284,
0.000016932975995587185,
0.027802299708127975,
0.02485525608062744,
-0.020573701709508896,
0.07895853370428085,
-0.005991395562887192,
-0.049488093703985214,
-0.02776522934436798,
-0.04114740341901779,
-0.03271403908729553,
0.0065520755015313625,
0.012131069786846638,
-0.005565093830227852,
-0.006654017139226198,
-0.003950243350118399,
0.03936805576086044,
0.05197176709771156,
0.0244474895298481,
0.031416598707437515,
0.04718977212905884,
-0.02387290820479393,
-0.02259400300681591,
-0.025893209502100945,
0.015115183778107166,
-0.07135923951864243,
-0.05708738788962364,
-0.01441085897386074,
0.00011055758659495041,
0.012344221584498882,
0.0318799689412117,
0.02522595413029194,
0.046225957572460175,
-0.008757724426686764
] |
22,505 | salem.sio | _apply_transform | Common transform mixin | def _apply_transform(self, transform, grid, other, return_lut=False):
"""Common transform mixin"""
was_dataarray = False
if not isinstance(other, xr.Dataset):
try:
other = other.to_dataset(name=other.name)
was_dataarray = True
except AttributeError:
# must be a ndarray
if return_lut:
rdata, lut = transform(other, grid=grid, return_lut=True)
else:
rdata = transform(other, grid=grid)
# let's guess
sh = rdata.shape
nd = len(sh)
if nd == 2:
dims = (self.y_dim, self.x_dim)
elif nd == 3:
newdim = 'new_dim'
if self.t_dim and sh[0] == self._obj.sizes[self.t_dim]:
newdim = self.t_dim
if self.z_dim and sh[0] == self._obj.sizes[self.z_dim]:
newdim = self.z_dim
dims = (newdim, self.y_dim, self.x_dim)
else:
raise NotImplementedError('more than 3 dims not ok yet.')
coords = {}
for d in dims:
if d in self._obj:
coords[d] = self._obj[d]
out = xr.DataArray(rdata, coords=coords, dims=dims)
out.attrs['pyproj_srs'] = self.grid.proj.srs
if return_lut:
return out, lut
else:
return out
# go
out = xr.Dataset()
for v in other.data_vars:
var = other[v]
if return_lut:
rdata, lut = transform(var, return_lut=True)
else:
rdata = transform(var)
# remove old coords
dims = [d for d in var.dims]
coords = {}
for c in var.coords:
n = utils.str_in_list([c], utils.valid_names['x_dim'])
if n:
dims = [self.x_dim if x in n else x for x in dims]
continue
n = utils.str_in_list([c], utils.valid_names['y_dim'])
if n:
dims = [self.y_dim if x in n else x for x in dims]
continue
coords[c] = var.coords[c]
# add new ones
coords[self.x_dim] = self._obj[self.x_dim]
coords[self.y_dim] = self._obj[self.y_dim]
rdata = xr.DataArray(rdata, coords=coords, attrs=var.attrs,
dims=dims)
rdata.attrs['pyproj_srs'] = self.grid.proj.srs
out[v] = rdata
if was_dataarray:
out = out[v]
else:
out.attrs['pyproj_srs'] = self.grid.proj.srs
if return_lut:
return out, lut
else:
return out
| (self, transform, grid, other, return_lut=False) | [
-0.018895521759986877,
-0.0324578620493412,
0.01511068269610405,
0.07049740105867386,
-0.035936854779720306,
-0.018388964235782623,
-0.04580037295818329,
0.0005630067316815257,
0.05669612064957619,
0.012052226811647415,
0.018570560961961746,
-0.007383303251117468,
0.005247163120657206,
0.02880682982504368,
-0.020644575357437134,
0.00375616573728621,
-0.05287305265665054,
0.06759186834096909,
0.04052453860640526,
-0.022556109353899956,
-0.012539668008685112,
-0.07462631911039352,
0.01607600785791874,
0.018169138580560684,
0.005118134431540966,
0.017385408282279968,
0.009227934293448925,
-0.014460760168731213,
0.05486104637384415,
-0.0268761795014143,
-0.08296060562133789,
-0.01535918191075325,
0.031081555411219597,
0.01238674484193325,
0.013170474208891392,
-0.04870590567588806,
-0.018092676997184753,
0.020950421690940857,
0.04981459677219391,
0.008568454533815384,
-0.006728602573275566,
-0.043315377086400986,
0.017347177490592003,
0.033604782074689865,
0.02685706317424774,
0.00032167547033168375,
-0.048744138330221176,
0.0247734896838665,
-0.05249074473977089,
0.02462056837975979,
0.004234049469232559,
-0.04652675613760948,
0.0403716154396534,
0.052605435252189636,
-0.00017114209185820073,
0.02200176566839218,
0.019182251766324043,
0.12256760895252228,
-0.0059400941245257854,
-0.05038805678486824,
0.020969536155462265,
0.02226937934756279,
-0.05401997268199921,
-0.013782165944576263,
-0.026742370799183846,
-0.02058723010122776,
-0.04786483198404312,
-0.002238885033875704,
0.030087556689977646,
0.04163322597742081,
-0.06797417998313904,
0.06537448614835739,
0.05776657909154892,
-0.002965268213301897,
0.035879507660865784,
0.03622358292341232,
-0.01728983223438263,
0.01067592203617096,
0.05291128158569336,
-0.00932828988879919,
-0.012243379838764668,
0.009285280480980873,
-0.037370502948760986,
0.024295607581734657,
-0.029017098248004913,
-0.012663917616009712,
-0.0019342342857271433,
0.02752610109746456,
0.0030178355518728495,
-0.10666363686323166,
0.012778609991073608,
0.008726156316697598,
0.023397184908390045,
0.01209045760333538,
0.01163168903440237,
0.008764387108385563,
-0.04392706975340843,
0.006752496585249901,
-0.012941090390086174,
-0.03238140046596527,
0.021791497245430946,
0.014412972144782543,
-0.028080446645617485,
-0.0009217181941494346,
0.03658677637577057,
0.005409643519669771,
0.007994994521141052,
-0.023206032812595367,
-0.022384071722626686,
0.013170474208891392,
-0.06136026605963707,
0.07646138966083527,
-0.04060100018978119,
0.030775709077715874,
-0.02955232746899128,
-0.09657073765993118,
-0.040639229118824005,
-0.012176476418972015,
-0.08831290900707245,
0.02593952603638172,
0.0023022047244012356,
0.04813244566321373,
0.00827216636389494,
0.00859712716192007,
-0.021657688543200493,
0.0014635188272222877,
0.08127845823764801,
0.02922736667096615,
0.01009290385991335,
-0.07172078639268875,
-0.012730821967124939,
-0.029418520629405975,
-0.04117446020245552,
0.0354207381606102,
0.024486759677529335,
-0.00782773457467556,
0.020873960107564926,
-0.01781550422310829,
-0.04530337452888489,
0.0018649410922080278,
-0.011822842992842197,
0.03496197238564491,
0.05749896541237831,
0.04702375456690788,
0.018274271860718727,
0.0049891057424247265,
0.047329600900411606,
0.009853961877524853,
-0.05692550539970398,
-0.05803419649600983,
-0.02754521556198597,
0.015559893101453781,
0.027315832674503326,
-0.024735260754823685,
-0.045073989778757095,
0.01974615454673767,
-0.011106017045676708,
-0.006728602573275566,
0.02913179062306881,
0.001056720269843936,
-0.05237605422735214,
-0.018398521468043327,
-0.014585010707378387,
0.056619659066200256,
0.009681923314929008,
-0.04362122341990471,
0.013829953968524933,
-0.07825823128223419,
0.0017884797416627407,
0.03524870052933693,
-0.01058990228921175,
-0.013285166583955288,
-0.00577761372551322,
0.03104332461953163,
-0.0010758356656879187,
0.0654127225279808,
-0.02001376822590828,
-0.04763544723391533,
-0.011526554822921753,
0.043238915503025055,
0.00015620823251083493,
-0.01167947705835104,
-0.0028696914669126272,
0.014594567939639091,
-0.04679436981678009,
0.031177131459116936,
0.011287612840533257,
-0.010198038071393967,
0.004936538636684418,
0.02420002967119217,
0.047750137746334076,
-0.00484813004732132,
-0.022804610431194305,
0.003584127640351653,
0.02861567586660385,
0.006814621388912201,
-0.02861567586660385,
0.008840848691761494,
0.022039996460080147,
0.06311887502670288,
-0.09427689760923386,
-0.054708123207092285,
0.0644187182188034,
0.027067331597208977,
-0.08043738454580307,
-0.009199260734021664,
-0.01376305054873228,
0.038555655628442764,
-0.059716347604990005,
0.03501931577920914,
0.07837292551994324,
-0.028156906366348267,
-0.015445200726389885,
0.029781712219119072,
0.040715690702199936,
0.01254922617226839,
-0.02435295283794403,
0.006527891382575035,
0.05180259048938751,
0.012530110776424408,
0.041059765964746475,
-0.051764361560344696,
-0.005830180831253529,
0.03404443338513374,
0.03062278777360916,
-0.024582337588071823,
0.044653452932834625,
0.00045130139915272593,
0.07527624070644379,
-0.04320068657398224,
0.01951676979660988,
-0.0273731779307127,
0.004979548044502735,
-0.02551898919045925,
0.06652141362428665,
-0.053867049515247345,
0.024964643642306328,
-0.014833509922027588,
0.04840005934238434,
0.02261345647275448,
-0.05516689270734787,
-0.021466534584760666,
-0.02752610109746456,
-0.011287612840533257,
-0.04396529868245125,
-0.015989989042282104,
0.012300726026296616,
0.03708377480506897,
-0.010303172282874584,
0.013084455393254757,
-0.01143097784370184,
0.02636006474494934,
-0.05115266889333725,
0.04794129356741905,
-0.019019771367311478,
-0.04518868029117584,
0.0028696914669126272,
-0.008754828944802284,
0.006938870996236801,
-0.06942694634199142,
0.019182251766324043,
-0.04167145863175392,
-0.020224038511514664,
0.02001376822590828,
-0.038899730890989304,
-0.03526781499385834,
0.025385182350873947,
0.02259434014558792,
0.01904844306409359,
0.0276216771453619,
-0.012444091029465199,
0.05417289584875107,
-0.03404443338513374,
0.011736823245882988,
0.012042668648064137,
0.0951179713010788,
0.008816953748464584,
-0.06311887502670288,
0.04671790823340416,
-0.0002526809985283762,
0.038307156413793564,
-0.014174030162394047,
-0.05279659107327461,
-0.04790306091308594,
-0.019144020974636078,
-0.06736248731613159,
-0.0329548604786396,
-0.0046187457628548145,
-0.018713925033807755,
-0.01100088283419609,
-0.024907298386096954,
-0.003596074879169464,
-0.026245372369885445,
-0.02544252760708332,
-0.023397184908390045,
-0.027334947139024734,
-0.09053028374910355,
-0.005118134431540966,
0.013409416191279888,
-0.014412972144782543,
-0.04660321772098541,
0.0019605178385972977,
0.01924915425479412,
0.0021385294385254383,
0.04216845706105232,
0.0036701466888189316,
-0.0009993743151426315,
-0.02571014314889908,
0.01786329224705696,
0.028099561110138893,
0.0413656122982502,
0.007474101148545742,
-0.016047334298491478,
-0.03738962113857269,
0.027067331597208977,
-0.026474757120013237,
0.025251373648643494,
0.05264366790652275,
0.016162026673555374,
0.04488283768296242,
-0.044232916086912155,
-0.03878504037857056,
-0.013925530947744846,
-0.009825288318097591,
0.07187370955944061,
0.05057920888066292,
0.034694354981184006,
-0.03731315955519676,
0.01904844306409359,
0.023320723325014114,
-0.04163322597742081,
0.07026802003383636,
0.00977272167801857,
0.04580037295818329,
0.025824835523962975,
-0.05585504695773125,
0.010742825455963612,
-0.01363880094140768,
0.042894840240478516,
0.018790386617183685,
-0.024333838373422623,
0.031253594905138016,
-0.049011752009391785,
-0.01719425432384014,
0.027679024264216423,
-0.02335895411670208,
-0.06032803654670715,
0.016563449054956436,
0.024295607581734657,
0.03530604764819145,
-0.03482816368341446,
-0.06870055943727493,
0.007961542345583439,
-0.0009121604962274432,
0.019067559391260147,
0.06805063784122467,
-0.0059926616959273815,
-0.028749482706189156,
0.01951676979660988,
-0.015674585476517677,
0.06074857339262962,
-0.04614444822072983,
0.017930196598172188,
0.028003985062241554,
0.04537983611226082,
-0.03960699960589409,
-0.014307837933301926,
-0.010140691883862019,
-0.0018888353370130062,
-0.03004932589828968,
0.010838402435183525,
-0.004169535357505083,
0.001518475473858416,
0.014804836362600327,
8.306962513415783e-7,
-0.03259166702628136,
-0.014795279130339622,
-0.00894120428711176,
-0.060557421296834946,
-0.024295607581734657,
0.02527048997581005,
0.026512987911701202,
-0.034789931029081345,
0.02678060159087181,
0.019019771367311478,
-0.0041862609796226025,
0.03217113018035889,
0.0014766606036573648,
-0.0023619402199983597,
-0.012635244987905025,
0.04568568244576454,
0.02593952603638172,
0.05589327588677406,
-0.048667676746845245,
-0.04671790823340416,
0.001211435184814036,
-0.04782659932971001,
0.025499874725937843,
-0.016267159953713417,
-0.047176677733659744,
-0.0721030905842781,
-0.022957531735301018,
0.015865739434957504,
0.024544106796383858,
-0.01209045760333538,
-0.024295607581734657,
0.041977304965257645,
-0.002733494620770216,
-0.006814621388912201,
0.0204343069344759,
0.03341362625360489,
0.030871286988258362,
0.01610467955470085,
-0.033872395753860474,
-0.0034646568819880486,
0.030680133029818535,
-0.0017621960723772645,
0.018866848200559616,
0.0396452322602272,
0.08586613833904266,
0.011364074423909187,
0.03014490380883217,
-0.040142230689525604,
-0.0011290002148598433,
-0.011115574277937412,
-0.06430403143167496,
-0.05849296227097511,
-0.0067716119810938835,
-0.024677913635969162,
0.05088505521416664,
-0.009529001079499722,
-0.07745538651943207,
-0.009863519109785557,
-0.01585618034005165,
0.025155797600746155,
0.008678368292748928,
0.01716558262705803,
0.06373056769371033,
0.014890856109559536,
0.043659452348947525,
0.012577898800373077,
0.009165809489786625,
0.03308866545557976,
-0.051955513656139374,
-0.0644187182188034,
-0.027487870305776596,
-0.05012044310569763,
0.011344959028065205,
-0.11201594024896622,
0.002035784535109997,
0.08387814462184906,
0.08257830142974854,
0.003964045085012913,
-0.04969990253448486,
0.06361587345600128,
-0.011086901649832726,
-0.0247734896838665,
-0.037886619567871094,
-0.02754521556198597,
0.05990749970078468,
-0.04820890724658966,
0.0014802446821704507,
0.010188479907810688,
0.005247163120657206,
-0.0003712558827828616,
-0.04702375456690788,
-0.015015105716884136,
-0.06457164138555527,
0.0012592235580086708,
-0.02853921428322792,
-0.014986432157456875,
-0.054784584790468216,
0.01067592203617096,
-0.012883744202554226,
-0.001968880882486701,
0.014202703721821308,
-0.005954430904239416,
0.04652675613760948,
-0.013313839212059975,
-0.015196701511740685,
-0.011603016406297684,
0.006585237104445696,
0.058148887008428574,
-0.015263604931533337,
0.005954430904239416,
0.04847652092576027,
0.05581681430339813,
0.0012926753843203187,
0.007230380084365606,
0.06319534033536911,
-0.0027072110679000616,
0.018819060176610947,
0.0030966862104833126,
0.008950761519372463,
-0.040715690702199936,
0.004855298437178135,
0.015015105716884136,
-0.02593952603638172,
0.0018697199411690235,
-0.028405407443642616,
0.03685439005494118,
-0.05046451836824417,
-0.016964871436357498,
0.012100014835596085,
0.03379593417048454,
-0.018121348693966866,
0.014116683974862099,
0.051955513656139374,
-0.02385595440864563,
-0.011746381409466267,
-0.12524375319480896,
-0.04109799861907959,
0.015168027952313423,
-0.014594567939639091,
0.06051919236779213,
-0.015569450333714485,
-0.05249074473977089,
0.02595864236354828,
-0.04813244566321373,
-0.017719928175210953,
-0.0023822502698749304,
0.022747263312339783,
-0.0026952640619128942,
-0.001425288151949644,
0.013667473569512367,
0.05268189683556557,
0.020109346136450768,
0.031674131751060486,
0.01234851498156786,
-0.047329600900411606,
-0.08036091923713684,
-0.07512331753969193,
0.03991284593939781,
0.04209199547767639,
0.03731315955519676,
0.02150476537644863,
-0.02888328954577446,
-0.05948696285486221,
-0.056122660636901855,
-0.010274499654769897,
-0.006728602573275566,
0.0008315176237374544,
0.019382962957024574,
-0.056122660636901855,
0.015693699941039085,
-0.00017726498481351882,
0.007153918966650963,
0.01798754185438156,
0.03148297592997551,
0.017547888681292534,
-0.05860765650868416,
-0.019086673855781555,
0.05012044310569763,
0.0433536097407341,
0.061971958726644516,
0.02796575427055359,
-0.06552740931510925,
0.015598123893141747,
-0.05642850697040558,
-0.0009760774555616081,
-0.0037131563294678926,
0.0009151472477242351,
0.07772300392389297,
0.031196247786283493,
-0.04040984436869621,
0.004561400040984154,
-0.018054446205496788,
0.04518868029117584,
-0.03180793672800064,
-0.03337539732456207,
-0.009008107706904411,
0.01904844306409359,
-0.035936854779720306,
0.007947205565869808,
-0.010312730446457863,
0.022728148847818375,
0.008773944340646267,
-0.051267363131046295,
0.019058002158999443,
-0.05505220219492912,
-0.028252484276890755,
0.04033338278532028,
0.0278701763600111,
0.0046115778386592865,
0.0391482338309288,
-0.02244141884148121,
-0.02645564079284668,
0.08953628689050674,
0.06904463469982147,
-0.04870590567588806,
0.0016534775495529175,
0.02660856395959854,
-0.013323397375643253,
0.01689796708524227,
0.03515312448143959,
-0.008630579337477684,
-0.01920136623084545,
-0.02066369168460369,
0.003381027141585946,
-0.08624844998121262,
-0.004726269748061895,
-0.017872849479317665,
0.011211151257157326,
-0.0055673448368906975,
-0.027315832674503326,
-0.06434226036071777,
-0.06395995616912842,
-0.018484540283679962,
0.025155797600746155,
-0.000054695283324690536,
0.04388883709907532,
0.002453932771459222,
0.043162453919649124,
-0.05547273904085159,
0.0271246787160635,
-0.062392495572566986,
-0.06992394477128983,
0.01041786465793848,
-0.001861357013694942,
-0.00648488150909543,
-0.020778382197022438,
-0.008377301506698132,
-0.045838601887226105,
-0.002733494620770216,
-0.048591215163469315,
0.006040449719876051,
0.08341937512159348,
-0.04167145863175392,
-0.0032352725975215435,
-0.01322782039642334,
-0.02645564079284668,
-0.06166611239314079,
0.06201018765568733,
-0.017547888681292534,
0.02754521556198597,
-0.02194441854953766,
-0.012663917616009712,
0.06598617881536484,
-0.0019676859956234694,
-0.035458970814943314,
0.06686548888683319,
-0.018016215413808823,
0.05486104637384415,
0.0020214479882270098,
-0.019277827814221382,
-0.1104867085814476,
0.04002753645181656,
-0.005342739634215832,
0.01664946787059307,
0.002230522222816944,
-0.017729485407471657,
0.03960699960589409,
-0.004807509947568178,
0.012778609991073608,
0.01942119374871254,
0.05608443170785904,
-0.003292618552222848,
0.005228047724813223,
0.0172133706510067,
-0.006279391702264547,
0.012568340636789799,
0.04652675613760948,
-0.0059400941245257854,
-0.02722025476396084,
0.06736248731613159,
-0.012252938002347946,
0.023053109645843506,
0.03551631420850754,
0.012377187609672546,
0.03329893574118614,
-0.0418626107275486,
-0.03792484849691391,
-0.05444050952792168,
0.02370303124189377,
0.012577898800373077,
-0.05784304067492485,
0.036548543721437454,
-0.017394965514540672,
-0.03526781499385834,
0.002979604760184884,
-0.006288949400186539,
0.026512987911701202,
-0.027927523478865623,
0.06751541048288345,
0.01206178404390812,
0.012692591175436974,
0.030508095398545265,
-0.04495929926633835,
0.03459877893328667,
0.003550675930455327,
0.0547463558614254,
0.016381852328777313,
0.03331805020570755,
-0.00936174113303423,
0.01285507157444954,
-0.026914410293102264,
-0.03104332461953163,
-0.03633827716112137,
-0.017805946990847588,
0.016878852620720863,
0.010436980053782463,
-0.046564988791942596,
-0.05734604224562645,
-0.013409416191279888,
0.011870631016790867,
0.0011684256605803967,
-0.04694729298353195,
0.0005137249827384949,
0.029896404594182968,
-0.015626797452569008,
0.007383303251117468,
0.022632570937275887,
0.04320068657398224,
-0.004343962762504816,
-0.002416896866634488,
-0.038307156413793564,
0.012864628806710243,
0.0562373511493206,
-0.001971270190551877,
0.0027119899168610573,
0.025557219982147217,
0.004422813653945923,
0.02335895411670208,
0.028978867456316948,
0.01999465376138687,
0.052031975239515305,
0.04736782982945442,
-0.03178882226347923,
0.0012544447090476751,
-0.01677371747791767,
0.010035557672381401,
0.06403641402721405,
0.02177238091826439,
0.008812175132334232,
-0.033681243658065796,
0.015349623747169971,
0.005323624238371849,
-0.022747263312339783,
-0.07076501846313477,
0.023225147277116776,
-0.027640793472528458,
-0.03331805020570755,
0.000946209707763046,
-0.018866848200559616,
-0.013447646982967854,
-0.014919528737664223,
0.025002874433994293,
0.02435295283794403,
-0.028978867456316948,
-0.015435643494129181,
0.07351762801408768,
0.06308064609766006,
-0.028940636664628983,
-0.017748599871993065,
0.10658717900514603,
0.015043778344988823,
0.04228314757347107,
-0.016678141430020332,
0.0235309936106205,
-0.01959323137998581,
-0.01452766451984644,
0.014346068724989891,
-0.014231376349925995,
0.04794129356741905,
0.029781712219119072,
-0.015139355324208736,
0.05367589741945267,
0.058569423854351044
] |
22,506 | salem.sio | _quick_map | Make a plot of a data array. | def _quick_map(self, obj, ax=None, interp='nearest', **kwargs):
"""Make a plot of a data array."""
# some metadata?
title = obj.name or ''
if obj._title_for_slice():
title += ' (' + obj._title_for_slice() + ')'
cb = obj.attrs['units'] if 'units' in obj.attrs else ''
smap = self.get_map(**kwargs)
smap.set_data(obj.values, interp=interp)
smap.visualize(ax=ax, title=title, cbar_title=cb)
return smap
| (self, obj, ax=None, interp='nearest', **kwargs) | [
0.040554970502853394,
-0.018701516091823578,
-0.021958520635962486,
-0.009263203479349613,
-0.007065600715577602,
0.019419457763433456,
-0.017046745866537094,
0.0019896626472473145,
0.004653490148484707,
-0.020382549613714218,
-0.0006506349891424179,
0.0513065904378891,
0.011837288737297058,
-0.02486531063914299,
-0.005682248622179031,
0.003018421120941639,
-0.0615328885614872,
0.009665952064096928,
-0.021853456273674965,
0.03946930170059204,
0.029383093118667603,
-0.018701516091823578,
0.03698277100920677,
0.020750276744365692,
0.032219838351011276,
-0.010418915189802647,
0.002403354737907648,
-0.009333247318863869,
0.014779100194573402,
-0.014481416903436184,
-0.042411115020513535,
-0.018648982048034668,
-0.0008815584587864578,
0.03489898890256882,
0.043356698006391525,
-0.014787855558097363,
0.025320591405034065,
-0.005866112187504768,
0.0019721519201993942,
0.0020947272423654795,
0.006702251732349396,
-0.036562513560056686,
-0.012021152302622795,
-0.006049975287169218,
0.019366925582289696,
0.003029365325346589,
-0.022466333582997322,
0.03775324672460556,
0.025303080677986145,
-0.02234375849366188,
-0.03407598286867142,
-0.03757813945412636,
-0.0363173633813858,
0.04444236680865288,
-0.011793511919677258,
0.0511314831674099,
0.013903561048209667,
0.08461210131645203,
0.04475755989551544,
0.011241922155022621,
-0.02409483678638935,
0.043356698006391525,
-0.00596242118626833,
-0.052742477506399155,
0.003029365325346589,
-0.034653838723897934,
0.00906183011829853,
0.017186833545565605,
0.0072801075875759125,
-0.017852243036031723,
0.026791496202349663,
0.05491381138563156,
0.012642784975469112,
-0.006277615204453468,
-0.03407598286867142,
0.019226837903261185,
-0.02906789816915989,
-0.019524522125720978,
0.023797152563929558,
0.02556574158370495,
-0.025408145040273666,
0.022448822855949402,
-0.01324690692126751,
-0.025250548496842384,
-0.06412448734045029,
-0.015094294212758541,
-0.016521422192454338,
0.028139827772974968,
-0.011994886212050915,
0.001079101930372417,
0.016600221395492554,
0.060412198305130005,
0.006098129786550999,
0.028787726536393166,
-0.07445584237575531,
-0.04360184818506241,
0.01757206954061985,
0.014209999702870846,
0.0078054312616586685,
0.03001348115503788,
0.05768051743507385,
-0.08089981228113174,
-0.01973465085029602,
0.019104262813925743,
-0.03939925879240036,
-0.016433868557214737,
0.06069236993789673,
0.014761589467525482,
-0.0675215795636177,
0.06191812455654144,
0.041465532034635544,
0.07781791687011719,
-0.027089180424809456,
-0.0012793815694749355,
-0.04889010265469551,
0.06944776326417923,
0.015251891687512398,
-0.07200433313846588,
0.0070787337608635426,
-0.06114765256643295,
-0.09792029112577438,
0.047524262219667435,
-0.03754311800003052,
-0.02990841679275036,
-0.008680970408022404,
0.02222118340432644,
0.020242463797330856,
-0.029698286205530167,
-0.05050109699368477,
-0.05067620426416397,
0.03838363289833069,
-0.04867997393012047,
-0.0584159679710865,
0.028139827772974968,
0.04811963066458702,
-0.02313174307346344,
0.026056043803691864,
-0.04395206272602081,
-0.024585139006376266,
0.00035568774910643697,
-0.01158338226377964,
0.007175042759627104,
-0.0529526062309742,
0.055369094014167786,
-0.00290678977034986,
-0.03586208075284958,
-0.0008104208973236382,
0.033848341554403305,
0.03283271566033363,
-0.04727911204099655,
-0.0315018966794014,
0.037438053637742996,
0.00579169113188982,
0.020189931616187096,
0.02047010511159897,
-0.10268322378396988,
0.017685890197753906,
-0.026108575984835625,
0.06622577458620071,
0.06769668310880661,
0.004640357103198767,
0.005892378278076649,
0.01703799143433571,
-0.016118675470352173,
-0.04734915494918823,
0.014174978248775005,
0.021047960966825485,
-0.01793104037642479,
-0.027754589915275574,
0.018701516091823578,
-0.026896560564637184,
-0.07991921156644821,
-0.05470368266105652,
0.0308539979159832,
0.004165377467870712,
0.03792835399508476,
-0.05498385429382324,
0.031396832317113876,
-0.005944910459220409,
0.0011622781166806817,
-0.029295537620782852,
0.018351299688220024,
-0.06471984833478928,
-0.012423899956047535,
-0.049310363829135895,
-0.036527492105960846,
0.0394342802464962,
0.010515225119888783,
0.02899785526096821,
0.03747307509183884,
0.009158139117062092,
0.04860993102192879,
-0.0188941340893507,
-0.014875409193336964,
0.02659887820482254,
-0.045002710074186325,
-0.006098129786550999,
-0.05561424419283867,
0.018246235325932503,
0.05050109699368477,
-0.03698277100920677,
-0.01328192837536335,
-0.0062119499780237675,
-0.030206099152565002,
-0.005896755959838629,
0.021223068237304688,
0.029558200389146805,
0.028507553040981293,
0.00027962529566138983,
0.021135514602065086,
0.019296882674098015,
-0.04444236680865288,
-0.04692889750003815,
-0.006623453460633755,
0.034723881632089615,
0.03262258693575859,
0.014866653829813004,
-0.0326751209795475,
0.022623930126428604,
-0.0024755867198109627,
0.01726563088595867,
0.004526537377387285,
-0.00751650333404541,
0.039854541420936584,
-0.01623249426484108,
-0.004351429175585508,
0.0562446303665638,
-0.012590252794325352,
0.048399802297353745,
-0.07536640763282776,
-0.0005338052287697792,
-0.00046704537817277014,
-0.04727911204099655,
-0.028017250820994377,
0.003578766016289592,
-0.03206224367022514,
0.04980066418647766,
-0.009998656809329987,
0.00009213681187247857,
0.02314925380051136,
0.006741651333868504,
-0.0002644401683937758,
-0.010699087753891945,
0.016153696924448013,
-0.03862878680229187,
0.007897363044321537,
-0.0343211330473423,
0.04367189109325409,
-0.011784756556153297,
-0.03262258693575859,
0.029593221843242645,
0.04276132956147194,
-0.010821663774549961,
-0.005086882039904594,
0.03186962381005287,
-0.012493942864239216,
0.04528288170695305,
-0.03484645485877991,
-0.010909217409789562,
-0.029505668208003044,
-0.06843213737010956,
0.0065534100867807865,
-0.028840258717536926,
0.031239235773682594,
0.03251752257347107,
-0.019542032852768898,
-0.02405981533229351,
0.023587023839354515,
-0.012380123138427734,
0.04734915494918823,
0.028595106676220894,
0.03537178039550781,
0.006802938878536224,
-0.004920529667288065,
0.003353314707055688,
0.0308539979159832,
0.08426188677549362,
-0.09651943296194077,
0.028157338500022888,
0.0018659926718100905,
-0.05123654752969742,
-0.04279635101556778,
0.003116919193416834,
-0.019542032852768898,
0.014533949084579945,
-0.04741919785737991,
0.0496605783700943,
0.06703127175569534,
0.004539670422673225,
-0.0264763031154871,
-0.04101025313138962,
0.02731681987643242,
-0.052532345056533813,
-0.01162715908139944,
-0.026301193982362747,
0.02987339347600937,
0.03342808410525322,
0.026248661801218987,
-0.07067351788282394,
-0.004325163085013628,
0.022081095725297928,
-0.0719342902302742,
0.045808207243680954,
0.05029096454381943,
0.048399802297353745,
-0.005520273931324482,
-0.01500674057751894,
-0.048539888113737106,
0.018263746052980423,
-0.032990314066410065,
0.02047010511159897,
0.05817081779241562,
0.024199901148676872,
0.0188065804541111,
-0.025110460817813873,
0.01117187924683094,
-0.032149795442819595,
-0.004828598350286484,
0.011259432882070541,
0.06720638275146484,
-0.009604663588106632,
-0.08720369637012482,
-0.03137931972742081,
-0.05463363975286484,
0.09490843862295151,
0.01812366023659706,
0.0057479143142700195,
-0.05890627205371857,
0.09392783790826797,
-0.002029061783105135,
-0.0036466203164309263,
-0.008168780244886875,
0.017204344272613525,
0.0018867867765948176,
0.04101025313138962,
0.006264482159167528,
-0.014709057286381721,
0.028577595949172974,
-0.07354528456926346,
-0.002779836766421795,
-0.027001626789569855,
-0.04433729872107506,
-0.025513209402561188,
0.043181587010622025,
-0.044967688620090485,
0.012555230408906937,
-0.04875001683831215,
-0.039259172976017,
-0.0017029235605150461,
-0.02483028918504715,
-0.035651952028274536,
0.006855471059679985,
-0.004255120176821947,
0.03320044279098511,
-0.007100622169673443,
0.09939119964838028,
0.07000810652971268,
0.039259172976017,
-0.07613687962293625,
0.01796606183052063,
0.05235723778605461,
-0.03929419443011284,
-0.014621502719819546,
-0.04027479887008667,
-0.03775324672460556,
0.009359513409435749,
0.020102377980947495,
-0.008076848462224007,
0.01744949445128441,
-0.0077528986148536205,
-0.02307921089231968,
-0.003246061271056533,
-0.004671001341193914,
0.02919047325849533,
0.01712554506957531,
0.006198816932737827,
0.010191274806857109,
-0.017747176811099052,
-0.01683661714196205,
-0.038138482719659805,
0.0048855082131922245,
-0.037998396903276443,
-0.00033571451785974205,
0.014455150812864304,
0.016171207651495934,
0.0016022365307435393,
-0.016582710668444633,
0.020995426923036575,
-0.03593212366104126,
-0.049380406737327576,
-0.004259497858583927,
-0.05235723778605461,
0.02484779991209507,
0.005073748994618654,
-0.018631471320986748,
-0.034688860177993774,
0.01589103415608406,
0.024357497692108154,
-0.06703127175569534,
0.0035349891986697912,
0.003169451607391238,
-0.07133892923593521,
-0.00288052367977798,
-0.00795427244156599,
0.01331694982945919,
-0.05575433000922203,
-0.00949084386229515,
-0.04857490956783295,
0.034741390496492386,
0.003891771426424384,
0.0564197413623333,
-0.009630930610001087,
0.0007567941211163998,
-0.023692088201642036,
0.004193832166492939,
0.029733307659626007,
-0.07907868921756744,
-0.03178206831216812,
0.005940532777458429,
-0.026914071291685104,
0.03757813945412636,
-0.018176192417740822,
-0.022991657257080078,
0.007923629134893417,
0.020032335072755814,
-0.043146565556526184,
-0.029505668208003044,
-0.013956093229353428,
0.07956899702548981,
0.04195583239197731,
-0.03412851318717003,
-0.09609917551279068,
0.0017620224971324205,
-0.03691272810101509,
-0.007161909714341164,
-0.014472661539912224,
-0.010007412172853947,
-0.01496296375989914,
0.046018335968256,
0.011776001192629337,
0.050956375896930695,
-0.03698277100920677,
0.011644669808447361,
-0.029558200389146805,
-0.05992189794778824,
0.007345773279666901,
-0.036562513560056686,
-0.02040006034076214,
0.019314393401145935,
-0.013176864013075829,
0.09925111383199692,
0.025005396455526352,
-0.0010851213010028005,
-0.04227102920413017,
0.08895477652549744,
-0.05396823212504387,
-0.010777886025607586,
-0.04136046767234802,
0.03376078978180885,
0.04283137246966362,
-0.0050912597216665745,
-0.044197212904691696,
-0.037438053637742996,
-0.07147901505231857,
0.01878906972706318,
0.06944776326417923,
-0.012248791754245758,
0.026056043803691864,
-0.012756604701280594,
-0.03663255646824837,
0.005393320694565773,
0.012940468266606331,
-0.029278026893734932,
-0.027842143550515175,
0.019436968490481377,
0.06258353590965271,
-0.027929697185754776,
0.07473602145910263,
-0.012318835593760014,
0.011872310191392899,
-0.04167566075921059,
-0.022483844310045242,
0.05421338230371475,
0.018351299688220024,
-0.043181587010622025,
0.06366920471191406,
0.041500553488731384,
-0.014726568013429642,
-0.009026807732880116,
0.025355612859129906,
0.016477646306157112,
0.025285569950938225,
-0.05242728069424629,
0.038103461265563965,
-0.022728994488716125,
0.05918644368648529,
0.06149786710739136,
-0.02325431816279888,
-0.011425785720348358,
-0.039889562875032425,
0.020347528159618378,
-0.046543657779693604,
-0.04829473793506622,
0.013859784230589867,
0.014752834104001522,
-0.0357920378446579,
-0.011705958284437656,
0.05712017044425011,
-0.043391719460487366,
-0.005126281641423702,
-0.03258756548166275,
-0.07452588528394699,
0.0014249399537220597,
0.02306170016527176,
0.034776411950588226,
-0.012283813208341599,
-0.04626348614692688,
-0.010059944353997707,
-0.06808192282915115,
-0.02987339347600937,
0.009298224933445454,
0.029453136026859283,
-0.010515225119888783,
-0.015628373250365257,
-0.008518995717167854,
-0.024287454783916473,
0.02922549471259117,
0.027194244787096977,
-0.016521422192454338,
0.023376893252134323,
-0.011469562537968159,
-0.044932667165994644,
0.005380187649279833,
0.03589710220694542,
0.04731413349509239,
0.0498356856405735,
0.013141841627657413,
-0.055299051105976105,
0.11164874583482742,
0.010375138372182846,
0.005717270541936159,
-0.011434541083872318,
0.08293106406927109,
-0.06324894726276398,
0.06633084267377853,
-0.018631471320986748,
0.035494353622198105,
0.015190603211522102,
0.046893876045942307,
-0.01671404205262661,
0.051831915974617004,
0.006842338014394045,
0.057960689067840576,
0.03087150864303112,
-0.006168173160403967,
0.07060347497463226,
-0.0011195956030860543,
-0.038908958435058594,
-0.06079743430018425,
-0.027807122096419334,
-0.007135643623769283,
0.05897631496191025,
0.06559538841247559,
0.057855624705553055,
-0.06794183701276779,
0.04101025313138962,
0.0017094900831580162,
0.05050109699368477,
-0.03670259937644005,
-0.0810398980975151,
0.00596679886803031,
0.013220640830695629,
-0.015610862523317337,
0.024480072781443596,
0.018351299688220024,
0.05662987008690834,
0.05246230214834213,
-0.03258756548166275,
0.012528964318335056,
-0.006890492979437113,
-0.048364780843257904,
0.07858838886022568,
-0.021835945546627045,
0.0043930173851549625,
0.028577595949172974,
0.025460677221417427,
0.023306850343942642,
0.00945582240819931,
0.006711007095873356,
-0.052532345056533813,
0.041535574942827225,
-0.02903287671506405,
-0.025880936533212662,
0.026949094608426094,
0.006242593750357628,
-0.007862341590225697,
-0.008834189735352993,
-0.020767787471413612,
0.006579676177352667,
0.020032335072755814,
-0.01406115759164095,
0.061252716928720474,
-0.04479258134961128,
-0.012415144592523575,
0.008886721916496754,
-0.017064256593585014,
0.02145070768892765,
0.04447738826274872,
-0.05491381138563156,
-0.012677806429564953,
-0.010909217409789562,
0.039854541420936584,
0.01637258194386959,
-0.0344962403178215,
-0.015304423868656158,
-0.08328127861022949,
-0.028630128130316734,
0.005651604849845171,
0.004600957967340946,
0.05428342521190643,
0.00560782803222537,
-0.023674577474594116,
-0.008965520188212395,
0.05043105408549309,
-0.002530307974666357,
-0.044092148542404175,
0.09245692938566208,
-0.030346184968948364,
0.02479526773095131,
-0.050045814365148544,
-0.007043712306767702,
0.038138482719659805,
-0.01702048070728779,
-0.05736532062292099,
-0.019331904128193855,
0.004145677667111158,
-0.01635507121682167,
0.0584159679710865,
-0.009989901445806026,
0.05221715196967125,
0.015348200686275959,
-0.017099278047680855,
0.0223612692207098,
0.03691272810101509,
0.07200433313846588,
-0.026441281661391258,
0.0002652609837241471,
-0.003254816634580493,
0.005507140886038542,
0.01762460172176361,
0.001949168974533677,
-0.02052263729274273,
-0.03866380825638771,
0.0531277135014534,
0.06422954797744751,
0.07564657926559448,
0.005529029294848442,
-0.07133892923593521,
-0.03158945217728615,
-0.004325163085013628,
0.005835467949509621,
-0.011487073265016079,
-0.04016973450779915,
-0.04286639392375946,
0.07508623600006104,
0.008554017171263695,
-0.011031792499125004,
0.025986000895500183,
0.003484645625576377,
0.00747710419818759,
0.007599679287523031,
0.008786034770309925,
-0.009771016426384449,
-0.017510782927274704,
0.0005318900221027434,
0.028017250820994377,
-0.002054233569651842,
0.00768285570666194,
-0.01884160190820694,
-0.007398305460810661,
0.011399519629776478,
-0.04129042476415634,
-0.04650863632559776,
0.045913271605968475,
-0.011329475790262222,
0.03190464526414871,
-0.013868539594113827,
-0.06090249866247177,
0.009604663588106632,
0.046018335968256,
0.05316273495554924,
-0.022011052817106247,
0.0301185455173254,
-0.013877294957637787,
0.014043646864593029,
-0.022081095725297928,
-0.022483844310045242,
-0.06986802071332932,
0.10023171454668045,
0.002188847865909338,
0.02407732605934143,
0.014805366285145283,
0.017283141613006592,
0.020802808925509453,
0.0017521725967526436,
0.00793676171451807,
-0.02560076303780079,
0.022869082167744637,
0.03624732047319412,
-0.028647638857364655,
0.00386550510302186,
0.08054959774017334,
0.02054014801979065,
0.002626617206260562,
-0.012800381518900394,
-0.04262124374508858,
-0.011495828628540039,
0.024602649733424187,
-0.004797954112291336,
-0.009692218154668808,
0.04167566075921059,
0.022028563544154167,
0.004270441830158234,
0.03589710220694542,
0.02484779991209507,
0.033953405916690826,
-0.016258761286735535,
-0.0027273043524473906,
-0.057085148990154266,
-0.05669991299510002,
-0.0029418114572763443,
-0.013378237374126911,
-0.04178072512149811,
-0.03376078978180885,
-0.005664737895131111,
0.03621229901909828,
-0.0033379928208887577,
0.006776672787964344,
-0.003968380857259035,
-0.014875409193336964,
-0.03146687522530556,
-0.03440868854522705,
-0.016897905617952347,
-0.008155646733939648,
-0.00145120604429394,
-0.032920271158218384,
0.04167566075921059,
0.028087293729186058,
-0.03328799828886986,
0.06069236993789673,
0.05845098942518234,
0.04955551400780678,
-0.05396823212504387,
0.07571662217378616,
0.019909759983420372,
-0.025145482271909714,
-0.022746505215764046,
0.011776001192629337,
0.055404115468263626,
-0.06265357881784439,
-0.06528019905090332,
0.027684547007083893,
0.004684134386479855,
-0.014043646864593029,
0.015777215361595154,
0.03311288729310036,
-0.03157193958759308,
-0.00035842382931150496
] |
22,507 | salem.sio | cartopy | Get a cartopy.crs.Projection for this dataset. | def cartopy(self):
"""Get a cartopy.crs.Projection for this dataset."""
return proj_to_cartopy(self.grid.proj)
| (self) | [
0.047326989471912384,
-0.018854405730962753,
-0.00008938372775446624,
-0.007556519471108913,
-0.010060891509056091,
-0.02001761458814144,
-0.018593985587358475,
-0.014982828870415688,
0.05711878091096878,
-0.004023488610982895,
0.026719089597463608,
-0.03427126631140709,
0.033246949315071106,
0.03194484859704971,
0.001324886572547257,
-0.02664964273571968,
-0.026493391022086143,
-0.03147609531879425,
0.0036697513423860073,
-0.009453244507312775,
0.01737869344651699,
-0.06149383634328842,
0.03427126631140709,
-0.08986224979162216,
-0.02199680730700493,
0.01122410036623478,
0.0036458796821534634,
0.020955126732587814,
0.006558242719620466,
-0.04447973147034645,
-0.09937626123428345,
0.03064274974167347,
-0.029028145596385002,
0.013810939155519009,
0.03480947017669678,
0.06493137776851654,
0.06406331062316895,
0.018871767446398735,
0.033055976033210754,
-0.014088720083236694,
-0.053438179194927216,
-0.026979509741067886,
-0.0251912921667099,
0.00001622538547962904,
-0.007369885221123695,
-0.06104243919253349,
-0.056702107191085815,
-0.02135443687438965,
0.011432436294853687,
0.04427139461040497,
-0.01654534786939621,
0.019896086305379868,
-0.021580135449767113,
-0.0014529264299198985,
0.011640772223472595,
-0.03802131488919258,
0.03494836017489433,
0.1040290966629982,
0.02810799516737461,
-0.01783008687198162,
-0.008507052436470985,
-0.019062742590904236,
-0.022413479164242744,
-0.029340649023652077,
0.025173930451273918,
0.028715642169117928,
-0.01619812287390232,
0.016962021589279175,
0.041597750037908554,
0.022673899307847023,
-0.052153438329696655,
0.034132376313209534,
0.03211846202611923,
-0.009948043152689934,
-0.010399437509477139,
-0.03135456517338753,
-0.05257011204957962,
-0.03385459631681442,
0.03064274974167347,
-0.05739656090736389,
-0.07194535434246063,
-0.011250142939388752,
0.01263904944062233,
-0.021059295162558556,
-0.014080039225518703,
-0.03163234516978264,
0.04048662632703781,
0.008138123899698257,
-0.03258721902966499,
-0.020521093159914017,
-0.0075478386133909225,
0.03347264602780342,
0.0077301329001784325,
0.0487506166100502,
0.005820386111736298,
-0.018871767446398735,
-0.02302112616598606,
0.06173689290881157,
-0.01587693765759468,
0.023229461163282394,
0.0020746791269630194,
-0.026667004451155663,
-0.03064274974167347,
0.013350863941013813,
-0.015607836656272411,
0.03480947017669678,
-0.0030447435565292835,
0.028715642169117928,
-0.034774746745824814,
-0.005191037897020578,
-0.07319537550210953,
0.11687648296356201,
0.011684175580739975,
-0.008311737328767776,
-0.0272052064538002,
-0.028854532167315483,
-0.016944659873843193,
-0.01733529008924961,
-0.030173994600772858,
0.008237951435148716,
-0.05100759118795395,
0.08757055550813675,
-0.0037804299499839544,
-0.0007118145585991442,
-0.009835193865001202,
0.03517405688762665,
0.029965657740831375,
0.0227433443069458,
-0.042986657470464706,
-0.04354221746325493,
0.03180595859885216,
-0.05218816176056862,
-0.008658964186906815,
-0.04663253575563431,
0.02829897031188011,
-0.01140639465302229,
0.09236228466033936,
-0.051771488040685654,
-0.01386302337050438,
0.053611792623996735,
0.01467900536954403,
0.05204927176237106,
-0.00809906143695116,
0.023350991308689117,
0.054340966045856476,
0.008624241687357426,
-0.009869917295873165,
-0.006263100076466799,
-0.004800408147275448,
-0.03225735202431679,
0.02045164816081524,
-0.018802322447299957,
0.053611792623996735,
-0.007421968970447779,
-0.013828299939632416,
-0.041701916605234146,
0.0026779852341860533,
-0.024965593591332436,
0.054063186049461365,
0.010338672436773777,
-0.027951743453741074,
0.038437988609075546,
-0.048611726611852646,
0.06048687919974327,
0.005703197326511145,
-0.008832577615976334,
-0.012691132724285126,
-0.06222300976514816,
0.020781513303518295,
0.008554795756936073,
0.0017860470106825233,
-0.04986174404621124,
-0.059167418628931046,
-0.03347264602780342,
0.0075217969715595245,
0.011996679939329624,
0.01346371229737997,
0.039410222321748734,
-0.01373281329870224,
0.04645892232656479,
0.05739656090736389,
-0.021406522020697594,
0.01255224272608757,
0.06649389863014221,
0.02128499187529087,
0.026528114452958107,
0.06618139147758484,
-0.020972488448023796,
-0.008255313150584698,
-0.007630304899066687,
0.031337201595306396,
0.011788344010710716,
-0.01826412044465542,
-0.016293609514832497,
0.022396117448806763,
-0.05100759118795395,
0.06229245662689209,
0.021059295162558556,
-0.03281291574239731,
0.0479867197573185,
-0.04447973147034645,
-0.033142782747745514,
0.013246695511043072,
-0.021389160305261612,
-0.010208462364971638,
0.013385586440563202,
-0.024253780022263527,
-0.05031313747167587,
-0.0065712640061974525,
0.028246885165572166,
0.06965366005897522,
0.022587092593312263,
-0.028403138741850853,
-0.049063123762607574,
0.036597687751054764,
-0.029670516029000282,
-0.016710281372070312,
-0.055799320340156555,
0.015607836656272411,
0.05090342462062836,
0.025121847167611122,
-0.02081623673439026,
0.03576434403657913,
-0.024166973307728767,
-0.005395033862441778,
-0.05340345576405525,
-0.020937765017151833,
0.03718797117471695,
0.008463649079203606,
-0.1190987303853035,
-0.004783046897500753,
-0.028212163597345352,
-0.03562545031309128,
-0.01928843930363655,
0.024028083309531212,
-0.09382063150405884,
0.00570753775537014,
0.023160016164183617,
-0.03677130118012428,
0.009869917295873165,
-0.00038981615216471255,
0.035972677171230316,
-0.006415011826902628,
0.027396181598305702,
-0.06638973206281662,
0.004305609967559576,
-0.025156568735837936,
0.0243753083050251,
0.045695025473833084,
-0.010112975724041462,
0.016580071300268173,
-0.030781639739871025,
-0.0007280908175744116,
0.027934381738305092,
-0.01018242072314024,
-0.10520967096090317,
-0.07298703491687775,
0.008307397365570068,
0.010928957723081112,
-0.0009559583268128335,
-0.03913244232535362,
0.029757322743535042,
-0.019166909158229828,
0.02809063345193863,
0.030885808169841766,
0.0063976505771279335,
-0.032500412315130234,
-0.023142654448747635,
0.004717941861599684,
0.006818662863224745,
0.10208462923765182,
0.05784795433282852,
-0.007890725508332253,
-0.015295333229005337,
-0.0005181272281333804,
-0.029080230742692947,
-0.007317801006138325,
-0.05329928547143936,
0.04701448604464531,
0.014427266083657742,
0.004618114326149225,
-0.03559073060750961,
-0.03802131488919258,
-0.007717111613601446,
-0.032778192311525345,
-0.07090367376804352,
0.016666878014802933,
0.037326861172914505,
0.014427266083657742,
0.025503795593976974,
-0.05003535747528076,
0.017500221729278564,
-0.00622837757691741,
0.00680130161345005,
0.09027892351150513,
-0.04882006347179413,
-0.009687623009085655,
-0.019392607733607292,
-0.009600816294550896,
0.0007883129292167723,
0.000899533974006772,
0.053889572620391846,
-0.0251912921667099,
0.02708367630839348,
0.017500221729278564,
0.11000139266252518,
0.01704014651477337,
-0.013316141441464424,
-0.024791980162262917,
0.01720508001744747,
-0.0071398476138710976,
-0.01109389029443264,
0.015225887298583984,
0.03283027559518814,
-0.07100784778594971,
-0.035243503749370575,
-0.01963566616177559,
-0.004539988003671169,
0.016406457871198654,
0.0035547325387597084,
-0.03854215517640114,
-0.06500082463026047,
0.04826449975371361,
-0.05191038176417351,
0.03767408803105354,
0.03420182317495346,
-0.03916716203093529,
0.0028298969846218824,
0.016041869297623634,
0.06979255378246307,
0.021423881873488426,
0.055868763476610184,
-0.020989850163459778,
0.048958953469991684,
0.0809038057923317,
-0.02045164816081524,
0.027135761454701424,
-0.0009168952819891274,
0.01676236465573311,
-0.007209292612969875,
-0.04843811318278313,
-0.006137230433523655,
-0.036875467747449875,
-0.009496647864580154,
-0.05250066518783569,
0.0027561113238334656,
-0.022969041019678116,
-0.005399373825639486,
0.0272052064538002,
-0.0223613940179348,
0.002025850350037217,
0.00011074630310758948,
0.025521157309412956,
0.025677409023046494,
-0.05191038176417351,
0.11819594353437424,
-0.011718899011611938,
0.06048687919974327,
0.015304013155400753,
0.03441016003489494,
0.03467058017849922,
-0.025035040453076363,
0.0270142313092947,
0.015225887298583984,
-0.04076440632343292,
0.0068750870414078236,
-0.06572999805212021,
0.025243375450372696,
0.007304780185222626,
0.016432499513030052,
-0.03784770146012306,
0.00370447407476604,
0.014262333512306213,
0.03338583931326866,
-0.013836980797350407,
0.04354221746325493,
0.0068837678991258144,
-0.03274347260594368,
-0.01032999251037836,
-0.05263955518603325,
0.00219403812661767,
-0.018159952014684677,
0.00904525350779295,
0.0018283651443198323,
-0.019305801019072533,
0.012916830368340015,
-0.007291759364306927,
-0.008619900792837143,
-0.017456818372011185,
-0.041458860039711,
-0.007283078506588936,
-0.01650194451212883,
0.01705750823020935,
0.0031467413064092398,
0.03263930231332779,
-0.01023450493812561,
0.0026649644132703543,
0.002727899234741926,
0.04736171290278435,
0.01680576801300049,
-0.03673657774925232,
-0.03230943903326988,
0.06118133291602135,
-0.01500019058585167,
-0.04493112489581108,
-0.06156327947974205,
0.033507369458675385,
-0.04121579974889755,
-0.0013010147958993912,
-0.0527784489095211,
-0.0176825150847435,
0.004579050932079554,
0.026250332593917847,
0.017413415014743805,
-0.026215611025691032,
0.025243375450372696,
-0.002968787681311369,
-0.02602463588118553,
0.057500727474689484,
0.053438179194927216,
0.01890648901462555,
-0.012899469584226608,
-0.05548681318759918,
-0.010607773438096046,
0.04757004603743553,
-0.0030794660560786724,
0.02392391487956047,
0.007026998791843653,
0.04437556117773056,
0.035243503749370575,
-0.06166744977235794,
-0.021857915446162224,
-0.04340332746505737,
-0.019948169589042664,
0.028507305309176445,
0.0064106713980436325,
0.04618114233016968,
0.01759570837020874,
0.003422352485358715,
0.058438241481781006,
0.051702044904232025,
0.02265653759241104,
-0.014262333512306213,
-0.07750098407268524,
-0.05465346947312355,
-0.0378129780292511,
-0.027760768309235573,
0.01122410036623478,
0.0016189441084861755,
-0.0011849108850583434,
0.052709002047777176,
0.05583404004573822,
0.00011705335055012256,
-0.05965353548526764,
0.040243566036224365,
-0.0229343194514513,
-0.026441307738423347,
-0.049792297184467316,
-0.008446287363767624,
-0.06788280606269836,
0.02373293973505497,
-0.004162379074841738,
0.057986848056316376,
0.01740473508834839,
0.0199134461581707,
-0.03399348631501198,
-0.054063186049461365,
-0.026510752737522125,
-0.006349906791001558,
-0.05062564089894295,
-0.0077431537210941315,
-0.00454866886138916,
-0.009461925365030766,
-0.03871576860547066,
0.027257289737462997,
0.06166744977235794,
-0.017517583444714546,
0.08764000236988068,
0.04131997004151344,
-0.03666713088750839,
-0.09194561094045639,
0.0341670997440815,
0.01864606887102127,
-0.001799067948013544,
0.007152868434786797,
0.06666751205921173,
-0.0005287068197503686,
-0.042431093752384186,
-0.023125292733311653,
-0.05066036432981491,
-0.004661517217755318,
0.10715413838624954,
-0.04375055432319641,
-0.018298843875527382,
-0.03019135445356369,
0.08347328007221222,
0.015373459085822105,
-0.033507369458675385,
-0.014027955941855907,
0.0625702366232872,
0.010972361080348492,
0.0018771939212456346,
-0.0008192378445528448,
-0.019583581015467644,
-0.012066124938428402,
-0.06395914405584335,
-0.03701435774564743,
-0.030226077884435654,
0.01495678722858429,
0.03937549889087677,
0.03729213774204254,
-0.04531307518482208,
-0.03357681632041931,
-0.012699813582003117,
0.0523964986205101,
0.009939362294971943,
-0.052952058613300323,
0.004207952879369259,
-0.04729226604104042,
0.023316267877817154,
-0.0427088737487793,
0.04211859032511711,
0.038611602038145065,
0.011823066510260105,
0.004974021576344967,
0.06954949349164963,
-0.002957936841994524,
0.0006678687059320509,
0.00805565807968378,
0.03019135445356369,
0.005993999540805817,
-0.09152893722057343,
-0.04045190289616585,
0.07993157207965851,
-0.014887341298162937,
-0.009965403936803341,
-0.04250054061412811,
-0.04649364575743675,
-0.040417179465293884,
-0.019392607733607292,
-0.028941338881850243,
-0.05430624261498451,
0.08236215263605118,
-0.02772604674100876,
0.057709064334630966,
0.007270057685673237,
0.012343906797468662,
-0.055070143193006516,
0.007903746329247952,
0.02527809888124466,
0.03217054530978203,
0.016345692798495293,
0.023663494735956192,
-0.07680653035640717,
0.05472291633486748,
0.09402897208929062,
-0.008611219935119152,
0.006692793220281601,
-0.0532645657658577,
-0.013003637082874775,
0.027882298454642296,
-0.03881993517279625,
0.03383723646402359,
0.05159787833690643,
-0.022048890590667725,
0.020434286445379257,
-0.0074653723277151585,
0.08513996750116348,
0.013385586440563202,
-0.04576446861028671,
0.03408029302954674,
-0.024479476734995842,
0.013489754870533943,
0.05204927176237106,
0.019757194444537163,
0.01495678722858429,
0.01972247287631035,
0.013515796512365341,
-0.014488031156361103,
-0.03791714832186699,
0.03328167274594307,
-0.004696240182965994,
0.06538277119398117,
-0.011475839652121067,
-0.03538239374756813,
-0.023229461163282394,
-0.018073145300149918,
0.029062869027256966,
0.05236177518963814,
-0.0909733772277832,
0.06972310692071915,
0.038437988609075546,
0.02145860530436039,
0.027066314592957497,
-0.030937891453504562,
-0.06760502606630325,
-0.06121605262160301,
0.027222568169236183,
0.05531319975852966,
-0.010503605008125305,
0.002697516931220889,
0.027448264881968498,
-0.007860342971980572,
0.006215356756001711,
-0.029305927455425262,
-0.04201442003250122,
-0.03899354860186577,
-0.010764025151729584,
-0.0023459498770534992,
-0.024410031735897064,
0.013619964011013508,
-0.044965848326683044,
-0.03756992146372795,
-0.07326481491327286,
-0.010833471082150936,
-0.01920163258910179,
-0.03920188546180725,
0.012717175297439098,
-0.05826462805271149,
-0.007421968970447779,
0.03441016003489494,
0.008242292329668999,
-0.0029601070564240217,
0.011102571152150631,
-0.022951679304242134,
0.02836841531097889,
0.06305635720491409,
-0.053160395473241806,
0.025312820449471474,
0.007374225649982691,
0.022587092593312263,
-0.045347798615694046,
-0.005013084504753351,
-0.01697070151567459,
-0.02156277373433113,
0.011658133938908577,
-0.035365030169487,
0.01677972637116909,
-0.004730962682515383,
0.013628644868731499,
-0.0031076783780008554,
0.05937575176358223,
0.03343792259693146,
0.05954936519265175,
-0.028229525312781334,
-0.06562583148479462,
-0.02083359844982624,
0.01737869344651699,
0.018715515732765198,
-0.06510499119758606,
-0.03355945274233818,
-0.013307460583746433,
0.059236861765384674,
0.022048890590667725,
-0.01899329572916031,
-0.01802106201648712,
-0.043160270899534225,
0.021614857017993927,
0.008528754115104675,
-0.025868384167551994,
0.015390819869935513,
0.01654534786939621,
0.00787336379289627,
-0.03475738689303398,
0.03267402574419975,
-0.0467367023229599,
-0.015095677226781845,
-0.011085210368037224,
-0.06437581777572632,
0.02829897031188011,
0.047708939760923386,
-0.028993424028158188,
0.027708685025572777,
-0.0024067144840955734,
-0.010989722795784473,
-0.024982955306768417,
-0.01772591844201088,
0.010711940936744213,
0.03194484859704971,
0.05368123576045036,
0.016849171370267868,
0.010338672436773777,
-0.011927234940230846,
0.05340345576405525,
0.00554694514721632,
0.01374149415642023,
-0.017387373372912407,
0.0009407671168446541,
0.06378553062677383,
0.003151081735268235,
0.01032999251037836,
0.022847512736916542,
0.00909733772277832,
0.019583581015467644,
0.03840326517820358,
-0.006540881469845772,
-0.01927107758820057,
-0.023958636447787285,
0.012960233725607395,
0.02626769430935383,
-0.04465334489941597,
-0.023524604737758636,
-0.019062742590904236,
0.03545183688402176,
0.018073145300149918,
0.0043793958611786366,
0.06072993576526642,
-0.004466202575713396,
0.007986212149262428,
-0.04444500803947449,
0.02399335987865925,
0.04218803346157074,
-0.012708494439721107,
-0.027604516595602036,
0.023715578019618988,
-0.0004074487369507551,
0.009843874722719193,
0.04229220375418663,
-0.01864606887102127,
-0.03383723646402359,
0.020156506448984146,
-0.037431031465530396,
-0.009982765652239323,
0.02538226544857025,
0.06288274377584457,
0.07451483607292175,
-0.005286525469273329,
-0.01972247287631035,
-0.032049018889665604,
0.005368991754949093,
0.0025890085380524397,
-0.00007507419650210068,
0.020677344873547554,
0.017543625086545944,
0.003359417663887143,
0.04427139461040497,
-0.04576446861028671,
-0.04781310632824898,
-0.031424008309841156,
0.005599029362201691,
-0.04621586203575134,
0.017708558589220047,
0.014809215441346169,
-0.049236737191677094,
-0.008897682651877403,
-0.010156379081308842,
0.006258760113269091,
-0.0030447435565292835,
0.03708380460739136,
-0.03038232959806919,
0.01740473508834839,
0.05711878091096878,
0.04083384945988655,
-0.05812573805451393,
-0.030781639739871025,
0.016276247799396515,
0.002823386574164033,
0.0004223686410114169,
-0.00803395640105009,
0.012734536081552505,
-0.026771172881126404,
0.03421918302774429,
-0.07152868807315826,
0.002680155448615551,
0.03937549889087677,
0.022257227450609207,
0.009296992793679237,
0.031146228313446045
] |
22,508 | salem.sio | deacc | De-accumulates the variable (i.e. compute the variable's rate).
The returned variable has one element less over the time dimension.
The default is to return in units per hour.
Parameters
----------
as_rate: bool
set to false if you don't want units per hour,
but units per given data timestep
| def deacc(self, as_rate=True):
"""De-accumulates the variable (i.e. compute the variable's rate).
The returned variable has one element less over the time dimension.
The default is to return in units per hour.
Parameters
----------
as_rate: bool
set to false if you don't want units per hour,
but units per given data timestep
"""
out = self._obj[{self.t_dim: slice(1, len(self._obj[self.t_dim]))}]
diff = self._obj[{self.t_dim: slice(0, len(self._obj[self.t_dim])-1)}]
out.values = out.values - diff.values
out.attrs['description'] = out.attrs['description'].replace('ACCUMULATED ', '')
if as_rate:
dth = self._obj.time[1].values - self._obj.time[0].values
dth = dth.astype('timedelta64[h]').astype(float)
out.values = out.values / dth
out.attrs['units'] += ' h-1'
else:
out.attrs['units'] += ' step-1'
return out
| (self, as_rate=True) | [
0.02628961019217968,
0.03291122987866402,
0.030602609738707542,
-0.013744330033659935,
0.050431668758392334,
-0.017663612961769104,
-0.03241013363003731,
-0.07702551782131195,
-0.008420191705226898,
0.036973681300878525,
0.0014037381624802947,
-0.0320701040327549,
0.033716559410095215,
-0.031497422605752945,
-0.0141738411039114,
0.06632355600595474,
-0.01995433308184147,
0.06424758583307266,
-0.012151562608778477,
-0.002653121016919613,
0.027560245245695114,
-0.017547287046909332,
-0.08139220625162125,
0.010710913687944412,
-0.047926194965839386,
-0.01966799423098564,
0.045886021107435226,
-0.03470085561275482,
-0.04871362820267677,
-0.03502298891544342,
0.01655404455959797,
0.03110370598733425,
-0.04538492485880852,
-0.008129377849400043,
0.02594958245754242,
-0.05401092395186424,
-0.017117775976657867,
0.007561171427369118,
-0.07645283639431,
0.021224968135356903,
0.017475701868534088,
0.0037559783086180687,
-0.02866981364786625,
0.005261501297354698,
0.015337097458541393,
0.019864851608872414,
0.04015921428799629,
0.006102625746279955,
0.010442469269037247,
-0.0346650630235672,
0.06310222297906876,
-0.004149696324020624,
-0.013547471724450588,
0.06671726703643799,
0.00006239224603632465,
0.022925114259123802,
0.024177851155400276,
0.006205529440194368,
-0.03398500382900238,
-0.009807152673602104,
-0.030799468979239464,
-0.012822672724723816,
0.01683143526315689,
-0.0036620229948312044,
-0.003187771886587143,
0.022262951359152794,
-0.0192742757499218,
0.015229720622301102,
0.008961553685367107,
-0.005525471176952124,
-0.0294035617262125,
-0.01322533842176199,
0.029242495074868202,
0.004044555593281984,
0.06886482238769531,
-0.028043445199728012,
-0.00028298466349951923,
-0.0634959414601326,
0.0020580703858286142,
-0.053867753595113754,
-0.030853157863020897,
0.028598228469491005,
0.021779753267765045,
0.04248572885990143,
0.01828998140990734,
0.0018679224886000156,
0.016124533489346504,
-0.04155512526631355,
-0.032875437289476395,
0.02714863233268261,
0.015086550265550613,
-0.040660310536623,
0.009252368472516537,
0.02392730489373207,
-0.016240859404206276,
-0.00019364316540304571,
-0.0738757774233818,
-0.00226611434482038,
-0.017064087092876434,
-0.006827424746006727,
0.06782683730125427,
-0.011050942353904247,
0.005614952649921179,
0.010102440603077412,
0.0036620229948312044,
0.01819155178964138,
0.04051714017987251,
-0.05347403511404991,
0.08189330250024796,
0.014943379908800125,
0.0036620229948312044,
0.09757042676210403,
-0.026021167635917664,
0.0036284674424678087,
-0.0312647707760334,
-0.018683699890971184,
0.008912338875234127,
0.0281866155564785,
-0.08303866535425186,
0.028920361772179604,
0.0065813506953418255,
0.00899734627455473,
0.0140127744525671,
0.04234255850315094,
0.012133666314184666,
-0.012062081135809422,
0.03178376331925392,
0.017180413007736206,
0.018146811053156853,
0.03187324479222298,
0.005525471176952124,
0.001358997542411089,
-0.013878552243113518,
-0.002079322002828121,
0.011829430237412453,
0.04964423552155495,
0.08053318411111832,
-0.004635132383555174,
0.009905582293868065,
0.005109383258968592,
0.009368694387376308,
0.04083927348256111,
0.009261316619813442,
-0.0035233269445598125,
0.04975161328911781,
0.00043034920236095786,
0.012921102344989777,
0.07373260706663132,
-0.07745502889156342,
0.01629454828798771,
-0.055907927453517914,
0.04620815068483353,
0.05891449749469757,
-0.015176031738519669,
0.06238637492060661,
-0.007981733419001102,
-0.07566539943218231,
0.06990280747413635,
-0.07011756300926208,
-0.05837761238217354,
-0.038226418197155,
0.05193495750427246,
0.028741398826241493,
-0.015516060404479504,
0.0348261296749115,
-0.03124687634408474,
0.03038785606622696,
0.030656298622488976,
-0.04166250303387642,
0.0006504173506982625,
0.005467308685183525,
-0.04384584724903107,
0.016777746379375458,
0.015229720622301102,
-0.02852664329111576,
0.007936992682516575,
-0.012527384795248508,
-0.008706532418727875,
0.03794007748365402,
0.005520997103303671,
0.032517511397600174,
-0.004617236088961363,
-0.09563763439655304,
-0.010523002594709396,
-0.006961646489799023,
-0.04237835109233856,
-0.005811811424791813,
-0.03108580969274044,
-0.003964022267609835,
0.008532043546438217,
0.019918540492653847,
0.024625258520245552,
-0.012375266291201115,
-0.012697398662567139,
0.07666759192943573,
-0.02698756568133831,
-0.02646857313811779,
0.009449226781725883,
0.047067172825336456,
0.027452867478132248,
-0.06388965994119644,
0.009261316619813442,
-0.014191736467182636,
-0.028401369228959084,
-0.012079977430403233,
0.029672004282474518,
0.019381653517484665,
0.03858434408903122,
-0.05705328658223152,
0.036973681300878525,
-0.007552223280072212,
0.025913789868354797,
0.047568269073963165,
0.004015474114567041,
0.011811533942818642,
-0.025394797325134277,
0.009995062835514545,
0.024124162271618843,
0.09850103408098221,
0.03448610007762909,
-0.017976796254515648,
-0.06714677810668945,
0.03346601128578186,
-0.018522633239626884,
0.04477645084261894,
-0.041913047432899475,
-0.007069024257361889,
0.01567712612450123,
-0.05569317191839218,
-0.05665957182645798,
0.012428955174982548,
0.0201690886169672,
-0.03196272626519203,
-0.03965811803936958,
0.03564935550093651,
0.053545620292425156,
-0.05089697241783142,
0.014988120645284653,
0.0025211360771209,
0.02373044565320015,
-0.019578512758016586,
0.021654479205608368,
0.008782591670751572,
-0.006057885009795427,
-0.0733746811747551,
0.016777746379375458,
0.027936067432165146,
0.07137029618024826,
-0.05211392045021057,
-0.01945323869585991,
-0.025645345449447632,
-0.041411954909563065,
0.032374341040849686,
0.05751859024167061,
-0.01819155178964138,
0.036293622106313705,
0.030620506033301353,
-0.0010810461826622486,
-0.026056960225105286,
-0.030137307941913605,
0.03568514809012413,
-0.04026659205555916,
-0.005829707719385624,
0.043631091713905334,
-0.01981116458773613,
0.050431668758392334,
0.03947915881872177,
-0.018245240673422813,
0.002876824466511607,
0.027721311897039413,
-0.01820944808423519,
0.0005642915493808687,
-0.021905027329921722,
-0.08060476928949356,
-0.005342034623026848,
0.056086890399456024,
0.0770971029996872,
-0.03214168921113014,
-0.020956523716449738,
0.03416396677494049,
-0.04323737323284149,
-0.0597735196352005,
0.017958899959921837,
-0.010290351696312428,
-0.08182171732187271,
-0.00721219414845109,
0.021386034786701202,
-0.022137677296996117,
0.030352063477039337,
0.03486192226409912,
0.029654107987880707,
-0.005435990169644356,
-0.011883119121193886,
0.05891449749469757,
0.09943164139986038,
0.028222408145666122,
-0.03208800032734871,
-0.05107593536376953,
-0.01803048513829708,
0.1048005223274231,
-0.009807152673602104,
0.013368508778512478,
-0.04094665125012398,
0.01811101846396923,
-0.04452590271830559,
-0.02340831235051155,
0.05071800947189331,
0.03657996281981468,
0.0369378887116909,
0.028974050655961037,
-0.007458267733454704,
0.005064642522484064,
-0.014030670747160912,
0.03602517768740654,
-0.042628899216651917,
-0.005869974382221699,
0.025752723217010498,
0.007529852911829948,
0.04574285075068474,
0.0733746811747551,
-0.029457248747348785,
-0.01739516854286194,
0.012151562608778477,
0.006469499319791794,
-0.0035859637428075075,
-0.01477336511015892,
-0.03897806257009506,
-0.002870113356038928,
0.03298281505703926,
0.012590020895004272,
-0.0931321531534195,
-0.05512049049139023,
-0.04284365475177765,
-0.0218692347407341,
-0.012160510756075382,
-0.03704526647925377,
0.02815082296729088,
-0.011829430237412453,
-0.032875437289476395,
0.030369959771633148,
-0.022817736491560936,
0.04166250303387642,
-0.04678083211183548,
0.028097134083509445,
-0.017296738922595978,
-0.0529729388654232,
-0.009941373951733112,
-0.003648600773885846,
0.10200870037078857,
0.05358141288161278,
-0.020043814554810524,
0.01577555574476719,
-0.006080255378037691,
0.08804961293935776,
0.05601530522108078,
0.024159954860806465,
0.0038633558433502913,
-0.017699403688311577,
0.0030803943518549204,
-0.07036811113357544,
-0.05018112435936928,
0.06503502279520035,
-0.017028294503688812,
0.016777746379375458,
0.04284365475177765,
-0.047389306128025055,
-0.053366657346487045,
-0.01597241498529911,
0.004100481513887644,
-0.001041898038238287,
-0.04985899105668068,
0.0005047305603511631,
0.032177481800317764,
-0.005597056355327368,
-0.01843315176665783,
0.019506927579641342,
0.023658860474824905,
-0.020365947857499123,
-0.010880928486585617,
0.014809157699346542,
0.034951403737068176,
0.0034338454715907574,
-0.07595174014568329,
0.07595174014568329,
0.03536301478743553,
0.04187725484371185,
-0.061706315726041794,
-0.04631552845239639,
-0.005095961038023233,
0.0065500326454639435,
0.037796907126903534,
-0.028401369228959084,
-0.05247184634208679,
-0.022101884707808495,
-0.05658798664808273,
0.028258200734853745,
-0.07609491050243378,
-0.017896262928843498,
-0.05665957182645798,
0.024661051109433174,
0.015963466838002205,
-0.027256010100245476,
0.0040042889304459095,
0.014630195684731007,
-0.008469406515359879,
-0.0379042848944664,
0.023336727172136307,
-0.028974050655961037,
-0.0008556650718674064,
0.044669073075056076,
0.027542348951101303,
-0.006084729451686144,
-0.01350273098796606,
0.04538492485880852,
0.03160480037331581,
-0.0283476822078228,
-0.040660310536623,
-0.03266068175435066,
0.009753463789820671,
0.04724613577127457,
0.004733561538159847,
0.016840383410453796,
-0.032213274389505386,
-0.00869758427143097,
0.06338856369256973,
-0.011373075656592846,
-0.022835632786154747,
0.030316270887851715,
-0.018522633239626884,
0.04409639164805412,
0.001648693229071796,
-0.032732266932725906,
-0.02781079337000847,
-0.050288502126932144,
0.004241414368152618,
0.031014224514365196,
0.026325402781367302,
0.02577061951160431,
0.04255731403827667,
0.01569502241909504,
-0.02714863233268261,
0.03502298891544342,
0.05841340497136116,
-0.027792897075414658,
-0.0375821515917778,
0.0044740657322108746,
-0.0016050711274147034,
-0.017681507393717766,
-0.06557191163301468,
-0.01667036861181259,
0.05640902370214462,
0.01577555574476719,
0.029081428423523903,
-0.013449042104184628,
0.018057329580187798,
-0.0638180747628212,
0.00601761881262064,
-0.03994445875287056,
0.03278595581650734,
0.009646086022257805,
0.014880742877721786,
0.024983184412121773,
-0.023014595732092857,
-0.002671017311513424,
0.014719677157700062,
0.02782868966460228,
0.038691721856594086,
0.015059705823659897,
0.012965843081474304,
-0.01945323869585991,
-0.05583634227514267,
0.004733561538159847,
-0.03242802992463112,
-0.011247801594436169,
-0.035398807376623154,
-0.004436036106199026,
0.020634392276406288,
0.045528095215559006,
0.01528340857475996,
-0.02491159923374653,
0.02355148270726204,
-0.04896417632699013,
-0.030835261568427086,
-0.0294035617262125,
0.04814095050096512,
0.0672183632850647,
-0.027381282299757004,
-0.024893702939152718,
0.03328704833984375,
0.01613348163664341,
-0.06353173404932022,
-0.027918171137571335,
-0.03362707793712616,
0.02442839927971363,
-0.07344626635313034,
-0.03564935550093651,
0.05107593536376953,
-0.027900274842977524,
0.02920670248568058,
0.03722422942519188,
-0.00542704202234745,
0.0045389398001134396,
-0.025860100984573364,
-0.031497422605752945,
0.02068808116018772,
0.015346045605838299,
-0.012679502367973328,
0.0064381808042526245,
-0.035917799919843674,
-0.013395353220403194,
-0.08461353182792664,
0.02442839927971363,
0.011578882113099098,
0.05784072354435921,
0.012062081135809422,
-0.02473263628780842,
-0.028222408145666122,
-0.036973681300878525,
0.02718442492187023,
-0.025573760271072388,
-0.05157703161239624,
0.03652627393603325,
-0.013449042104184628,
0.07215773314237595,
-0.019166897982358932,
0.05819864943623543,
-0.04638711363077164,
0.0012829384068027139,
0.009198679588735104,
0.0208133552223444,
-0.010478261858224869,
-0.05723224952816963,
0.04427535459399223,
0.05275818333029747,
0.004339843988418579,
0.002908142749220133,
-0.03471875190734863,
-0.06925854086875916,
-0.12255360931158066,
0.00670215068385005,
0.019739579409360886,
-0.0018019300187006593,
0.0570174939930439,
-0.045170169323682785,
-0.014639143832027912,
0.04423956200480461,
0.002458499278873205,
0.01493443176150322,
0.05555000156164169,
-0.005655219312757254,
-0.0314258374273777,
-0.037653736770153046,
0.03638310357928276,
0.01995433308184147,
0.015023913234472275,
0.07090499252080917,
-0.028777191415429115,
0.04116140678524971,
0.05673115700483322,
-0.05039587616920471,
-0.012276836670935154,
-0.03962232917547226,
0.03944336622953415,
-0.00035568824387155473,
-0.029976241290569305,
0.001975300023332238,
0.02476842887699604,
0.017180413007736206,
-0.03416396677494049,
0.0026218025013804436,
-0.06313801556825638,
-0.016079792752861977,
0.006344225257635117,
-0.0021240627393126488,
-0.04495541378855705,
0.027381282299757004,
0.014871794730424881,
-0.023640964180231094,
-0.0005394045729190111,
-0.00848730280995369,
-0.01151624508202076,
0.0019786555785685778,
-0.0610620491206646,
-0.06167052313685417,
0.012079977430403233,
0.002914853859692812,
0.015059705823659897,
-0.009699774906039238,
0.046530283987522125,
-0.0023399365600198507,
0.0016184933483600616,
-0.03922861069440842,
-0.050610631704330444,
-0.0013746566837653518,
-0.015802400186657906,
0.004319710657000542,
-0.004639606457203627,
0.028759295120835304,
-0.0266475360840559,
0.0610620491206646,
0.0030938165728002787,
-0.01744885742664337,
-0.007498534396290779,
-0.017779937013983727,
-0.0030915795359760523,
0.016956709325313568,
-0.019256379455327988,
0.0032683052122592926,
0.018701596185564995,
-0.06743311882019043,
0.0206522885710001,
0.011274646036326885,
-0.018325773999094963,
0.0730525478720665,
0.031586904078722,
-0.023462001234292984,
0.0385485514998436,
-0.10637538880109787,
-0.059701934456825256,
0.03205220773816109,
-0.011140423826873302,
0.02169027179479599,
-0.008532043546438217,
-0.01751149445772171,
-0.010174025781452656,
-0.009547656401991844,
0.05401092395186424,
-0.02083125151693821,
-0.01819155178964138,
-0.04849887266755104,
-0.01222314778715372,
0.008299392648041248,
-0.043308958411216736,
-0.03486192226409912,
-0.013234286569058895,
-0.003776111640036106,
-0.02832978591322899,
0.05648060888051987,
0.01619611866772175,
-0.0505390465259552,
0.005373353138566017,
0.02988675981760025,
0.025054769590497017,
0.01128359418362379,
-0.045170169323682785,
-0.06711098551750183,
-0.016017155721783638,
-0.033913418650627136,
-0.018379462882876396,
0.06270850449800491,
-0.05476256459951401,
0.026522262021899223,
0.03990866616368294,
-0.002295195823535323,
-0.05340244993567467,
-0.00957450084388256,
0.01661667972803116,
0.013100065290927887,
-0.0012236570473760366,
0.0058386558666825294,
-0.0508611798286438,
-0.015167083591222763,
-0.06392545253038406,
-0.01809312216937542,
0.07652442157268524,
-0.010138233192265034,
-0.01521182432770729,
0.06306643038988113,
0.0008646132191643119,
-0.03214168921113014,
-0.027757104486227036,
0.029421458020806313,
-0.003666497068479657,
0.011668363586068153,
0.017976796254515648,
-0.016088740900158882,
0.009198679588735104,
0.0012706347042694688,
0.04559968039393425,
-0.013287975452840328,
-0.011722052469849586,
0.026200130581855774,
0.034056589007377625,
-0.025520071387290955,
-0.024857910349965096,
-0.02303249016404152,
0.014325958676636219,
-0.031211083754897118,
-0.016545096412301064,
-0.060704126954078674,
0.014155944809317589,
-0.008004103787243366,
-0.014800209552049637,
-0.030101515352725983,
-0.01299268752336502,
-0.01256317738443613,
-0.013950137421488762,
0.03811904042959213,
0.017126724123954773,
0.009243420325219631,
-0.00156816013623029,
0.004232466220855713,
0.052006542682647705,
-0.0021240627393126488,
0.03980128839612007,
0.09542287886142731,
0.03301860764622688,
-0.057482797652482986,
-0.048928383737802505,
-0.013440093956887722,
0.02832978591322899,
0.08175013214349747,
-0.0649634376168251,
0.0174935981631279,
0.013252182863652706,
0.008630473166704178,
-0.042593106627464294,
0.004427087958902121,
-0.0280255489051342,
0.1028677225112915,
-0.0464944913983345,
0.0536172054708004,
0.03548828884959221,
0.029797278344631195,
-0.0536172054708004,
0.006715572904795408,
-0.008084637112915516,
0.012536332942545414,
-0.0004063011147081852,
-0.017699403688311577,
-0.0191132090985775,
0.002055833349004388,
0.03894226998090744,
0.02272825501859188,
-0.01383381150662899,
0.02322934940457344,
-0.012437903322279453,
0.04610077291727066,
0.11238853633403778,
0.055764757096767426,
-0.04577864333987236,
0.028634021058678627,
-0.01495232805609703,
0.027220217511057854,
-0.008500725030899048,
-0.04216359555721283,
-0.03743898496031761,
0.049250517040491104,
-0.004290629178285599,
-0.06439075618982315,
0.013198493979871273,
-0.03122898004949093,
-0.019327964633703232,
0.04237835109233856,
0.06696781516075134,
-0.013100065290927887,
-0.017583079636096954,
-0.043308958411216736,
-0.009055509231984615,
-0.023014595732092857,
0.03368076682090759,
-0.015999259427189827,
0.02355148270726204,
0.0450269989669323,
-0.04284365475177765,
0.00670215068385005,
-0.006362121552228928,
-0.035595666617155075
] |
22,509 | salem.sio | get_map | Make a salem.Map out of the dataset.
All keywords are passed to :py:class:salem.Map
| def get_map(self, **kwargs):
"""Make a salem.Map out of the dataset.
All keywords are passed to :py:class:salem.Map
"""
from salem.graphics import Map
return Map(self.grid, **kwargs)
| (self, **kwargs) | [
0.045255642384290695,
-0.05877073481678963,
0.031142693012952805,
0.027917912229895592,
-0.05898813530802727,
-0.003944922238588333,
-0.044820837676525116,
0.0260700024664402,
0.0271570086479187,
0.020381342619657516,
-0.020616861060261726,
0.03362468630075455,
-0.017817823216319084,
0.03746543824672699,
0.028968682512640953,
-0.017917465418577194,
-0.05134286731481552,
-0.014692683704197407,
-0.009810219518840313,
-0.03429500758647919,
0.01211104728281498,
0.01176682859659195,
0.0728655681014061,
0.008501284755766392,
0.0002904341381508857,
0.027356291189789772,
-0.015263361856341362,
0.02501923218369484,
0.08333704620599747,
-0.02664973959326744,
-0.08290224522352219,
-0.03422253951430321,
0.0020188852213323116,
0.06094474717974663,
0.03625161573290825,
-0.0017358111217617989,
0.03563564643263817,
0.03829880803823471,
-0.029312901198863983,
-0.017328670248389244,
-0.010000445879995823,
-0.04656004533171654,
0.045146942138671875,
0.032410863786935806,
0.03320800140500069,
-0.015227127820253372,
-0.020979195833206177,
-0.058734502643346786,
0.0015863479347899556,
-0.0069251274690032005,
-0.011794003657996655,
0.02440326102077961,
0.01176682859659195,
0.04040035232901573,
-0.030073804780840874,
0.0227184034883976,
-0.02746499329805374,
0.10638155788183212,
0.032483331859111786,
0.030236855149269104,
-0.03639655187726021,
-0.016613058745861053,
-0.005534667056053877,
-0.04963989555835724,
-0.014801384881138802,
-0.02732005901634693,
-0.0541328489780426,
0.009203309193253517,
0.04101632162928581,
0.054712582379579544,
-0.010081971064209938,
0.03429500758647919,
0.014049539342522621,
0.028080962598323822,
0.003990214318037033,
0.021359648555517197,
-0.009855511598289013,
-0.030816590413451195,
0.04623394459486008,
0.0017244881018996239,
-0.04155982285737991,
-0.032881900668144226,
-0.041668523102998734,
0.021142246201634407,
-0.02556273341178894,
-0.02333437278866768,
0.04963989555835724,
0.03590739890933037,
-0.019566088914871216,
-0.05134286731481552,
-0.032610148191452026,
0.08384431898593903,
-0.03581681475043297,
0.03735673800110817,
-0.05224870517849922,
-0.04898769035935402,
-0.014493400231003761,
0.04583537578582764,
-0.004683179780840874,
0.03963944688439369,
0.043299030512571335,
-0.031776778399944305,
0.015580404549837112,
0.028642581775784492,
-0.011277676559984684,
-0.042936697602272034,
0.011567545123398304,
-0.010516772978007793,
-0.04069022089242935,
0.04808185249567032,
-0.032555799931287766,
0.0784817561507225,
-0.0005301979836076498,
0.03782777488231659,
-0.06514783203601837,
0.003582587232813239,
0.022102434188127518,
-0.021758215501904488,
-0.027863560244441032,
-0.008868148550391197,
-0.11043970286846161,
0.06634353846311569,
-0.021250948309898376,
0.0021977880969643593,
0.03953074663877487,
0.019113171845674515,
0.03804517537355423,
-0.0017527955351397395,
-0.005670542828738689,
-0.05387921258807182,
0.053770512342453,
-0.07264816761016846,
-0.0031477853190153837,
0.020073357969522476,
0.02661350555717945,
-0.018895769491791725,
0.08949674665927887,
-0.02568955160677433,
-0.011531311087310314,
0.07036545872688293,
0.016368484124541283,
0.02291768789291382,
-0.0129897091537714,
0.05029209703207016,
-0.03694005310535431,
-0.030363673344254494,
-0.003575793467462063,
0.009529409930109978,
-0.017392080277204514,
-0.044422268867492676,
0.018316034227609634,
-0.03924087807536125,
0.01364191249012947,
0.019783491268754005,
-0.0548575185239315,
-0.043588899075984955,
0.05362557992339134,
-0.0009449017234146595,
0.05079936608672142,
0.0237148255109787,
0.0031976064201444387,
0.018234508112072945,
-0.017600422725081444,
-0.022736521437764168,
-0.043371498584747314,
-0.02458442933857441,
0.019584206864237785,
-0.06793781369924545,
0.021848799660801888,
-0.016431892290711403,
-0.02619682066142559,
-0.04844418913125992,
-0.015399237163364887,
-0.01165812835097313,
-0.0063997418619692326,
0.015100310556590557,
-0.01215633936226368,
0.013198052532970905,
0.0035599414259195328,
0.059314239770174026,
0.02465689554810524,
0.02465689554810524,
-0.044349804520606995,
0.06257525086402893,
-0.02331625670194626,
-0.015408295206725597,
0.009592819027602673,
-0.010045737959444523,
-0.010960633866488934,
0.012808541767299175,
0.03554506227374077,
0.005883414298295975,
-0.032483331859111786,
-0.014701742678880692,
-0.001585215562954545,
-0.033081185072660446,
0.005380674730986357,
-0.03300871700048447,
-0.058806970715522766,
0.10399014502763748,
-0.06177811697125435,
0.007282933220267296,
-0.010263138450682163,
0.043987467885017395,
-0.016314134001731873,
0.02282710373401642,
0.018750835210084915,
-0.008809269405901432,
-0.02382352575659752,
0.007763027213513851,
0.03384208679199219,
-0.007468630094081163,
-0.0023891464807093143,
-0.0020200174767524004,
0.08840973675251007,
-0.02489241398870945,
-0.03891477733850479,
0.032755084335803986,
-0.03617914766073227,
0.012092930264770985,
0.01151319406926632,
-0.004728471860289574,
0.016676468774676323,
0.011739653535187244,
-0.01212010532617569,
-0.044675905257463455,
0.013841196894645691,
-0.043951235711574554,
0.02583448588848114,
-0.045509275048971176,
-0.028968682512640953,
-0.04036412015557289,
0.0004871707351412624,
0.0007926077814772725,
0.03681323677301407,
-0.07362647354602814,
0.013524153269827366,
-0.02346119098365307,
-0.010136321187019348,
-0.004212144296616316,
0.010607357136905193,
0.010190671309828758,
-0.03563564643263817,
0.03438559174537659,
-0.04123372212052345,
0.03329858556389809,
-0.04094385355710983,
0.04021918401122093,
0.03721180558204651,
0.011630953289568424,
0.0488789901137352,
-0.0042800819501280785,
0.019348688423633575,
0.057176463305950165,
0.020707445219159126,
-0.04782821983098984,
-0.010553007014095783,
0.009484118781983852,
-0.014439049176871777,
-0.03407760709524155,
-0.032501447945833206,
-0.022247368469834328,
-0.01200234703719616,
0.008990436792373657,
0.06308252364397049,
-0.004239319358021021,
-0.019185638055205345,
0.04181345924735069,
0.013986131176352501,
-0.0004885860835202038,
0.13275954127311707,
0.08978661149740219,
0.02503734827041626,
-0.013714379630982876,
0.022120552137494087,
-0.02425832860171795,
0.023008272051811218,
-0.07427867501974106,
-0.0043797241523861885,
0.021269064396619797,
0.02472936362028122,
-0.0044250162318348885,
-0.02567143365740776,
0.019620439037680626,
-0.02628740295767784,
-0.06098097935318947,
0.045690443366765976,
0.030798474326729774,
0.016006147488951683,
-0.05025586485862732,
-0.0270664244890213,
0.045146942138671875,
-0.06366226077079773,
-0.01202046312391758,
-0.022011850029230118,
-0.05163273587822914,
0.008600926958024502,
0.018017107620835304,
-0.02375105954706669,
0.007830965332686901,
0.03456676006317139,
-0.08565599471330643,
0.1064540222287178,
0.043914999812841415,
0.02306262217462063,
0.017826881259679794,
0.009257659316062927,
-0.0045744795352220535,
0.014031422324478626,
0.005217623896896839,
0.007708677090704441,
0.06714067608118057,
-0.011504136025905609,
0.0261605866253376,
-0.0799311026930809,
-0.030707890167832375,
-0.018750835210084915,
-0.0027560105081647635,
0.03329858556389809,
0.06695950776338577,
-0.028352713212370872,
-0.05369804799556732,
0.005444083362817764,
-0.05043702945113182,
0.08754013478755951,
0.0243489108979702,
0.018370384350419044,
-0.06304629147052765,
0.09275776147842407,
0.0023393253795802593,
-0.004198556765913963,
0.00018201672355644405,
0.031360093504190445,
0.017546072602272034,
-0.029494067654013634,
-0.011540369130671024,
-0.016468126326799393,
-0.0006306893774308264,
-0.030418023467063904,
-0.024530079215765,
0.01339733600616455,
-0.022845221683382988,
-0.03588928282260895,
-0.010308430530130863,
0.002109469147399068,
0.02349742501974106,
-0.016459066420793533,
-0.06587250530719757,
-0.007291991729289293,
-0.018660252913832664,
0.010471480898559093,
-0.006698668003082275,
0.02491053007543087,
0.005398791283369064,
0.03587116301059723,
0.07018429040908813,
0.03447617590427399,
0.018732719123363495,
-0.05956787243485451,
0.014330348931252956,
0.05982150882482529,
-0.03648713231086731,
0.004511070903390646,
-0.014402816072106361,
-0.028062844648957253,
0.0005814344622194767,
0.0021264534443616867,
0.01250961609184742,
0.06500289589166641,
-0.011975171975791454,
-0.002518228255212307,
-0.043625134974718094,
-0.02648668736219406,
0.0715973973274231,
0.015589463524520397,
0.03552694618701935,
-0.0008429950103163719,
-0.008782094344496727,
-0.05134286731481552,
-0.0038475447800010443,
-0.03360657021403313,
-0.019421156495809555,
0.015797805041074753,
0.021359648555517197,
0.05018339678645134,
-0.022102434188127518,
0.014701742678880692,
0.028570113703608513,
-0.028425179421901703,
-0.04108878970146179,
-0.015788746997714043,
-0.03559941425919533,
0.02510981447994709,
0.01206575520336628,
-0.010752291418612003,
-0.028280247002840042,
0.011775887571275234,
0.015127485617995262,
0.0011549427872523665,
-0.010797582566738129,
-0.01378684677183628,
-0.08007603138685226,
0.020961079746484756,
-0.006653376389294863,
-0.029113616794347763,
-0.06728560477495193,
-0.031903594732284546,
-0.057647496461868286,
0.06362602859735489,
-0.02411339432001114,
0.029783936217427254,
-0.00291679659858346,
-0.046378880739212036,
-0.03371527045965195,
-0.007061003241688013,
-0.017120327800512314,
0.02413151040673256,
0.028334597125649452,
0.029457835480570793,
-0.011014983989298344,
0.044675905257463455,
0.018986353650689125,
-0.008963261730968952,
-0.031215159222483635,
0.058118533343076706,
-0.06000267341732979,
-0.021921267732977867,
-0.0034104781225323677,
0.0011741918278858066,
0.07109012454748154,
-0.0710538923740387,
-0.06022007763385773,
-0.02433079481124878,
-0.05308207497000694,
0.04152359068393707,
0.018433792516589165,
-0.014882910065352917,
-0.02351554110646248,
-0.008306529372930527,
-0.003073053667321801,
0.05898813530802727,
-0.041668523102998734,
-0.006979478057473898,
-0.033679038286209106,
-0.010453364811837673,
-0.06627107411623001,
-0.06119837984442711,
0.003152314340695739,
0.07330036908388138,
-0.032900016754865646,
0.044784605503082275,
0.05094429850578308,
0.031432561576366425,
-0.018433792516589165,
0.08420665562152863,
-0.05427778139710426,
-0.027736743912100792,
-0.07819189131259918,
0.031197043135762215,
0.027356291189789772,
-0.01373249664902687,
-0.06735807657241821,
-0.015689104795455933,
-0.006005702540278435,
0.03931334614753723,
0.019547972828149796,
-0.029113616794347763,
0.010879107750952244,
0.010688882321119308,
-0.06286512315273285,
0.05043702945113182,
-0.014647392556071281,
-0.006938714999705553,
-0.06945961713790894,
0.016223549842834473,
0.02498299814760685,
-0.03487474471330643,
0.04112502187490463,
0.011685303412377834,
0.00592417735606432,
-0.006535617634654045,
0.0007863801438361406,
0.03637843206524849,
0.002765069017186761,
-0.043914999812841415,
0.016767051070928574,
0.032120998948812485,
-0.03746543824672699,
-0.03978438302874565,
0.011721537448465824,
-0.003439917927607894,
0.07362647354602814,
0.015299594961106777,
0.002810360863804817,
-0.0022974302992224693,
0.06714067608118057,
0.08674299716949463,
-0.004096650052815676,
-0.018859537318348885,
-0.019258104264736176,
0.007282933220267296,
-0.045799143612384796,
-0.03623349964618683,
-0.011033101007342339,
0.0013055382296442986,
-0.030508605763316154,
-0.007853611372411251,
0.018823303282260895,
0.0015874801902100444,
0.02664973959326744,
-0.02291768789291382,
-0.04971235990524292,
-0.007726793643087149,
0.03650525212287903,
0.04735718294978142,
0.009466001763939857,
-0.05297337472438812,
0.02385975979268551,
-0.07311920076608658,
0.017174677923321724,
0.06261149048805237,
0.053770512342453,
0.006404270883649588,
-0.043407730758190155,
-0.05250234156847,
0.015498879365622997,
0.017808765172958374,
0.009692461229860783,
0.011395435780286789,
0.03891477733850479,
-0.016114849597215652,
-0.06040124222636223,
-0.04645134508609772,
0.04866158962249756,
0.013913664035499096,
0.020308876410126686,
-0.010353722609579563,
-0.02501923218369484,
0.03320800140500069,
-0.009638111107051373,
0.006780193652957678,
-0.03706686943769455,
0.04210332781076431,
-0.04782821983098984,
0.043516431003808975,
0.008116303943097591,
0.010942516848444939,
0.007450513541698456,
0.016513416543602943,
-0.017437372356653214,
0.03811763972043991,
0.014094831421971321,
0.011621895246207714,
-0.021558932960033417,
0.05916930362582207,
0.04858912155032158,
-0.030870942398905754,
-0.05456764996051788,
-0.05116170272231102,
0.00663978885859251,
-0.0038815136067569256,
-0.0027763918042182922,
0.03713933750987053,
0.07616281509399414,
-0.06837261468172073,
0.001804881147108972,
-0.009619994089007378,
0.04735718294978142,
-0.08572845906019211,
-0.0270664244890213,
0.0246206633746624,
-0.023008272051811218,
0.018062399700284004,
0.02405904419720173,
0.013007826171815395,
0.03608856722712517,
0.02652292139828205,
-0.029131732881069183,
0.009044786915183067,
-0.03583493083715439,
-0.02328002266585827,
0.05543725565075874,
-0.01206575520336628,
0.043371498584747314,
-0.006612613797187805,
0.015725338831543922,
-0.05953164026141167,
0.004560891538858414,
0.023135090246796608,
-0.014692683704197407,
0.06304629147052765,
-0.014665508642792702,
-0.018642134964466095,
0.014792325906455517,
-0.03916841372847557,
-0.02501923218369484,
0.006753018591552973,
-0.021413998678326607,
0.0034920035395771265,
-0.008560163900256157,
-0.03844374418258667,
0.0770324170589447,
-0.014330348931252956,
-0.008306529372930527,
0.02416774444282055,
-0.033352937549352646,
-0.011676245369017124,
0.032392747700214386,
-0.045690443366765976,
-0.005539196077734232,
-0.031813014298677444,
-0.016830461099743843,
0.016866693273186684,
-0.0021989205852150917,
-0.007998544722795486,
-0.07174232602119446,
-0.05148780345916748,
0.028280247002840042,
0.02458442933857441,
-0.0470673143863678,
0.009493176825344563,
-0.01161283627152443,
0.006481267046183348,
-0.022211134433746338,
-0.004198556765913963,
-0.0071198828518390656,
0.050328329205513,
-0.030508605763316154,
0.042646829038858414,
0.008827386423945427,
-0.03829880803823471,
-0.014176356606185436,
0.03677700087428093,
-0.07007558643817902,
0.06025630980730057,
0.018506260588765144,
0.020471926778554916,
0.028588231652975082,
-0.001081909635104239,
0.03518272936344147,
-0.0002673635899554938,
0.04141489043831825,
0.030635423958301544,
-0.0004537679778877646,
0.010462422855198383,
-0.02463877946138382,
0.018388500437140465,
0.018986353650689125,
0.0532270111143589,
-0.022428536787629128,
-0.043371498584747314,
-0.009049316868185997,
-0.0012908184435218573,
0.04974859580397606,
0.05366181209683418,
0.04000178351998329,
-0.0548575185239315,
-0.03956698253750801,
0.015335828997194767,
-0.058444634079933167,
-0.044023700058460236,
0.009927978739142418,
-0.028008494526147842,
-0.046596281230449677,
-0.002175142290070653,
-0.03333481773734093,
-0.017645714804530144,
0.01302594318985939,
0.022011850029230118,
0.03369715437293053,
0.003935863729566336,
0.010824757628142834,
0.0017788383411243558,
-0.02456631325185299,
-0.007228583097457886,
-0.005598075687885284,
0.005090806633234024,
-0.046596281230449677,
0.009547526948153973,
0.02596130222082138,
-0.03364280238747597,
0.030110038816928864,
-0.04728471860289574,
0.0741337388753891,
-0.014375641010701656,
0.08840973675251007,
-0.03340728580951691,
-0.03884231299161911,
0.02456631325185299,
0.055618420243263245,
0.04873405769467354,
-0.06098097935318947,
0.04221202805638313,
0.03438559174537659,
0.022591587156057358,
0.004814526066184044,
-0.03811763972043991,
-0.058191001415252686,
0.03416819125413895,
0.056451793760061264,
-0.027791094034910202,
-0.007636209949851036,
-0.044132404029369354,
0.045146942138671875,
0.0017505309078842402,
-0.020000891759991646,
-0.020453810691833496,
0.02395034395158291,
0.02712077461183071,
-0.017274320125579834,
0.020109592005610466,
0.03333481773734093,
0.06746677309274673,
0.011078392155468464,
0.015118427574634552,
-0.014511516317725182,
-0.02433079481124878,
0.04148735851049423,
-0.056669194251298904,
-0.03811763972043991,
0.009937036782503128,
-0.05453141778707504,
0.008465051651000977,
0.009873628616333008,
0.0036573188845068216,
0.018044283613562584,
-0.06203174963593483,
-0.08130796998739243,
0.023008272051811218,
-0.0035893809981644154,
-0.05025586485862732,
-0.031178927049040794,
-0.0467049814760685,
0.001203631516546011,
-0.028968682512640953,
0.002175142290070653,
-0.031957946717739105,
-0.013116526417434216,
-0.04021918401122093,
-0.007898902520537376,
-0.009511293843388557,
0.01302594318985939,
-0.00626386608928442,
0.015516996383666992,
-0.06445939838886261,
-0.000027245892852079123,
0.0271570086479187,
0.054893750697374344,
-0.03471169248223305,
0.020272642374038696,
0.04583537578582764,
0.057973600924015045,
-0.002352912910282612,
0.03568999841809273,
-0.016757993027567863,
-0.014194473624229431,
0.017509838566184044,
-0.03592551499605179,
0.06105344742536545,
-0.03909594565629959,
-0.033352937549352646,
0.041885923594236374,
-0.05054573342204094,
-0.030508605763316154,
0.03713933750987053,
0.03494720906019211,
0.021196596324443817,
0.003972097299993038
] |
22,510 | salem.sio | interpz | Interpolates the array along the vertical dimension
Parameters
----------
zcoord: DataArray
the z coordinates of the variable. Must be of same dimensions
levels: 1dArray
the levels at which to interpolate
dim_name: str
the name of the new dimension
fill_value : np.NaN or 'extrapolate', optional
how to handle levels below the topography. Default is to mark them
as invalid, but you might want the have them extrapolated.
use_multiprocessing: bool
set to false if, for some reason, you don't want to use mp
Returns
-------
a new DataArray with the interpolated data
| def interpz(self, zcoord, levels, dim_name='', fill_value=np.NaN,
use_multiprocessing=True):
"""Interpolates the array along the vertical dimension
Parameters
----------
zcoord: DataArray
the z coordinates of the variable. Must be of same dimensions
levels: 1dArray
the levels at which to interpolate
dim_name: str
the name of the new dimension
fill_value : np.NaN or 'extrapolate', optional
how to handle levels below the topography. Default is to mark them
as invalid, but you might want the have them extrapolated.
use_multiprocessing: bool
set to false if, for some reason, you don't want to use mp
Returns
-------
a new DataArray with the interpolated data
"""
if self.z_dim is None:
raise RuntimeError('zdimension not recognized')
data = wrftools.interp3d(self._obj.values, zcoord.values,
np.atleast_1d(levels), fill_value=fill_value,
use_multiprocessing=use_multiprocessing)
dims = list(self._obj.dims)
zd = np.nonzero([self.z_dim == d for d in dims])[0][0]
dims[zd] = dim_name
coords = dict(self._obj.coords)
coords.pop(self.z_dim, None)
coords[dim_name] = np.atleast_1d(levels)
out = xr.DataArray(data, name=self._obj.name, dims=dims, coords=coords)
out.attrs['pyproj_srs'] = self.grid.proj.srs
if not np.asarray(levels).shape:
out = out.isel(**{dim_name: 0})
return out
| (self, zcoord, levels, dim_name='', fill_value=nan, use_multiprocessing=True) | [
0.037449419498443604,
0.0397818461060524,
-0.008196142502129078,
0.028754139319062233,
0.06792022287845612,
0.030545441433787346,
-0.0513506755232811,
0.01910722814500332,
-0.07064449787139893,
0.024313200265169144,
0.03052678145468235,
0.048999588936567307,
-0.04959668964147568,
-0.022671174257993698,
-0.03815847635269165,
0.007916251197457314,
-0.014787576161324978,
0.058851756155490875,
-0.01790369674563408,
0.03985648229718208,
-0.012287216261029243,
-0.07866804301738739,
0.09583468735218048,
0.0527314692735672,
0.014591652899980545,
-0.07512275129556656,
0.01707335375249386,
-0.018696721643209457,
0.014768917113542557,
-0.043961551040410995,
-0.05452277138829231,
0.04601408541202545,
-0.06392711400985718,
0.09128179401159286,
0.02011483535170555,
-0.025936568155884743,
-0.0013866268564015627,
-0.02261519618332386,
-0.02433186024427414,
-0.01197933591902256,
0.058627840131521225,
-0.0013772970996797085,
0.03151572868227959,
0.007300490979105234,
0.03683365881443024,
0.024593092501163483,
0.018724709749221802,
-0.05392567068338394,
0.011288938112556934,
0.01951773464679718,
0.042394161224365234,
-0.017586486414074898,
0.05683653801679611,
-0.06512131541967392,
0.03761735558509827,
0.06456153094768524,
0.059971317648887634,
0.06277022510766983,
0.01310823019593954,
-0.044894520193338394,
-0.04605140537023544,
-0.02095450833439827,
-0.06866659969091415,
0.008406060747802258,
-0.053627122193574905,
0.035359568893909454,
-0.003850834211334586,
0.0019394116243347526,
0.029034029692411423,
0.009730878286063671,
0.027597256004810333,
0.03159036859869957,
-0.012044643983244896,
-0.07019667327404022,
0.032131489366292953,
0.09986512362957001,
0.0015767194563522935,
0.014507684856653214,
0.004270670469850302,
0.012968284077942371,
-0.07486151903867722,
-0.009357689879834652,
0.016681505367159843,
0.056314077228307724,
-0.010066747665405273,
0.017521178349852562,
-0.02405196987092495,
0.008252120576798916,
0.03201953321695328,
0.02692551724612713,
0.011690115556120872,
0.019181866198778152,
-0.007468425668776035,
0.007822954095900059,
0.018398171290755272,
-0.04690973833203316,
0.01979762502014637,
0.003878823248669505,
0.008130834437906742,
0.042618073523044586,
0.03015359304845333,
-0.08993832021951675,
0.008755924180150032,
-0.017791740596294403,
-0.049932561814785004,
-0.03270993009209633,
0.033232394605875015,
-0.00400244165211916,
-0.028194356709718704,
-0.017773080617189407,
0.05243292078375816,
0.017866376787424088,
-0.023884035646915436,
-0.039147425442934036,
-0.052059732377529144,
0.010505243204534054,
-0.04388691484928131,
0.01438639871776104,
-0.003983782138675451,
0.011764752678573132,
-0.015291379764676094,
0.02321229688823223,
0.010057417675852776,
0.0038391719572246075,
-0.05202241241931915,
-0.028380950912833214,
-0.040117714554071426,
-0.028157038614153862,
0.009786856360733509,
-0.03196355700492859,
0.017129331827163696,
-0.024350520223379135,
-0.050902847200632095,
-0.05896371230483055,
0.0048654391430318356,
0.0007766975904814899,
0.030955947935581207,
-0.04172242432832718,
-0.010654518380761147,
0.020282769575715065,
0.04754415526986122,
0.050529662519693375,
-0.03222478926181793,
-0.00028324389131739736,
0.010561221279203892,
0.0035476188641041517,
0.10344772785902023,
0.013630692847073078,
-0.002600654261186719,
-0.001737656770274043,
-0.04657386615872383,
0.03731880336999893,
-0.02132769674062729,
0.012884316965937614,
-0.00045628068619407713,
-0.04448401555418968,
-0.028847435489296913,
0.038513004779815674,
0.014694279059767723,
0.01473159808665514,
-0.04698437452316284,
0.0045972103253006935,
-0.059784725308418274,
-0.02354816533625126,
-0.013481417670845985,
-0.006409504450857639,
0.00695995707064867,
-0.049932561814785004,
-0.0026589648332446814,
0.045864809304475784,
-0.021290378645062447,
-0.007337810005992651,
-0.042020972818136215,
0.025414105504751205,
0.024593092501163483,
-0.03821445629000664,
-0.04273002967238426,
0.006432828959077597,
0.008121504448354244,
-0.012548447586596012,
-0.011466202326118946,
0.010514573194086552,
-0.016905417665839195,
-0.0021656567696481943,
0.0017423216486349702,
-0.007001940626651049,
0.0647481232881546,
-0.010272000916302204,
-0.004191368352621794,
-0.025190193206071854,
-0.013901254162192345,
-0.023604143410921097,
0.037076231092214584,
-0.04291662573814392,
0.04616336151957512,
0.019181866198778152,
0.01590714044868946,
-0.0017341581406071782,
0.04806661978363991,
0.02386537566781044,
-0.04269271343946457,
-0.03866228088736534,
0.016215020790696144,
-0.017334584146738052,
-0.009516295045614243,
0.03584470972418785,
0.029313920065760612,
-0.060195229947566986,
-0.03821445629000664,
0.019079238176345825,
0.008382736705243587,
-0.028642183169722557,
-0.011316927149891853,
-0.0052059730514883995,
0.009469646960496902,
0.025059577077627182,
-0.05056697875261307,
-0.012072633020579815,
0.10829917341470718,
0.00952562503516674,
-0.011708774603903294,
-0.003251400776207447,
0.027951784431934357,
0.044707927852869034,
-0.04907422885298729,
-0.014405058696866035,
0.05153726786375046,
0.04314053803682327,
-0.02793312445282936,
-0.0011691281106323004,
-0.030228231102228165,
-0.013854606077075005,
0.011811401695013046,
-0.04851444438099861,
0.04851444438099861,
-0.060978926718235016,
0.007766976021230221,
0.023044360801577568,
0.07822021096944809,
0.04205829277634621,
-0.013621363788843155,
-0.00019432017870713025,
-0.006129613611847162,
0.013481417670845985,
-0.011484862305223942,
-0.008797908201813698,
0.019275162369012833,
0.047059010714292526,
0.04463329166173935,
0.02373475953936577,
0.004814125597476959,
0.03907278925180435,
-0.02239128202199936,
0.03052678145468235,
0.013835947029292583,
0.028754139319062233,
0.06777095049619675,
-0.02502225898206234,
0.021029146388173103,
-0.06560645997524261,
-0.08008615672588348,
-0.050716254860162735,
0.01651357114315033,
0.01794101484119892,
-0.00042333517922088504,
0.008597319945693016,
0.06138943135738373,
-0.0638524740934372,
-0.015086126513779163,
0.038139816373586655,
-0.10717960447072983,
0.06206117197871208,
0.04519307240843773,
0.01334147248417139,
-0.02063729800283909,
0.054000310599803925,
0.09979048371315002,
-0.11344916373491287,
0.020842552185058594,
0.035919349640607834,
0.002973842201754451,
0.025470083579421043,
-0.026477690786123276,
0.0159631185233593,
0.017101341858506203,
-0.02377207763493061,
-0.010272000916302204,
-0.027000155299901962,
-0.011260949075222015,
0.0029971664771437645,
-0.010663848370313644,
0.012035313993692398,
-0.04205829277634621,
-0.023156318813562393,
0.01923784427344799,
-0.06575573235750198,
-0.04426010325551033,
0.005000719800591469,
0.02492896094918251,
0.0028012427501380444,
-0.006880654487758875,
-0.037449419498443604,
0.09650642424821854,
0.018659401684999466,
-0.0076083713211119175,
-0.020226791501045227,
-0.012865657918155193,
-0.0028268995229154825,
-0.023697441443800926,
-0.00349164055660367,
0.040677495300769806,
0.04851444438099861,
-0.06922638416290283,
-0.014591652899980545,
0.008494692854583263,
0.005317929666489363,
0.010663848370313644,
0.03289652615785599,
-0.006409504450857639,
0.05571697652339935,
-0.01310823019593954,
-0.03674036264419556,
0.00897050742059946,
-0.00033470301423221827,
0.009814845398068428,
0.07471224665641785,
0.010225352831184864,
0.0115594994276762,
0.057694870978593826,
-0.01929382234811783,
-0.010113395750522614,
0.0009288883884437382,
-0.008401395753026009,
0.004319651518017054,
0.040901411324739456,
0.007836949080228806,
0.02539544552564621,
-0.006190256681293249,
0.04791734367609024,
0.019275162369012833,
-0.0596727691590786,
0.030881309881806374,
-0.0860571637749672,
-0.009283052757382393,
-0.013210856355726719,
-0.02742932178080082,
0.038513004779815674,
-0.0023709102533757687,
0.029108667746186256,
0.07844412326812744,
-0.03963256999850273,
-0.0430285818874836,
-0.004331313539296389,
0.017679784446954727,
-0.007431107107549906,
-0.0005180899752303958,
0.05791878327727318,
-0.0040794117376208305,
0.02020813338458538,
-0.00596634391695261,
-0.028063740581274033,
-0.03580739349126816,
-0.010421276092529297,
-0.017698442563414574,
-0.018883315846323967,
-0.082325279712677,
0.028194356709718704,
-0.0008041036198846996,
-0.020562661811709404,
-0.01313621923327446,
-0.008984502404928207,
-0.038550324738025665,
0.015384676866233349,
0.0017819729400798678,
-0.02733602374792099,
-0.04168510437011719,
-0.0062882183119654655,
-0.03433329984545708,
0.05467204749584198,
-0.045118436217308044,
0.022932404652237892,
-0.00516865449026227,
0.008364076726138592,
0.003081133821979165,
0.006652076728641987,
0.04888763278722763,
-0.0029271936509758234,
0.019872263073921204,
-0.009362354874610901,
0.00695995707064867,
0.0504177063703537,
0.043401770293712616,
0.07004739344120026,
-0.012707052752375603,
-0.03039616532623768,
0.02298838272690773,
0.0018542780308052897,
0.0019347467459738255,
-0.006022321991622448,
0.003962790593504906,
-0.07624232023954391,
-0.04795466363430023,
0.020469363778829575,
0.003962790593504906,
0.00027391419280320406,
-0.07247311621904373,
0.04605140537023544,
0.008252120576798916,
0.026981495320796967,
0.0011498857056722045,
0.0043802945874631405,
-0.007468425668776035,
-0.0011119837872684002,
-0.049783285707235336,
0.012548447586596012,
0.026253778487443924,
0.004333646036684513,
-0.034855764359235764,
-0.014908862300217152,
-0.016644187271595,
-0.0001410388358635828,
-0.04985792189836502,
0.008867881260812283,
0.022316645830869675,
-0.01901393011212349,
-0.0601205937564373,
-0.08546005934476852,
-0.01209129299968481,
0.01582317240536213,
0.011755423620343208,
-0.03394145146012306,
-0.03435195982456207,
0.025320809334516525,
-0.025264831259846687,
0.036609746515750885,
0.001387792988680303,
0.043588362634181976,
0.038736917078495026,
0.00008936104131862521,
-0.0015067467465996742,
0.01609373465180397,
0.05452277138829231,
-0.005588490981608629,
-0.008494692854583263,
-0.07732456177473068,
0.024779686704277992,
0.003692229278385639,
-0.0258992500603199,
-0.07784702628850937,
-0.029519174247980118,
0.009609592147171497,
0.04967132955789566,
0.01077580451965332,
-0.005322594661265612,
-0.018892643973231316,
-0.015739206224679947,
-0.027671894058585167,
0.009306376799941063,
-0.0037855261471122503,
0.026515010744333267,
-0.011372905224561691,
-0.015291379764676094,
0.03966988995671272,
-0.030881309881806374,
-0.050716254860162735,
0.061352115124464035,
-0.009478976018726826,
-0.040901411324739456,
0.010981057770550251,
-0.043588362634181976,
-0.02677624113857746,
0.01628032885491848,
-0.04649922996759415,
-0.019909581169486046,
0.00876525416970253,
0.023884035646915436,
0.012371183373034,
0.03300848230719566,
0.014554333873093128,
-0.0052339620888233185,
-0.051686543971300125,
0.002551673213019967,
0.018659401684999466,
0.009824175387620926,
-0.009581603109836578,
-0.01088776160031557,
0.04467060789465904,
0.043961551040410995,
0.07650354504585266,
-0.039110105484724045,
-0.006278888788074255,
0.01357471477240324,
0.020189473405480385,
0.058627840131521225,
-0.02414526604115963,
0.035452865064144135,
0.008849221281707287,
-0.05377639830112457,
0.0425434373319149,
-0.07687673717737198,
0.0043966216035187244,
0.023063020780682564,
0.011643466539680958,
-0.008662627078592777,
-0.01790369674563408,
-0.012473810464143753,
0.025190193206071854,
0.06933833658695221,
0.05732168257236481,
-0.02492896094918251,
-0.018855325877666473,
0.009898812510073185,
-0.024163926020264626,
-0.004319651518017054,
-0.005933689884841442,
0.05414958670735359,
-0.051126763224601746,
-0.0017469865269958973,
-0.04870104044675827,
0.004734823480248451,
0.017689112573862076,
0.022074073553085327,
-0.001273504225537181,
0.019219184294342995,
-0.0028595533221960068,
0.006829341407865286,
-0.01979762502014637,
0.012053973972797394,
0.0008478366071358323,
0.06989812105894089,
-0.04776807129383087,
-0.03403474763035774,
-0.0008933188510127366,
0.007832284085452557,
0.04149851202964783,
-0.01119564101099968,
-0.07318217307329178,
-0.017306596040725708,
-0.08956512808799744,
-0.01435840968042612,
0.010393287055194378,
0.004053755197674036,
0.06792022287845612,
-0.12374915182590485,
0.033232394605875015,
-0.0411626398563385,
0.0007020600023679435,
-0.019722988829016685,
0.05915030464529991,
0.018258225172758102,
0.01929382234811783,
-0.0323927216231823,
0.012632415629923344,
-0.011466202326118946,
0.03328837454319,
-0.016103064641356468,
-0.1216593012213707,
-0.038363732397556305,
-0.072137251496315,
-0.0032537332735955715,
0.01679346151649952,
0.06877855956554413,
0.05198509618639946,
0.02645903266966343,
-0.08575861155986786,
-0.004366300068795681,
-0.00497273076325655,
0.0026542998384684324,
0.019648350775241852,
0.0038298422005027533,
-0.04829053208231926,
0.014097178354859352,
0.016177700832486153,
0.033642902970314026,
0.014759587123990059,
0.025040917098522186,
0.10643322765827179,
-0.06053110212087631,
0.07221188396215439,
-0.0026682945899665356,
-0.014461036771535873,
-0.008942518383264542,
-0.015263390727341175,
-0.04418546333909035,
0.013285494409501553,
0.012035313993692398,
0.011624807491898537,
0.09329701215028763,
0.06650210916996002,
0.019349800422787666,
0.037449419498443604,
-0.008732600137591362,
0.007790300529450178,
0.030974607914686203,
-0.0020455368794500828,
-0.02664562687277794,
-0.029015369713306427,
-0.0051779840141534805,
0.047208286821842194,
-0.06277022510766983,
-0.03334435075521469,
-0.013033592142164707,
-0.08389267325401306,
-0.015449984930455685,
0.0033843491692095995,
-0.05508255586028099,
0.027168089523911476,
-0.020599979907274246,
-0.03985648229718208,
-0.01100904680788517,
0.0490369088947773,
-0.030004318803548813,
-0.06053110212087631,
0.016718823462724686,
0.03396011143922806,
-0.02020813338458538,
-0.014022540301084518,
-0.014647630974650383,
0.028474247083067894,
0.023324253037571907,
-0.04328981414437294,
0.0010869101388379931,
0.023137658834457397,
0.00498206028714776,
0.011671455577015877,
0.005355248227715492,
0.08195209503173828,
-0.006171597167849541,
0.009730878286063671,
-0.016028426587581635,
-0.02987370267510414,
0.05172386392951012,
-0.04172242432832718,
-0.0038998150266706944,
-0.038960833102464676,
-0.02774653024971485,
-0.027690552175045013,
-0.0411626398563385,
0.042953941971063614,
-0.02742932178080082,
0.04426010325551033,
-0.038923513144254684,
0.038923513144254684,
0.03052678145468235,
0.000931803893763572,
0.0006215913454070687,
0.05911298468708992,
0.034855764359235764,
-0.030321529135107994,
-0.0033703544177114964,
-0.03080667369067669,
-0.02373475953936577,
-0.03774797171354294,
0.03802786022424698,
-0.017866376787424088,
0.05974740535020828,
-0.006143608130514622,
0.018491467460989952,
0.010216022841632366,
-0.00259598926641047,
-0.03270993009209633,
0.011970006860792637,
-0.07717528939247131,
0.024219904094934464,
0.057470958679914474,
-0.004126060288399458,
0.02321229688823223,
0.0016571881715208292,
-0.018622083589434624,
0.021197080612182617,
0.009954790584743023,
-0.025843271985650063,
0.013565385714173317,
-0.028922073543071747,
0.016942737624049187,
-0.03246736153960228,
-0.02770921215415001,
0.03274725005030632,
0.005998997949063778,
0.04418546333909035,
0.0541122667491436,
0.014115837402641773,
0.025227511301636696,
0.09031150490045547,
0.08120571821928024,
0.0578068271279335,
-0.001868272665888071,
-0.06109088286757469,
0.017334584146738052,
0.042804669588804245,
0.04190901666879654,
0.022447260096669197,
-0.033978771418333054,
-0.03659108653664589,
0.0034403272438794374,
-0.09352092444896698,
-0.013845276087522507,
0.020469363778829575,
0.01274437177926302,
-0.025134215131402016,
-0.014517014846205711,
0.000899149919860065,
-0.02627243846654892,
0.03769199177622795,
0.04739488288760185,
0.005341253709048033,
-0.0085600009188056,
-0.0026146487798541784,
0.03071337565779686,
-0.027392001822590828,
-0.01693340763449669,
0.006987946107983589,
0.03093728795647621,
-0.03616192191839218,
-0.022260665893554688,
0.018342193216085434,
0.03819579631090164,
0.05470936745405197,
0.0107571454718709,
0.04929814115166664,
0.020935848355293274,
0.04463329166173935,
-0.03334435075521469,
-0.05198509618639946,
-0.007850943133234978,
0.01813693903386593,
-0.047208286821842194,
0.007822954095900059,
-0.06026986986398697,
0.015832502394914627,
-0.030694715678691864,
0.012268557213246822,
0.014628970995545387,
0.011288938112556934,
0.018622083589434624,
-0.0171106718480587,
-0.014414387755095959,
0.04537966474890709,
-0.049745965749025345,
0.017651794478297234,
-0.041461192071437836,
-0.06709921360015869,
-0.005910365842282772,
-0.02780250832438469,
0.01077580451965332,
0.06086697056889534,
-0.006017656996846199,
0.00154639792162925,
-0.03368021920323372,
0.018715379759669304,
0.04642459377646446,
-0.02326827496290207,
-0.05146263167262077,
-0.002124839462339878,
0.012464480474591255,
-0.03300848230719566,
0.006428163964301348,
-0.03683365881443024,
-0.018398171290755272,
0.002226299839094281,
-0.034669168293476105,
0.008774584159255028,
-0.009464981965720654,
0.04593944922089577,
-0.005145329982042313,
-0.0018892644438892603,
0.016317646950483322,
0.01905125007033348
] |
22,511 | salem.sio | lookup_transform | Reprojects an other Dataset or DataArray onto self using the
forward tranform lookup.
See : :py:meth:`Grid.lookup_transform`
Parameters
----------
other: Dataset, DataArray or ndarray
the data to project onto self
grid: salem.Grid
in case the input dataset does not carry georef info
method : function, default: np.mean
the aggregation method. Possibilities: np.std, np.median, np.sum,
and more. Use ``len`` to count the number of grid points!
lut : ndarray, optional
computing the lookup table can be expensive. If you have several
operations to do with the same grid, set ``lut`` to an existing
table obtained from a previous call to :py:meth:`Grid.grid_lookup`
return_lut : bool, optional
set to True if you want to return the lookup table for later use.
in this case, returns a tuple
Returns
-------
a dataset or a dataarray
If ``return_lut==True``, also return the lookup table
| def lookup_transform(self, other, grid=None, method=np.mean, lut=None,
return_lut=False):
"""Reprojects an other Dataset or DataArray onto self using the
forward tranform lookup.
See : :py:meth:`Grid.lookup_transform`
Parameters
----------
other: Dataset, DataArray or ndarray
the data to project onto self
grid: salem.Grid
in case the input dataset does not carry georef info
method : function, default: np.mean
the aggregation method. Possibilities: np.std, np.median, np.sum,
and more. Use ``len`` to count the number of grid points!
lut : ndarray, optional
computing the lookup table can be expensive. If you have several
operations to do with the same grid, set ``lut`` to an existing
table obtained from a previous call to :py:meth:`Grid.grid_lookup`
return_lut : bool, optional
set to True if you want to return the lookup table for later use.
in this case, returns a tuple
Returns
-------
a dataset or a dataarray
If ``return_lut==True``, also return the lookup table
"""
transform = partial(self.grid.lookup_transform, method=method, lut=lut)
return self._apply_transform(transform, grid, other,
return_lut=return_lut)
| (self, other, grid=None, method=<function mean at 0x7f9b3c8b9c70>, lut=None, return_lut=False) | [
-0.0025378840509802103,
-0.026916276663541794,
0.013948335312306881,
0.06064183637499809,
-0.024902012199163437,
-0.031907375901937485,
-0.0024242475628852844,
-0.034563351422548294,
0.06424255669116974,
-0.005008922889828682,
0.01281642634421587,
-0.013716606423258781,
0.00586453964933753,
0.013288797810673714,
0.006590922828763723,
0.01250448264181614,
-0.048912759870290756,
0.04431381821632385,
0.019536582753062248,
-0.0017557968385517597,
0.0017045490676537156,
-0.06046358495950699,
0.03878796100616455,
-0.03383251279592514,
-0.008155097253620625,
0.03374338522553444,
-0.022620368748903275,
-0.024224650114774704,
0.03383251279592514,
-0.02566850371658802,
-0.017094509676098824,
-0.02181822806596756,
-0.028271004557609558,
0.025383297353982925,
0.03982182964682579,
-0.061176598072052,
-0.0063725621439516544,
0.00013375974958762527,
0.052335225045681,
0.024385077878832817,
-0.007816415280103683,
-0.02946530282497406,
0.04160436615347862,
0.02352946065366268,
0.01631019450724125,
0.018270982429385185,
-0.05511597916483879,
-0.014893079176545143,
-0.009180054999887943,
0.03778973966836929,
-0.06313738971948624,
-0.0072014410980045795,
0.025508074089884758,
-0.010534781031310558,
0.008395739831030369,
0.031301312148571014,
0.018912695348262787,
0.059073206037282944,
-0.00794119294732809,
-0.04470597580075264,
0.029197921976447105,
-0.034527700394392014,
-0.038930561393499374,
0.0130392424762249,
-0.02286992222070694,
-0.01311945728957653,
-0.02023177221417427,
0.02076653204858303,
0.04620330408215523,
0.05187176540493965,
-0.08149749785661697,
0.046595461666584015,
0.016809305176138878,
0.008582905866205692,
0.008618555963039398,
0.10039236396551132,
0.03506246209144592,
-0.03208562731742859,
0.06930495798587799,
-0.014803952537477016,
0.005623897537589073,
-0.023761190474033356,
-0.002560165710747242,
-0.018966171890497208,
-0.07522297650575638,
-0.01798577792942524,
0.004082005005329847,
0.022762970998883247,
0.026862801983952522,
-0.11743339896202087,
-0.0007614766363985837,
-0.0015229532727971673,
0.008596275001764297,
-0.01696973294019699,
0.014795039780437946,
-0.02775406837463379,
-0.05379690229892731,
0.030107013881206512,
-0.0260784849524498,
-0.019732661545276642,
0.06598944216966629,
0.016131941229104996,
0.06866324692964554,
0.024991139769554138,
0.04909101128578186,
-0.020909134298563004,
-0.015971513465046883,
-0.008810178376734257,
-0.018360109999775887,
0.029269224032759666,
-0.05882365256547928,
0.045454639941453934,
-0.03885926306247711,
0.01173799205571413,
-0.06388605386018753,
-0.026452818885445595,
-0.003467030357569456,
-0.00007972666207933798,
-0.04948316887021065,
0.025775454938411713,
0.009037451818585396,
0.04210347309708595,
0.012263840064406395,
-0.03689847141504288,
-0.0468093678355217,
-0.034616827964782715,
0.05928711220622063,
-0.02008916810154915,
0.027504513040184975,
-0.09447435289621353,
0.018181856721639633,
0.01059717033058405,
-0.040606144815683365,
0.05939406529068947,
0.054723821580410004,
-0.014090938493609428,
0.04000008478760719,
-0.0021033911034464836,
-0.027094529941678047,
0.05130135640501976,
0.00982176698744297,
-0.012263840064406395,
0.03878796100616455,
0.03910881653428078,
0.011613215319812298,
-0.01467917487025261,
0.0034090981353074312,
0.05229957401752472,
0.007032100111246109,
-0.037254977971315384,
-0.032406486570835114,
0.002789667109027505,
0.10495565831661224,
0.03418901935219765,
-0.004313734360039234,
0.03707672655582428,
0.019786138087511063,
0.022513415664434433,
0.041140906512737274,
0.01061499584466219,
0.002829774282872677,
0.005842258222401142,
-0.04534768685698509,
0.045597244054079056,
-0.006675593089312315,
-0.04014268517494202,
0.0197148360311985,
-0.0514083057641983,
0.027504513040184975,
0.013591828756034374,
-0.03664891794323921,
-0.05953666567802429,
-0.018395761027932167,
0.010748685337603092,
0.02338685840368271,
0.0011519631370902061,
0.001880574389360845,
-0.005196089390665293,
0.0047103483229875565,
0.07764722406864166,
0.01365421712398529,
0.012950115837156773,
-0.00668896222487092,
-0.015187197364866734,
-0.03638153895735741,
0.030641775578260422,
0.005610528867691755,
-0.010748685337603092,
0.0009642399963922799,
-0.007508928421884775,
0.052335225045681,
-0.02896619215607643,
-0.03426032140851021,
-0.018377935513854027,
0.030766552314162254,
0.00423129228875041,
-0.03711237758398056,
0.02893054112792015,
-0.002667117863893509,
0.1055973693728447,
-0.07322653383016586,
0.027148006483912468,
0.016738003119826317,
0.04370775446295738,
-0.059251461178064346,
0.009982195682823658,
0.010668471455574036,
0.03811059519648552,
-0.07119444757699966,
0.01800360344350338,
0.10360092669725418,
-0.01687169261276722,
-0.028663162142038345,
0.022014306858181953,
0.04431381821632385,
-0.013333361595869064,
-0.06434950977563858,
-0.03397511690855026,
0.03910881653428078,
0.02024959586560726,
0.02836013026535511,
-0.09910894185304642,
0.014082025736570358,
0.00896615069359541,
-0.007633705623447895,
-0.022709494456648827,
0.016738003119826317,
-0.01914442516863346,
0.04684501886367798,
-0.052656080573797226,
0.003620774019509554,
-0.036203283816576004,
-0.023654239252209663,
-0.03283429145812988,
0.08541907370090485,
-0.045026831328868866,
0.015133721753954887,
0.014768301509320736,
0.020356548950076103,
0.07650639861822128,
-0.016443884000182152,
-0.00601605512201786,
-0.02843143232166767,
-0.00037182564847171307,
-0.0650625228881836,
-0.01964353397488594,
-0.013707693666219711,
-0.003645283868536353,
0.03429597243666649,
0.007357412949204445,
-0.004463021643459797,
-0.011024978011846542,
-0.019429631531238556,
0.030374394729733467,
-0.010231750085949898,
-0.07458125799894333,
-0.031354788690805435,
-0.019393980503082275,
-0.004670241381973028,
-0.03811059519648552,
-0.023636413738131523,
-0.01641714572906494,
-0.02777189388871193,
-0.012602522037923336,
-0.05614985153079033,
0.010329789482057095,
-0.01472373865544796,
0.012263840064406395,
0.05411776155233383,
0.003293233225122094,
-0.03882361203432083,
0.014215716160833836,
0.0011508491588756442,
0.014215716160833836,
0.02069522999227047,
0.0731552317738533,
-0.0048217568546533585,
0.005325322970747948,
0.022139083594083786,
-0.025401122868061066,
0.039536625146865845,
-0.0004918682388961315,
-0.06770067662000656,
-0.08028537034988403,
-0.0009414012311026454,
-0.042246077209711075,
-0.014919817447662354,
0.019411806017160416,
-0.0073128496296703815,
-0.015650656074285507,
0.01846706122159958,
0.01556152943521738,
-0.04352950304746628,
-0.0009012942318804562,
-0.003170683979988098,
-0.010338702239096165,
-0.04092700034379959,
0.006889497395604849,
0.03718367964029312,
-0.03545461967587471,
-0.049946628510951996,
0.00557933421805501,
-0.008346719667315483,
0.03167564421892166,
-0.018698791041970253,
-0.019893089309334755,
0.018324458971619606,
0.014385056681931019,
0.010454567149281502,
0.003914892207831144,
0.01307489350438118,
0.006461689248681068,
-0.016675613820552826,
-0.04192522168159485,
-0.03447422385215759,
-0.01744210347533226,
0.006118550896644592,
0.06666680425405502,
0.02290557324886322,
0.01588238589465618,
-0.010846724733710289,
0.01632802002131939,
0.0024710390716791153,
-0.028110574930906296,
0.06160440668463707,
0.012691648676991463,
-0.004857407882809639,
-0.01683604158461094,
0.031978677958250046,
0.039073165506124496,
-0.014010724611580372,
0.04976837337017059,
0.06684505939483643,
0.002907759975641966,
0.0010260716080665588,
0.024153348058462143,
0.008360088802874088,
-0.0162656307220459,
0.035151589661836624,
-0.024991139769554138,
-0.04313734546303749,
0.02064175345003605,
-0.052656080573797226,
-0.05518728122115135,
0.03229953348636627,
-0.0010477963369339705,
-0.050374437123537064,
0.0007458794279955328,
0.054759472608566284,
-0.0282888300716877,
-0.023083826526999474,
-0.11486654728651047,
0.01366312988102436,
-0.009474173188209534,
-0.013502702116966248,
0.0641356036067009,
-0.026506293565034866,
-0.03836015239357948,
0.0262567400932312,
-0.031978677958250046,
0.03714802861213684,
-0.05518728122115135,
-0.019429631531238556,
-0.021105213090777397,
-0.0017658236902207136,
-0.03529419004917145,
-0.03914446756243706,
0.04014268517494202,
-0.04623895511031151,
0.01122105773538351,
0.00668004946783185,
-0.025989359244704247,
-0.012994679622352123,
0.04142611101269722,
-0.004371666815131903,
-0.03397511690855026,
-0.014581135474145412,
0.01309271901845932,
-0.06552598625421524,
-0.0027607008814811707,
0.04345820099115372,
0.06884150207042694,
-0.07258482277393341,
0.04752238094806671,
0.05290563777089119,
-0.013253146782517433,
0.016497360542416573,
0.012700561434030533,
0.024973314255475998,
-0.0019262518035247922,
0.01746884174644947,
-0.011559738777577877,
0.05729067325592041,
-0.04292343929409981,
-0.016131941229104996,
-0.02014264464378357,
-0.03529419004917145,
-0.006029424257576466,
-0.00900180172175169,
-0.052335225045681,
-0.05600724741816521,
-0.030267443507909775,
0.014224628917872906,
-0.00951873604208231,
0.004541007801890373,
-0.003114979714155197,
0.040677446871995926,
-0.05540118366479874,
-0.03258473798632622,
0.00749555928632617,
-0.011559738777577877,
-0.018966171890497208,
-0.007290567737072706,
-0.01960788480937481,
-0.02673802338540554,
0.007023187354207039,
0.0039238049648702145,
0.0057798693887889385,
0.021586498245596886,
0.10495565831661224,
0.018966171890497208,
-0.012691648676991463,
-0.05333344638347626,
-0.04762933403253555,
0.006782545242458582,
-0.04909101128578186,
-0.059108857065439224,
-0.01638149656355381,
-0.037896692752838135,
0.04142611101269722,
-0.01501785684376955,
-0.05376125127077103,
0.03479508310556412,
-0.0003567855164874345,
-0.0028074923902750015,
0.014812865294516087,
0.0039037514943629503,
0.05935841426253319,
0.020837834104895592,
-0.026595421135425568,
0.03276299312710762,
-0.03434944897890091,
0.01744210347533226,
-0.040035735815763474,
-0.09390393644571304,
-0.07479516416788101,
-0.0031328052282333374,
0.025828931480646133,
-0.0847773626446724,
-0.01531197503209114,
0.057575877755880356,
0.051622211933135986,
-0.01337792444974184,
0.031301312148571014,
0.034563351422548294,
-0.0025378840509802103,
-0.01499111857265234,
-0.03208562731742859,
-0.004313734360039234,
0.13098067045211792,
-0.02021394670009613,
-0.00376114877872169,
0.018627488985657692,
0.042317379266023636,
-0.012611434794962406,
-0.021051736548542976,
0.01964353397488594,
-0.04042789340019226,
-0.005240652710199356,
-0.05889495462179184,
0.003213019110262394,
-0.048235394060611725,
0.00930483266711235,
-0.01901964843273163,
-0.030231792479753494,
0.061818309128284454,
0.0047103483229875565,
0.01846706122159958,
-0.008484866470098495,
-0.01311945728957653,
-0.004463021643459797,
-0.022709494456648827,
0.06178266182541847,
-0.04103395342826843,
0.0028342304285615683,
-0.031408265233039856,
0.02718365751206875,
0.004545464180409908,
-0.00778076471760869,
0.037254977971315384,
0.02992876060307026,
0.031889550387859344,
0.018306633457541466,
0.022477764636278152,
-0.03821754828095436,
0.0175490565598011,
0.025739803910255432,
-0.0223886389285326,
-0.02513374201953411,
0.010231750085949898,
0.02556155063211918,
-0.06534773111343384,
-0.0037032163236290216,
0.03320862725377083,
0.0525134801864624,
-0.040641795843839645,
-0.008101621642708778,
0.04402861371636391,
0.014233541674911976,
0.021978655830025673,
-0.03529419004917145,
-0.03203215077519417,
0.03529419004917145,
-0.008190748281776905,
0.041140906512737274,
-0.017887737601995468,
-0.026434993371367455,
-0.005396624561399221,
-0.054830774664878845,
0.0006194309098646045,
-0.013315536081790924,
0.03860970586538315,
0.000545622780919075,
-0.022602543234825134,
0.018752267584204674,
-0.020516976714134216,
-0.0035873514134436846,
0.04349385201931,
-0.03638153895735741,
-0.0468093678355217,
-0.03910881653428078,
-0.054866425693035126,
0.010499130934476852,
0.003914892207831144,
0.019233550876379013,
0.07190746068954468,
-0.0423886813223362,
-0.043351247906684875,
-0.032887768000364304,
-0.01583782210946083,
-0.035686347633600235,
0.003257582662627101,
-0.023226430639624596,
-0.04802149161696434,
0.05108745023608208,
-0.014509834349155426,
-0.04780758544802666,
-0.006203221622854471,
0.052691731601953506,
0.005111418664455414,
-0.036791522055864334,
0.0075534917414188385,
0.08349393308162689,
0.024242475628852844,
0.04082005098462105,
0.07600729167461395,
-0.06641725450754166,
0.018137292936444283,
-0.0545455701649189,
0.0024019659031182528,
-0.015953687950968742,
0.010000021196901798,
0.06146180257201195,
0.08556167781352997,
-0.0032041065860539675,
-0.028021449223160744,
0.002814176958054304,
0.04402861371636391,
-0.031978677958250046,
-0.07201441377401352,
-0.032495610415935516,
0.021711274981498718,
-0.04859190061688423,
0.047736283391714096,
-0.0022816446144133806,
0.07450995594263077,
0.008221942000091076,
-0.07365434616804123,
0.04352950304746628,
-0.0401783362030983,
-0.014661349356174469,
-0.0026136417873203754,
0.028538383543491364,
0.015704132616519928,
0.02950095199048519,
0.00752229755744338,
-0.048770155757665634,
0.06937626004219055,
0.006942973472177982,
-0.043850358575582504,
0.04356515407562256,
-0.02565067820250988,
-0.02784319594502449,
0.017780786380171776,
-0.0004676368844229728,
-0.013199671171605587,
-0.04959012195467949,
-0.0014750476693734527,
0.039073165506124496,
-0.03978617861866951,
-0.012139062397181988,
-0.03761148825287819,
-0.03171129524707794,
-0.05354734882712364,
0.016648875549435616,
-0.049340564757585526,
-0.06513382494449615,
-0.014866340905427933,
0.015481315553188324,
0.012967941351234913,
0.03750453516840935,
0.021586498245596886,
0.025508074089884758,
-0.02336903288960457,
0.0447772778570652,
-0.04074874892830849,
-0.007705007214099169,
-0.043422549962997437,
-0.00573976244777441,
-0.019750487059354782,
-0.020356548950076103,
0.001954103820025921,
-0.011889507994055748,
0.0005826660781167448,
-0.006902866531163454,
0.021158689633011818,
0.054189059883356094,
-0.038930561393499374,
-0.00396614009514451,
0.01700538396835327,
-0.029839634895324707,
-0.02347598411142826,
0.05771848186850548,
0.02834230475127697,
0.04249563068151474,
-0.037361931055784225,
-0.0011023863917216659,
0.06631030142307281,
-0.015133721753954887,
-0.0024086502380669117,
-0.019447455182671547,
0.015989338979125023,
0.0026559769175946712,
0.0327986441552639,
-0.03541896864771843,
-0.09247791022062302,
0.020356548950076103,
-0.0267201978713274,
-0.0057798693887889385,
-0.00982176698744297,
-0.054902076721191406,
0.049946628510951996,
-0.00982176698744297,
0.04741542786359787,
0.008810178376734257,
-0.0024866361636668444,
-0.0034915402065962553,
-0.0008350061834789813,
0.0034090981353074312,
0.01313728280365467,
0.031319137662649155,
0.02896619215607643,
0.021978655830025673,
-0.02187170274555683,
0.019393980503082275,
0.03238866105675697,
0.07508037239313126,
0.014554397203028202,
0.010534781031310558,
0.09311962127685547,
-0.03049917332828045,
-0.061818309128284454,
-0.017352977767586708,
-0.017575794830918312,
0.06164005771279335,
-0.010704122483730316,
0.04024963825941086,
-0.012620347552001476,
-0.025757629424333572,
0.053155191242694855,
0.003371219150722027,
0.04106960445642471,
-0.016497360542416573,
0.12285230308771133,
0.016060639172792435,
0.09475955367088318,
0.03156869485974312,
-0.021051736548542976,
0.03921576961874962,
-0.008021406829357147,
0.08320873230695724,
-0.02454550564289093,
0.02338685840368271,
-0.026452818885445595,
0.014376143924891949,
0.029803983867168427,
-0.05347604677081108,
-0.09853853285312653,
-0.04131915792822838,
0.02131911739706993,
0.023689888417720795,
0.021533021703362465,
0.01638149656355381,
-0.04292343929409981,
-0.007517841178923845,
0.003685391042381525,
-0.02447420358657837,
0.036827173084020615,
0.021390419453382492,
0.0014951011398807168,
0.024153348058462143,
-0.01579326018691063,
0.034599002450704575,
-0.006648855283856392,
0.040071383118629456,
-0.02836013026535511,
0.00903299544006586,
0.03645283728837967,
-0.04203217476606369,
0.0468093678355217,
0.039073165506124496,
-0.05112310126423836,
0.07657770067453384,
-0.04092700034379959,
0.025311995297670364,
0.05832454189658165,
0.05301258713006973,
-0.029857460409402847,
-0.03992878273129463,
-0.006506252568215132,
-0.0015474631218239665,
0.027629291638731956,
0.026827150955796242,
0.037967994809150696,
-0.02288774773478508,
-0.03283429145812988,
-0.01957223378121853,
0.00750447204336524,
0.030944805592298508,
0.0010773194953799248,
-0.036791522055864334,
-0.005245109088718891,
0.013012505136430264,
-0.016631050035357475,
-0.007072207517921925,
0.01743319071829319,
-0.04645286127924919,
-0.03996443375945091,
-0.03365425765514374,
0.007406432647258043,
0.023030351847410202,
0.0576828308403492,
0.02461680769920349,
-0.00011823220120277256,
0.03529419004917145,
0.0262567400932312,
0.01414441503584385,
-0.03326210007071495,
0.0047994754277169704,
0.003645283868536353,
0.007406432647258043,
0.03918011859059334,
-0.036292411386966705,
0.005008922889828682,
0.01639932207763195,
0.005824432708323002,
0.030909154564142227,
0.052620429545640945
] |
22,512 | salem.sio | quick_map | Make a plot of the DataArray. | def quick_map(self, ax=None, interp='nearest', **kwargs):
"""Make a plot of the DataArray."""
return self._quick_map(self._obj, ax=ax, interp=interp, **kwargs)
| (self, ax=None, interp='nearest', **kwargs) | [
0.0393516942858696,
-0.018739713355898857,
0.029020173475146294,
0.0263479333370924,
-0.007552904076874256,
0.046193987131118774,
-0.017395082861185074,
-0.018195053562521935,
0.013105884194374084,
-0.015556855127215385,
0.006612514611333609,
0.026467079296708107,
0.00028004252817481756,
0.00434451550245285,
-0.007867786101996899,
-0.05010873079299927,
-0.063929483294487,
0.04912153631448746,
-0.04786200821399689,
0.029292503371834755,
0.012595266103744507,
-0.03836449980735779,
0.012382508255541325,
-0.0006058280123397708,
0.01804186776280403,
0.0122888945043087,
-0.0012680368963629007,
-0.024679912254214287,
0.025854336097836494,
-0.012688878923654556,
-0.0614444725215435,
-0.0310966894030571,
-0.004446639213711023,
0.011097450740635395,
0.06695915758609772,
-0.005131719633936882,
0.007480566389858723,
-0.02178640477359295,
0.02290976792573929,
0.0016212149057537317,
0.03295193985104561,
-0.03356467932462692,
-0.023335283622145653,
0.002210554201155901,
0.007889061234891415,
-0.021156642585992813,
-0.015046236105263233,
0.04255157336592674,
0.009250711649656296,
0.002214809413999319,
-0.01969286799430847,
-0.050687432289123535,
-0.02185448817908764,
0.047589678317308426,
0.003338170936331153,
0.060797687619924545,
0.009216670878231525,
0.07182705402374268,
0.048644959926605225,
-0.011301698163151741,
-0.009463469497859478,
0.02132684923708439,
0.004446639213711023,
-0.036492228507995605,
0.01795676350593567,
-0.009999619796872139,
-0.004621101077646017,
0.004129630047827959,
0.01422924641519785,
-0.002957334276288748,
0.007582690566778183,
0.06062748283147812,
0.011105960234999657,
-0.01868865080177784,
-0.005425325594842434,
0.047521598637104034,
-0.025922417640686035,
-0.001492496463470161,
-0.015556855127215385,
0.030228637158870697,
-0.02336932346224785,
0.007816723547875881,
-0.01969286799430847,
0.006633790209889412,
-0.08687329292297363,
-0.016697237268090248,
-0.014544127508997917,
0.03795600309967995,
-0.007310360204428434,
-0.025139469653367996,
0.02345442771911621,
0.049768321216106415,
-0.011403821408748627,
0.05136825889348984,
-0.03608373552560806,
-0.06236358731985092,
0.016654685139656067,
0.019863074645400047,
0.03479016572237015,
0.03666243702173233,
0.05957220122218132,
-0.050687432289123535,
-0.012731431052088737,
-0.007055050693452358,
-0.010935754515230656,
-0.019982218742370605,
0.03952190279960632,
0.019505640491843224,
-0.055044714361429214,
0.057019107043743134,
0.016246190294623375,
0.07570775598287582,
-0.03172645345330238,
-0.013054822571575642,
-0.053206488490104675,
0.05964028462767601,
0.037615589797496796,
-0.06304441392421722,
0.0326455682516098,
-0.01770145446062088,
-0.07434611022472382,
0.05780205875635147,
-0.02673940919339657,
-0.04629611223936081,
-0.025445841252803802,
0.015063256956636906,
0.02622878924012184,
-0.021105580031871796,
-0.06985266506671906,
-0.08673712611198425,
0.027301089838147163,
-0.022569354623556137,
-0.02680749073624611,
0.026994718238711357,
0.00786353088915348,
-0.01962478645145893,
0.03288385644555092,
-0.033581700176000595,
-0.05528300255537033,
0.017292959615588188,
-0.027369171380996704,
0.009727289900183678,
-0.03070521540939808,
0.07339294999837875,
0.009744309820234776,
-0.04820242151618004,
0.002461608499288559,
0.0382964164018631,
0.03496037423610687,
-0.037751756608486176,
0.002957334276288748,
0.04677268862724304,
-0.003295619273558259,
0.010748527012765408,
0.04033889248967171,
-0.06668682396411896,
0.015539834275841713,
0.002925420645624399,
0.030620111152529716,
0.04615994542837143,
-0.01673978939652443,
-0.031079668551683426,
0.04285794496536255,
-0.02066304348409176,
-0.055180881172418594,
0.0037530488334596157,
-0.021156642585992813,
-0.01258675567805767,
-0.02536073699593544,
0.012382508255541325,
-0.0072592985816299915,
-0.07420994341373444,
-0.051232095807790756,
0.028186162933707237,
0.020424755290150642,
0.0045530181378126144,
-0.042313285171985626,
0.042177118360996246,
0.02245021052658558,
0.016161087900400162,
-0.015948329120874405,
0.019233310595154762,
-0.05746164545416832,
-0.02503734640777111,
-0.022297024726867676,
-0.05225333198904991,
0.03239025920629501,
-0.02701173909008503,
0.01889289915561676,
0.026858553290367126,
0.016569582745432854,
0.03594756871461868,
0.005672124680131674,
-0.016688726842403412,
0.027454275637865067,
-0.03130093589425087,
-0.011250635609030724,
-0.03347957879304886,
0.0312839150428772,
0.045411039143800735,
-0.03594756871461868,
-0.04037293419241905,
0.006544432137161493,
-0.02568412944674492,
0.005748717579990625,
0.0004582272667903453,
0.023267200216650963,
0.020577941089868546,
0.015990881249308586,
0.021956611424684525,
0.04207499697804451,
-0.07278021425008774,
-0.03625394031405449,
-0.008523080497980118,
0.0037892176769673824,
0.04241540655493736,
-0.0010451730340719223,
-0.05092572420835495,
0.015046236105263233,
0.011505945585668087,
0.010186846368014812,
0.013131415471434593,
0.004855134524405003,
0.018126970157027245,
0.007025264669209719,
0.003565821796655655,
0.06985266506671906,
0.01868865080177784,
0.01841632090508938,
-0.07829489558935165,
0.013361194171011448,
0.006731658708304167,
-0.04932578280568123,
-0.032066866755485535,
0.01529303565621376,
-0.06021898612380028,
0.04537699744105339,
-0.0018148246454074979,
0.0287989042699337,
0.03700284659862518,
0.0027509592473506927,
0.028952090069651604,
-0.004540252964943647,
-0.0054551116190850735,
-0.02496926300227642,
-0.01062938291579485,
-0.04459404945373535,
0.056644655764102936,
0.012595266103744507,
-0.02655218169093132,
0.01152296643704176,
0.017250407487154007,
-0.010323011316359043,
0.019931156188249588,
0.03439869359135628,
0.014816457405686378,
0.04987044259905815,
-0.024782035499811172,
0.002030773786827922,
-0.0059104133397340775,
-0.057631850242614746,
0.015999391674995422,
-0.04483233764767647,
0.021156642585992813,
0.04221116006374359,
-0.021411951631307602,
-0.052015043795108795,
0.03228813409805298,
-0.002312677912414074,
0.05211716517806053,
0.03788791969418526,
0.03560715541243553,
-0.0011457011569291353,
-0.025275634601712227,
-0.0005882754921913147,
0.05211716517806053,
0.06552942097187042,
-0.09865156561136246,
0.04735139012336731,
-0.010654914192855358,
-0.05627020075917244,
-0.05262778699398041,
-0.01278249267488718,
-0.010952775366604328,
-0.014901560731232166,
-0.03479016572237015,
0.05429580807685852,
0.06260187178850174,
0.00459131458774209,
-0.03131795674562454,
-0.03652627021074295,
0.02753937803208828,
-0.033394474536180496,
-0.007229512091726065,
-0.01804186776280403,
-0.011591048911213875,
0.02747129648923874,
0.022075755521655083,
-0.08326491713523865,
-0.0032530678436160088,
0.03693476691842079,
-0.08871152251958847,
0.01988009549677372,
0.049359824508428574,
0.03659435361623764,
-0.009437939152121544,
-0.030926482751965523,
-0.0018860985292121768,
0.019897116348147392,
-0.033581700176000595,
0.012833554297685623,
0.061921048909425735,
-0.02396504580974579,
-0.00048455604701302946,
-0.0481003001332283,
0.014688802883028984,
-0.018450362607836723,
0.02226298302412033,
0.003972189500927925,
0.05031298100948334,
-0.010859161615371704,
-0.052083127200603485,
-0.03097754530608654,
-0.03924957290291786,
0.051946960389614105,
0.03877299278974533,
0.021122600883245468,
-0.06695915758609772,
0.06573367118835449,
0.015905778855085373,
0.019335435703396797,
0.027624480426311493,
-0.0042934538796544075,
-0.005208312533795834,
0.02405015006661415,
0.0014063294511288404,
-0.008072033524513245,
-0.006267846561968327,
-0.07264404743909836,
0.012025075033307076,
-0.06457626819610596,
-0.043096233159303665,
-0.010697465389966965,
0.00833585299551487,
-0.02622878924012184,
0.015131339430809021,
-0.06733360886573792,
-0.006910375319421291,
-0.01043364591896534,
-0.021377909928560257,
-0.01125914603471756,
-0.016731278970837593,
-0.019301394000649452,
0.026994718238711357,
-0.0031849851366132498,
0.10368967056274414,
0.048576876521110535,
0.06103597581386566,
-0.08898384869098663,
0.05262778699398041,
0.0670953169465065,
-0.0544319711625576,
-0.022143838927149773,
-0.03376892954111099,
-0.03387105092406273,
0.001843546866439283,
-0.0015031343791633844,
-0.01410159096121788,
0.00914858840405941,
0.022875726222991943,
-0.018212072551250458,
-0.017650391906499863,
-0.02733512967824936,
0.04588761553168297,
0.009080505929887295,
-0.016492988914251328,
-0.0032637056428939104,
0.005867862142622471,
-0.02073112688958645,
-0.030041411519050598,
0.013259069994091988,
-0.04602378234267235,
0.0006659321370534599,
0.0022807642817497253,
-0.0004994490882381797,
0.0019935411401093006,
0.0009148588287644088,
0.011293187737464905,
-0.03540290892124176,
-0.029905244708061218,
-0.019437558948993683,
-0.06420181691646576,
0.013676075264811516,
0.00655719731003046,
-0.04258561506867409,
-0.04244944825768471,
-0.002593518467620015,
0.02517351135611534,
-0.06590387970209122,
-0.025718171149492264,
-0.030194595456123352,
-0.048168379813432693,
0.014212225563824177,
-0.0016318528214469552,
0.035028453916311264,
-0.040066562592983246,
-0.004855134524405003,
-0.06379331648349762,
0.03877299278974533,
0.007323125842958689,
0.04265369847416878,
0.010391093790531158,
0.002980737714096904,
-0.015097297728061676,
0.01591428928077221,
0.032849814742803574,
-0.06450818479061127,
-0.04966619610786438,
0.017029140144586563,
0.015650467947125435,
0.03567523881793022,
-0.021309828385710716,
-0.04677268862724304,
0.003219026606529951,
0.023488467559218407,
-0.028032977133989334,
-0.05807438865303993,
-0.0026998973917216063,
0.05255970358848572,
0.039862312376499176,
-0.03744538500905037,
-0.10076212882995605,
0.006684852298349142,
-0.0277436263859272,
-0.0303818229585886,
-0.010127274319529533,
-0.011616579256951809,
-0.0035381633788347244,
0.04888324812054634,
-0.007238022517412901,
0.05044914409518242,
-0.028645718470215797,
0.022416168823838234,
-0.09749416261911392,
-0.053002238273620605,
0.004774286411702633,
-0.04064526408910751,
0.008348618634045124,
0.0027871280908584595,
-0.006735913921147585,
0.07952038198709488,
0.028781883418560028,
0.0077699171379208565,
-0.031607307493686676,
0.06253378838300705,
-0.023403365164995193,
-0.02536073699593544,
-0.07257596403360367,
0.03764963150024414,
0.0828564241528511,
0.018126970157027245,
-0.012322935275733471,
-0.07019307464361191,
-0.06760594248771667,
0.036492228507995605,
0.04473021253943443,
0.002970099914819002,
0.017582310363650322,
-0.02226298302412033,
-0.04340260475873947,
0.027641501277685165,
0.002195661189034581,
-0.038602788001298904,
-0.0361858569085598,
0.023284221068024635,
0.06154659390449524,
-0.017531247809529305,
0.08435423672199249,
0.018722692504525185,
0.006880589295178652,
-0.07809064537286758,
-0.04554720222949982,
0.058891378343105316,
0.010986816138029099,
-0.020033281296491623,
0.06015090271830559,
0.050959762185811996,
-0.01341225579380989,
-0.03208388760685921,
0.015046236105263233,
0.04411746934056282,
0.008501804433763027,
-0.025122448801994324,
0.05136825889348984,
-0.0001606321893632412,
0.040066562592983246,
0.062057215720415115,
-0.029905244708061218,
-0.006284867413341999,
-0.025020325556397438,
-0.005621062591671944,
-0.06906971335411072,
-0.054329849779605865,
0.025530943647027016,
0.04255157336592674,
-0.015020705759525299,
0.015514303930103779,
0.0765928328037262,
-0.03341149538755417,
0.0013680331176146865,
-0.015369628556072712,
-0.09456661343574524,
-0.0005898711970075965,
0.00488917576149106,
0.049972567707300186,
-0.019573723897337914,
-0.03928361088037491,
-0.01889289915561676,
-0.06913779675960541,
-0.043028149753808975,
-0.022943807765841484,
0.06474647670984268,
-0.009812393225729465,
-0.014748374931514263,
-0.022365106269717216,
0.007412483915686607,
0.009693248197436333,
0.02694365568459034,
-0.021684281527996063,
0.03669647499918938,
-0.00089783821022138,
-0.024986283853650093,
0.0361858569085598,
0.01744614541530609,
0.028424451127648354,
0.05787013843655586,
-0.0019052466377615929,
-0.03123285435140133,
0.07686515897512436,
-0.007003989070653915,
0.008961360901594162,
-0.00663804542273283,
0.053002238273620605,
-0.06362311542034149,
0.07747790217399597,
-0.03169241175055504,
0.011982522904872894,
0.032186008989810944,
0.05977645143866539,
-0.02325017936527729,
0.040066562592983246,
0.024662891402840614,
0.05804034695029259,
0.018058886751532555,
0.00668910751119256,
0.05943603813648224,
-0.0004656737728510052,
-0.029803121462464333,
-0.08823493868112564,
-0.032254092395305634,
-0.002612666692584753,
0.05347881838679314,
0.08101819455623627,
0.038466621190309525,
-0.06910375505685806,
0.008050757460296154,
-0.0029105276335030794,
0.04973427951335907,
-0.03587948530912399,
-0.07386953383684158,
-0.009914516471326351,
0.011505945585668087,
-0.0013839899329468608,
0.0160759836435318,
0.0293265450745821,
0.06808251887559891,
0.06631237268447876,
-0.0737333670258522,
0.01916522905230522,
-0.03433061018586159,
-0.033394474536180496,
0.05964028462767601,
-0.03230515494942665,
0.013548420742154121,
0.0252926554530859,
0.034177422523498535,
0.009514532051980495,
0.036628395318984985,
0.018586527556180954,
-0.07019307464361191,
0.023828880861401558,
-0.04027080908417702,
-0.02627985179424286,
0.019471600651741028,
-0.009761330671608448,
0.008016716688871384,
-0.015633447095751762,
0.009267732501029968,
0.029037194326519966,
0.03547099232673645,
-0.02536073699593544,
0.05929987132549286,
-0.05487450957298279,
-0.05330860987305641,
-0.014850499108433723,
-0.02040773443877697,
0.013556931167840958,
0.03778579831123352,
-0.04476425424218178,
-0.006280612200498581,
0.003295619273558259,
0.03489229083061218,
-0.0016765319742262363,
-0.05085764080286026,
-0.007578435353934765,
-0.057019107043743134,
-0.02680749073624611,
0.011786785908043385,
0.005969985853880644,
0.0941581204533577,
0.02166726067662239,
-0.02187150903046131,
-0.002216937020421028,
0.026909613981842995,
0.023267200216650963,
-0.036492228507995605,
0.09443045407533646,
-0.030994566157460213,
0.025973480194807053,
0.008123095147311687,
0.00221268180757761,
0.019505640491843224,
-0.035436950623989105,
-0.028049996122717857,
-0.01908012479543686,
-0.03235621750354767,
-0.0032445574179291725,
0.03890915960073471,
-0.004459404852241278,
0.0505853109061718,
0.00359135284088552,
-0.0003191368014086038,
0.0017520610708743334,
-0.005438091233372688,
0.10627681016921997,
-0.026177728548645973,
-0.009259222075343132,
-0.020816229283809662,
0.004825348500162363,
0.009548572823405266,
-0.005974241066724062,
-0.039930395781993866,
-0.026841532438993454,
0.052934158593416214,
0.05341073498129845,
0.06284016370773315,
-0.03228813409805298,
-0.02187150903046131,
-0.018518444150686264,
0.011446373537182808,
0.009710269048810005,
0.00019932752184104174,
-0.026450058445334435,
-0.045138709247112274,
0.05838076025247574,
0.0035019945353269577,
-0.009165609255433083,
0.03366680443286896,
-0.02503734640777111,
0.029905244708061218,
-0.004510466940701008,
0.005365753546357155,
-0.03354765847325325,
-0.02180342562496662,
0.028049996122717857,
0.020305611193180084,
-0.013233539648354053,
-0.011837847530841827,
-0.051164012402296066,
-0.004523232113569975,
0.017318490892648697,
-0.034058280289173126,
-0.0293265450745821,
0.06900162994861603,
-0.02403312921524048,
0.048849206417798996,
0.015131339430809021,
-0.03843257948756218,
0.0085188252851367,
0.04469617083668709,
0.06028706952929497,
-0.020714106038212776,
0.022892747074365616,
0.00005375460386858322,
0.025377757847309113,
-0.030466927215456963,
-0.02595645934343338,
-0.09034550189971924,
0.07618433982133865,
-0.006021047476679087,
0.029973328113555908,
0.02900315262377262,
0.013012271374464035,
0.014620720408856869,
0.0006696553900837898,
0.009523042477667332,
-0.039726149290800095,
0.026313893496990204,
0.01770145446062088,
-0.004710459150373936,
0.016841912642121315,
0.04993852600455284,
0.009871965274214745,
0.007880551740527153,
0.005314691457897425,
-0.04925769940018654,
-0.01960776560008526,
0.005799779202789068,
0.012859085574746132,
0.019829032942652702,
0.02093537338078022,
0.03533482551574707,
0.003561566583812237,
0.02840743027627468,
0.017616352066397667,
0.05787013843655586,
-0.014161163941025734,
-0.020288590341806412,
-0.045002542436122894,
-0.04925769940018654,
0.008123095147311687,
-0.023999087512493134,
-0.01889289915561676,
-0.01783761940896511,
-0.011352759785950184,
0.025905398651957512,
-0.004787052050232887,
0.01744614541530609,
0.011233615688979626,
-0.01974393054842949,
-0.05341073498129845,
-0.04517275094985962,
-0.03693476691842079,
-0.006042323540896177,
0.02304593287408352,
-0.026177728548645973,
0.011446373537182808,
0.01744614541530609,
-0.04558124393224716,
0.04353876784443855,
0.02398206666111946,
0.07917996495962143,
-0.06338482350111008,
0.07706940919160843,
0.011531475931406021,
-0.018109949305653572,
-0.006433798000216484,
0.03130093589425087,
0.03170943260192871,
-0.07625241577625275,
-0.06117214262485504,
0.0505853109061718,
-0.015182401053607464,
-0.024952242150902748,
-0.004906196612864733,
0.016246190294623375,
-0.001416967366822064,
0.038738951086997986
] |
22,513 | salem.sio | roi | roi(self, shape=None, geometry=None, grid=None, corners=None,
crs=wgs84, roi=None, all_touched=False, other=None)
Make a region of interest (ROI) for the dataset.
All grid points outside the ROI will be masked out.
Parameters
----------
ds : Dataset or DataArray
form the ROI from the extent of the Dataset or DataArray
shape : str
path to a shapefile
geometry : geometry
a shapely geometry (don't forget the crs keyword)
grid : Grid
a Grid object which extent will form the ROI
corners : tuple
a ((x0, y0), (x1, y1)) tuple of the corners of the square
to subset the dataset to (don't forget the crs keyword)
crs : crs, default wgs84
coordinate reference system of the geometry and corners
roi : ndarray
if you have a mask ready, you can give it here
all_touched : boolean
pass-through argument for rasterio.features.rasterize, indicating
that all grid cells which are clipped by the shapefile defining
the region of interest should be included (default=False)
other : scalar, DataArray or Dataset, optional
Value to use for locations in this object where cond is False. By
default, these locations filled with NA.
As in http://xarray.pydata.org/en/stable/generated/xarray.DataArray.where.html
| def roi(self, ds=None, **kwargs):
"""roi(self, shape=None, geometry=None, grid=None, corners=None,
crs=wgs84, roi=None, all_touched=False, other=None)
Make a region of interest (ROI) for the dataset.
All grid points outside the ROI will be masked out.
Parameters
----------
ds : Dataset or DataArray
form the ROI from the extent of the Dataset or DataArray
shape : str
path to a shapefile
geometry : geometry
a shapely geometry (don't forget the crs keyword)
grid : Grid
a Grid object which extent will form the ROI
corners : tuple
a ((x0, y0), (x1, y1)) tuple of the corners of the square
to subset the dataset to (don't forget the crs keyword)
crs : crs, default wgs84
coordinate reference system of the geometry and corners
roi : ndarray
if you have a mask ready, you can give it here
all_touched : boolean
pass-through argument for rasterio.features.rasterize, indicating
that all grid cells which are clipped by the shapefile defining
the region of interest should be included (default=False)
other : scalar, DataArray or Dataset, optional
Value to use for locations in this object where cond is False. By
default, these locations filled with NA.
As in http://xarray.pydata.org/en/stable/generated/xarray.DataArray.where.html
"""
other = kwargs.pop('other', dtypes.NA)
if ds is not None:
grid = ds.salem.grid
kwargs.setdefault('grid', grid)
mask = self.grid.region_of_interest(**kwargs)
out = self._obj.where(mask, other=other)
# keep attrs and encoding
out.attrs = self._obj.attrs
out.encoding = self._obj.encoding
if isinstance(out, xr.Dataset):
for v in self._obj.variables:
out[v].encoding = self._obj[v].encoding
if isinstance(out, xr.DataArray):
out.name = self._obj.name
# add pyproj string everywhere
out.attrs['pyproj_srs'] = self.grid.proj.srs
if isinstance(out, xr.Dataset):
for v in out.data_vars:
out.variables[v].attrs = self._obj.variables[v].attrs
out.variables[v].attrs['pyproj_srs'] = self.grid.proj.srs
return out
| (self, ds=None, **kwargs) | [
0.01588349975645542,
-0.06856976449489594,
0.04445108026266098,
0.014245927333831787,
-0.03252425789833069,
-0.04611704871058464,
-0.02317211404442787,
-0.010961318388581276,
0.06436698138713837,
-0.04066478833556175,
0.030385002493858337,
0.009574588388204575,
0.010790934786200523,
0.041043415665626526,
-0.04691217094659805,
0.003322472097352147,
-0.038336217403411865,
0.02582251839339733,
-0.009356876835227013,
-0.006848457735031843,
-0.003779193852096796,
-0.0017795577878132463,
0.0323917381465435,
-0.035572223365306854,
0.0375978909432888,
0.03790079429745674,
-0.019896969199180603,
-0.020729955285787582,
0.04456466808915138,
-0.02362646907567978,
-0.05312168970704079,
-0.05399253964424133,
0.010090471245348454,
-0.04032402113080025,
0.03434167802333832,
-0.003788659581914544,
0.025008466094732285,
0.09594466537237167,
0.04108127951622009,
0.046306364238262177,
-0.10556185245513916,
-0.04944898560643196,
0.00973077304661274,
0.001426959177479148,
0.002041048603132367,
-0.028548650443553925,
0.002612542128190398,
-0.01727496273815632,
0.009901156648993492,
0.03570474311709404,
0.02977919392287731,
0.00658341683447361,
-0.011888960376381874,
0.009607718326151371,
-0.012172931805253029,
0.022926004603505135,
-0.03496641665697098,
0.09965523332357407,
0.05486338585615158,
-0.04566269367933273,
-0.010885592550039291,
-0.010885592550039291,
0.043693821877241135,
-0.006957313511520624,
-0.0005510831251740456,
0.024629836902022362,
-0.06417766958475113,
-0.031312644481658936,
-0.013365614227950573,
0.05350032076239586,
-0.03347083181142807,
0.053576044738292694,
0.04804806038737297,
-0.020029490813612938,
0.010346045717597008,
0.009853827767074108,
-0.051758624613285065,
0.0014032948529347777,
0.04429962858557701,
-0.006218986120074987,
0.04876745492219925,
0.021013926714658737,
-0.0038265225011855364,
0.05516628921031952,
-0.02326676994562149,
0.013517065905034542,
0.014331119135022163,
0.036310549825429916,
0.07114444673061371,
-0.09586893767118454,
0.030668973922729492,
0.045511242002248764,
0.008561755530536175,
-0.008457631804049015,
0.014605625532567501,
0.009825430810451508,
-0.03155875205993652,
0.04460253193974495,
0.014927459880709648,
-0.037181396037340164,
-0.04850241541862488,
-0.0541439913213253,
-0.024705562740564346,
0.03877164050936699,
-0.008083735592663288,
0.04823737218976021,
0.03029034473001957,
0.0457005575299263,
-0.04323946684598923,
-0.00036117684794589877,
-0.021051788702607155,
0.050092656165361404,
-0.05861181765794754,
0.041611362248659134,
-0.047707293182611465,
-0.023304633796215057,
-0.027204515412449837,
-0.008178393356502056,
-0.05959625169634819,
-0.024857014417648315,
-0.048123784363269806,
0.08102667331695557,
-0.003911714069545269,
0.035572223365306854,
0.057854559272527695,
0.024175481870770454,
0.04763156548142433,
0.07228033244609833,
-0.05584782361984253,
-0.06311750411987305,
-0.012788204476237297,
-0.06281460076570511,
-0.037654682993888855,
-0.0364430695772171,
-0.013469737954437733,
0.015798307955265045,
0.08935651928186417,
-0.021676527336239815,
-0.039225995540618896,
0.019215436652302742,
0.043163739144802094,
0.018259398639202118,
-0.004382634069770575,
0.02237699180841446,
0.03903668001294136,
0.02091926895081997,
0.040210433304309845,
-0.007179758045822382,
0.07633166760206223,
-0.015542732551693916,
-0.00863748136907816,
-0.023910440504550934,
-0.02977919392287731,
0.028510786592960358,
0.004105761647224426,
-0.02835933491587639,
0.019688723608851433,
-0.02957094833254814,
-0.004377901554107666,
0.015495404601097107,
-0.04907035827636719,
0.009853827767074108,
-0.012012015096843243,
-0.0058687543496489525,
-0.03347083181142807,
0.04278511181473732,
-0.020180942490696907,
-0.038430873304605484,
0.05198580399155617,
0.02055957168340683,
-0.009607718326151371,
-0.02436479553580284,
-0.04214144125580788,
-0.03398197889328003,
-0.08776627480983734,
0.06538928300142288,
-0.03278929740190506,
-0.0026788022369146347,
-0.03400091081857681,
0.028643306344747543,
0.050925642251968384,
0.00840557087212801,
-0.008457631804049015,
0.06402621418237686,
-0.023607537150382996,
0.028662238270044327,
0.032088834792375565,
-0.046306364238262177,
0.03867698460817337,
-0.017729317769408226,
0.018022755160927773,
0.04051333665847778,
-0.05546919256448746,
0.019707655534148216,
0.0034147631376981735,
-0.04543551802635193,
0.007657777518033981,
0.0207110233604908,
-0.035837262868881226,
0.04948684945702553,
-0.010137799195945263,
-0.007563120219856501,
0.0020741785410791636,
0.05039555951952934,
-0.06682807207107544,
-0.02856758050620556,
0.006616547238081694,
-0.027147721499204636,
0.023096388205885887,
0.020654229447245598,
0.06205734238028526,
0.0011725676013156772,
-0.04441321641206741,
-0.020805681124329567,
0.043163739144802094,
0.09109821170568466,
-0.03129371255636215,
0.030536454170942307,
-0.0009974515996873379,
0.08079949021339417,
-0.01395248994231224,
-0.0014695549616590142,
-0.01588349975645542,
-0.0027545280754566193,
0.005310276057571173,
-0.015107309445738792,
0.04380740970373154,
-0.04505688697099686,
0.08057231456041336,
-0.07341622561216354,
-0.0003307090373709798,
-0.022963866591453552,
0.03284609317779541,
-0.04740438982844353,
0.005660508293658495,
0.017577866092324257,
0.009957950562238693,
-0.020275598391890526,
-0.009456266649067402,
0.02977919392287731,
-0.01696259342133999,
0.020010558888316154,
-0.02445945329964161,
-0.02898407354950905,
-0.00851442664861679,
-0.051910076290369034,
-0.031823791563510895,
0.042292892932891846,
0.05406826362013817,
-0.04539765417575836,
0.0033887322060763836,
0.008859925903379917,
-0.03530718386173248,
0.022660963237285614,
0.03731391951441765,
-0.018590698018670082,
-0.009640848264098167,
-0.0518343523144722,
0.021468281745910645,
-0.0046476745046675205,
0.03809010982513428,
-0.0056652408093214035,
0.026220079511404037,
0.006720670033246279,
-0.006829526275396347,
-0.010809866711497307,
-0.008235187269747257,
-0.011964686214923859,
0.03492855280637741,
-0.008244653232395649,
-0.012456904165446758,
0.11480040848255157,
-0.01754946820437908,
-0.02118431031703949,
0.023304633796215057,
0.0310665350407362,
0.013214162550866604,
-0.019840175285935402,
0.05312168970704079,
-0.03163447976112366,
0.026712296530604362,
0.06198161840438843,
-0.001156002632342279,
-0.009598253294825554,
0.011254755780100822,
-0.11237717419862747,
0.013810504227876663,
0.018022755160927773,
-0.05039555951952934,
-0.015258761122822762,
-0.015523801557719707,
0.029703468084335327,
-0.06694166362285614,
-0.02171439118683338,
0.014539365656673908,
0.020180942490696907,
-0.0476694293320179,
-0.031823791563510895,
-0.00036058525438420475,
-0.01686793565750122,
0.02061636559665203,
0.006540821399539709,
-0.009853827767074108,
-0.041876401752233505,
0.06046710163354874,
0.034228090196847916,
0.002905979985371232,
0.01796596124768257,
-0.0477830171585083,
0.05262947455048561,
0.0496383011341095,
-0.06527569144964218,
0.01618640311062336,
-0.068266861140728,
-0.013829435221850872,
-0.03809010982513428,
0.05876326933503151,
-0.0056841722689569,
-0.004105761647224426,
0.014274325221776962,
-0.011510331183671951,
-0.07928497344255447,
-0.045359790325164795,
-0.07477928698062897,
0.013195231556892395,
-0.0021061254665255547,
-0.057324476540088654,
0.043390918523073196,
-0.03837408125400543,
0.056756533682346344,
0.030385002493858337,
0.01982124336063862,
0.0032207155600190163,
0.024061892181634903,
0.05497697368264198,
-0.022320197895169258,
0.024024030193686485,
-0.014037681743502617,
0.051910076290369034,
0.03350869193673134,
-0.04471611976623535,
0.004690270405262709,
-0.007340675685554743,
0.0033390370663255453,
-0.006034404505044222,
-0.03299754485487938,
-0.013990352861583233,
-0.022623101249337196,
0.017681987956166267,
0.010298716835677624,
0.017502140253782272,
0.04445108026266098,
-0.00120628927834332,
-0.03653772920370102,
-0.018912533298134804,
0.032032039016485214,
-0.00827305018901825,
0.0291544571518898,
0.045094750821590424,
-0.017767179757356644,
0.020673159509897232,
-0.02669336646795273,
0.024289069697260857,
0.010488031432032585,
-0.04414817690849304,
-0.016432512551546097,
-0.044375356286764145,
0.038241561502218246,
-0.028170019388198853,
-0.06254956126213074,
-0.04263366013765335,
-0.02165759541094303,
-0.07228033244609833,
-0.015154638327658176,
0.01588349975645542,
0.020313462242484093,
-0.01946154609322548,
-0.06966779381036758,
-0.040475472807884216,
-0.04051333665847778,
-0.03975607827305794,
-0.013176299631595612,
0.002439792500808835,
0.002472922671586275,
-0.006043870467692614,
-0.013848367147147655,
-0.02050277590751648,
0.06599508970975876,
-0.03964248672127724,
-0.046192776411771774,
-0.017293892800807953,
-0.042974427342414856,
0.054939113557338715,
-0.009479931555688381,
-0.02707199566066265,
-0.013498134911060333,
-0.004129425622522831,
0.04517047479748726,
0.0030952945817261934,
-0.026466188952326775,
-0.02091926895081997,
-0.0639883503317833,
0.0644427090883255,
-0.027090927585959435,
0.04365595802664757,
-0.006673341616988182,
0.011074907146394253,
-0.09018950164318085,
0.013460271991789341,
-0.05278092622756958,
0.004420496989041567,
0.024232275784015656,
0.038241561502218246,
0.03316792845726013,
-0.0068389917723834515,
-0.004770729225128889,
0.04448894411325455,
0.0850401446223259,
0.02091926895081997,
0.03742750734090805,
-0.002721398137509823,
-0.028965141624212265,
-0.004955310840159655,
0.03773041069507599,
-0.0005706062074750662,
-0.03986966609954834,
0.015902431681752205,
-0.039225995540618896,
0.03443633392453194,
0.04388313740491867,
-0.05531774088740349,
-0.032770365476608276,
-0.06508637964725494,
-0.01686793565750122,
-0.006952580530196428,
-0.025671066716313362,
-0.020994994789361954,
-0.021411487832665443,
0.0042524803429841995,
0.047025758773088455,
0.04891890659928322,
0.021297898143529892,
-0.006829526275396347,
-0.06319323182106018,
-0.08451005816459656,
-0.014037681743502617,
-0.0323917381465435,
0.045511242002248764,
-0.00284208613447845,
0.0015630291309207678,
0.11275580525398254,
0.03496641665697098,
-0.006786930374801159,
0.01280713640153408,
0.0014754710718989372,
-0.053689636290073395,
-0.003876217408105731,
-0.007690907921642065,
0.0155616644769907,
-0.07341622561216354,
-0.013857832178473473,
-0.007837626151740551,
-0.0322781465947628,
-0.03261891379952431,
0.048123784363269806,
-0.030574316158890724,
-0.014605625532567501,
-0.05240229517221451,
0.01795649528503418,
-0.02930590882897377,
0.015239829197525978,
-0.04240648075938225,
-0.016612360253930092,
-0.034474197775125504,
0.0938243418931961,
0.045776281505823135,
-0.02165759541094303,
0.04407244920730591,
0.0038738511502742767,
0.00551852211356163,
-0.022263403981924057,
-0.009565122425556183,
-0.015968691557645798,
-0.00043424047180451453,
-0.001002184464596212,
0.004907982423901558,
-0.01914917677640915,
-0.00035733141703531146,
-0.032656777650117874,
0.02368326298892498,
0.04600346088409424,
0.06879694759845734,
-0.08026941120624542,
0.023853646591305733,
0.0016600528033450246,
0.040778376162052155,
0.03252425789833069,
-0.006058068946003914,
0.01264621876180172,
-0.03163447976112366,
0.017937563359737396,
-0.05474979802966118,
0.011945754289627075,
0.003876217408105731,
-0.018912533298134804,
-0.047442253679037094,
-0.039225995540618896,
-0.02993064559996128,
0.03142623230814934,
-0.01665022410452366,
-0.035004280507564545,
0.0001524870313005522,
0.03695422038435936,
-0.028453992679715157,
0.028340402990579605,
-0.019915901124477386,
0.006384636741131544,
0.08276836574077606,
-0.039793938398361206,
-0.016101211309432983,
-0.0150694465264678,
-0.02171439118683338,
0.018647493794560432,
0.0916282907128334,
-0.024857014417648315,
0.01914917677640915,
0.022926004603505135,
-0.02091926895081997,
-0.0028681170661002398,
-0.01072467491030693,
-0.017511606216430664,
-0.06266315281391144,
-0.005239283200353384,
0.0004445936356205493,
0.03076363168656826,
0.037389643490314484,
-0.009882224723696709,
-0.016640758141875267,
0.046760719269514084,
0.02035132423043251,
0.00933794490993023,
0.03176699951291084,
0.002913079224526882,
-0.007331209722906351,
0.024497315287590027,
0.027242379263043404,
0.006242650561034679,
-0.025595340877771378,
0.0579681470990181,
0.011131701990962029,
0.03593192249536514,
-0.042292892932891846,
0.05944480001926422,
-0.0025107855908572674,
0.06323109567165375,
0.029589880257844925,
0.002782925497740507,
-0.02565213479101658,
-0.06300391256809235,
0.025159917771816254,
-0.00022910030384082347,
0.020862475037574768,
0.020332394167780876,
0.013895695097744465,
-0.07837626338005066,
0.022320197895169258,
0.03519359230995178,
0.015523801557719707,
-0.00408683018758893,
0.02436479553580284,
0.0006146809901110828,
0.039945390075445175,
-0.037086740136146545,
-0.016281060874462128,
-0.018458178266882896,
0.026220079511404037,
0.027621008455753326,
-0.022926004603505135,
-0.059369076043367386,
0.008287249132990837,
0.018647493794560432,
-0.032448530197143555,
0.0496383011341095,
-0.08640320599079132,
-0.02951415441930294,
0.03752216324210167,
-0.07337836176156998,
0.05016838386654854,
0.00006585339724551886,
0.013602257706224918,
0.11601202189922333,
0.04198998957872391,
-0.012579958885908127,
0.01862856186926365,
-0.016385182738304138,
0.01690579764544964,
0.017246564850211143,
-0.07417348027229309,
0.04505688697099686,
-0.038695916533470154,
-0.020692091435194016,
0.016006553545594215,
-0.013422409072518349,
-0.00043719852692447603,
-0.031199054792523384,
-0.012040412053465843,
-0.04846455156803131,
0.000724128563888371,
-0.028775827959179878,
-0.028226815164089203,
0.034852828830480576,
0.0026338400784879923,
0.06395048648118973,
-0.00975917000323534,
-0.006204787641763687,
0.0012459270656108856,
-0.06542714685201645,
0.03809010982513428,
-0.0259171761572361,
-0.016271594911813736,
0.005026304163038731,
-0.0333193801343441,
-0.012116137892007828,
-0.06372331082820892,
-0.021089652553200722,
-0.019688723608851433,
0.023702194914221764,
0.006985710468143225,
0.009390006773173809,
0.006252116523683071,
-0.025178847834467888,
-0.03127478063106537,
0.024705562740564346,
-0.08852352946996689,
0.021108584478497505,
0.0013725311728194356,
-0.011065441183745861,
0.04990334063768387,
-0.051039230078458786,
0.020578503608703613,
0.0032207155600190163,
0.01103704422712326,
0.06145153567194939,
0.0364430695772171,
0.0016707017784938216,
-0.05213725566864014,
-0.013280422426760197,
0.00037153001176193357,
-0.0020848275162279606,
-0.026825886219739914,
-0.020597433671355247,
0.019802313297986984,
-0.015164103358983994,
-0.02025666832923889,
0.025538546964526176,
0.07087940722703934,
-0.03561008721590042,
-0.015807773917913437,
0.043845273554325104,
0.01566578820347786,
-0.013441340066492558,
0.017577866092324257,
-0.02237699180841446,
0.007212888449430466,
0.02207408845424652,
-0.028170019388198853,
0.007198689505457878,
-0.006053335964679718,
0.05864967778325081,
0.030896151438355446,
-0.0013737144181504846,
0.04081624001264572,
-0.0008809047285467386,
0.03608337417244911,
0.027886047959327698,
-0.0372571237385273,
-0.015959225594997406,
-0.06474561244249344,
-0.03356548771262169,
0.029135525226593018,
-0.01737908460199833,
-0.013810504227876663,
-0.011907891370356083,
-0.0036632386036217213,
0.07814908772706985,
0.020540639758110046,
0.042860835790634155,
-0.051720764487981796,
0.02305852435529232,
0.0323917381465435,
0.03055538423359394,
0.006540821399539709,
0.08973514288663864,
0.040058981627225876,
0.046609267592430115,
-0.027980705723166466,
-0.033546555787324905,
0.006692273076623678,
-0.0259171761572361,
0.026087559759616852,
-0.002013834659010172,
0.007042504847049713,
-0.026087559759616852,
0.019556203857064247,
-0.014832803048193455,
0.049524713307619095,
-0.01166178286075592,
0.013252025470137596,
0.05474979802966118,
-0.03180486336350441,
-0.028075363487005234,
0.059104032814502716,
0.01722763292491436,
-0.03451206162571907,
-0.017767179757356644,
-0.03337617218494415,
0.0028231546748429537,
0.003272776957601309,
-0.01795649528503418,
-0.029003005474805832,
0.013223628513514996,
-0.012655684724450111,
-0.037294987589120865,
-0.024326933547854424,
-0.033963046967983246,
0.05005479231476784,
0.014984254725277424,
-0.05111495777964592,
0.013024847954511642,
0.000007579981229355326,
-0.0061574592255055904,
0.01874214969575405,
-0.02763993851840496,
0.0477830171585083,
0.025633204728364944,
-0.008192591369152069,
0.004183853976428509,
-0.05546919256448746,
-0.054787661880254745,
0.002050514332950115,
-0.00006611222488572821,
-0.01004314236342907,
0.0364430695772171,
-0.026466188952326775,
-0.050244107842445374,
-0.009995813481509686,
0.03674597293138504,
0.01810794696211815,
-0.011567125096917152,
0.00746846292167902,
0.018410850316286087,
0.07936070114374161,
0.06599508970975876,
-0.014454173855483532,
-0.01462455652654171,
0.023039592429995537,
0.005679439753293991,
0.02561427280306816,
0.030385002493858337,
0.04657140374183655,
-0.052705198526382446,
0.030044235289096832,
-0.029627742245793343,
0.02576572448015213,
0.04331519082188606,
0.018780013546347618,
-0.009976882487535477,
-0.007511058822274208
] |
22,514 | salem.sio | subset | subset(self, margin=0, shape=None, geometry=None, grid=None,
corners=None, crs=wgs84, roi=None)
Get a subset of the dataset.
Accepts all keywords of :py:func:`~Grid.roi`
Parameters
----------
ds : Dataset or DataArray
form the ROI from the extent of the Dataset or DataArray
shape : str
path to a shapefile
geometry : geometry
a shapely geometry (don't forget the crs keyword)
grid : Grid
a Grid object which extent will form the ROI
corners : tuple
a ((x0, y0), (x1, y1)) tuple of the corners of the square
to subset the dataset to (don't forget the crs keyword)
crs : crs, default wgs84
coordinate reference system of the geometry and corners
roi : ndarray
a mask for the region of interest to subset the dataset onto
margin : int
add a margin to the region to subset (can be negative!). Can
be used a single keyword, too: set_subset(margin=-5) will remove
five pixels from each boundary of the dataset.
| def subset(self, margin=0, ds=None, **kwargs):
"""subset(self, margin=0, shape=None, geometry=None, grid=None,
corners=None, crs=wgs84, roi=None)
Get a subset of the dataset.
Accepts all keywords of :py:func:`~Grid.roi`
Parameters
----------
ds : Dataset or DataArray
form the ROI from the extent of the Dataset or DataArray
shape : str
path to a shapefile
geometry : geometry
a shapely geometry (don't forget the crs keyword)
grid : Grid
a Grid object which extent will form the ROI
corners : tuple
a ((x0, y0), (x1, y1)) tuple of the corners of the square
to subset the dataset to (don't forget the crs keyword)
crs : crs, default wgs84
coordinate reference system of the geometry and corners
roi : ndarray
a mask for the region of interest to subset the dataset onto
margin : int
add a margin to the region to subset (can be negative!). Can
be used a single keyword, too: set_subset(margin=-5) will remove
five pixels from each boundary of the dataset.
"""
if ds is not None:
grid = ds.salem.grid
kwargs.setdefault('grid', grid)
mask = self.grid.region_of_interest(**kwargs)
if not kwargs:
# user just wants a margin
mask[:] = 1
ids = np.nonzero(mask)
sub_x = [np.min(ids[1]) - margin, np.max(ids[1]) + margin]
sub_y = [np.min(ids[0]) - margin, np.max(ids[0]) + margin]
out_ds = self._obj[{self.x_dim: slice(sub_x[0], sub_x[1]+1),
self.y_dim: slice(sub_y[0], sub_y[1]+1)}
]
return out_ds
| (self, margin=0, ds=None, **kwargs) | [
0.024563483893871307,
-0.009789664298295975,
0.004823375027626753,
0.002485377946868539,
-0.06670548766851425,
-0.01818590983748436,
0.02372385933995247,
-0.020758377388119698,
0.014818479306995869,
-0.018284164369106293,
-0.008449838496744633,
0.013782347552478313,
0.007663806900382042,
0.0032267484348267317,
-0.030673092231154442,
-0.029672687873244286,
-0.036050260066986084,
-0.005399500485509634,
0.007498561404645443,
-0.0019728944171220064,
-0.0015608976827934384,
0.012612232007086277,
0.046804603189229965,
0.016229763627052307,
0.01530974917113781,
0.026796527206897736,
-0.035246364772319794,
-0.0039122928865253925,
0.06906358152627945,
-0.002726546721532941,
-0.06206075847148895,
-0.030905328691005707,
0.006189997773617506,
0.020311767235398293,
0.002896257909014821,
-0.012192419730126858,
0.0690278559923172,
0.05691582337021828,
0.018248435109853745,
0.09575292468070984,
-0.09075090289115906,
-0.042910173535346985,
0.05159224942326546,
0.018069792538881302,
0.015854611992836,
-0.015970731154084206,
0.0632755309343338,
-0.03303118795156479,
-0.035675108432769775,
0.05194953456521034,
0.049091238528490067,
0.035174909979104996,
-0.011567167937755585,
-0.02631418965756893,
-0.017364149913191795,
0.00015463829913642257,
-0.0006983844796195626,
0.07688816636800766,
0.06138191372156143,
-0.0016491030110046268,
-0.002704216167330742,
-0.036228906363248825,
0.04212414100766182,
-0.023545214906334877,
-0.03712212294340134,
-0.0077888574451208115,
-0.060631610453128815,
-0.003088299883529544,
-0.02718954347074032,
0.02892238460481167,
-0.009070624597370625,
0.05452200025320053,
0.0425528846681118,
0.015577714890241623,
-0.01317495945841074,
-0.01936495676636696,
-0.017194438725709915,
-0.00026252222596667707,
0.013478653505444527,
-0.025349514558911324,
0.01594393327832222,
0.011558235622942448,
-0.011906590312719345,
0.052592650055885315,
0.0034813154488801956,
0.042910173535346985,
0.017060454934835434,
0.04237424209713936,
0.09089381992816925,
-0.0736011266708374,
0.06927795708179474,
0.09110819548368454,
-0.006507090292870998,
-0.005743389017879963,
-0.01088832225650549,
-0.003287040628492832,
-0.03890855610370636,
0.06566935777664185,
-0.0368005633354187,
-0.013621567748486996,
-0.03812252730131149,
-0.04626867175102234,
0.02229471132159233,
0.036175310611724854,
-0.010799000971019268,
0.011013372801244259,
0.015658104792237282,
0.013326806016266346,
-0.05963120609521866,
0.017024727538228035,
-0.004358901642262936,
0.06581227481365204,
-0.03547860309481621,
0.04466087743639946,
-0.03263816982507706,
0.005680863745510578,
-0.019472142681479454,
-0.04809083417057991,
-0.09232296794652939,
-0.05430762842297554,
-0.05691582337021828,
0.05159224942326546,
-0.00750749371945858,
0.05162797495722771,
0.005738922860473394,
0.014059244655072689,
0.039444487541913986,
0.06759870797395706,
-0.0184360109269619,
-0.06377573311328888,
0.021562272682785988,
-0.051663704216480255,
-0.05016309767961502,
-0.04812656342983246,
-0.01929350011050701,
-0.013550111092627048,
0.0851057693362236,
0.00017459611990489066,
-0.03476402908563614,
0.02390250191092491,
0.021044205874204636,
0.05434335768222809,
-0.008481101132929325,
0.048876866698265076,
-0.049126967787742615,
-0.022437626495957375,
0.013246417045593262,
-0.04576846957206726,
0.010879389941692352,
0.01763211563229561,
-0.06238231435418129,
-0.004374532960355282,
0.002067798748612404,
-0.04376766085624695,
-0.008061288855969906,
-0.030994649976491928,
-0.029333265498280525,
-0.020526140928268433,
0.006167667452245951,
0.024295518174767494,
-0.03697920963168144,
0.030190754681825638,
-0.03235233947634697,
0.0013610402820631862,
-0.06259668618440628,
0.03061949834227562,
-0.018078723922371864,
-0.06384719163179398,
-0.024295518174767494,
0.026510698720812798,
0.026635747402906418,
0.033727895468473434,
-0.03342420235276222,
-0.038086798042058945,
-0.09561000764369965,
0.026189139112830162,
0.010673950426280499,
-0.01558664720505476,
-0.046554502099752426,
0.008356050588190556,
0.05591541901230812,
-0.007302053738385439,
0.02609981782734394,
0.04448223486542702,
0.016988998278975487,
0.000587848830036819,
0.0005130418576300144,
0.005426296964287758,
0.032084375619888306,
-0.013853805139660835,
-0.00304587185382843,
-0.017587454989552498,
-0.04462515190243721,
0.0009523932239972055,
-0.029619095847010612,
-0.03138766437768936,
0.008664210326969624,
-0.008632947690784931,
-0.006891173776239157,
0.014898869208991528,
-0.014014584012329578,
-0.004445990547537804,
0.021758779883384705,
-0.024885041639208794,
-0.0006861027795821428,
0.017265895381569862,
0.036228906363248825,
-0.019936615601181984,
-0.013827008195221424,
0.023795315995812416,
0.02681439183652401,
-0.04030197858810425,
0.04737626016139984,
0.011826200410723686,
0.09346628934144974,
0.038301169872283936,
-0.0437319315969944,
-0.014273617416620255,
-0.011424252763390541,
0.029851332306861877,
-0.0011957950191572309,
-0.007904975675046444,
0.003429955570027232,
0.0315663106739521,
-0.03535355255007744,
-0.025492429733276367,
0.063418447971344,
-0.05780904367566109,
0.07127876579761505,
-0.06363282352685928,
0.009289463050663471,
-0.062025029212236404,
0.06027432158589363,
-0.07803148776292801,
-0.04008760675787926,
0.06345417350530624,
0.015470528975129128,
-0.009896851144731045,
0.06720568984746933,
0.038301169872283936,
-0.025099413469433784,
0.008302457630634308,
0.01907912828028202,
-0.011638625524938107,
-0.016819287091493607,
0.028708012774586678,
-0.04301735758781433,
0.04576846957206726,
0.056022606790065765,
-0.008414109237492085,
-0.005819312762469053,
-0.014443328604102135,
-0.0013342438032850623,
0.03145912289619446,
0.04780500382184982,
0.01970437914133072,
-0.013371467590332031,
-0.028440047055482864,
0.01071861106902361,
0.009021497331559658,
0.014309345744550228,
-0.022366167977452278,
0.00629271799698472,
0.017355218529701233,
0.008708870969712734,
0.01734628528356552,
0.001891388208605349,
-0.0025523691438138485,
-0.001232640235684812,
-0.0004602861881721765,
-0.012210284359753132,
0.10547113418579102,
0.042695801705121994,
-0.01637267880141735,
-0.029958518221974373,
0.03719358146190643,
-0.016140442341566086,
-0.0586308017373085,
-0.007949636317789555,
-0.025653209537267685,
0.056058336049318314,
0.03615744784474373,
0.024241924285888672,
-0.006100676022469997,
0.03556792438030243,
-0.07531610876321793,
0.04115946590900421,
-0.012112030759453773,
-0.035460736602544785,
-0.0056272707879543304,
-0.04548263922333717,
-0.008427508175373077,
-0.0064624291844666,
-0.028779471293091774,
-0.029529772698879242,
0.015935001894831657,
0.004720654804259539,
-0.05337868258357048,
-0.008682074956595898,
0.020865563303232193,
0.011745811440050602,
-0.04023052006959915,
0.003385294694453478,
0.042910173535346985,
0.03383508324623108,
0.02804703265428543,
0.041302379220724106,
0.007342248689383268,
0.0035751033574342728,
0.0006146453670226038,
0.01063822116702795,
-0.023920366540551186,
-0.010316663421690464,
-0.04094509407877922,
-0.03776523843407631,
0.010799000971019268,
0.04044489189982414,
0.024813584983348846,
-0.010539967566728592,
0.02804703265428543,
-0.001445895992219448,
-0.047733549028635025,
-0.020829834043979645,
-0.0115046426653862,
0.05891663208603859,
0.04583992809057236,
-0.0609174408018589,
0.01459517516195774,
-0.04301735758781433,
0.07395841926336288,
0.013693025335669518,
0.03320983052253723,
0.031709223985672,
0.019400686025619507,
0.08553451299667358,
-0.0230450127273798,
0.03765805438160896,
0.006766123231500387,
0.022098202258348465,
-0.02551029436290264,
0.036103855818510056,
-0.02969055250287056,
0.027600422501564026,
-0.03294186294078827,
0.03801533952355385,
0.008579354733228683,
-0.008320321328938007,
-0.012853400781750679,
0.024134738370776176,
0.049126967787742615,
0.01988302357494831,
0.0574517548084259,
0.02258053980767727,
-0.02211606688797474,
0.023652400821447372,
-0.0017451238818466663,
-0.016988998278975487,
0.02558175101876259,
-0.0021079934667795897,
-0.024563483893871307,
0.05595114827156067,
0.010772204026579857,
0.02474212646484375,
0.009459174238145351,
-0.008360516279935837,
-0.023152200505137444,
-0.06420447677373886,
0.025188736617565155,
-0.011647556908428669,
-0.057666126638650894,
-0.030440855771303177,
-0.03556792438030243,
-0.04816229268908501,
0.010825796984136105,
0.04341037571430206,
-0.013487585820257664,
-0.0829620510339737,
-0.046554502099752426,
-0.013112434186041355,
0.05366451293230057,
-0.023491622880101204,
-0.024938635528087616,
0.03315623849630356,
-0.0016066750977188349,
0.016604915261268616,
-0.032084375619888306,
-0.05105631798505783,
0.006935834418982267,
-0.004653663374483585,
-0.009325191378593445,
0.04458942264318466,
-0.015541985630989075,
0.013800211250782013,
0.029672687873244286,
-0.04644731432199478,
-0.017864352092146873,
-0.01330001000314951,
-0.008865184150636196,
-0.027904117479920387,
0.010495306923985481,
-0.020651189610362053,
-0.028279269114136696,
0.0017842021770775318,
0.002704216167330742,
0.01137959212064743,
-0.022616269066929817,
-0.002880626590922475,
-0.08574888855218887,
0.009012565016746521,
-0.0037649120204150677,
0.029172485694289207,
0.006386505905538797,
-0.00030425222939811647,
0.06702704727649689,
0.01907912828028202,
0.011093762703239918,
0.02483144961297512,
0.098968505859375,
0.05384315550327301,
0.030601633712649345,
0.06377573311328888,
-0.03456752002239227,
-0.0033897606190294027,
-0.009396648965775967,
-0.003910060040652752,
-0.0436604768037796,
-0.030297940596938133,
-0.06020286679267883,
0.025153007358312607,
-0.012031640857458115,
-0.058344971388578415,
-0.054629188030958176,
-0.08231893181800842,
0.007940704002976418,
-0.008440906181931496,
-0.02436697483062744,
-0.07431570440530777,
0.00793177168816328,
-0.009593157097697258,
0.03045872040092945,
0.02440270408987999,
-0.03733649477362633,
0.0012929324293509126,
-0.089821957051754,
-0.05612979456782341,
-0.03822971135377884,
-0.016015391796827316,
0.039230115711688995,
-0.01051317062228918,
-0.02452775463461876,
0.12555065751075745,
0.056487079709768295,
0.007087681442499161,
-0.027564695104956627,
-0.015095377340912819,
-0.04837666451931,
0.0007904975791461766,
0.0030704354867339134,
0.00750749371945858,
-0.019632922485470772,
0.010843661613762379,
0.014336141757667065,
-0.04923415184020996,
0.013255349360406399,
0.04998445510864258,
0.0032624772284179926,
-0.011200948618352413,
0.02347375825047493,
0.02872587740421295,
-0.024170467630028725,
-0.005886303726583719,
-0.0667412206530571,
-0.06263241916894913,
0.0036376286298036575,
0.09618166834115982,
0.04791219159960747,
-0.019347092136740685,
0.017944741994142532,
-0.036693379282951355,
0.03210223838686943,
0.008226534351706505,
0.0010651620104908943,
-0.03390653803944588,
-0.0006805201410315931,
-0.029208214953541756,
-0.01637267880141735,
-0.011451049707829952,
0.0390872023999691,
-0.08446265757083893,
0.029636958613991737,
0.03869418427348137,
0.03612171858549118,
-0.0632040798664093,
-0.03837262839078903,
0.03772950917482376,
0.053735971450805664,
0.02229471132159233,
0.038801372051239014,
0.016515593975782394,
-0.02325938642024994,
0.009441309608519077,
-0.00779332360252738,
0.019472142681479454,
0.0013956524198874831,
-0.036318227648735046,
0.0026461570523679256,
-0.0015955099370330572,
0.010843661613762379,
0.03036939725279808,
-0.06256096065044403,
-0.030137160792946815,
-0.03701493516564369,
-0.011879794299602509,
0.043624747544527054,
0.02325938642024994,
-0.02356307953596115,
-0.04233851283788681,
0.06927795708179474,
-0.011093762703239918,
-0.01196911558508873,
0.01954360119998455,
0.030601633712649345,
-0.015506257303059101,
0.06670548766851425,
-0.01856106147170067,
0.007739730179309845,
-0.004432592075318098,
-0.040373433381319046,
0.01184406504034996,
-0.00042958182166330516,
-0.025188736617565155,
-0.00037933833664283156,
0.016131509095430374,
0.042695801705121994,
0.023295113816857338,
0.020794104784727097,
-0.07695962488651276,
-0.00484123919159174,
0.0482337512075901,
0.027689745649695396,
0.006029218900948763,
0.037407953292131424,
0.05477210134267807,
-0.007190401665866375,
-0.03719358146190643,
0.063418447971344,
0.02990492433309555,
0.006605343893170357,
0.054164715111255646,
0.04787646234035492,
0.06584800034761429,
-0.04634012654423714,
0.052128177136182785,
-0.04576846957206726,
0.07896043360233307,
0.012871265411376953,
-0.011826200410723686,
-0.007177003193646669,
-0.024509890004992485,
0.010754339396953583,
-0.02786838822066784,
0.019490007311105728,
0.04787646234035492,
0.05112777277827263,
-0.010772204026579857,
0.013103501871228218,
0.009191208519041538,
0.01192445494234562,
-0.04233851283788681,
-0.026171274483203888,
-0.03844408318400383,
0.04148102551698685,
-0.025474565103650093,
0.04805510491132736,
-0.005247653461992741,
0.06188211590051651,
0.015631306916475296,
-0.025867581367492676,
-0.07574485242366791,
0.021687323227524757,
-0.005390568170696497,
-0.019043399021029472,
0.043374646455049515,
-0.02567107416689396,
-0.04330318793654442,
0.0735296681523323,
-0.024974362924695015,
-0.019347092136740685,
-0.024759991094470024,
0.04630440101027489,
0.11154501140117645,
0.036479007452726364,
0.010825796984136105,
0.010155883617699146,
-0.05041319876909256,
-0.013612636364996433,
0.01768570765852928,
-0.07946063578128815,
0.0135143818333745,
-0.023705994710326195,
-0.017989402636885643,
0.03751513734459877,
0.0038363696075975895,
0.03422809764742851,
-0.019382821395993233,
0.0043522026389837265,
-0.04494670778512955,
0.024045417085289955,
-0.018212705850601196,
-0.044089220464229584,
-0.02402755245566368,
0.01586354337632656,
0.018248435109853745,
-0.0574517548084259,
-0.006261455360800028,
-0.006149803288280964,
-0.03869418427348137,
0.015265088528394699,
0.013157094828784466,
-0.04580419883131981,
0.0012773011112585664,
-0.029386859387159348,
-0.011611828580498695,
0.00366889126598835,
-0.037836696952581406,
-0.01572956144809723,
0.015711696818470955,
-0.00283373286947608,
0.012246012687683105,
-0.00044800442992709577,
-0.0321558341383934,
-0.03404945507645607,
0.023866774514317513,
-0.02208033949136734,
0.05430762842297554,
-0.02626059763133526,
-0.002147071762010455,
0.019954480230808258,
-0.029333265498280525,
0.00613193865865469,
0.059738390147686005,
0.015533053316175938,
0.040373433381319046,
0.007016224320977926,
-0.0517708919942379,
-0.05137787386775017,
-0.0038520009256899357,
-0.01763211563229561,
0.057666126638650894,
-0.02956550195813179,
-0.027386050671339035,
0.02072264812886715,
-0.034496061503887177,
-0.027850523591041565,
0.008271194994449615,
0.024688534438610077,
0.003541607642546296,
-0.009780732914805412,
0.02013312466442585,
-0.0064624291844666,
0.03256671130657196,
0.011004440486431122,
-0.0011522506829351187,
-0.05244973674416542,
0.01781075820326805,
-0.030548041686415672,
0.01062035746872425,
-0.007409239653497934,
0.026528561487793922,
0.037622325122356415,
-0.011692218482494354,
0.030012110248208046,
-0.1057569608092308,
-0.004341037478297949,
-0.022401897236704826,
-0.03320983052253723,
-0.033352743834257126,
-0.117261603474617,
-0.03494267165660858,
0.03446033596992493,
0.0033450997434556484,
0.026367783546447754,
-0.017033658921718597,
-0.018721841275691986,
0.050020184367895126,
0.04355328902602196,
-0.0037492807023227215,
-0.05959547683596611,
-0.029726281762123108,
0.031101835891604424,
0.0586308017373085,
-0.022812776267528534,
0.053950343281030655,
0.019168449565768242,
0.009057226590812206,
0.035639382898807526,
-0.012692621909081936,
-0.038336899131536484,
-0.026492834091186523,
0.06763443350791931,
-0.06384719163179398,
0.02317006327211857,
-0.02508154883980751,
0.07024262845516205,
-0.027350323274731636,
-0.004052974749356508,
-0.061060354113578796,
0.02059759758412838,
0.060452964156866074,
-0.023312978446483612,
0.013737685978412628,
0.023973960429430008,
0.03079814277589321,
-0.014452260918915272,
0.0016044421354308724,
-0.038051068782806396,
-0.045661281794309616,
0.027386050671339035,
-0.008972370997071266,
0.01218348741531372,
-0.019382821395993233,
-0.016908608376979828,
-0.024938635528087616,
-0.019865158945322037,
-0.03417450562119484,
0.042016953229904175,
0.0276182871311903,
-0.011620760895311832,
0.029994245618581772,
-0.025724666193127632,
-0.027546830475330353,
0.018846891820430756,
0.007101079914718866,
0.03665765002369881,
0.011495710350573063,
-0.009101887233555317,
-0.017274828627705574,
-0.06992106884717941,
-0.01979370228946209,
0.011442117393016815,
-0.029547637328505516,
-0.008659744635224342,
0.010816864669322968,
-0.0012203585356473923,
-0.12533628940582275,
-0.004702790640294552,
0.009602089412510395,
0.02842218428850174,
0.01772143691778183,
-0.03919438645243645,
-0.0009747236617840827,
0.06838473677635193,
0.0339244045317173,
0.003952487837523222,
-0.056487079709768295,
0.010200545191764832,
0.0068331146612763405,
-0.06559789925813675,
0.02470639906823635,
-0.0022352770902216434,
-0.05491501837968826,
0.04115946590900421,
-0.02118712104856968,
0.04001614823937416,
-0.007025156170129776,
0.018382417038083076,
0.019507871940732002,
-0.004497350659221411
] |
22,515 | salem.sio | transform | Reprojects an other Dataset or DataArray onto self.
The returned object has the same data structure as ``other`` (i.e.
variables names, attributes), but is defined on the new grid
(``self.grid``).
Parameters
----------
other: Dataset, DataArray or ndarray
the data to project onto self
grid: salem.Grid
in case the input dataset does not carry georef info
interp : str
'nearest' (default), 'linear', or 'spline'
ks : int
Degree of the bivariate spline. Default is 3.
Returns
-------
a dataset or a dataarray
| def transform(self, other, grid=None, interp='nearest', ks=3):
"""Reprojects an other Dataset or DataArray onto self.
The returned object has the same data structure as ``other`` (i.e.
variables names, attributes), but is defined on the new grid
(``self.grid``).
Parameters
----------
other: Dataset, DataArray or ndarray
the data to project onto self
grid: salem.Grid
in case the input dataset does not carry georef info
interp : str
'nearest' (default), 'linear', or 'spline'
ks : int
Degree of the bivariate spline. Default is 3.
Returns
-------
a dataset or a dataarray
"""
transform = partial(self.grid.map_gridded_data, interp=interp, ks=ks)
return self._apply_transform(transform, grid, other)
| (self, other, grid=None, interp='nearest', ks=3) | [
0.013505618087947369,
-0.025080585852265358,
-0.029925089329481125,
0.04147323966026306,
-0.052556607872247696,
-0.03487684950232506,
0.004889194387942553,
0.004857910796999931,
0.072435162961483,
0.020343339070677757,
-0.0031864678021520376,
-0.0167144313454628,
-0.01808197610080242,
0.019950058311223984,
-0.015516712330281734,
-0.002233432373031974,
-0.023775607347488403,
0.048337776213884354,
0.007517024874687195,
-0.010439815931022167,
-0.0007055590394884348,
-0.10961806774139404,
0.00429927371442318,
-0.02527722530066967,
0.0009251035517081618,
0.02171982266008854,
-0.02340020425617695,
0.009286788292229176,
0.02289966493844986,
-0.031337324529886246,
-0.000741311872843653,
-0.034715961664915085,
-0.00786561518907547,
0.017277536913752556,
0.05884910002350807,
-0.031802110373973846,
-0.04433346539735794,
0.0059975311160087585,
0.038255490362644196,
0.026188921183347702,
0.014122353866696358,
-0.032570794224739075,
0.011199562810361385,
0.03510924428701401,
0.028745247051119804,
0.022577889263629913,
-0.008160575293004513,
-0.0005139464046806097,
0.009966091252863407,
0.0486595518887043,
-0.03312496468424797,
0.0026300649624317884,
0.0053048208355903625,
0.014524572528898716,
-0.017483117058873177,
0.0629606693983078,
0.03174848109483719,
0.09867770969867706,
-0.0070567079819738865,
-0.08058679848909378,
-0.009572810493409634,
-0.04343964532017708,
-0.05241359770298004,
0.00018840045959223062,
-0.02286391146481037,
-0.011646472848951817,
-0.046371374279260635,
-0.0003656281915027648,
0.04512002691626549,
0.044512227177619934,
-0.05824130028486252,
0.0634254589676857,
-0.0008586256881244481,
0.012933573685586452,
-0.023757731541991234,
0.08323250710964203,
-0.0200573168694973,
0.031337324529886246,
0.023489585146307945,
0.0035641067661345005,
-0.0006189702544361353,
-0.016321150586009026,
-0.04225980117917061,
-0.022756652906537056,
-0.06986095756292343,
-0.004006547387689352,
-0.03164122253656387,
0.03957834467291832,
0.011905680410563946,
-0.11762669682502747,
0.03703989461064339,
0.017357980832457542,
-0.013451988808810711,
-0.005470177624374628,
0.02912065014243126,
-0.012495601549744606,
-0.060457974672317505,
0.0034680210519582033,
-0.015194937586784363,
-0.001690436853095889,
0.03893479332327843,
0.001653566723689437,
0.020647238940000534,
0.02910277433693409,
0.02960331365466118,
-0.015811672434210777,
0.003284787992015481,
0.002060254802927375,
0.0027261506766080856,
-0.013657567091286182,
-0.03548464924097061,
0.07472334057092667,
-0.07736904919147491,
0.00904098805040121,
-0.05370069667696953,
-0.0438329242169857,
0.009483428671956062,
0.0035372921265661716,
0.0013038597535341978,
0.011726916767656803,
-0.017286475747823715,
0.06961069256067276,
0.0223812498152256,
-0.00028686030418612063,
-0.04755121469497681,
-0.016374779865145683,
0.04508427530527115,
-0.039006300270557404,
-0.004426642786711454,
-0.10768741369247437,
0.023507462814450264,
-0.025634752586483955,
-0.00904098805040121,
0.018278615549206734,
0.01860933005809784,
-0.02888825722038746,
0.03939957916736603,
0.0013552543241530657,
-0.028423471376299858,
-0.00336970086209476,
0.01952102594077587,
-0.014712275005877018,
0.013925713486969471,
0.04368991404771805,
0.008991828188300133,
-0.0033607627265155315,
0.017527807503938675,
0.02048635110259056,
-0.02000368759036064,
-0.03736167028546333,
-0.029960840940475464,
0.03312496468424797,
0.10454116761684418,
0.0276726633310318,
0.006095851305872202,
-0.008486819453537464,
0.010681147687137127,
0.025223596021533012,
0.03986436501145363,
0.04490550979971886,
-0.007718134671449661,
-0.002565263072028756,
-0.002672521397471428,
0.059027861803770065,
-0.024937573820352554,
-0.038720276206731796,
-0.0023395735770463943,
-0.09910674393177032,
0.020414846017956734,
0.014506696723401546,
0.006350589916110039,
-0.05724022537469864,
-0.03269593045115471,
-0.00394174549728632,
-0.044190455228090286,
0.009840956889092922,
-0.01718815602362156,
-0.0020770139526575804,
0.016365841031074524,
0.032338403165340424,
0.022560013458132744,
0.018966857343912125,
0.0044601610861718655,
0.015221752226352692,
-0.03721866011619568,
0.03237415477633476,
0.000991022796370089,
-0.014989359304308891,
0.008781780488789082,
-0.030461380258202553,
0.09460189193487167,
-0.002264715963974595,
-0.04394018277525902,
-0.004359606187790632,
0.006752809043973684,
0.0006267911521717906,
-0.014649707823991776,
-0.025670506060123444,
0.0018781389808282256,
0.1187707856297493,
-0.0719703733921051,
-0.03131944686174393,
0.017465239390730858,
0.01369332056492567,
-0.01885959878563881,
0.012540292926132679,
-0.009617501869797707,
0.00044299947330728173,
-0.0376119390130043,
0.03344674035906792,
0.06775154173374176,
-0.019646160304546356,
-0.021630439907312393,
0.012236393988132477,
0.06456954777240753,
-0.0082410192117095,
-0.06628567725419998,
-0.030193233862519264,
0.07211338728666306,
0.0029786545783281326,
0.026617955416440964,
-0.04079393669962883,
0.010466630570590496,
0.0254917424172163,
-0.015489897690713406,
-0.03534163534641266,
0.014470943249762058,
-0.03316071629524231,
0.04944611340761185,
-0.054451506584882736,
0.007186311762779951,
-0.030407750979065895,
-0.06961069256067276,
-0.07043300569057465,
0.054272741079330444,
-0.07879915833473206,
-0.010091226547956467,
-0.035431019961833954,
-0.009635377675294876,
0.04715793579816818,
-0.016401594504714012,
-0.034000907093286514,
-0.04762272164225578,
-0.029174279421567917,
-0.07050450891256332,
-0.02908489853143692,
-0.05148402228951454,
0.007226533722132444,
0.04222404956817627,
0.02983570657670498,
0.013872084207832813,
-0.011136995628476143,
-0.02574201114475727,
0.027797797694802284,
-0.02245275489985943,
-0.03074740245938301,
-0.016142386943101883,
-0.02881675213575363,
-0.010788405314087868,
-0.029031269252300262,
-0.008987358771264553,
-0.04322512820363045,
-0.07318597286939621,
0.016857443377375603,
0.007061176933348179,
0.020450597628951073,
-0.029049145057797432,
0.0032378623727709055,
0.053807955235242844,
-0.031623344868421555,
-0.010922478511929512,
0.026886101812124252,
0.003166356822475791,
-0.007686850614845753,
0.016526728868484497,
0.07443732023239136,
-0.0034233301412314177,
-0.02361472137272358,
0.04061517491936684,
-0.024955449625849724,
0.04697917029261589,
-0.013541370630264282,
-0.060422223061323166,
-0.07858464121818542,
0.02000368759036064,
-0.04297485947608948,
-0.035198625177145004,
-0.014676522463560104,
-0.00033518244163133204,
-0.017760200425982475,
-0.006752809043973684,
0.022989045828580856,
-0.004871318116784096,
0.0035931558813899755,
0.0017999297706410289,
-0.016321150586009026,
-0.05244934931397438,
-0.008500226773321629,
0.01839481294155121,
-0.025348730385303497,
0.03718290477991104,
-0.005894741974771023,
-0.019395891577005386,
0.05334316939115524,
0.004071349278092384,
0.015203875489532948,
0.032535042613744736,
0.017518868669867516,
0.016133448109030724,
0.000958621792960912,
0.043761420994997025,
0.005975185893476009,
-0.03932807222008705,
-0.0009077857830561697,
-0.011986124329268932,
-0.04937461018562317,
0.03644997254014015,
0.04075818508863449,
0.007181842345744371,
0.011047613807022572,
-0.01618707738816738,
-0.043046362698078156,
0.005657879635691643,
-0.014792718924582005,
0.06742977350950241,
0.06875262409448624,
0.0059975311160087585,
-0.03839850053191185,
0.02120140753686428,
0.07500936090946198,
0.00859407801181078,
0.05541682988405228,
0.044941261410713196,
0.023221440613269806,
0.02958543784916401,
-0.008442129008471966,
-0.006793031003326178,
-0.033035580068826675,
0.024168888106942177,
-0.053772203624248505,
-0.041365984827280045,
0.01491785328835249,
-0.02193433977663517,
-0.029889335855841637,
-0.007222064305096865,
-0.0167144313454628,
-0.046836160123348236,
-0.03839850053191185,
0.04247431829571724,
0.029907211661338806,
-0.05913512036204338,
-0.049982406198978424,
0.024937573820352554,
-0.003432268276810646,
-0.0016077584587037563,
0.0719703733921051,
-0.005054551176726818,
0.011548152193427086,
-0.00929572619497776,
-0.04361841082572937,
0.059993188828229904,
-0.006667896173894405,
0.01669655553996563,
0.007079053204506636,
-0.016097696498036385,
-0.013058708049356937,
-0.05241359770298004,
0.008464474231004715,
-0.023686226457357407,
0.03221326693892479,
0.005465708207339048,
0.004907071124762297,
0.007910305634140968,
0.05849157273769379,
0.013174904510378838,
-0.03571704030036926,
-0.050196923315525055,
-0.013165966607630253,
-0.011878865770995617,
-0.009581749327480793,
0.01787639781832695,
-0.0030389875173568726,
-0.010350434109568596,
0.021594688296318054,
0.060493726283311844,
0.002417782787233591,
0.021040519699454308,
-0.04490550979971886,
0.007946058176457882,
-0.01835905946791172,
-0.000014149238268146291,
-0.01862720586359501,
0.051412519067525864,
0.01669655553996563,
-0.04583508148789406,
-0.015141308307647705,
-0.02740451693534851,
-0.0023351043928414583,
-0.010877788066864014,
-0.034698087722063065,
-0.06317518651485443,
-0.03527013212442398,
0.034930478781461716,
-0.0026300649624317884,
-0.004288100637495518,
-0.04365416243672371,
0.047837238758802414,
-0.04311786964535713,
0.001421173568814993,
0.010019720532000065,
0.02336445078253746,
0.01618707738816738,
0.00976945087313652,
-0.0035618720576167107,
-0.0011217439314350486,
0.01814454235136509,
0.059027861803770065,
-0.007177373394370079,
0.05795527994632721,
0.06474830955266953,
-0.009027580730617046,
0.0041227443143725395,
-0.046192608773708344,
-0.054451506584882736,
-0.005126056727021933,
-0.07665399461984634,
-0.0752238780260086,
-0.02695760689675808,
-0.003166356822475791,
-0.0025116337928920984,
-0.03832699730992317,
-0.06174507737159729,
0.0082410192117095,
0.01574016734957695,
-0.0026881631929427385,
0.042796093970537186,
0.046371374279260635,
0.04608535021543503,
0.044941261410713196,
-0.0195925310254097,
0.020843878388404846,
-0.0276726633310318,
0.019145620986819267,
-0.08637875318527222,
-0.12942510843276978,
-0.06328244507312775,
-0.00668130349367857,
0.04991089925169945,
-0.07075478136539459,
-0.03047925792634487,
0.09095510840415955,
0.07089778780937195,
0.007494679652154446,
0.005707039963454008,
0.029263662174344063,
-0.022828159853816032,
0.04415469989180565,
-0.07357925176620483,
0.006721525453031063,
0.10582827031612396,
-0.024991203099489212,
-0.002820001682266593,
0.007950527593493462,
0.01262967474758625,
0.0067840926349163055,
0.009545995853841305,
0.017483117058873177,
-0.04347539693117142,
0.03003234788775444,
-0.0553453266620636,
0.032803189009428024,
-0.04858804866671562,
0.01166434958577156,
-0.009814142249524593,
-0.0017641769954934716,
0.03718290477991104,
0.02407950721681118,
0.021505305543541908,
-0.03217751532793045,
-0.0071416208520531654,
-0.013621814548969269,
-0.017751261591911316,
0.04433346539735794,
-0.031158560886979103,
0.0013865380315110087,
-0.008652175776660442,
0.047801487147808075,
-0.025706259533762932,
-0.005975185893476009,
0.07450882345438004,
0.031623344868421555,
0.033053457736968994,
0.00500539131462574,
0.0014602781739085913,
-0.033714886754751205,
0.053057145327329636,
0.03192724660038948,
0.006279084365814924,
0.022542137652635574,
-0.026278303936123848,
0.004006547387689352,
-0.06088700890541077,
-0.025634752586483955,
0.00016437906015198678,
0.035180751234292984,
-0.04404744133353233,
-0.011673287488520145,
0.040901195257902145,
0.0012759278761222959,
0.00797287281602621,
-0.03577066957950592,
-0.03939957916736603,
0.023668350651860237,
0.018948981538414955,
0.041866522282361984,
-0.04107996076345444,
-0.06263889372348785,
0.02268514782190323,
-0.08044378459453583,
-0.029210032895207405,
-0.007910305634140968,
0.051877304911613464,
0.016169201582670212,
-0.005045613273978233,
-0.017518868669867516,
0.023096304386854172,
-0.007592999842017889,
0.03882753476500511,
0.008938198909163475,
-0.02073661983013153,
-0.050518698990345,
-0.04004313051700592,
0.03729016333818436,
0.02672521397471428,
0.0259565282613039,
0.02862011268734932,
-0.037576187402009964,
-0.019163498654961586,
-0.03607456758618355,
-0.01884172298014164,
-0.044690992683172226,
0.010198484174907207,
-0.004426642786711454,
-0.06281766295433044,
0.041151467710733414,
0.015463083982467651,
-0.01885959878563881,
0.01692894846200943,
0.02792293205857277,
-0.004813219886273146,
-0.021290788426995277,
-0.019395891577005386,
0.045870836824178696,
0.025706259533762932,
0.04880256578326225,
0.05820554867386818,
-0.0783701241016388,
-0.003148480551317334,
-0.04651438444852829,
0.009510243311524391,
0.004683616105467081,
0.011128056794404984,
0.10268202424049377,
0.08387605845928192,
0.004448988474905491,
-0.02171982266008854,
-0.011610720306634903,
0.05548833683133125,
-0.03453719988465309,
-0.03864876925945282,
-0.013925713486969471,
-0.006600859574973583,
-0.009259973652660847,
0.02811957336962223,
0.019431643187999725,
0.08323250710964203,
0.001107219373807311,
-0.030836785212159157,
-0.0013351434608921409,
-0.028512854129076004,
-0.003079209476709366,
0.027118494734168053,
0.04644288122653961,
0.026850348338484764,
0.003380873706191778,
-0.00906780268996954,
-0.048480790108442307,
0.05770501121878624,
0.06832358986139297,
-0.012942511588335037,
0.056668177247047424,
-0.006801968906074762,
-0.011387265287339687,
0.048016004264354706,
0.003894820110872388,
-0.0519130565226078,
-0.04247431829571724,
-0.009447676129639149,
0.04415469989180565,
-0.06106577441096306,
-0.0038434253074228764,
-0.02028971165418625,
-0.013925713486969471,
0.0058634583838284016,
0.026367686688899994,
-0.03957834467291832,
-0.0680733174085617,
-0.01815348118543625,
0.034465692937374115,
0.013425174169242382,
0.028012314811348915,
0.05037568882107735,
0.020093070343136787,
-0.02912065014243126,
0.032999828457832336,
-0.02411525882780552,
-0.03811248019337654,
-0.05177004635334015,
-0.02956756018102169,
-0.018680835142731667,
0.017545683309435844,
-0.004276928026229143,
-0.016598233953118324,
0.0009239862556569278,
-0.028173202648758888,
-0.009331479668617249,
0.0590636171400547,
-0.08037228137254715,
-0.01788533478975296,
0.04744395986199379,
-0.019395891577005386,
-0.05459451675415039,
0.044512227177619934,
-0.007709196303039789,
-0.013344730250537395,
-0.01792108826339245,
-0.0067840926349163055,
0.0590636171400547,
0.019252879545092583,
0.017706571146845818,
0.040221892297267914,
0.013532432727515697,
0.0034434408880770206,
0.02095113694667816,
-0.03764769062399864,
-0.11869927495718002,
0.021773451939225197,
-0.01835905946791172,
-0.028334088623523712,
-0.0002772238221950829,
-0.062138356268405914,
0.04251007363200188,
-0.022345496341586113,
0.02053998038172722,
-0.0035998595412820578,
0.04458373412489891,
0.008397437632083893,
-0.02266727201640606,
0.0045093209482729435,
0.016169201582670212,
0.051162250339984894,
0.03169485181570053,
0.027046989649534225,
-0.023775607347488403,
0.03337523341178894,
0.009152715094387531,
0.027064865455031395,
0.026349809020757675,
0.006788561586290598,
0.06356846541166306,
-0.047837238758802414,
-0.052556607872247696,
-0.06060098484158516,
-0.0410442091524601,
0.01265648938715458,
-0.018770217895507812,
0.02483031526207924,
-0.02579564042389393,
-0.05716871842741966,
0.03410816565155983,
0.024043753743171692,
0.055667102336883545,
0.013067645952105522,
0.06285341084003448,
-0.00023365009110420942,
0.05094773322343826,
0.03839850053191185,
-0.004183076787739992,
0.04533454403281212,
-0.01241515763103962,
0.09495942294597626,
-0.010332557372748852,
0.04029339924454689,
-0.004795343615114689,
0.02577776461839676,
-0.015615032985806465,
-0.02148742973804474,
-0.07007547467947006,
-0.09431587159633636,
0.04905283451080322,
-0.022971170023083687,
0.02357896789908409,
0.01814454235136509,
-0.026403438299894333,
-0.005224376916885376,
-0.015185999684035778,
-0.02171982266008854,
0.019717665389180183,
0.04933885484933853,
-0.04193802922964096,
0.026528572663664818,
0.026832472532987595,
0.027762044221162796,
-0.002504930133000016,
0.02050422690808773,
-0.0054746465757489204,
-0.004580826964229345,
0.03217751532793045,
-0.03142670542001724,
0.030675897374749184,
0.016598233953118324,
-0.020915385335683823,
0.062138356268405914,
-0.043975938111543655,
0.00979626551270485,
0.06206684932112694,
0.05548833683133125,
-0.021791327744722366,
0.01864508166909218,
-0.044440723955631256,
-0.0021831549238413572,
0.02811957336962223,
0.028012314811348915,
-0.010493445210158825,
-0.027243629097938538,
0.0058545200154185295,
0.0019887492526322603,
-0.010699023492634296,
0.02332869917154312,
0.06174507737159729,
-0.04004313051700592,
-0.009081210009753704,
0.005765138193964958,
-0.021594688296318054,
-0.03986436501145363,
-0.010189546272158623,
-0.03957834467291832,
0.0041629658080637455,
-0.01692894846200943,
0.022345496341586113,
0.019681913778185844,
0.07211338728666306,
0.029424550011754036,
-0.015230690129101276,
0.02338232658803463,
0.040901195257902145,
-0.005666818004101515,
0.0010742597514763474,
0.009394046850502491,
-0.013487741351127625,
0.011834175325930119,
0.06703648716211319,
-0.01809985190629959,
0.03509136661887169,
0.024401282891631126,
-0.0009290140005759895,
0.03403665870428085,
0.05892060324549675
] |
22,516 | salem | DataLevels | null | def DataLevels():
raise ImportError('requires matplotlib')
| () | [
0.016280697658658028,
-0.007668266538530588,
0.06564824283123016,
0.05576324090361595,
0.017060661688447,
0.02144487388432026,
-0.05310315638780594,
0.01894899271428585,
0.029014619067311287,
0.04331667348742485,
0.027126288041472435,
0.0021490028593689203,
0.013234738260507584,
-0.022840596735477448,
0.0019057776080444455,
-0.019129615277051926,
-0.03018045797944069,
0.06830832362174988,
-0.009671539068222046,
0.01704424060881138,
-0.05786503478884697,
-0.030820848420262337,
-0.00419948436319828,
0.011215045116841793,
-0.007877624593675137,
0.05891593173146248,
-0.006321804132312536,
-0.026715779677033424,
0.07664982229471207,
-0.054778024554252625,
-0.1288662850856781,
-0.015853771939873695,
-0.057339586317539215,
0.01180617418140173,
-0.02221662551164627,
0.004064016975462437,
0.026075389236211777,
-0.0297863706946373,
0.0008872077451087534,
0.05096852034330368,
0.03444972634315491,
-0.01003278512507677,
0.008386652916669846,
0.00645727152004838,
0.012783180922269821,
-0.003926497418433428,
-0.028932517394423485,
-0.003992178477346897,
0.02441694214940071,
-0.04292258620262146,
0.014359526336193085,
0.008128033950924873,
0.04249566048383713,
0.029605748131871223,
0.004880925640463829,
0.06676482409238815,
0.03178964555263519,
0.0566827729344368,
0.016896458342671394,
0.029671428725123405,
0.00464283162727952,
0.03444972634315491,
-0.004987657070159912,
-0.06499142944812775,
-0.024187058210372925,
-0.016609104350209236,
0.02331678383052349,
0.0007081241928972304,
-0.030738746747374535,
0.04210157319903374,
-0.05720822140574455,
0.026994924992322922,
-0.04469597712159157,
-0.01548431534320116,
0.04045954719185829,
0.0027462902944535017,
-0.03458109125494957,
-0.004240534733980894,
-0.015410424210131168,
0.06413757801055908,
-0.01784883439540863,
-0.0040763323195278645,
0.030820848420262337,
0.09839025884866714,
0.04975342005491257,
-0.05064011365175247,
-0.04361223801970482,
0.03308684378862381,
0.023530248552560806,
0.02691282331943512,
-0.04689629375934601,
-0.0017549163894727826,
0.007479433435946703,
0.05431825667619705,
-0.022758495062589645,
-0.025303637608885765,
-0.005361218471080065,
0.03021329827606678,
-0.009926053695380688,
0.003877236507833004,
0.018801210448145866,
-0.06889945268630981,
0.022479349747300148,
-0.005225751083344221,
-0.03311968594789505,
-0.04660072922706604,
0.021740438416600227,
0.007582060061395168,
-0.009441656060516834,
-0.0018226500833407044,
-0.01929381862282753,
0.014712562784552574,
0.06440030038356781,
-0.0039490750059485435,
-0.033283889293670654,
-0.003928549587726593,
0.00064808753086254,
-0.05592744052410126,
0.0085713816806674,
0.02330036461353302,
-0.10147727280855179,
0.07389121502637863,
-0.02331678383052349,
0.04883388429880142,
0.02691282331943512,
-0.007200288586318493,
0.012233101762831211,
0.019310237839818,
-0.0036165646743029356,
-0.04380928352475166,
0.0653526782989502,
-0.0298684723675251,
-0.07139533758163452,
-0.0207552220672369,
0.02761889435350895,
-0.029195241630077362,
0.06837400794029236,
0.012553296983242035,
0.0005998529959470034,
0.01968790404498577,
-0.022446509450674057,
0.010697806254029274,
-0.025976868346333504,
0.02108362689614296,
-0.028095083311200142,
0.030492441728711128,
0.018390703946352005,
-0.011871855705976486,
-0.03609175607562065,
-0.025418579578399658,
0.021970322355628014,
-0.026042548939585686,
-0.05103420093655586,
-0.087355837225914,
0.059539902955293655,
-0.06571391969919205,
-0.01509843859821558,
-0.0465678870677948,
0.04689629375934601,
0.004609990864992142,
-0.05576324090361595,
-0.017602529376745224,
0.032577816396951675,
0.0007917649345472455,
-0.008702743798494339,
0.04436757043004036,
-0.013604193925857544,
-0.06252839416265488,
-0.03313610702753067,
-0.00015919965517241508,
0.028177184984087944,
-0.010451502166688442,
-0.005853826645761728,
0.019540121778845787,
0.03921160474419594,
-0.06502427160739899,
-0.029966993257403374,
0.07894866168498993,
0.03957285359501839,
0.02510659396648407,
0.030771587044000626,
0.03750389814376831,
-0.06804560124874115,
0.05563187599182129,
0.013177267275750637,
-0.04830843582749367,
0.009211772121489048,
-0.024285580962896347,
-0.033333148807287216,
-0.024466203525662422,
0.0033538402058184147,
0.009055779315531254,
0.019802846014499664,
0.0009087593643926084,
0.050048984587192535,
-0.017996616661548615,
0.0055336314253509045,
-0.019375920295715332,
0.02840706892311573,
-0.03592755272984505,
0.016592683270573616,
-0.01898183301091194,
0.029408704489469528,
0.035861872136592865,
-0.01710992120206356,
0.03346450999379158,
0.000029136359444237314,
-0.011691233143210411,
-0.046699248254299164,
0.0034934126306325197,
0.0055336314253509045,
-0.0574052669107914,
-0.0028899675235152245,
0.038751840591430664,
-0.029178820550441742,
0.023497408255934715,
-0.01253687683492899,
-0.022364407777786255,
-0.011871855705976486,
-0.019901368767023087,
0.014154273085296154,
0.020114831626415253,
0.03540210425853729,
0.0458453968167305,
0.025976868346333504,
-0.02619033120572567,
0.0790800228714943,
0.022364407777786255,
0.021625496447086334,
-0.010640335269272327,
0.02042681723833084,
-0.03090295009315014,
-0.016880039125680923,
-0.01899825409054756,
-0.04778298735618591,
-0.02985205128788948,
0.04180600866675377,
0.040623750537633896,
0.040558069944381714,
0.022298727184534073,
-0.007011455483734608,
0.009950684383511543,
0.046075280755758286,
0.0407879538834095,
-0.018784789368510246,
0.005447424948215485,
0.0136288246139884,
-0.012438355013728142,
0.007824258878827095,
0.006506532430648804,
-0.013579564169049263,
-0.0045484150759875774,
0.002904335269704461,
0.010459712706506252,
0.0027483426965773106,
-0.029014619067311287,
-0.0010452528949826956,
0.001669736229814589,
0.059901148080825806,
-0.07238055020570755,
-0.07047580182552338,
0.044170528650283813,
-0.06499142944812775,
0.04995046183466911,
-0.01058286428451538,
-0.02873547375202179,
0.04380928352475166,
-0.013325049541890621,
-0.006046764552593231,
0.030278978869318962,
-0.030804427340626717,
0.04732321947813034,
0.013431780971586704,
-0.012816021218895912,
0.014696142636239529,
0.0297863706946373,
0.028144344687461853,
-0.060262393206357956,
0.03231509402394295,
0.07999955862760544,
0.025336477905511856,
-0.020952265709638596,
-0.08610790222883224,
0.07244623452425003,
-0.05908013507723808,
-0.030804427340626717,
0.00024707376724109054,
-0.042725544422864914,
-0.03311968594789505,
-0.0022454720456153154,
-0.002688819309696555,
0.03924444690346718,
-0.01058286428451538,
0.02801298163831234,
0.0006342329434119165,
-0.04321815073490143,
0.06614085286855698,
-0.026124650612473488,
0.051132723689079285,
0.04065658897161484,
-0.00040101379272527993,
-0.07802912592887878,
0.08170726895332336,
0.03229867294430733,
-0.015771670266985893,
-0.055106427520513535,
0.05136260762810707,
-0.024925971403717995,
-0.012602557428181171,
0.0050984942354261875,
0.02949080616235733,
0.09536892920732498,
0.0287026334553957,
-0.03996693715453148,
-0.010673175565898418,
-0.013300418853759766,
-0.028259286656975746,
0.006210967432707548,
-0.00282839173451066,
0.05353008210659027,
-0.0429554283618927,
-0.03062380477786064,
0.007688791956752539,
-0.04942501336336136,
0.0399012565612793,
0.055467672646045685,
0.09806185960769653,
-0.027881620451807976,
0.05898161232471466,
0.02513943426311016,
-0.08453155308961868,
-0.010820958763360977,
0.06692901998758316,
-0.028144344687461853,
0.021707598119974136,
0.013382520526647568,
0.009269243106245995,
-0.012003217823803425,
0.0003191690193489194,
0.016584472730755806,
-0.046042438596487045,
-0.04449893534183502,
-0.04029534384608269,
-0.008924417197704315,
0.021395612508058548,
0.01476182322949171,
0.06909649819135666,
0.010295509360730648,
0.01899825409054756,
0.08729016035795212,
-0.02954006753861904,
0.03904740512371063,
-0.08814401179552078,
0.019934209063649178,
-0.003983968403190374,
0.015418633818626404,
0.014047541655600071,
-0.027356170117855072,
-0.0058045657351613045,
0.06745447218418121,
0.05678129568696022,
0.006268438417464495,
0.013998281210660934,
0.0048193493857979774,
-0.06282395869493484,
-0.06042659655213356,
0.04374359920620918,
-0.026354534551501274,
0.06870241463184357,
0.008801264688372612,
0.006256123073399067,
-0.010944110341370106,
-0.0025636148639023304,
0.025385739281773567,
-0.001206889864988625,
0.029950574040412903,
0.04988478124141693,
0.016945719718933105,
-0.011551660485565662,
-0.011173994280397892,
-0.009934263303875923,
-0.0415104441344738,
-0.026288853958249092,
-0.01638743095099926,
-0.006132971029728651,
0.02655157819390297,
-0.014507309533655643,
-0.008160874247550964,
-0.022331567481160164,
0.0027545003686100245,
-0.0014593515079468489,
-0.03372723609209061,
0.022659974172711372,
0.017930936068296432,
-0.05195373669266701,
-0.010328350588679314,
-0.004252850078046322,
-0.011962166987359524,
0.06272543221712112,
-0.007327545899897814,
-0.028669793158769608,
-0.0021674756426364183,
-0.03540210425853729,
-0.010788117535412312,
-0.00332099967636168,
0.015500735491514206,
0.013932599686086178,
-0.03523790091276169,
0.002169528277590871,
-0.06341508775949478,
0.05372712388634682,
0.02985205128788948,
-0.02479460835456848,
-0.005389953963458538,
0.04147760197520256,
-0.02906387858092785,
-0.007881729863584042,
-0.04288974776864052,
0.07934274524450302,
-0.03160902112722397,
0.0037335590459406376,
-0.01996704936027527,
0.008497489616274834,
0.015853771939873695,
0.039868418127298355,
0.012290572747588158,
-0.08577949553728104,
0.01256971713155508,
-0.04479449987411499,
0.019934209063649178,
-0.030032675713300705,
-0.0062766484916210175,
-0.010082046501338482,
-0.04880104586482048,
0.023825813084840775,
-0.016978560015559196,
-0.04916229099035263,
0.03602607548236847,
-0.05014750733971596,
-0.0371754914522171,
0.025944028049707413,
0.007614900358021259,
0.04042670503258705,
-0.06443314254283905,
0.033333148807287216,
-0.0033127896022051573,
-0.023464566096663475,
0.02257787249982357,
-0.0399012565612793,
-0.05284043028950691,
-0.06233134865760803,
0.020837323740124702,
0.02765173651278019,
0.01252866629511118,
0.021034367382526398,
0.012077108956873417,
-0.05924433842301369,
-0.041017837822437286,
0.04778298735618591,
0.018062297254800797,
-0.013702715747058392,
-0.015894822776317596,
-0.05155964940786362,
-0.018029456958174706,
0.046797771006822586,
0.0218389593064785,
0.030443182215094566,
-0.01717560365796089,
-0.013965439982712269,
-0.006806202232837677,
0.024991651996970177,
0.019375920295715332,
-0.023809392005205154,
-0.05060727521777153,
-0.02843990921974182,
0.06259407103061676,
-0.014063961803913116,
0.026370953768491745,
0.03444972634315491,
-0.011001581326127052,
-0.029753530398011208,
0.0018123873742297292,
0.04926081374287605,
-0.000867195543833077,
-0.024613985791802406,
-0.03816070780158043,
-0.009203561581671238,
-0.024975230917334557,
-0.01038582157343626,
-0.056617092341184616,
0.01710992120206356,
-0.015032758004963398,
-0.034022800624370575,
0.039145924150943756,
0.10134591162204742,
0.02105078659951687,
0.05855468660593033,
-0.059145815670490265,
-0.013866918161511421,
0.023398885503411293,
0.04233145713806152,
0.008210135623812675,
0.01345641165971756,
-0.019129615277051926,
0.05681413784623146,
0.008284026756882668,
0.08315224945545197,
0.029966993257403374,
0.0027729731518775225,
-0.04587823525071144,
-0.029195241630077362,
-0.005886666942387819,
-0.008481069467961788,
0.027914460748434067,
0.03963853418827057,
0.01165018230676651,
-0.03704413026571274,
0.0480128712952137,
0.00590719236060977,
0.054843705147504807,
-0.01568135805428028,
0.02551710046827793,
0.034022800624370575,
-0.07448234409093857,
-0.01142850797623396,
0.0026929243467748165,
-0.062035784125328064,
0.01745474711060524,
-0.020246192812919617,
0.10121455043554306,
0.04174032807350159,
-0.025746984407305717,
0.014967076480388641,
0.044958699494600296,
-0.026830721646547318,
0.0068144123069942,
-0.0530703142285347,
0.03282412141561508,
0.011165783740580082,
-0.04663356766104698,
0.0273397509008646,
-0.04249566048383713,
0.08420314639806747,
-0.057667989283800125,
0.06466302275657654,
-0.04400632530450821,
-0.025566361844539642,
0.04259418323636055,
0.03382575884461403,
0.013513882644474506,
0.05057443305850029,
0.030393920838832855,
-0.019096774980425835,
-0.03885035961866379,
0.04433473199605942,
-0.0021007682662457228,
-0.014096802100539207,
-0.007159238215535879,
-0.006305383983999491,
-0.028489168733358383,
-0.020492497831583023,
0.008850526064634323,
-0.0070853466168046,
0.003977810498327017,
-0.05862036719918251,
-0.06706038862466812,
-0.03756957873702049,
0.04183885082602501,
-0.07993387430906296,
-0.03093579038977623,
-0.004934291355311871,
-0.0006424430757761002,
-0.0015886612236499786,
-0.02512301504611969,
0.007758577819913626,
0.05504074692726135,
0.038784679025411606,
-0.008981888182461262,
-0.0030110671650618315,
-0.004560729954391718,
-0.05599312484264374,
0.03190458565950394,
-0.010845588520169258,
-0.015196960419416428,
0.026830721646547318,
-0.025582781061530113,
0.0141706932336092,
0.022479349747300148,
-0.010467922315001488,
0.01750400848686695,
-0.047848667949438095,
-0.01673225499689579,
0.04551699012517929,
-0.06354644894599915,
-0.007943306118249893,
0.004043491557240486,
-0.0400654599070549,
0.008719163946807384,
0.03021329827606678,
-0.00852212030440569,
-0.021691177040338516,
0.03418700397014618,
-0.07553324848413467,
-0.047093335539102554,
0.03239719569683075,
-0.008407178334891796,
0.056978337466716766,
-0.004482734017074108,
-0.07014739513397217,
-0.0016102128429338336,
-0.057569470256567,
0.056157324463129044,
-0.0033743656240403652,
-0.013678085058927536,
0.02512301504611969,
-0.052610546350479126,
-0.006087815389037132,
-0.006063185166567564,
0.025024492293596268,
0.06459734588861465,
-0.019375920295715332,
0.0018164924113079906,
-0.010779907926917076,
0.012118159793317318,
0.022742073982954025,
-0.009047568775713444,
0.036584362387657166,
-0.03231509402394295,
0.04085363447666168,
-0.03750389814376831,
-0.004010651260614395,
0.0008071589400060475,
0.015229800716042519,
-0.097470723092556,
-0.004240534733980894,
-0.00282839173451066,
0.006724101025611162,
-0.054810862988233566,
0.06512279063463211,
0.03638732060790062,
-0.004207694437354803,
-0.03921160474419594,
0.006609159056097269,
-0.011124733835458755,
0.04325099289417267,
0.028653372079133987,
-0.07842320948839188,
0.04850548133254051,
0.0721835121512413,
-0.027914460748434067,
-0.016428479924798012,
-0.05198657512664795,
-0.027142707258462906,
0.01899825409054756,
-0.03612459450960159,
0.01789809577167034,
0.0136698754504323,
0.0019221979891881347,
0.026994924992322922,
-0.06574676185846329,
-0.046436525881290436,
-0.020640280097723007,
0.042791225016117096,
0.09779912978410721,
0.07678118348121643,
-0.015615677461028099,
-0.02906387858092785,
0.015763459727168083,
-0.0010175436036661267,
-0.03885035961866379,
0.00784067902714014,
0.007988461293280125,
-0.003362050512805581,
0.008341497741639614,
-0.02147771418094635,
0.019063934683799744,
-0.025303637608885765,
-0.002793498570099473,
0.048209913074970245,
0.01924455724656582,
0.0077298423275351524,
0.05343155935406685,
-0.05970410257577896,
0.03461392968893051,
-0.0023296258877962828,
0.06417042016983032,
-0.027865199372172356,
-0.021395612508058548,
-0.0027893935330212116,
0.01058286428451538,
-0.005147754680365324,
0.020459657534956932,
0.013579564169049263,
0.032610658556222916,
-0.014113222248852253,
-0.027848778292536736,
-0.04765162616968155,
-0.0013074640883132815,
0.012134579941630363,
-0.03338241204619408,
0.018423544242978096,
-0.020837323740124702,
-0.044170528650283813,
0.07678118348121643,
0.0008369206916540861,
-0.026650099083781242,
-0.042692702263593674,
-0.0012356253573670983,
-0.013021274469792843,
-0.028833994641900063,
-0.026453055441379547,
0.04180600866675377,
0.02110004797577858,
-0.0400654599070549,
-0.012224891223013401,
-0.0362887978553772,
-0.05750378966331482,
0.01717560365796089,
-0.010566444136202335,
-0.011149363592267036,
0.019835686311125755,
0.048571161925792694,
-0.012044268660247326,
0.01789809577167034,
0.031871747225522995,
0.030295399948954582,
-0.003961390350013971,
-0.05241350457072258,
-0.035500627011060715,
-0.004064016975462437,
-0.03346450999379158,
-0.020640280097723007,
-0.043677918612957,
0.007594375405460596,
-0.015508946031332016,
-0.007553324569016695,
-0.040590908378362656,
0.02802940271794796,
0.01600976474583149,
-0.005710149183869362,
0.012142790481448174,
-0.08538540452718735,
-0.026715779677033424,
0.02295553870499134,
0.04147760197520256,
-0.03494233638048172,
0.03392427787184715,
0.028604110702872276,
-0.05825912207365036,
0.025237955152988434,
0.05320167541503906,
-0.003296369221061468,
-0.06003250926733017,
0.010024575516581535,
0.01995062828063965,
-0.01888331212103367,
0.017701052129268646,
-0.005664993543177843,
0.02405569702386856,
-0.031116412952542305,
-0.008513910695910454,
0.036584362387657166,
0.01886689104139805,
-0.017980195581912994,
-0.006428536027669907,
0.019737165421247482,
-0.014285635203123093,
0.01421995460987091
] |
22,517 | salem.sio | DatasetAccessor | null | class DatasetAccessor(_XarrayAccessorBase):
def quick_map(self, varname, ax=None, interp='nearest', **kwargs):
"""Make a plot of a variable of the DataSet."""
return self._quick_map(self._obj[varname], ax=ax, interp=interp,
**kwargs)
def transform_and_add(self, other, grid=None, interp='nearest', ks=3,
name=None):
"""Reprojects an other Dataset and adds it's content to the current one.
Parameters
----------
other: Dataset, DataArray or ndarray
the data to project onto self
grid: salem.Grid
in case the input dataset does not carry georef info
interp : str
'nearest' (default), 'linear', or 'spline'
ks : int
Degree of the bivariate spline. Default is 3.
name: str or dict-like
how to name to new variables in self. Per default the new variables
are going to keep their name (it will raise an error in case of
conflict). Set to a str to to rename the variable (if unique) or
set to a dict for mapping the old names to the new names for
datasets.
"""
out = self.transform(other, grid=grid, interp=interp, ks=ks)
if isinstance(out, xr.DataArray):
new_name = name or out.name
if new_name is None:
raise ValueError('You need to set name')
self._obj[new_name] = out
else:
for v in out.data_vars:
try:
new_name = name[v]
except (KeyError, TypeError):
new_name = v
self._obj[new_name] = out[v]
def wrf_zlevel(self, varname, levels=None, fill_value=np.NaN,
use_multiprocessing=True):
"""Interpolates to a specified height above sea level.
Parameters
----------
varname: str
the name of the variable to interpolate
levels: 1d array
levels at which to interpolate (default: some levels I thought of)
fill_value : np.NaN or 'extrapolate', optional
how to handle levels below the topography. Default is to mark them
as invalid, but you might want the have them extrapolated.
use_multiprocessing: bool
set to false if, for some reason, you don't want to use mp
Returns
-------
an interpolated DataArray
"""
if levels is None:
levels = np.array([10, 20, 30, 50, 75, 100, 200, 300, 500, 750,
1000, 2000, 3000, 5000, 7500, 10000])
zcoord = self._obj['Z']
out = self._obj[varname].salem.interpz(zcoord, levels, dim_name='z',
fill_value=fill_value,
use_multiprocessing=use_multiprocessing)
out['z'].attrs['description'] = 'height above sea level'
out['z'].attrs['units'] = 'm'
return out
def wrf_plevel(self, varname, levels=None, fill_value=np.NaN,
use_multiprocessing=True):
"""Interpolates to a specified pressure level (hPa).
Parameters
----------
varname: str
the name of the variable to interpolate
levels: 1d array
levels at which to interpolate (default: some levels I thought of)
fill_value : np.NaN or 'extrapolate', optional
how to handle levels below the topography. Default is to mark them
as invalid, but you might want the have them extrapolated.
use_multiprocessing: bool
set to false if, for some reason, you don't want to use mp
Returns
-------
an interpolated DataArray
"""
if levels is None:
levels = np.array([1000, 975, 950, 925, 900, 850, 800, 750, 700,
650, 600, 550, 500, 450, 400, 300, 200, 100])
zcoord = self._obj['PRESSURE']
out = self._obj[varname].salem.interpz(zcoord, levels, dim_name='p',
fill_value=fill_value,
use_multiprocessing=use_multiprocessing)
out['p'].attrs['description'] = 'pressure'
out['p'].attrs['units'] = 'hPa'
return out
| (xarray_obj) | [
0.05475530028343201,
-0.04543352499604225,
0.0014767922693863511,
0.07327726483345032,
0.03515930846333504,
0.0023887050338089466,
-0.06411760300397873,
-0.015603842213749886,
0.04531193524599075,
0.01102401316165924,
-0.012158838100731373,
0.011388778686523438,
0.011449572630226612,
0.022088555619120598,
-0.039759401232004166,
0.010486997663974762,
-0.025391707196831703,
0.06695466488599777,
0.0006510044331662357,
0.008896216750144958,
-0.012898501008749008,
-0.051877710968256,
0.030397094786167145,
-0.022129084914922714,
0.01216897089034319,
-0.0157963577657938,
0.03062000684440136,
-0.007548612076789141,
0.041866932064294815,
-0.03240330517292023,
-0.08413916081190109,
-0.01415491383522749,
-0.04579829052090645,
-0.0035032653249800205,
0.06322595477104187,
-0.036415718495845795,
-0.0010252686915919185,
-0.019048847258090973,
0.010709909722208977,
0.020994260907173157,
0.02747897431254387,
-0.04182640463113785,
0.054674241691827774,
-0.013546972535550594,
0.016069931909441948,
0.010248887352645397,
-0.06022677943110466,
-0.004577295854687691,
0.02729659155011177,
0.03817875310778618,
0.04701417312026024,
-0.015938211232423782,
0.01674879901111126,
0.011611690744757652,
0.013080883771181107,
0.08174791932106018,
0.037307366728782654,
0.11850814521312714,
0.03643598407506943,
-0.0871383398771286,
-0.002501427661627531,
-0.012695853598415852,
-0.02723579667508602,
-0.005390418227761984,
-0.03524036705493927,
-0.0003954788844566792,
-0.018856331706047058,
-0.005390418227761984,
0.021541407331824303,
0.025067470967769623,
0.003389276098459959,
0.021156378090381622,
-0.01591794565320015,
-0.0258172657340765,
0.020224200561642647,
0.08300433307886124,
-0.0474194698035717,
-0.03915145993232727,
0.03216012567281723,
0.004372115712612867,
-0.03511877730488777,
-0.00693560391664505,
-0.013435516506433487,
0.03692233934998512,
-0.015573444776237011,
-0.003328481921926141,
0.009848658926784992,
0.040205225348472595,
0.056984420865774155,
-0.018714478239417076,
0.009995577856898308,
0.08519292622804642,
-0.006307397503405809,
0.03736816346645355,
0.01031474769115448,
-0.08113998174667358,
-0.022716762498021126,
-0.00533469021320343,
0.01855236105620861,
0.03858404606580734,
0.02960677072405815,
-0.03817875310778618,
0.008100826293230057,
0.038604311645030975,
-0.02030525915324688,
0.0056893229484558105,
0.026830503717064857,
0.03284912928938866,
0.017741771414875984,
-0.04510929062962532,
-0.02356788143515587,
0.04855429381132126,
-0.05605224519968033,
-0.026060443371534348,
-0.08126156777143478,
-0.006434051785618067,
-0.03870563581585884,
0.02907988801598549,
-0.009033003821969032,
-0.023344969376921654,
-0.030701065436005592,
0.07157503068447113,
-0.037955839186906815,
0.024560853838920593,
-0.020680157467722893,
-0.03260594978928566,
0.054431065917015076,
0.012645191513001919,
-0.005159907042980194,
-0.08422021567821503,
-0.009595349431037903,
-0.011905528604984283,
-0.028674593195319176,
0.0016579082002863288,
0.022007497027516365,
-0.014722326770424843,
0.058200303465127945,
-0.009468695148825645,
-0.05771395191550255,
0.005577866919338703,
0.015938211232423782,
0.03339627385139465,
-0.027539769187569618,
0.03817875310778618,
0.01447915006428957,
0.0020290061365813017,
0.09718964248895645,
0.02326391078531742,
-0.051634531468153,
-0.03515930846333504,
-0.050013355910778046,
-0.012594529427587986,
-0.02640494331717491,
-0.02460138313472271,
0.013557104393839836,
-0.0400228425860405,
-0.022250674664974213,
0.03657783940434456,
0.007052126340568066,
0.00506111653521657,
-0.05645753815770149,
0.0015882481820881367,
-0.03307203948497772,
-0.03088344819843769,
-0.04668993875384331,
0.009955048561096191,
-0.01127732265740633,
-0.0713723823428154,
0.021683260798454285,
0.04758158698678017,
0.019778376445174217,
-0.007573943119496107,
-0.03682101517915726,
-0.0007314301328733563,
-0.03726683929562569,
0.014023193158209324,
-0.01876514032483101,
0.007224376313388348,
0.0020366054959595203,
0.04437975957989693,
-0.009397768415510654,
-0.0149553706869483,
-0.0519992969930172,
0.014783120714128017,
-0.041988521814346313,
0.0016591747989878058,
0.04138058051466942,
-0.031086096540093422,
0.0395364873111248,
0.030214712023735046,
0.03645624965429306,
-0.013526706956326962,
0.005755183286964893,
-0.011540764011442661,
0.017772167921066284,
-0.009939850308001041,
0.016495490446686745,
-0.053579945117235184,
0.01351657509803772,
0.06456343084573746,
-0.06610354781150818,
-0.009990512393414974,
0.022007497027516365,
-0.00525363115593791,
-0.018744874745607376,
-0.0015679835341870785,
-0.0012228498235344887,
-0.022534379735589027,
-0.09370411187410355,
0.039941783994436264,
0.03769239783287048,
-0.019393347203731537,
-0.00976760033518076,
-0.00021198808099143207,
0.0666709616780281,
0.026222560554742813,
-0.02370973490178585,
-0.014134649187326431,
0.09070493280887604,
0.029262270778417587,
0.009524423629045486,
-0.01918056793510914,
0.02993100695312023,
0.037064190953969955,
-0.020700421184301376,
-0.02121717296540737,
0.04697364568710327,
0.021926438435912132,
0.04215063899755478,
-0.05868665874004364,
0.014884443953633308,
-0.00747768534347415,
-0.019525067880749702,
-0.06626566499471664,
0.050013355910778046,
-0.0913534015417099,
0.020852407440543175,
-0.0012830107007175684,
0.033416539430618286,
0.02300046943128109,
-0.04324493557214737,
0.013790149241685867,
-0.007366229314357042,
-0.0069710672833025455,
-0.06269907206296921,
-0.024905353784561157,
0.009747335687279701,
0.05195876955986023,
0.00439491355791688,
0.011246925219893456,
0.05824083462357521,
0.007133184932172298,
-0.00004397288284962997,
0.05751130357384682,
0.016232049092650414,
-0.027701886370778084,
0.03633465990424156,
0.017022373154759407,
-0.0002666078507900238,
-0.06513084471225739,
-0.034632425755262375,
-0.0680084377527237,
-0.0317143015563488,
0.03781398758292198,
-0.008845554664731026,
0.008855687454342842,
0.0108314985409379,
-0.02531064860522747,
-0.0018871530191972852,
0.010365409776568413,
-0.023790793493390083,
0.09370411187410355,
-0.034105539321899414,
-0.0025368910282850266,
-0.019221097230911255,
0.054431065917015076,
0.044866111129522324,
-0.0866519883275032,
0.023040998727083206,
0.008100826293230057,
0.008379465900361538,
-0.003234757576137781,
-0.012928897514939308,
-0.01092268992215395,
0.02229120396077633,
-0.08397704362869263,
-0.01918056793510914,
-0.016262445598840714,
-0.005729852244257927,
-0.021480614319443703,
-0.029627036303281784,
0.0031663640402257442,
-0.02670891396701336,
-0.03842192888259888,
0.009063400328159332,
-0.05054023861885071,
-0.06954855471849442,
-0.017154093831777573,
-0.003865497186779976,
-0.009646011516451836,
0.01653601974248886,
-0.02389211766421795,
0.06046995520591736,
0.037246573716402054,
-0.019423743709921837,
-0.02697235532104969,
0.023871852084994316,
-0.007406759075820446,
0.004058012273162603,
0.008668238297104836,
0.023608410730957985,
0.030903713777661324,
-0.05370153486728668,
-0.0020847341511398554,
-0.018947523087263107,
-0.056741245090961456,
0.003173963399603963,
0.049810707569122314,
0.01076057180762291,
0.04798687994480133,
-0.009154591709375381,
-0.0799240991473198,
0.01271611824631691,
-0.031248213723301888,
0.0799240991473198,
0.09005646407604218,
-0.0034424711484462023,
-0.018805669620633125,
0.04446081817150116,
-0.011935926042497158,
-0.0236489400267601,
0.005400550551712513,
-0.010841630399227142,
0.025411970913410187,
0.03933384269475937,
-0.030255241319537163,
0.004655821714550257,
-0.047703176736831665,
0.05390418320894241,
-0.0013260733103379607,
-0.051796648651361465,
0.030194448307156563,
-0.08089680224657059,
-0.0068140155635774136,
0.006586037110537291,
-0.03761133924126625,
0.050256531685590744,
-0.008100826293230057,
0.014884443953633308,
0.050378117710351944,
-0.030417360365390778,
0.0037363097071647644,
-0.006119948346167803,
0.04721682146191597,
0.024945883080363274,
0.028107181191444397,
0.013840810395777225,
0.006955868564546108,
-0.00043442516471259296,
0.00855171587318182,
-0.006358059123158455,
-0.026384679600596428,
-0.0011056943330913782,
0.009103929623961449,
-0.031248213723301888,
-0.07080496847629547,
-0.020051950588822365,
0.015228944830596447,
0.0028167974669486284,
-0.03836113587021828,
-0.027012884616851807,
-0.04425816982984543,
0.006753221154212952,
0.011297587305307388,
-0.023871852084994316,
-0.022696496918797493,
0.018086271360516548,
-0.04267752170562744,
0.008744231425225735,
-0.04535246640443802,
0.035706453025341034,
-0.04170481488108635,
-0.020163405686616898,
0.0395972840487957,
0.04685205593705177,
0.0072851707227528095,
0.033740777522325516,
-0.029586507007479668,
0.007979237474501133,
-0.021865643560886383,
0.036800749599933624,
-0.010198225267231464,
0.048148997128009796,
0.002218988025560975,
-0.03280859813094139,
-0.02229120396077633,
-0.003923758398741484,
-0.011246925219893456,
-0.006084485445171595,
0.00037173114833422005,
-0.04202904924750328,
-0.05516059696674347,
0.006702559534460306,
0.01252360362559557,
0.012331088073551655,
-0.10513342171907425,
0.07615485787391663,
-0.051026590168476105,
0.0016857722075656056,
0.043974462896585464,
-0.00835920125246048,
0.015178282745182514,
-0.02146034874022007,
-0.062293779104948044,
0.014681797474622726,
-0.013080883771181107,
0.006256735417991877,
-0.020112745463848114,
0.05203982815146446,
0.034186601638793945,
-0.01662721112370491,
-0.00337914377450943,
-0.03222092241048813,
0.00621620612218976,
-0.007204111665487289,
-0.08093733340501785,
-0.07218296825885773,
-0.003908559679985046,
-0.006145279388874769,
0.07660067826509476,
-0.01092268992215395,
-0.060388896614313126,
-0.05305306240916252,
-0.036679159849882126,
0.014590606093406677,
0.01745806448161602,
0.02095373161137104,
0.0257564727216959,
0.018035609275102615,
-0.028330093249678612,
0.037064190953969955,
0.036800749599933624,
0.027276325970888138,
-0.06144266203045845,
-0.08697622269392014,
-0.014854047447443008,
-0.019727714359760284,
0.005162440240383148,
-0.07303408533334732,
-0.03933384269475937,
0.05637647956609726,
0.06735996156930923,
0.01751885935664177,
-0.005623462609946728,
0.022473586723208427,
-0.025918589904904366,
0.023466557264328003,
-0.06156425178050995,
0.003751508193090558,
0.019636522978544235,
-0.023284174501895905,
0.0010600986424833536,
0.034814804792404175,
-0.011773807927966118,
0.006084485445171595,
0.009879056364297867,
0.002286114962771535,
-0.03732763230800629,
0.004253060091286898,
-0.043852876871824265,
0.019879700616002083,
-0.018238257616758347,
-0.029708094894886017,
-0.042191166430711746,
0.025513295084238052,
0.019048847258090973,
-0.05236406251788139,
0.06448236852884293,
0.030397094786167145,
-0.02006208337843418,
-0.03773292899131775,
-0.03838139772415161,
0.04997282475233078,
-0.003272753907367587,
-0.007351031061261892,
0.008490921929478645,
0.07416891306638718,
-0.01015262957662344,
-0.0015502518508583307,
0.005360021255910397,
0.008546650409698486,
0.060956306755542755,
0.022088555619120598,
0.07566849887371063,
-0.0791945680975914,
0.04794635251164436,
0.06164531037211418,
-0.04997282475233078,
0.0676436722278595,
-0.04701417312026024,
0.013577369041740894,
-0.04243434593081474,
-0.019818905740976334,
0.00032518559601157904,
0.04413658380508423,
-0.022574909031391144,
0.0009980379836633801,
0.07291249930858612,
0.013901605270802975,
-0.02685076743364334,
-0.034510836005210876,
-0.05901089310646057,
0.004450641572475433,
-0.0015679835341870785,
0.0038072362076491117,
-0.008916481398046017,
-0.038989342749118805,
0.042069580405950546,
-0.03998231142759323,
-0.007518215104937553,
-0.00569945527240634,
0.03503771871328354,
-0.013526706956326962,
-0.00765500171110034,
-0.031694039702415466,
0.03913119435310364,
-0.03017418272793293,
0.004080810118466616,
-0.013557104393839836,
0.07412838190793991,
-0.034044746309518814,
-0.0558495968580246,
0.02018367126584053,
0.0073003689758479595,
0.06987278908491135,
0.005048451013863087,
-0.03311257064342499,
-0.042312756180763245,
-0.024702705442905426,
-0.0044709062203764915,
-0.006636699195951223,
0.02101452462375164,
0.040914490818977356,
-0.0911102294921875,
0.06995385140180588,
-0.025959119200706482,
-0.009058334864675999,
0.02460138313472271,
0.04697364568710327,
0.01316194236278534,
0.034693218767642975,
-0.035402484238147736,
0.057308655232191086,
0.0009391435887664557,
0.05066182464361191,
-0.008744231425225735,
-0.06975120306015015,
-0.017863359302282333,
-0.07376361638307571,
0.014144781976938248,
0.0038072362076491117,
0.02427714690566063,
0.09516317397356033,
0.030012065544724464,
-0.06845425814390182,
0.012959294952452183,
0.002771201776340604,
0.020355921238660812,
-0.015755828469991684,
-0.04932435229420662,
0.0053650871850550175,
0.023162586614489555,
0.017944417893886566,
0.017285814508795738,
-0.0179342869669199,
0.046284642070531845,
0.045514583587646484,
-0.06642778217792511,
0.015461988747119904,
-0.02498641237616539,
0.041745346039533615,
0.02409476414322853,
0.004113740287721157,
-0.05755183473229408,
0.020710553973913193,
0.02883671037852764,
-0.022696496918797493,
0.07352044433355331,
0.04875694215297699,
-0.013405119068920612,
0.0002398520737187937,
-0.01438795868307352,
-0.03355839475989342,
0.02717500366270542,
0.02818823978304863,
0.02454058825969696,
-0.021359026432037354,
0.0042403945699334145,
0.060064658522605896,
-0.06067260354757309,
-0.03716551512479782,
0.01745806448161602,
-0.05317465215921402,
-0.03582804277539253,
0.0018529562512412667,
-0.058646127581596375,
0.005390418227761984,
-0.017528992146253586,
-0.009646011516451836,
-0.0018352246843278408,
0.035341691225767136,
0.01172314677387476,
0.009904386475682259,
-0.015847019851207733,
0.023426027968525887,
-0.02223040908575058,
-0.06942696869373322,
-0.044501349329948425,
0.010659247636795044,
-0.02279782108962536,
0.0021543940529227257,
-0.01838011108338833,
-0.009762533940374851,
-0.01893739029765129,
0.0037464420311152935,
-0.01227029412984848,
0.10870001465082169,
-0.061847954988479614,
0.02095373161137104,
-0.02952571213245392,
-0.01576595939695835,
0.003234757576137781,
0.04977017641067505,
-0.05670071393251419,
0.01908937655389309,
0.034632425755262375,
0.024256881326436996,
0.015543048270046711,
-0.0008530184859409928,
-0.005856506992131472,
0.042312756180763245,
-0.009169789962470531,
0.0006554373539984226,
0.025938855484128,
-0.0016452427953481674,
-0.025675412267446518,
0.022412791848182678,
-0.011449572630226612,
0.019484538584947586,
0.016576549038290977,
-0.0598214827477932,
-0.014266369864344597,
-0.04259646311402321,
0.04211010783910751,
0.010517395101487637,
0.05171559005975723,
-0.02377052791416645,
-0.02001142129302025,
0.022412791848182678,
-0.010395806282758713,
-0.02806665189564228,
0.019231228157877922,
-0.04535246640443802,
-0.015553180128335953,
0.07388520985841751,
-0.045960407704114914,
0.008799958974123001,
0.056741245090961456,
0.033801570534706116,
0.0558495968580246,
0.00030792891629971564,
-0.02863406389951706,
-0.0006643031956627965,
-0.03799637034535408,
0.03372051194310188,
-0.03343680500984192,
0.001807360677048564,
-0.033153098076581955,
-0.02312205731868744,
0.04454187676310539,
0.052769359201192856,
0.04271805286407471,
0.0012450143694877625,
0.0666709616780281,
0.03367998078465462,
0.04178587347269058,
0.047378938645124435,
-0.035341691225767136,
0.008901283144950867,
0.05435000732541084,
0.06241536885499954,
-0.0004762211465276778,
0.019393347203731537,
-0.0003964287752751261,
0.008916481398046017,
-0.09094811230897903,
-0.012493206188082695,
-0.04365022853016853,
-0.010416070930659771,
-0.029545975849032402,
-0.012898501008749008,
0.02178458496928215,
-0.0008333870209753513,
0.011692749336361885,
0.015451856888830662,
0.03254515677690506,
-0.01828891970217228,
-0.003097970737144351,
0.01908937655389309,
-0.012402014806866646,
0.0023671737872064114,
0.050783414393663406,
0.04851376265287399,
-0.016313107684254646,
0.022919408977031708,
-0.03284912928938866,
-0.002733205445110798,
0.039617545902729034,
-0.023466557264328003,
0.057632893323898315,
0.030903713777661324,
0.032261449843645096,
0.02389211766421795,
-0.02075108326971531,
-0.052566710859537125,
0.05738971754908562,
-0.0057754479348659515,
-0.034510836005210876,
-0.01689065247774124,
0.013790149241685867,
-0.01361789833754301,
0.055444300174713135,
0.02081187814474106,
0.015593710355460644,
0.01642456464469433,
-0.03503771871328354,
-0.0157963577657938,
0.0128174414858222,
-0.04502823203802109,
0.024763500317931175,
-0.034510836005210876,
-0.05459318310022354,
-0.012766780331730843,
-0.03339627385139465,
-0.009838526137173176,
0.029059622436761856,
0.01290863286703825,
0.04794635251164436,
-0.03832060471177101,
-0.01639416627585888,
0.04677099734544754,
0.036557573825120926,
-0.04818952828645706,
-0.008845554664731026,
0.032322242856025696,
-0.01915016956627369,
0.0259996484965086,
-0.013921869918704033,
0.012574264779686928,
-0.027337120845913887,
-0.018055874854326248,
0.04030654951930046,
-0.023811057209968567,
0.06930537521839142,
0.050905000418424606,
0.031227950006723404,
-0.025837531313300133,
0.048473235219717026
] |
22,524 | salem.sio | quick_map | Make a plot of a variable of the DataSet. | def quick_map(self, varname, ax=None, interp='nearest', **kwargs):
"""Make a plot of a variable of the DataSet."""
return self._quick_map(self._obj[varname], ax=ax, interp=interp,
**kwargs)
| (self, varname, ax=None, interp='nearest', **kwargs) | [
0.05344337970018387,
-0.005931534338742495,
0.03901026397943497,
0.020934827625751495,
0.017598871141672134,
0.04445672035217285,
-0.00800374150276184,
-0.01855200156569481,
0.0319298654794693,
-0.011599255725741386,
-0.02719825506210327,
0.04357167333364487,
0.019658314064145088,
0.011182261630892754,
-0.0011616275878623128,
-0.03148734197020531,
-0.05936640501022339,
0.07468456774950027,
-0.04459288343787193,
0.01353104691952467,
0.011148220859467983,
0.007208048366010189,
0.03274683654308319,
-0.056575093418359756,
0.03608279302716255,
0.009616403840482235,
0.012246022932231426,
-0.01130991242825985,
-0.0004116757190786302,
-0.018586041405797005,
-0.05208176374435425,
-0.02929173782467842,
-0.018637102097272873,
0.029359817504882812,
0.03638915345072746,
-0.0021615633741021156,
-0.008663274347782135,
0.013267233967781067,
0.020441241562366486,
-0.02515583299100399,
0.07379952073097229,
-0.013028951361775398,
-0.02311341091990471,
0.0031338415574282408,
-0.0037040177267044783,
-0.030925676226615906,
0.0003667317796498537,
0.01408420316874981,
0.009539813734591007,
-0.022602805867791176,
-0.024526085704565048,
-0.04370783269405365,
-0.0186200812458992,
0.03198092803359032,
0.016867002472281456,
0.010458903387188911,
-0.0006494264234788716,
0.09054738283157349,
0.04224409908056259,
-0.008131393231451511,
-0.006527240853756666,
0.02181987650692463,
-0.044354602694511414,
-0.03484031930565834,
0.010135520249605179,
-0.014875641092658043,
0.007633552886545658,
-0.009939787909388542,
-0.023198511451482773,
-0.026806790381669998,
-0.0013743798481300473,
0.050039343535900116,
0.01408420316874981,
-0.030619312077760696,
-0.00622938759624958,
0.0326787531375885,
-0.03785289078950882,
-0.04956277832388878,
-0.0040720789693295956,
0.022041138261556625,
-0.0017700991593301296,
-0.0059400442987680435,
-0.04125692695379257,
-0.027913102880120277,
-0.06906791031360626,
-0.015675589442253113,
-0.021428411826491356,
0.0271812342107296,
0.03945278748869896,
-0.03921450674533844,
0.016969123855233192,
0.04874580726027489,
0.001181839033961296,
0.08196920901536942,
-0.05140095576643944,
-0.06501710414886475,
0.022790027782320976,
0.0055273049511015415,
0.021547554060816765,
0.02614300325512886,
0.0539880245923996,
-0.06808073818683624,
-0.007710143458098173,
0.012160921469330788,
-0.028764111921191216,
-0.01572665013372898,
0.0512988343834877,
0.03419354930520058,
-0.022892147302627563,
0.02181987650692463,
-0.019743414595723152,
0.042073898017406464,
-0.009267490357160568,
0.010382312349975109,
-0.043367430567741394,
0.05116267502307892,
0.007684613112360239,
-0.04619278013706207,
0.023538915440440178,
-0.009361101314425468,
-0.0676722526550293,
0.05228600651025772,
-0.04469500482082367,
-0.030653351917862892,
-0.027283355593681335,
0.04020167514681816,
0.031112898141145706,
-0.0040593137964606285,
-0.036899760365486145,
-0.06260024011135101,
0.056370850652456284,
-0.031470321118831635,
-0.027453558519482613,
0.05851539596915245,
0.014637358486652374,
0.008280320093035698,
0.012705568224191666,
0.0008919640677049756,
-0.013454455882310867,
0.011454584077000618,
-0.021717755123972893,
0.0186200812458992,
-0.06859134137630463,
0.050039343535900116,
0.03194688633084297,
-0.062293875962495804,
0.011097160167992115,
0.014220364391803741,
-0.014594808220863342,
-0.05599640682339668,
-0.017547810450196266,
0.026296185329556465,
-0.018041396513581276,
-0.018041396513581276,
0.0059400442987680435,
-0.024747347459197044,
-0.008756885305047035,
0.0015137327136471868,
0.011939659714698792,
0.011505644768476486,
-0.01584579236805439,
-0.015769200399518013,
0.028696030378341675,
-0.0074718608520925045,
-0.03547006472945213,
-0.013692738488316536,
-0.023130429908633232,
0.004033783916383982,
0.004269938915967941,
0.02207517996430397,
-0.007931405678391457,
-0.06893175095319748,
-0.015377736650407314,
0.03359784558415413,
0.021343311294913292,
-0.0013690610649064183,
-0.05534964054822922,
0.02546219527721405,
0.015998972579836845,
0.03829541429877281,
-0.005093290004879236,
0.002097737742587924,
-0.06249811872839928,
-0.020236998796463013,
-0.03965703025460243,
-0.04595449939370155,
0.03506157919764519,
0.007378249894827604,
0.018790284171700478,
0.03778481110930443,
0.013411905616521835,
0.0275556780397892,
-0.015190514735877514,
-0.023811237886548042,
0.02835562825202942,
-0.0448652058839798,
0.01719038560986519,
-0.05068610981106758,
0.020543362945318222,
0.04983510076999664,
-0.0023700606543570757,
0.0066591473296284676,
-0.03254259377717972,
0.017122305929660797,
0.008944107219576836,
0.03577642887830734,
0.013479986228048801,
0.01807543635368347,
0.023351693525910378,
-0.004086971748620272,
0.022483663633465767,
-0.04963085800409317,
-0.004255046136677265,
0.032389409840106964,
0.01930088922381401,
0.011131200939416885,
-0.0034785002935677767,
-0.020747605711221695,
0.04455884173512459,
0.025309015065431595,
0.01775205321609974,
-0.015207534655928612,
0.031725622713565826,
0.049052171409130096,
0.008552642539143562,
-0.0062208776362240314,
0.04765651747584343,
0.020305080339312553,
0.01608407497406006,
-0.06151094660162926,
0.029666181653738022,
0.011105670593678951,
-0.043435510247945786,
-0.03550410643219948,
0.011258851736783981,
-0.01251834537833929,
0.05667721480131149,
0.005093290004879236,
0.030806533992290497,
0.02762375958263874,
-0.012492815032601357,
0.04346955195069313,
0.014747990295290947,
-0.015403266996145248,
-0.030568251386284828,
-0.014220364391803741,
-0.04912025108933449,
0.0524221695959568,
-0.037818849086761475,
-0.006876154337078333,
0.03547006472945213,
0.025666438043117523,
-0.0013573596952483058,
0.029734263196587563,
0.0379890501499176,
0.02619406394660473,
-0.006837859284132719,
0.0012690675212070346,
-0.002440268872305751,
-0.018773263320326805,
-0.081356480717659,
0.006531495600938797,
-0.06433629989624023,
0.010314231738448143,
0.023028310388326645,
-0.018654122948646545,
-0.05858347564935684,
0.012348144315183163,
-0.015650060027837753,
-0.014245894737541676,
-0.04333338886499405,
0.07965446263551712,
0.0387379415333271,
-0.029581081122159958,
-0.013275744393467903,
0.015513897873461246,
0.03730824589729309,
-0.06726376712322235,
0.01130991242825985,
-0.009207920171320438,
-0.044967327266931534,
-0.05024358630180359,
0.003076398279517889,
0.014747990295290947,
-0.032763853669166565,
-0.042822785675525665,
0.07236982136964798,
0.053171057254076004,
-0.01195667963474989,
-0.027300376445055008,
-0.022398563101887703,
-0.0001775152049958706,
-0.014935212209820747,
0.027113154530525208,
-0.06055781617760658,
-0.003640191862359643,
0.030653351917862892,
0.04772459715604782,
-0.07842901349067688,
0.030040625482797623,
0.046941667795181274,
-0.0919089987874031,
0.020577402785420418,
0.05330721661448479,
0.030227847397327423,
-0.011037589982151985,
-0.012416224926710129,
-0.04289086535573006,
0.029819363728165627,
-0.030619312077760696,
0.010169560089707375,
0.04690762981772423,
-0.02947895973920822,
0.008237768895924091,
0.0065527711994946,
-0.0035508358851075172,
-0.03112991712987423,
-0.005386888515204191,
-0.013037461787462234,
0.06011529266834259,
0.0059740846045315266,
-0.08026719093322754,
-0.01562452968209982,
-0.0186200812458992,
0.04302702471613884,
0.05334125831723213,
0.0030593781266361475,
-0.06508518755435944,
0.07407183945178986,
-0.007846305146813393,
-0.011224811896681786,
0.0214624535292387,
0.0006786798476241529,
-0.026125982403755188,
0.0026679139118641615,
-0.014790540561079979,
-0.01008445955812931,
0.018296698108315468,
-0.05980892851948738,
0.015947913751006126,
-0.03218517079949379,
-0.03965703025460243,
-0.032576631754636765,
0.003212559735402465,
0.017718011513352394,
0.0516732819378376,
-0.06525538861751556,
-0.006540006026625633,
0.011173751205205917,
-0.010867387987673283,
-0.017598871141672134,
0.018483920022845268,
-0.009701505303382874,
0.005837923381477594,
0.0361168310046196,
0.10634211450815201,
0.058106910437345505,
0.0600472092628479,
-0.09898938983678818,
0.039316628128290176,
0.03027890808880329,
-0.0683530643582344,
0.014279934577643871,
-0.0368657186627388,
0.006016635335981846,
0.006174072157591581,
0.017343567684292793,
-0.010399333201348782,
0.028781132772564888,
0.01732654869556427,
-0.04234622046351433,
-0.005374123342335224,
-0.026857851073145866,
0.02626214548945427,
-0.03317233920097351,
0.00906324852257967,
0.03734228387475014,
-0.018143516033887863,
0.007050611544400454,
-0.03427864983677864,
0.051571160554885864,
-0.045716214925050735,
0.03533390164375305,
0.0383634977042675,
-0.010850368067622185,
-0.0093100406229496,
-0.007267619017511606,
-0.001716911094263196,
-0.017479728907346725,
-0.01535220630466938,
0.013488496653735638,
-0.019283868372440338,
0.056745294481515884,
0.004897558130323887,
-0.013275744393467903,
-0.07121245563030243,
0.001307362923398614,
-0.03112991712987423,
-0.07053164392709732,
-0.00520817656069994,
-0.027385476976633072,
-0.027283355593681335,
-0.026976993307471275,
0.022517703473567963,
0.02263684570789337,
-0.04714591056108475,
-0.01417781412601471,
-0.025870680809020996,
-0.013948041014373302,
-0.015096903778612614,
0.04026975482702255,
0.017479728907346725,
-0.026466386392712593,
-0.03843157738447189,
0.02626214548945427,
0.027913102880120277,
-0.03506157919764519,
-0.06420013308525085,
0.04595449939370155,
-0.00008390418952330947,
-0.0011488624149933457,
-0.03792097046971321,
-0.0176839716732502,
0.007042101584374905,
-0.0021328418515622616,
-0.023589976131916046,
-0.05041378736495972,
0.0034295672085136175,
0.028627950698137283,
0.059400442987680435,
-0.046397022902965546,
-0.0722336620092392,
0.026296185329556465,
-0.0338020883500576,
0.04425248131155968,
-0.01788821443915367,
-0.01563303917646408,
0.011829027906060219,
0.027232294902205467,
-0.026840830221772194,
0.07427608221769333,
-0.0414271280169487,
0.023266592994332314,
-0.07209750264883041,
-0.09340677410364151,
0.02176881581544876,
-0.047384195029735565,
0.029853403568267822,
-0.024747347459197044,
-0.02879815176129341,
0.06484690308570862,
0.025496236979961395,
0.007948426529765129,
-0.02687487192451954,
0.07924597710371017,
-0.006544260773807764,
-0.05616660788655281,
-0.0668552815914154,
0.036287032067775726,
0.05106055364012718,
-0.0074165454134345055,
-0.014016121625900269,
-0.041597332805395126,
-0.020424220710992813,
0.020917806774377823,
0.03032996878027916,
-0.013658697716891766,
0.02071356400847435,
0.008025016635656357,
-0.05868559703230858,
-0.00693572498857975,
0.002487074350938201,
-0.04122288525104523,
-0.030653351917862892,
-0.004248663783073425,
0.03914642333984375,
-0.01488415151834488,
0.10150837898254395,
0.010875897482037544,
0.016773391515016556,
-0.05575812608003616,
-0.028270525857806206,
0.06940831243991852,
0.019624272361397743,
0.014373545534908772,
0.041529249399900436,
0.030415069311857224,
0.018398819491267204,
-0.04415035992860794,
0.025989821180701256,
0.03768268972635269,
0.007250598631799221,
-0.003318936098366976,
0.03014274686574936,
-0.02570047788321972,
0.02798118256032467,
0.046397022902965546,
-0.026364265009760857,
-0.003723165253177285,
-0.032151129096746445,
-0.01935194991528988,
-0.06345124542713165,
-0.05579216405749321,
0.0566091351211071,
0.049596816301345825,
0.01692657358944416,
0.034244611859321594,
0.07591002434492111,
-0.02779396064579487,
-0.011224811896681786,
0.004552899394184351,
-0.0965384840965271,
0.002627491019666195,
0.02033912017941475,
0.04173349216580391,
-0.02176881581544876,
-0.02929173782467842,
0.00031779875280335546,
-0.07516113668680191,
-0.04203985631465912,
-0.010816327296197414,
0.04071228206157684,
-0.011641805991530418,
-0.004999679047614336,
-0.02047528140246868,
0.005216686520725489,
0.023504875600337982,
0.031725622713565826,
-0.054600752890110016,
0.0797906219959259,
-0.0004116757190786302,
-0.03935066610574722,
0.020611442625522614,
0.016518089920282364,
0.06140882521867752,
0.04418439790606499,
-0.0269940122961998,
-0.044116318225860596,
0.0035465809050947428,
0.026040881872177124,
0.012263042852282524,
-0.015318166464567184,
0.04265258088707924,
-0.04946065694093704,
0.10368696600198746,
-0.03366592526435852,
0.007301659323275089,
0.012007740326225758,
0.07836093008518219,
-0.02348785474896431,
0.05313701555132866,
-0.0030019350815564394,
-0.007063376717269421,
-0.0021753923501819372,
-0.0051358407363295555,
0.05143499746918678,
-0.009012187831103802,
0.005757077597081661,
-0.08918576687574387,
-0.028338607400655746,
0.008565408177673817,
0.03547006472945213,
0.12424734979867935,
0.02793012373149395,
-0.05269449204206467,
-0.02823648601770401,
-0.02946193888783455,
0.0021658185869455338,
-0.025377094745635986,
-0.0812884047627449,
0.00023509129823651165,
0.00022658120724372566,
0.03526582196354866,
0.03477223590016365,
-0.016535108909010887,
0.07311871647834778,
0.07168901711702347,
-0.0669233649969101,
0.01005041878670454,
0.018449880182743073,
-0.07366336137056351,
0.06559579074382782,
-0.03897622227668762,
0.06031953543424606,
0.02466224692761898,
0.07972254604101181,
0.03870389983057976,
0.03255961462855339,
0.044286519289016724,
-0.041699450463056564,
-0.023811237886548042,
-0.04585237801074982,
-0.035231780260801315,
0.05235408619046211,
-0.007174007594585419,
0.0008776032482273877,
0.016330866143107414,
0.01673935167491436,
0.026466386392712593,
0.012058801017701626,
-0.03335956111550331,
0.007948426529765129,
-0.040167637169361115,
-0.04122288525104523,
-0.03235537186264992,
-0.011965190060436726,
0.013505516573786736,
0.05861751735210419,
-0.04558005556464195,
-0.00414441479369998,
-0.01608407497406006,
0.0233687125146389,
0.001865837723016739,
0.017854172736406326,
-0.016518089920282364,
-0.05923024192452431,
-0.01538624707609415,
-0.004227388184517622,
-0.03308723866939545,
0.030466130003333092,
0.0010946106631308794,
-0.007250598631799221,
-0.011599255725741386,
0.012246022932231426,
0.0478607602417469,
-0.016909552738070488,
0.11199281364679337,
-0.03907834365963936,
0.017615890130400658,
-0.013224683701992035,
-0.02953002043068409,
0.0482352040708065,
-0.0429249070584774,
-0.034993499517440796,
-0.013862940482795238,
0.001972213853150606,
0.033393602818250656,
0.006123011466115713,
-0.029819363728165627,
-0.007493136450648308,
-0.004616725258529186,
0.016092585399746895,
0.032644715160131454,
0.007859069854021072,
0.1048443391919136,
-0.004803947173058987,
0.0070718866772949696,
-0.025564316660165787,
0.0005052867345511913,
-0.004578429739922285,
0.014211853966116905,
-0.0258366409689188,
-0.03366592526435852,
0.054294388741254807,
0.11464796215295792,
0.06508518755435944,
-0.017547810450196266,
-0.055894285440444946,
0.007659083232283592,
-0.010995038785040379,
-0.01673935167491436,
-0.0129183204844594,
-0.045477934181690216,
-0.04653318598866463,
0.05667721480131149,
0.0007531431620009243,
-0.029206637293100357,
-0.02052634209394455,
-0.025904720649123192,
-0.0021722009405493736,
0.006497455295175314,
-0.02626214548945427,
-0.026653608307242393,
-0.06603831797838211,
0.009241960011422634,
0.0005946427118033171,
0.015462838113307953,
-0.007233578246086836,
-0.044967327266931534,
-0.028713051229715347,
0.004714590962976217,
-0.04993722215294838,
0.008314359933137894,
0.04850752651691437,
-0.006093225907534361,
0.05997912958264351,
-0.006718717981129885,
-0.05177539959549904,
0.016815941780805588,
0.07168901711702347,
0.022790027782320976,
-0.016909552738070488,
0.0005137968109920621,
0.010186580009758472,
-0.0007531431620009243,
-0.061136502772569656,
-0.0074846260249614716,
-0.06072801724076271,
0.061442866921424866,
-0.00039571928209625185,
0.011556705459952354,
0.007573982235044241,
0.036525316536426544,
0.021070988848805428,
-0.01725846715271473,
-0.01916472800076008,
-0.026840830221772194,
0.01855200156569481,
0.011999229900538921,
0.0018626464297994971,
-0.0013796987477689981,
-0.003238090081140399,
0.031061837449669838,
0.021173110231757164,
0.021002907305955887,
-0.027657799422740936,
-0.044797126203775406,
0.014228873886168003,
-0.005199666600674391,
0.01873922348022461,
0.07039548456668854,
0.019896594807505608,
0.005833668168634176,
0.0218368973582983,
0.043367430567741394,
0.025853659957647324,
-0.0014669271185994148,
-0.02176881581544876,
-0.020015737041831017,
-0.03645723685622215,
0.01008445955812931,
0.030415069311857224,
-0.03669551759958267,
-0.026245124638080597,
-0.016569148749113083,
0.0368657186627388,
0.00539539847522974,
0.022960228845477104,
0.001153117511421442,
-0.018449880182743073,
-0.030415069311857224,
-0.03975915163755417,
-0.02701103314757347,
-0.034993499517440796,
0.046567223966121674,
-0.04765651747584343,
0.048916012048721313,
0.022483663633465767,
-0.04026975482702255,
0.04704378917813301,
0.04558005556464195,
0.07366336137056351,
-0.06321296840906143,
0.07706739753484726,
0.0319298654794693,
-0.045103490352630615,
0.03327446058392525,
0.03843157738447189,
0.06780841201543808,
-0.05763034522533417,
-0.07236982136964798,
0.0527966134250164,
-0.006480435375124216,
-0.028406687080860138,
-0.007361229974776506,
0.010186580009758472,
-0.0019520024070516229,
0.018637102097272873
] |
22,528 | salem.sio | transform_and_add | Reprojects an other Dataset and adds it's content to the current one.
Parameters
----------
other: Dataset, DataArray or ndarray
the data to project onto self
grid: salem.Grid
in case the input dataset does not carry georef info
interp : str
'nearest' (default), 'linear', or 'spline'
ks : int
Degree of the bivariate spline. Default is 3.
name: str or dict-like
how to name to new variables in self. Per default the new variables
are going to keep their name (it will raise an error in case of
conflict). Set to a str to to rename the variable (if unique) or
set to a dict for mapping the old names to the new names for
datasets.
| def transform_and_add(self, other, grid=None, interp='nearest', ks=3,
name=None):
"""Reprojects an other Dataset and adds it's content to the current one.
Parameters
----------
other: Dataset, DataArray or ndarray
the data to project onto self
grid: salem.Grid
in case the input dataset does not carry georef info
interp : str
'nearest' (default), 'linear', or 'spline'
ks : int
Degree of the bivariate spline. Default is 3.
name: str or dict-like
how to name to new variables in self. Per default the new variables
are going to keep their name (it will raise an error in case of
conflict). Set to a str to to rename the variable (if unique) or
set to a dict for mapping the old names to the new names for
datasets.
"""
out = self.transform(other, grid=grid, interp=interp, ks=ks)
if isinstance(out, xr.DataArray):
new_name = name or out.name
if new_name is None:
raise ValueError('You need to set name')
self._obj[new_name] = out
else:
for v in out.data_vars:
try:
new_name = name[v]
except (KeyError, TypeError):
new_name = v
self._obj[new_name] = out[v]
| (self, other, grid=None, interp='nearest', ks=3, name=None) | [
-0.026065276935696602,
-0.04916778951883316,
-0.019875215366482735,
0.07547996193170547,
-0.027705378830432892,
-0.012142045423388481,
-0.03527101129293442,
-0.005621317308396101,
0.08373337984085083,
0.00211956724524498,
-0.0023675665725022554,
-0.02077462524175644,
0.010422583669424057,
0.023384680971503258,
-0.007049793377518654,
-0.003632914274930954,
-0.0053611937910318375,
0.0526948906481266,
0.006176835857331753,
-0.018235113471746445,
-0.00886625051498413,
-0.07421021163463593,
-0.0015056312549859285,
-0.032167162746191025,
0.009558443911373615,
0.03156755492091179,
-0.002607850357890129,
0.008663441985845566,
0.0008481576223857701,
-0.016903631389141083,
-0.03957407549023628,
-0.06500447541475296,
-0.017520874738693237,
-0.029539471492171288,
0.04027949646115303,
-0.01709762215614319,
-0.030703416094183922,
-0.005074616987258196,
0.04306590557098389,
0.033807262778282166,
0.052518535405397415,
-0.022326549515128136,
0.024284090846776962,
0.036399684846401215,
0.045817043632268906,
0.02474261447787285,
-0.044194579124450684,
0.020139748230576515,
0.010986920446157455,
0.02842843532562256,
-0.01992812193930149,
-0.01818220689892769,
0.017864767462015152,
0.024672072380781174,
-0.008169648237526417,
0.052941787987947464,
0.05244799330830574,
0.09438522905111313,
-0.006432550959289074,
-0.029292576014995575,
0.025306951254606247,
-0.03964461758732796,
-0.05350612476468086,
-0.0013898982433602214,
-0.039820972830057144,
0.00990233663469553,
-0.04504108056426048,
-0.02569493278861046,
0.022326549515128136,
0.048039115965366364,
-0.04070274904370308,
0.03474194556474686,
0.009999332018196583,
0.010431401431560516,
-0.010854654014110565,
0.07943031936883926,
-0.02347285859286785,
0.0057227215729653835,
0.01721225306391716,
0.01722988858819008,
0.00545818917453289,
-0.02306724153459072,
-0.059643279761075974,
-0.0025395129341632128,
-0.04292482137680054,
0.022326549515128136,
-0.03467140346765518,
0.009249823167920113,
0.02497187629342079,
-0.10087509453296661,
0.03756362572312355,
0.02430172637104988,
-0.008808935061097145,
-0.009681892581284046,
0.03932717815041542,
-0.043242260813713074,
-0.06412269920110703,
-0.026118183508515358,
-0.01869363524019718,
0.033666182309389114,
0.016744913533329964,
-0.013491162098944187,
0.018252748996019363,
0.020016299560666084,
0.03802214935421944,
-0.026823604479432106,
0.0018903057789430022,
-0.00709829106926918,
0.009681892581284046,
-0.022026747465133667,
-0.02733503468334675,
0.04190196096897125,
-0.03100322000682354,
-0.005158385261893272,
-0.05068444460630417,
-0.07590321451425552,
0.014787371270358562,
0.001787799410521984,
-0.032167162746191025,
0.027652472257614136,
0.0048762173391878605,
0.07463345676660538,
0.011198545806109905,
0.03348982706665993,
-0.042254671454429626,
-0.019293243065476418,
0.0768202617764473,
-0.011207363568246365,
0.016833091154694557,
-0.13727477192878723,
0.016057128086686134,
-0.03211425617337227,
-0.03290785476565361,
0.02103915810585022,
0.02458389475941658,
-0.028110995888710022,
0.06525137275457382,
0.009531990624964237,
-0.04437093436717987,
-0.002508650766685605,
-0.022432362660765648,
-0.003619687631726265,
0.004457374103367329,
0.05029646307229996,
0.0005180430016480386,
-0.01775895431637764,
0.007085064426064491,
0.015122446231544018,
-0.05509331822395325,
-0.04588758572936058,
-0.028604790568351746,
0.018094029277563095,
0.025571484118700027,
-0.011877513490617275,
-0.013270718045532703,
-0.004563187249004841,
-0.0030333069153130054,
0.025342222303152084,
0.016207030043005943,
0.014902002178132534,
0.004629320465028286,
0.004009873140603304,
-0.009461448527872562,
0.06779088079929352,
-0.02170930802822113,
-0.03386016935110092,
0.009434995241463184,
-0.05749174952507019,
-0.0010245126904919744,
0.026453258469700813,
0.03717564791440964,
-0.03156755492091179,
0.0076890806667506695,
0.011903966777026653,
-0.05710376799106598,
-0.014575745910406113,
-0.014558110386133194,
0.0011093835346400738,
0.020704083144664764,
0.024248819798231125,
0.010607756674289703,
0.011180910281836987,
-0.007711125072091818,
0.020104477182030678,
-0.03932717815041542,
-0.023314138874411583,
-0.01379096508026123,
0.008077061735093594,
0.052236367017030716,
-0.006908709183335304,
0.09946425259113312,
-0.0072041042149066925,
-0.04179614782333374,
0.005220109596848488,
-0.0001886172394733876,
-0.010951649397611618,
-0.04796857759356499,
-0.026594342663884163,
0.013438255526125431,
0.10447273403406143,
-0.07914815098047256,
-0.022608717903494835,
0.029292576014995575,
0.01775895431637764,
0.011798153631389141,
0.003289021784439683,
-0.019152158871293068,
0.00696602463722229,
-0.060454513877630234,
0.029680555686354637,
0.0888829454779625,
0.0021978248842060566,
-0.02211492508649826,
0.029680555686354637,
0.05509331822395325,
-0.02132132649421692,
-0.06697965413331985,
-0.01801466941833496,
0.08204036951065063,
0.0018726702546700835,
0.01980467326939106,
-0.012785742059350014,
0.034618496894836426,
0.040632206946611404,
0.01038731262087822,
-0.057033225893974304,
0.0437360554933548,
-0.014910819940268993,
0.050754986703395844,
-0.03752835467457771,
0.012221405282616615,
0.0061812447383999825,
-0.07491562515497208,
-0.07667917758226395,
0.04084383323788643,
-0.03608224540948868,
0.008844206109642982,
-0.023702120408415794,
0.01693008467555046,
0.008808935061097145,
-0.03650549799203873,
-0.01167470496147871,
-0.043242260813713074,
-0.03386016935110092,
-0.0869077742099762,
-0.019205065444111824,
-0.01901107467710972,
0.023807933554053307,
-0.00310825789347291,
0.03165573254227638,
0.036258600652217865,
-0.0031016445718705654,
-0.014628652483224869,
0.03183208778500557,
-0.02731739915907383,
-0.03262568637728691,
-0.03126775100827217,
-0.02895750105381012,
-0.01664791814982891,
-0.06511028856039047,
0.002746730111539364,
-0.03306657448410988,
-0.05710376799106598,
0.029592378064990044,
-0.04408876597881317,
0.0005450473399832845,
-0.007067428901791573,
0.01257411576807499,
0.03292549028992653,
-0.041866689920425415,
-0.008191692642867565,
0.025165867060422897,
-0.004455169662833214,
-0.016877179965376854,
0.01680663786828518,
0.06094830855727196,
-0.007451001089066267,
0.0028547474648803473,
0.020280832424759865,
-0.00798006635159254,
0.052800703793764114,
-0.0020346965175122023,
-0.04659300670027733,
-0.04913251847028732,
-0.000023456599592464045,
-0.05082552880048752,
-0.036540769040584564,
-0.005303878337144852,
-0.023737391456961632,
-0.0529770590364933,
-0.02976873330771923,
0.027652472257614136,
0.014981362037360668,
0.0029583561699837446,
-0.022344185039401054,
-0.0036968428175896406,
-0.06507501751184464,
-0.0007555711781606078,
0.009223369881510735,
0.021250784397125244,
0.012415396049618721,
0.016224665567278862,
-0.006309102289378643,
0.026700155809521675,
-0.03301366791129112,
-0.044159308075904846,
0.042819008231163025,
0.018940532580018044,
-0.006494274828583002,
0.011868695728480816,
0.015589786693453789,
0.027899369597434998,
-0.03329583629965782,
0.00136564951390028,
-0.004646955989301205,
-0.04712207242846489,
0.02118024230003357,
0.02320832572877407,
-0.011286723427474499,
0.010272681713104248,
-0.013085545040667057,
-0.07082419097423553,
-0.023384680971503258,
-0.02364921383559704,
0.057703375816345215,
0.05107242614030838,
0.02269689552485943,
-0.03773998096585274,
0.030385976657271385,
0.02772301435470581,
-0.01994575746357441,
0.01816457137465477,
0.018393833190202713,
0.05830298364162445,
-0.016436291858553886,
-0.01869363524019718,
-0.0050525725819170475,
-0.0494852289557457,
0.03343692049384117,
-0.013350077904760838,
-0.03433632850646973,
0.02828735113143921,
-0.0737164169549942,
-0.020157383754849434,
0.010616574436426163,
-0.026312174275517464,
-0.014408208429813385,
-0.03523574024438858,
0.04620502516627312,
0.056080907583236694,
-0.06750871986150742,
-0.029592378064990044,
-0.0006673936732113361,
-0.013526433147490025,
0.050754986703395844,
0.08761319518089294,
-0.006251786835491657,
0.004682226572185755,
0.0042192949913442135,
-0.04927360266447067,
0.04546433314681053,
-0.027546659111976624,
0.022996699437499046,
0.02923966944217682,
-0.010616574436426163,
-0.015289983712136745,
-0.022449998185038567,
0.013297171331942081,
-0.025042418390512466,
-0.03169100359082222,
0.0003899100120179355,
-0.004845355171710253,
0.055516570806503296,
0.06821413338184357,
0.0023807932157069445,
-0.010740023106336594,
-0.015069539658725262,
-0.004285427741706371,
-0.031091397628188133,
-0.022167831659317017,
0.010854654014110565,
-0.009558443911373615,
-0.039150822907686234,
0.036681853234767914,
0.07724351435899734,
0.0070409756153821945,
0.03675239533185959,
-0.05258907750248909,
0.031214844435453415,
-0.0002559903950896114,
0.04987321048974991,
0.008337185718119144,
0.07907760888338089,
0.01664791814982891,
-0.04906197637319565,
-0.052659619599580765,
-0.04352442920207977,
-0.047862764447927475,
-0.023455223068594933,
-0.0033639727625995874,
-0.01379978284239769,
-0.024372268468141556,
0.015589786693453789,
0.009884701110422611,
-0.02088043838739395,
-0.05343558266758919,
0.023684484884142876,
-0.04934414476156235,
-0.01708880439400673,
0.0445825569331646,
0.001942110131494701,
-0.008156421594321728,
0.0022705714218318462,
-0.030368341132998466,
0.003721091663464904,
0.024689707905054092,
0.06331146508455276,
-0.026135819032788277,
0.04518216475844383,
0.06528664380311966,
-0.011154456995427608,
0.043242260813713074,
-0.057703375816345215,
0.0006470025982707739,
-0.012186134234070778,
-0.06807304918766022,
-0.07449238002300262,
-0.007490681018680334,
-0.028569519519805908,
0.015378161333501339,
-0.019698860123753548,
-0.04761586710810661,
0.014443479478359222,
-0.010228592902421951,
-0.0047263153828680515,
0.025853650644421577,
0.04190196096897125,
0.013984955847263336,
0.020862802863121033,
-0.0042964499443769455,
0.014937273226678371,
-0.02405482903122902,
0.0021008297335356474,
-0.07992411404848099,
-0.12909190356731415,
-0.06750871986150742,
-0.013385348953306675,
0.028728239238262177,
-0.06800250709056854,
-0.03731672838330269,
0.10158051550388336,
0.07689080387353897,
0.012944460846483707,
0.027123408392071724,
0.049767397344112396,
-0.0055375490337610245,
0.05710376799106598,
-0.11300832033157349,
0.02541276440024376,
0.07985357195138931,
-0.03206134960055351,
0.0037519538309425116,
0.046628277748823166,
0.05615144968032837,
0.024389903992414474,
-0.02239709161221981,
0.014857913367450237,
-0.046628277748823166,
0.03114430233836174,
-0.04465309903025627,
0.014461115002632141,
-0.057421207427978516,
0.008381274528801441,
-0.02990981750190258,
0.009399724192917347,
0.0057359482161700726,
0.006666221190243959,
0.0374225415289402,
-0.0008718552999198437,
-0.009584897197782993,
0.016277572140097618,
-0.013473526574671268,
0.03304893895983696,
-0.0026673702523112297,
0.006767625454813242,
0.030156714841723442,
0.06444013863801956,
-0.013508797623217106,
-0.0003882566816173494,
0.08697831630706787,
0.03795160725712776,
0.02456625923514366,
-0.009329182095825672,
0.0073363701812922955,
-0.06309983879327774,
0.04867399483919144,
0.016030674800276756,
-0.010061056353151798,
0.02664724923670292,
-0.017000626772642136,
0.005008483771234751,
-0.061512645334005356,
-0.045146893709897995,
0.004611684940755367,
0.057174310088157654,
-0.005480233579874039,
-0.00928509421646595,
0.028216809034347534,
-0.007089473307132721,
-0.009593714959919453,
-0.06359363347291946,
-0.06715600937604904,
0.007490681018680334,
0.03306657448410988,
0.05586928129196167,
-0.027758285403251648,
-0.05244799330830574,
0.06338200718164444,
-0.056221991777420044,
-0.015660328790545464,
-0.011992144398391247,
0.036117516458034515,
-0.003158960025757551,
-0.044159308075904846,
-0.035323917865753174,
0.03419524431228638,
-0.04507635161280632,
0.02169167250394821,
-0.004735133145004511,
0.0377047099173069,
-0.04934414476156235,
-0.02239709161221981,
0.03154991939663887,
0.012785742059350014,
0.03391307592391968,
0.03606460988521576,
-0.019857579842209816,
-0.018799448385834694,
-0.024530988186597824,
-0.018235113471746445,
-0.024795521050691605,
0.012715199962258339,
0.006128338165581226,
-0.0846504271030426,
0.027969911694526672,
0.04352442920207977,
-0.014117222279310226,
0.009717163629829884,
0.03943299129605293,
-0.017159346491098404,
-0.039679888635873795,
-0.03132065758109093,
0.018376197665929794,
0.020598269999027252,
0.06271185725927353,
0.022361820563673973,
-0.053329769521951675,
-0.013773329555988312,
-0.06144210323691368,
0.0003598745388444513,
0.010625392198562622,
0.002201131545007229,
0.11921601742506027,
0.06666221469640732,
-0.012106774374842644,
-0.028886958956718445,
-0.021303690969944,
0.008861841633915901,
-0.02077462524175644,
-0.047580596059560776,
0.021092064678668976,
-0.019434327259659767,
-0.00785220880061388,
-0.00354914553463459,
-0.029063314199447632,
0.05735066533088684,
0.0041928417049348354,
-0.028886958956718445,
-0.005427327007055283,
0.002288206946104765,
-0.024795521050691605,
0.048850350081920624,
0.021885663270950317,
0.015281165950000286,
0.030103808268904686,
0.011604162864387035,
-0.03876284137368202,
0.05791500210762024,
0.06884901225566864,
0.0020346965175122023,
-0.0009627884137444198,
0.0038864247035235167,
-0.006948389112949371,
0.03140883520245552,
0.014584563672542572,
-0.05315341427922249,
-0.03550027310848236,
0.006450186017900705,
0.030932677909731865,
-0.07717297226190567,
-0.0029429250862449408,
-0.033401649445295334,
-0.020280832424759865,
0.010307952761650085,
-0.017803043127059937,
-0.024266455322504044,
-0.05336504057049751,
-0.017423879355192184,
0.010889925062656403,
0.010907560586929321,
0.050613902509212494,
0.025306951254606247,
0.03043888323009014,
-0.027405576780438423,
0.01789122074842453,
-0.03546500205993652,
-0.042431026697158813,
-0.07604429870843887,
-0.01017568726092577,
-0.015378161333501339,
0.01153362076729536,
0.008196101523935795,
-0.01954014040529728,
0.0006293671322055161,
-0.029821639880537987,
-0.03301366791129112,
0.06556881219148636,
-0.05392937734723091,
0.0017944127321243286,
0.019152158871293068,
-0.044723641127347946,
-0.03703456372022629,
0.04102018475532532,
-0.0486387237906456,
0.014531657099723816,
0.02239709161221981,
0.0056830416433513165,
0.06817886233329773,
0.020157383754849434,
-0.023173054680228233,
0.043630242347717285,
0.019839944317936897,
-0.01141017209738493,
0.0029429250862449408,
-0.027476118877530098,
-0.046628277748823166,
0.016057128086686134,
-0.06415797024965286,
-0.0006381848943419755,
0.0038202914875000715,
-0.04916778951883316,
0.03802214935421944,
-0.018922897055745125,
0.03578244149684906,
0.03253750875592232,
0.050860799849033356,
0.0010096327168866992,
-0.0023675665725022554,
0.008808935061097145,
-0.00784339103847742,
0.034759581089019775,
0.0014670536620542407,
0.03112666681408882,
-0.023155419155955315,
0.050860799849033356,
0.006569225806742907,
0.02842843532562256,
0.027105772867798805,
0.024918969720602036,
0.055798739194869995,
-0.07265828549861908,
-0.060560327023267746,
-0.044300392270088196,
-0.014258306473493576,
0.028869323432445526,
-0.03985624387860298,
0.031038491055369377,
-0.015871955081820488,
-0.037493083626031876,
0.02419591322541237,
0.003161164466291666,
0.037916336208581924,
0.04366551339626312,
0.028375528752803802,
-0.023596307262778282,
0.04250156879425049,
0.028622426092624664,
0.005370011553168297,
0.025165867060422897,
0.0038335181307047606,
0.06793196499347687,
0.010193322785198689,
0.039820972830057144,
0.013535250909626484,
0.024248819798231125,
0.0019432123517617583,
-0.0017657550051808357,
-0.07322262227535248,
-0.09537281841039658,
0.015819048509001732,
-0.013411802239716053,
0.03541209548711777,
0.014134857803583145,
-0.04426512122154236,
-0.004668999928981066,
-0.0032713862601667643,
-0.024689707905054092,
-0.004261178895831108,
0.03057996742427349,
-0.04246629774570465,
0.006260604597628117,
0.06384053081274033,
0.014284759759902954,
0.029398387297987938,
0.024654436856508255,
-0.016885995864868164,
0.007151197642087936,
0.02292615734040737,
-0.03943299129605293,
0.05336504057049751,
0.03304893895983696,
-0.007442183326929808,
0.08274579048156738,
-0.04729842767119408,
-0.021956205368041992,
0.043771326541900635,
0.059361111372709274,
-0.04493526741862297,
0.021638765931129456,
-0.03550027310848236,
0.004638138227164745,
0.08168766647577286,
0.04384186863899231,
0.009443813003599644,
-0.011851060204207897,
0.005656588356941938,
0.01509599294513464,
-0.006904300302267075,
0.007772849407047033,
0.04525270685553551,
-0.00847386009991169,
-0.006648585665971041,
0.016030674800276756,
-0.024777885526418686,
-0.0215858593583107,
-0.038304317742586136,
0.015607422217726707,
0.04489999637007713,
-0.051142968237400055,
0.03184972330927849,
0.03414233773946762,
0.06172427162528038,
0.0010493126465007663,
-0.009329182095825672,
0.03193790093064308,
0.019910486415028572,
0.05043754726648331,
-0.0002266438095830381,
0.043348073959350586,
-0.04451201483607292,
0.009655439294874668,
0.03675239533185959,
-0.0011496145743876696,
0.035976432263851166,
0.04606394097208977,
0.007618538569658995,
0.012327218428254128,
0.06313510984182358
] |
22,529 | salem.sio | wrf_plevel | Interpolates to a specified pressure level (hPa).
Parameters
----------
varname: str
the name of the variable to interpolate
levels: 1d array
levels at which to interpolate (default: some levels I thought of)
fill_value : np.NaN or 'extrapolate', optional
how to handle levels below the topography. Default is to mark them
as invalid, but you might want the have them extrapolated.
use_multiprocessing: bool
set to false if, for some reason, you don't want to use mp
Returns
-------
an interpolated DataArray
| def wrf_plevel(self, varname, levels=None, fill_value=np.NaN,
use_multiprocessing=True):
"""Interpolates to a specified pressure level (hPa).
Parameters
----------
varname: str
the name of the variable to interpolate
levels: 1d array
levels at which to interpolate (default: some levels I thought of)
fill_value : np.NaN or 'extrapolate', optional
how to handle levels below the topography. Default is to mark them
as invalid, but you might want the have them extrapolated.
use_multiprocessing: bool
set to false if, for some reason, you don't want to use mp
Returns
-------
an interpolated DataArray
"""
if levels is None:
levels = np.array([1000, 975, 950, 925, 900, 850, 800, 750, 700,
650, 600, 550, 500, 450, 400, 300, 200, 100])
zcoord = self._obj['PRESSURE']
out = self._obj[varname].salem.interpz(zcoord, levels, dim_name='p',
fill_value=fill_value,
use_multiprocessing=use_multiprocessing)
out['p'].attrs['description'] = 'pressure'
out['p'].attrs['units'] = 'hPa'
return out
| (self, varname, levels=None, fill_value=nan, use_multiprocessing=True) | [
0.04859476536512375,
0.008754590526223183,
-0.0033130801748484373,
0.05647783726453781,
0.05679316073656082,
0.02247551642358303,
-0.04663275554776192,
-0.002494116546586156,
-0.02981553226709366,
0.01827121153473854,
0.02839658036828041,
0.004940059036016464,
0.014811418019235134,
0.0016817221185192466,
-0.04127226397395134,
0.017211375758051872,
-0.03973068669438362,
0.02293098345398903,
-0.029973194003105164,
-0.00016108292038552463,
0.006661196239292622,
-0.00965238455682993,
0.08289489150047302,
0.00291454722173512,
0.0210215263068676,
-0.08541747182607651,
0.037348248064517975,
-0.03647235035896301,
-0.0350884310901165,
-0.03095419891178608,
-0.03424756973981857,
0.054480791091918945,
-0.04961080476641655,
0.04554664343595505,
0.021704725921154022,
0.017211375758051872,
-0.050802022218704224,
-0.0008206059574149549,
-0.059140563011169434,
-0.03083157353103161,
0.04221823439002037,
0.022195229306817055,
-0.02648712508380413,
-0.020618613809347153,
0.01700991950929165,
0.011360383592545986,
0.021932460367679596,
-0.029587799683213234,
0.09683916717767715,
0.016799703240394592,
0.02159961871802807,
0.017123784869909286,
0.015485858544707298,
-0.045756857842206955,
0.03260088339447975,
0.06768931448459625,
0.03125200420618057,
0.008741451427340508,
0.013620197772979736,
-0.09228450059890747,
-0.034878216683864594,
-0.0001859912445070222,
-0.02943013794720173,
0.018831783905625343,
-0.0025094447191804647,
0.03713802993297577,
-0.0058466121554374695,
-0.0064991554245352745,
0.004707945976406336,
-0.029622836038470268,
0.015520893968641758,
-0.005645155906677246,
-0.07343520224094391,
-0.02158210054039955,
0.010738496668636799,
0.10405655950307846,
-0.010011502541601658,
-0.01082608662545681,
0.022457998245954514,
0.026574714109301567,
-0.06457112729549408,
-0.0008468828746117651,
0.006902067922055721,
0.04439045861363411,
0.0066042630933225155,
0.019497467204928398,
-0.023351412266492844,
0.004611597396433353,
0.09508737176656723,
0.008128323592245579,
-0.0038320492021739483,
0.04260362684726715,
0.012428977526724339,
0.01993541419506073,
0.04428534954786301,
-0.062328826636075974,
0.011693224310874939,
0.02795863151550293,
0.004922540858387947,
0.014566166326403618,
0.02916736900806427,
-0.082264244556427,
-0.006105002015829086,
-0.0048743668012320995,
-0.015696072950959206,
-0.004372915718704462,
0.03629716858267784,
0.02375432476401329,
0.031619880348443985,
-0.01325232069939375,
0.04228830710053444,
-0.04025622457265854,
-0.027906076982617378,
-0.03405487537384033,
-0.0833853930234909,
0.060471925884485245,
-0.054550863802433014,
0.02592655085027218,
0.04246348515152931,
-0.014277120120823383,
-0.025996621698141098,
0.04071168974041939,
-0.016449345275759697,
-0.009608590044081211,
-0.014399746432900429,
-0.03552637994289398,
-0.016256647184491158,
-0.010414415039122105,
-0.010922434739768505,
-0.01034434325993061,
-0.012192485854029655,
0.05956099182367325,
-0.00020829924324061722,
-0.021792316809296608,
-0.027170324698090553,
-0.029377583414316177,
-0.044355422258377075,
-0.015696072950959206,
0.05598733574151993,
-0.0038101517129689455,
0.03766356781125069,
0.02489299140870571,
-0.04659771919250488,
-0.002275142353028059,
0.06772435456514359,
-0.01681722141802311,
0.07455635070800781,
0.0021689399145543575,
-0.017596770077943802,
0.025698816403746605,
-0.06495651602745056,
0.0020025193225592375,
-0.016510657966136932,
0.0015032581286504865,
0.03561396896839142,
-0.039905864745378494,
0.009608590044081211,
0.05483115091919899,
-0.02114415355026722,
-0.038119036704301834,
-0.017719395458698273,
-0.0200580395758152,
0.028711901977658272,
-0.04975094646215439,
-0.015722351148724556,
0.0320403091609478,
0.005487494636327028,
-0.025365976616740227,
0.05896538496017456,
0.039905864745378494,
-0.0076772370375692844,
-0.0570734478533268,
-0.005150274373590946,
-0.03298627957701683,
0.008605687879025936,
-0.03561396896839142,
-0.007462642155587673,
0.007839277386665344,
-0.0059517198242247105,
0.04064162075519562,
-0.027608271688222885,
-0.011483008973300457,
-0.043269310146570206,
0.00990639440715313,
0.0011988839833065867,
0.005150274373590946,
0.05045166611671448,
-0.029062261804938316,
-0.059000421315431595,
-0.001282094162888825,
-0.02515576034784317,
-0.022580623626708984,
0.024928027763962746,
-0.022370409220457077,
0.03584170341491699,
0.016002638265490532,
0.06754917651414871,
-0.038048963993787766,
0.019777754321694374,
0.06019163876771927,
-0.01638803258538246,
-0.022370409220457077,
-0.037488389760255814,
0.017115026712417603,
-0.01464499719440937,
0.024735329672694206,
0.008956046774983406,
-0.036262135952711105,
-0.021249260753393173,
-0.023964541032910347,
0.010011502541601658,
-0.042708735913038254,
0.009100569412112236,
0.015871252864599228,
-0.00726118590682745,
0.05567201226949692,
-0.054796114563941956,
-0.01168446522206068,
0.09550780802965164,
0.05763402208685875,
-0.07336512953042984,
0.014680033549666405,
0.008150220848619938,
-0.0028313370421528816,
-0.028554240241646767,
0.008798385038971901,
0.0022729525808244944,
0.053534820675849915,
-0.004311603028327227,
0.0017090939218178391,
-0.005010130815207958,
0.022825874388217926,
-0.022773321717977524,
-0.039135076105594635,
0.014189531095325947,
-0.0712980106472969,
0.014934043399989605,
0.022195229306817055,
0.026767410337924957,
0.05553186684846878,
-0.0066042630933225155,
0.021441956982016563,
-0.025050653144717216,
-0.0004946080734953284,
-0.014452300034463406,
-0.025243351235985756,
0.005921063479036093,
0.026767410337924957,
0.05942085012793541,
0.020531024783849716,
0.008386713452637196,
0.025243351235985756,
-0.0005159580614417791,
0.05038159340620041,
0.050031233578920364,
0.04277880862355232,
0.059140563011169434,
-0.008829041384160519,
-0.009354579262435436,
-0.02216019295156002,
-0.043584633618593216,
-0.04799915477633476,
-0.026206837967038155,
0.0021886476315557957,
0.023474039509892464,
-0.028361544013023376,
0.03428260609507561,
-0.06159307435154915,
0.009573553688824177,
0.010834845714271069,
-0.05987631529569626,
0.04106204956769943,
0.021161669865250587,
0.017526697367429733,
-0.016063950955867767,
0.017877057194709778,
0.0702819749712944,
-0.033161457628011703,
0.03535120189189911,
0.03598184883594513,
-0.014960319735109806,
0.04477585107088089,
0.017027437686920166,
0.04018615186214447,
-0.022072603926062584,
-0.001196694211103022,
-0.007869934663176537,
-0.010939952917397022,
0.006490396335721016,
-0.00973997451364994,
-0.006827617064118385,
0.019392358139157295,
-0.04165766015648842,
0.003188265021890402,
0.054796114563941956,
-0.03414246439933777,
0.0004762689641211182,
-0.041937947273254395,
0.03561396896839142,
-0.03615702688694,
0.05241367593407631,
-0.05539172515273094,
0.05325453728437424,
-0.007848036475479603,
-0.007094765547662973,
-0.005093340761959553,
0.018060995265841484,
-0.02750316448509693,
-0.011772055178880692,
0.01827121153473854,
-0.003146659815683961,
0.029692906886339188,
-0.04277880862355232,
0.00811956450343132,
0.021932460367679596,
-0.06194343417882919,
0.028449133038520813,
0.015179294161498547,
-0.01578366383910179,
0.01420704834163189,
-0.005176551174372435,
-0.04558167979121208,
0.06061207130551338,
-0.025173278525471687,
0.011763296090066433,
0.06492148339748383,
0.0016915759770199656,
0.009661143645644188,
0.05069691687822342,
-0.05521654337644577,
-0.029587799683213234,
0.018621569499373436,
0.0280812568962574,
-0.03526361286640167,
0.0006536380969919264,
0.0014868350699543953,
0.022195229306817055,
-0.01365523412823677,
0.01809603162109852,
-0.0013882967177778482,
-0.031164413318037987,
-0.011772055178880692,
-0.07224398106336594,
0.022440480068325996,
0.0043291207402944565,
0.007834898307919502,
0.06891557574272156,
0.00917064119130373,
0.050206415355205536,
0.056512873619794846,
-0.01460996177047491,
0.007169216871261597,
-0.018709158524870872,
0.023649217560887337,
-0.004690428264439106,
0.0018218656769022346,
0.05223849415779114,
0.022265300154685974,
-0.008829041384160519,
0.03769860416650772,
-0.00617507379502058,
-0.019339805468916893,
0.003153229132294655,
0.01909455470740795,
-0.023596664890646935,
-0.04642253741621971,
0.021494511514902115,
0.02960531786084175,
-0.04891008511185646,
0.010720978491008282,
0.005772160831838846,
-0.07280455529689789,
-0.024945545941591263,
-0.011693224310874939,
-0.06425580382347107,
0.008645103313028812,
0.024297382682561874,
-0.012358905747532845,
0.04176276549696922,
-0.0702819749712944,
0.025365976616740227,
-0.0319877564907074,
-0.02732798457145691,
0.016107745468616486,
0.007953144609928131,
0.025803925469517708,
0.03501836210489273,
-0.05574208125472069,
0.008351677097380161,
-0.010239235125482082,
-0.014347191900014877,
0.032898690551519394,
0.04999619722366333,
-0.021441956982016563,
0.001326983910985291,
0.01597636006772518,
0.020233219489455223,
-0.032005276530981064,
0.011894680559635162,
0.0029802394565194845,
0.0027415575459599495,
-0.09067285060882568,
-0.016282925382256508,
-0.03135710954666138,
-0.005413043312728405,
-0.09999239444732666,
0.06993161141872406,
-0.01490776613354683,
0.0030043264850974083,
-0.008141462691128254,
0.023036090657114983,
0.04081679880619049,
-0.06485141068696976,
-0.057739127427339554,
-0.0040466440841555595,
-0.014364710077643394,
0.004510869272053242,
-0.06485141068696976,
-0.012945757247507572,
-0.007453883066773415,
-0.028711901977658272,
-0.05349978804588318,
-0.0010105661349371076,
0.031742505729198456,
-0.006503534968942404,
-0.06786449998617172,
-0.04453060030937195,
0.014163253828883171,
0.021284297108650208,
0.09347572177648544,
-0.023036090657114983,
-0.04782397300004959,
-0.003602126380428672,
0.009345820173621178,
0.059701137244701385,
0.010431933216750622,
0.023579146713018417,
0.053149428218603134,
0.0052641406655311584,
-0.04838454723358154,
0.04757872223854065,
0.009923912584781647,
0.026276908814907074,
-0.0023145577870309353,
-0.01640555076301098,
-0.0004853016580455005,
-0.028817011043429375,
-0.044425494968891144,
-0.11337610334157944,
-0.014312156476080418,
-0.02865934930741787,
0.030095819383859634,
0.04400506243109703,
0.004992612637579441,
0.0045196283608675,
-0.00308753689751029,
-0.04488096013665199,
0.014504853636026382,
0.006906447466462851,
-0.046072181314229965,
0.0022127346601337194,
0.031041787937283516,
0.055146474391222,
0.008723934181034565,
-0.008960425853729248,
0.013506331481039524,
-0.010396896861493587,
-0.04351456090807915,
0.02177479863166809,
-0.013882966712117195,
-0.012332629412412643,
0.04495103284716606,
-0.07392570376396179,
-0.026066694408655167,
0.01130782999098301,
0.022247781977057457,
-0.038434360176324844,
0.06425580382347107,
0.024805402383208275,
-0.019777754321694374,
-0.0622587576508522,
-0.019392358139157295,
0.053149428218603134,
0.027730897068977356,
0.026855001226067543,
-0.04680793359875679,
0.019952932372689247,
0.03496580570936203,
0.03917011246085167,
-0.04617728665471077,
0.018533980473876,
-0.02604917623102665,
0.03682271018624306,
0.06432587653398514,
-0.08941156417131424,
0.018376318737864494,
0.015074186958372593,
-0.049330517649650574,
0.044355422258377075,
-0.04361966997385025,
0.009275748394429684,
0.0371730662882328,
0.0320928655564785,
0.010974989272654057,
0.01986534334719181,
-0.046212323009967804,
0.03846939653158188,
0.04523131996393204,
0.03846939653158188,
0.036016881465911865,
0.008864077739417553,
-0.018183620646595955,
-0.026855001226067543,
-0.01827121153473854,
-0.020233219489455223,
0.06026171147823334,
-0.022072603926062584,
0.0031444700434803963,
-0.031619880348443985,
-0.05427057668566704,
-0.011894680559635162,
0.013445018790662289,
0.029272476211190224,
0.03554389998316765,
-0.013988074846565723,
0.01909455470740795,
-0.028641831129789352,
0.00773854972794652,
-0.02126677893102169,
0.09887124598026276,
0.016151539981365204,
-0.024857955053448677,
-0.0137866185978055,
-0.028606794774532318,
0.018639087677001953,
-0.02892211824655533,
-0.08016209304332733,
-0.0421481616795063,
-0.08737947791814804,
-0.004252479877322912,
-0.0005189689691178501,
0.015021633356809616,
0.050346557050943375,
-0.09375601261854172,
0.05234360322356224,
-0.048489656299352646,
-0.026382016018033028,
-0.032390668988227844,
0.05171295627951622,
-0.011579358018934727,
0.06684845685958862,
-0.03564900532364845,
-0.010720978491008282,
0.020741241052746773,
0.06096242740750313,
-0.016282925382256508,
-0.0690557137131691,
-0.013129695318639278,
-0.07567749917507172,
0.0014726017834618688,
0.0087852468714118,
0.020338326692581177,
0.06607766449451447,
-0.004175838548690081,
-0.10791050642728806,
-0.0571785531938076,
-0.0490502305328846,
0.006275801919400692,
0.005658294539898634,
0.008255328983068466,
0.0056013609282672405,
0.024279864504933357,
0.012858167290687561,
-0.002759075490757823,
0.009153123013675213,
-0.018639087677001953,
0.11064330488443375,
-0.04596707224845886,
0.03776867687702179,
0.03160236403346062,
-0.007944385521113873,
-0.0026211217045783997,
-0.010151646099984646,
-0.04670282453298569,
-0.019900379702448845,
0.051747992634773254,
0.05360489338636398,
0.04561671242117882,
0.05434064939618111,
0.029377583414316177,
0.010020261630415916,
-0.028256436809897423,
0.02788855880498886,
-0.0023057986982166767,
-0.011202721856534481,
0.028869563713669777,
-0.01263919286429882,
0.015652278438210487,
0.05062684416770935,
0.0017496042419224977,
-0.03857450187206268,
-0.0021426628809422255,
-0.06839003413915634,
-0.011246517300605774,
-0.015696072950959206,
-0.05917559936642647,
0.0679345652461052,
0.01333991065621376,
-0.004922540858387947,
-0.002879511332139373,
0.059140563011169434,
-0.04176276549696922,
-0.012972033582627773,
0.004348828457295895,
0.02312367968261242,
0.030043266713619232,
-0.014504853636026382,
-0.060331784188747406,
0.03337167575955391,
-0.012525326572358608,
-0.06415069103240967,
-0.009100569412112236,
-0.008763348683714867,
-0.009678661823272705,
0.050591807812452316,
-0.004716705065220594,
0.07063233107328415,
-0.040151115506887436,
0.001164942979812622,
-0.0481392964720726,
-0.04698311164975166,
0.05185310170054436,
-0.04200801998376846,
-0.031427182257175446,
-0.048174332827329636,
0.041622623801231384,
0.01295451633632183,
-0.09845081716775894,
0.02361418306827545,
-0.0051590329967439175,
-0.02336893044412136,
-0.028256436809897423,
0.007742929272353649,
0.0022707628086209297,
0.04127226397395134,
0.01911207102239132,
0.028238918632268906,
0.004370725713670254,
-0.02133684977889061,
-0.02960531786084175,
-0.03366947919130325,
-0.046107217669487,
-0.03319649398326874,
0.00819401629269123,
-0.0019050758564844728,
0.05335964262485504,
0.02643457055091858,
-0.00807139091193676,
-0.009337062016129494,
0.015284402295947075,
-0.05952595919370651,
0.016423068940639496,
-0.04368973895907402,
0.03505339473485947,
0.05101224035024643,
-0.011439214460551739,
0.013856690376996994,
-0.006446601822972298,
0.01665080152451992,
0.011439214460551739,
0.019637610763311386,
-0.05430561304092407,
0.027590753510594368,
-0.026154283434152603,
0.007532713934779167,
0.04172773286700249,
-0.022755803540349007,
-0.014320915564894676,
0.026767410337924957,
0.029202405363321304,
0.04852469265460968,
-0.01181584969162941,
0.010720978491008282,
0.06604263186454773,
0.1051076352596283,
0.10517770797014236,
0.005596981383860111,
-0.0100027434527874,
-0.013261079788208008,
0.06285436451435089,
0.021441956982016563,
-0.03549134358763695,
-0.055111438035964966,
-0.011158927343785763,
0.014934043399989605,
-0.07581764459609985,
-0.012210004031658173,
0.0003561068733688444,
0.019830306991934776,
-0.03535120189189911,
-0.041937947273254395,
0.012814372777938843,
0.0069414833560585976,
0.0003462530148681253,
0.014504853636026382,
0.0022839014418423176,
0.01807851344347,
-0.004248100332915783,
0.00811956450343132,
-0.007685995660722256,
-0.055952299386262894,
0.022072603926062584,
0.0501713789999485,
-0.06443098187446594,
0.002599224215373397,
0.024052130058407784,
0.006599883548915386,
0.008268467150628567,
0.016519416123628616,
0.023333895951509476,
0.011316589079797268,
0.06681341677904129,
-0.04169269651174545,
-0.0714031234383583,
-0.022493034601211548,
-0.0011988839833065867,
-0.014951561577618122,
-0.013734064064919949,
-0.03689277917146683,
0.02203756757080555,
-0.043409451842308044,
0.0022707628086209297,
-0.012367664836347103,
-0.035438790917396545,
0.01700991950929165,
-0.006713750306516886,
-0.013462536036968231,
0.08387589454650879,
-0.02892211824655533,
-0.011158927343785763,
-0.03312642499804497,
-0.01935732364654541,
-0.005207207519561052,
-0.061417896300554276,
0.0522034578025341,
0.022563105449080467,
0.004725464154034853,
0.011421696282923222,
-0.05794934183359146,
0.01216620858758688,
0.05055677145719528,
0.016799703240394592,
-0.027993667870759964,
-0.012078619562089443,
-0.0048743668012320995,
-0.04940059036016464,
-0.007861175574362278,
0.012928239069879055,
-0.0036897158715873957,
0.03769860416650772,
-0.04810426011681557,
0.039450399577617645,
-0.009923912584781647,
0.08765976876020432,
0.0004631305346265435,
0.016580728814005852,
0.004462695214897394,
-0.0011184109607711434
] |
22,530 | salem.sio | wrf_zlevel | Interpolates to a specified height above sea level.
Parameters
----------
varname: str
the name of the variable to interpolate
levels: 1d array
levels at which to interpolate (default: some levels I thought of)
fill_value : np.NaN or 'extrapolate', optional
how to handle levels below the topography. Default is to mark them
as invalid, but you might want the have them extrapolated.
use_multiprocessing: bool
set to false if, for some reason, you don't want to use mp
Returns
-------
an interpolated DataArray
| def wrf_zlevel(self, varname, levels=None, fill_value=np.NaN,
use_multiprocessing=True):
"""Interpolates to a specified height above sea level.
Parameters
----------
varname: str
the name of the variable to interpolate
levels: 1d array
levels at which to interpolate (default: some levels I thought of)
fill_value : np.NaN or 'extrapolate', optional
how to handle levels below the topography. Default is to mark them
as invalid, but you might want the have them extrapolated.
use_multiprocessing: bool
set to false if, for some reason, you don't want to use mp
Returns
-------
an interpolated DataArray
"""
if levels is None:
levels = np.array([10, 20, 30, 50, 75, 100, 200, 300, 500, 750,
1000, 2000, 3000, 5000, 7500, 10000])
zcoord = self._obj['Z']
out = self._obj[varname].salem.interpz(zcoord, levels, dim_name='z',
fill_value=fill_value,
use_multiprocessing=use_multiprocessing)
out['z'].attrs['description'] = 'height above sea level'
out['z'].attrs['units'] = 'm'
return out
| (self, varname, levels=None, fill_value=nan, use_multiprocessing=True) | [
0.03952579200267792,
0.010239345021545887,
0.000060251899412833154,
0.04287780076265335,
0.038164038211107254,
0.02491312101483345,
-0.08324159681797028,
0.017205242067575455,
-0.0500357411801815,
0.010658346116542816,
0.012028830125927925,
0.021508734673261642,
-0.014525379054248333,
-0.03757045418024063,
-0.020862774923443794,
0.04067804664373398,
-0.025820957496762276,
0.020950065925717354,
-0.0009727596188895404,
-0.005625965539366007,
-0.011016243137419224,
-0.045112475752830505,
0.06606253981590271,
-0.004139820579439402,
0.03470727801322937,
-0.07632807642221451,
0.026554210111498833,
-0.02985384501516819,
0.0016290858620777726,
-0.03154730796813965,
-0.05436542257666588,
0.0030661295168101788,
-0.05583192780613899,
0.04839465394616127,
0.05705401301383972,
-0.03676736727356911,
-0.01929152011871338,
-0.006171540357172489,
-0.05914901942014694,
-0.03833862021565437,
0.04717256501317024,
0.026554210111498833,
0.01824401691555977,
0.007258324883878231,
0.015878405421972275,
0.004857796709984541,
0.009968739934265614,
-0.05761268362402916,
0.071439728140831,
0.004753046203404665,
0.01168839167803526,
0.0005974042578600347,
0.03984004259109497,
-0.03081405535340309,
0.06218678131699562,
0.043890390545129776,
0.028195297345519066,
0.014682505279779434,
0.029923677444458008,
-0.06683070957660675,
-0.03318839520215988,
-0.03524848818778992,
-0.044728390872478485,
0.017266346141695976,
-0.028946008533239365,
0.07604873925447464,
-0.027444586157798767,
-0.00544701749458909,
0.026554210111498833,
-0.02253877930343151,
0.017912305891513824,
0.02044377289712429,
-0.018331307917833328,
-0.0037142722867429256,
-0.004927630070596933,
0.0990239828824997,
-0.05457492172718048,
-0.026851002126932144,
0.011199556291103363,
0.0024354453198611736,
-0.046928148716688156,
-0.022207070142030716,
0.026781167834997177,
0.05314333364367485,
0.020565981045365334,
0.007389262784272432,
-0.010379011742770672,
0.0009334782371297479,
0.08317176252603531,
0.015948237851262093,
-0.019623229280114174,
0.04979132488369942,
-0.008790298365056515,
-0.004248935263603926,
0.0412716306746006,
-0.0427730530500412,
0.030290303751826286,
0.023446615785360336,
0.042912717908620834,
0.016096634790301323,
0.04458872601389885,
-0.07681690901517868,
0.013329479843378067,
-0.006385405547916889,
-0.0549590066075325,
-0.0067694904282689095,
0.04221438243985176,
0.011016243137419224,
0.0007539841462858021,
-0.00829709880053997,
0.04916282370686531,
-0.05572717636823654,
-0.035423070192337036,
-0.03774503618478775,
-0.07758507877588272,
0.036557864397764206,
-0.01882014237344265,
0.029225341975688934,
0.03970037400722504,
-0.0181741826236248,
-0.0038212048821151257,
0.005948945879936218,
-0.011086076498031616,
-0.0080177653580904,
-0.004133273381739855,
0.00023268758377525955,
-0.023813242092728615,
-0.004779234062880278,
-0.009610842913389206,
-0.00881212204694748,
0.01657674089074135,
0.0016836433205753565,
-0.020478690043091774,
-0.037116535007953644,
0.0018516803393140435,
-0.006765125785022974,
-0.0168909914791584,
-0.022503862157464027,
0.02273082174360752,
-0.0024463566951453686,
0.031145764514803886,
0.014970568008720875,
-0.030255388468503952,
-0.05139749497175217,
0.023341866210103035,
-0.014333337545394897,
0.06690054386854172,
-0.02603045664727688,
0.010186970233917236,
-0.00005152270387043245,
-0.030499804764986038,
0.0035920634400099516,
-0.049477074295282364,
0.025401955470442772,
-0.02728746086359024,
-0.04794073477387428,
0.003819022560492158,
0.07374423742294312,
0.0033978389110416174,
0.003177426755428314,
-0.02823021449148655,
0.03013317845761776,
0.020845316350460052,
-0.06253594905138016,
-0.017440930008888245,
0.0016116275219246745,
-0.019710520282387733,
-0.0015134240966290236,
0.027968337759375572,
0.029347551986575127,
-0.06134877726435661,
-0.03533577919006348,
-0.0464043952524662,
0.000737616908736527,
0.0018789591267704964,
-0.05426067113876343,
-0.033328063786029816,
0.016602927818894386,
-0.006642916705459356,
0.026920834556221962,
-0.04612506181001663,
-0.009174383245408535,
-0.03736095130443573,
0.011417786590754986,
-0.009436259046196938,
-0.017851201817393303,
0.04755664989352226,
-0.03386927396059036,
-0.01781628653407097,
-0.023027613759040833,
-0.02416240982711315,
-0.03289160504937172,
0.03278685361146927,
-0.05914901942014694,
0.030307762324810028,
0.010719450190663338,
0.06072027608752251,
-0.018767768517136574,
0.024982953444123268,
0.02603045664727688,
-0.05373692139983177,
-0.017222700640559196,
-0.01986764557659626,
-0.030010970309376717,
0.024808369576931,
0.04835973680019379,
0.010675804689526558,
-0.05827610194683075,
-0.04315713793039322,
-0.008825215511023998,
-0.009846530854701996,
-0.014158753678202629,
-0.005390277598053217,
0.012692248448729515,
0.015302278101444244,
0.017283804714679718,
-0.04553147777915001,
0.005220058374106884,
0.13547709584236145,
0.06092977523803711,
-0.055657342076301575,
-0.030761681497097015,
-0.003480766201391816,
0.0008030858589336276,
-0.03393910825252533,
0.006786948535591364,
0.035423070192337036,
0.032105978578329086,
0.003393474267795682,
-0.011400328017771244,
-0.018959810957312584,
0.014682505279779434,
-0.019274061545729637,
-0.057577766478061676,
-0.0005076571833342314,
-0.037326034158468246,
0.024843286722898483,
0.004128908738493919,
0.026641501113772392,
0.03177426755428314,
-0.015424486249685287,
0.022800656035542488,
-0.012875561602413654,
0.03554527834057808,
-0.016140280291438103,
-0.022364195436239243,
-0.03479456901550293,
0.035597655922174454,
0.02557653933763504,
0.007031366229057312,
0.006974626332521439,
0.03676736727356911,
0.028177838772535324,
0.044274475425481796,
0.048813655972480774,
0.039106789976358414,
0.06445637345314026,
-0.02508770488202572,
0.0010202245321124792,
-0.04190013185143471,
-0.05579701066017151,
-0.06850671768188477,
-0.016995741054415703,
-0.0036357094068080187,
-0.009488633833825588,
-0.0038386632222682238,
0.039106789976358414,
-0.06815754622220993,
-0.013818314298987389,
0.03273447975516319,
-0.04238896816968918,
0.034742195159196854,
0.01378339808434248,
0.024005284532904625,
-0.011443973518908024,
0.020583439618349075,
0.0724872276186943,
-0.07709624618291855,
-0.005416464991867542,
0.051956165581941605,
-0.009863989427685738,
0.054155923426151276,
-0.028108006343245506,
0.04766140133142471,
0.004744316916912794,
-0.023987825959920883,
0.0025969352573156357,
-0.0316520594060421,
-0.021997569128870964,
-0.018593184649944305,
0.008454225026071072,
-0.0015428850892931223,
-0.043122220784425735,
-0.022468946874141693,
0.055936675518751144,
-0.089386947453022,
-0.0012231783475726843,
0.001483962987549603,
0.032647185027599335,
-0.01216849684715271,
0.02281811460852623,
-0.07465206831693649,
0.08463826775550842,
-0.005019286647439003,
0.015031673014163971,
-0.01834876649081707,
-0.006341759581118822,
-0.009488633833825588,
-0.001874594483524561,
0.03648803383111954,
0.0009727596188895404,
0.03289160504937172,
-0.027147794142365456,
-0.02548924833536148,
-0.011304306797683239,
-0.025524163618683815,
0.006900428328663111,
0.015572882257401943,
-0.0197803545743227,
0.04437922313809395,
-0.005285527091473341,
-0.07723591476678848,
0.04333171993494034,
-0.05104832723736763,
0.03458506613969803,
0.06285019963979721,
-0.007751524448394775,
0.017894849181175232,
0.043785639107227325,
-0.05216566473245621,
-0.03310110419988632,
-0.030080804601311684,
0.03034267947077751,
-0.01777263917028904,
0.032943978905677795,
0.010832929983735085,
0.019745437428355217,
0.009602113626897335,
0.014298420399427414,
0.0035287768114358187,
-0.048150237649679184,
-0.0005362998927012086,
-0.06546895951032639,
0.03453269228339195,
-0.008170525543391705,
-0.005093485116958618,
0.07213806360960007,
-0.0019149669678881764,
0.0050149220041930676,
0.11306052654981613,
-0.012020100839436054,
0.006690927315503359,
-0.0021430172491818666,
0.005442652851343155,
0.012831916101276875,
0.022381654009222984,
0.06679579615592957,
0.007057553622871637,
0.032280560582876205,
-0.013582626357674599,
-0.060510776937007904,
-0.04039871320128441,
-0.024738537147641182,
0.011714578606188297,
-0.047870900481939316,
-0.059672772884368896,
0.024197326973080635,
0.023621199652552605,
-0.013538980856537819,
-0.032193269580602646,
-0.004844702780246735,
-0.0615931935608387,
0.006992084439843893,
-0.018401142209768295,
-0.05083882808685303,
-0.010221886448562145,
0.028736507520079613,
-0.025209913030266762,
0.039595626294612885,
-0.04563622921705246,
0.016367239877581596,
-0.000021158066374482587,
-0.0408526286482811,
-0.008318922482430935,
0.045321978628635406,
0.03081405535340309,
0.016157738864421844,
-0.041585881263017654,
-0.013687376864254475,
-0.008288370445370674,
0.019640687853097916,
0.017283804714679718,
0.06641171127557755,
-0.014682505279779434,
-0.012866832315921783,
0.033415354788303375,
0.02358628250658512,
-0.00355278211645782,
0.029591968283057213,
0.03441048413515091,
-0.007341252639889717,
-0.07339506596326828,
0.03444540128111839,
-0.026658959686756134,
-0.01236053928732872,
-0.12625907361507416,
0.05209583044052124,
0.0029068216681480408,
0.01089403498917818,
-0.01957085356116295,
-0.006865511182695627,
-0.028369881212711334,
-0.06875113397836685,
-0.03516119346022606,
-0.010108406655490398,
0.008633173070847988,
0.040643129497766495,
-0.045112475752830505,
-0.02405766025185585,
-0.04266830161213875,
-0.022748280316591263,
-0.06882096827030182,
-0.008519693277776241,
0.03320585563778877,
0.024494118988513947,
-0.06354853510856628,
-0.06620220839977264,
-0.011042430996894836,
-0.005870383232831955,
0.033816900104284286,
0.011522536166012287,
-0.06875113397836685,
0.011496349237859249,
0.011190827004611492,
0.056320760399103165,
0.004275123123079538,
0.015424486249685287,
0.01277954038232565,
0.014132565818727016,
-0.02700812742114067,
0.040433626621961594,
0.016070445999503136,
-0.0052375164814293385,
0.018680475652217865,
-0.055657342076301575,
0.010335366241633892,
0.012587497942149639,
-0.023341866210103035,
-0.048429571092128754,
-0.022294363006949425,
-0.010466303676366806,
0.017694076523184776,
-0.02292286418378353,
0.0213865265250206,
0.0009863990126177669,
-0.02891109138727188,
-0.053178250789642334,
0.019274061545729637,
0.0006590541452169418,
-0.020740564912557602,
-0.0016705496236681938,
-0.008772840723395348,
0.06204711273312569,
0.02206740342080593,
-0.024319535121321678,
0.03659278154373169,
-0.008654995821416378,
-0.05914901942014694,
0.036278530955314636,
-0.05401625484228134,
-0.028108006343245506,
0.010413928888738155,
-0.07898174971342087,
-0.010440116748213768,
0.03715145215392113,
0.011112264357507229,
-0.019064560532569885,
0.017013199627399445,
0.003437120234593749,
0.004270758479833603,
-0.05265450105071068,
0.025628915056586266,
0.015092777088284492,
0.007188491523265839,
0.03963054344058037,
-0.02119448408484459,
0.016803698614239693,
-0.01254385244101286,
0.07423307001590729,
-0.020600898191332817,
0.008183619938790798,
-0.004988734610378742,
-0.005621601361781359,
0.07430290430784225,
-0.060301274061203,
0.02585587278008461,
0.03453269228339195,
-0.032559894025325775,
0.028876174241304398,
-0.06368820369243622,
-0.0012144491774961352,
0.018558267503976822,
0.004774869419634342,
0.022399112582206726,
-0.012866832315921783,
-0.039106789976358414,
0.029155509546399117,
0.008641902357339859,
0.0534575879573822,
0.030464887619018555,
0.024389369413256645,
0.004238023888319731,
-0.018593184649944305,
-0.009122008457779884,
-0.0049581825733184814,
0.05104832723736763,
-0.03938612341880798,
0.017798827961087227,
-0.008100692182779312,
-0.006154081784188747,
-0.012639873661100864,
-0.005080391187220812,
0.025524163618683815,
0.027706462889909744,
0.009200571104884148,
0.020740564912557602,
0.012107392773032188,
0.029714178293943405,
-0.007293242029845715,
0.10321399569511414,
-0.03482948616147041,
-0.04514739289879799,
-0.03823387250304222,
-0.012456560507416725,
0.0551685094833374,
-0.045217227190732956,
-0.049197740852832794,
-0.030395055189728737,
-0.09336746484041214,
-0.02718271128833294,
0.011531265452504158,
0.002655857475474477,
0.04514739289879799,
-0.0724872276186943,
0.0357198640704155,
-0.0476963184773922,
-0.025506705045700073,
-0.015572882257401943,
0.03753553703427315,
-0.01544194482266903,
0.055762093514204025,
0.002647128188982606,
0.02129923366010189,
0.006306842900812626,
0.055657342076301575,
-0.025611456483602524,
-0.12206905335187912,
-0.020391397178173065,
-0.07995942234992981,
0.029050758108496666,
0.04375072196125984,
0.0598822720348835,
0.06683070957660675,
0.0033083646558225155,
-0.10894034802913666,
-0.02651929296553135,
-0.0025009142700582743,
-0.006158446427434683,
0.033904191106557846,
0.023917991667985916,
-0.03156476840376854,
0.03414860740303993,
0.041306547820568085,
0.014176211319863796,
-0.012936665676534176,
0.0359293632209301,
0.09497363120317459,
-0.030377596616744995,
0.05684451386332512,
0.019902562722563744,
0.011644745245575905,
-0.03458506613969803,
0.0016858256421983242,
-0.039979711174964905,
0.0002459177630953491,
0.053387753665447235,
0.02510516345500946,
0.08666343986988068,
0.043122220784425735,
0.07919125258922577,
0.05247991532087326,
-0.013896876946091652,
0.004770504776388407,
0.026082832366228104,
-0.035423070192337036,
0.00556049682199955,
-0.00381684023886919,
-0.0011380687355995178,
0.01783374324440956,
-0.009008528664708138,
-0.02994113601744175,
-0.016410885378718376,
-0.06487537175416946,
-0.022765738889575005,
0.006154081784188747,
-0.024755995720624924,
0.06557370722293854,
-0.019064560532569885,
-0.06302478164434433,
-0.027077961713075638,
0.05911410227417946,
-0.03235039487481117,
-0.031721893697977066,
0.005228787194937468,
0.021648401394486427,
0.02054852433502674,
0.018331307917833328,
-0.06106944382190704,
0.011609828099608421,
-0.017327450215816498,
-0.012421643361449242,
-0.016620386391878128,
0.011443973518908024,
-0.011461432091891766,
0.06110436096787453,
-0.014045273885130882,
0.0724872276186943,
0.010623429901897907,
0.007616221904754639,
-0.01890743523836136,
-0.03524848818778992,
0.06620220839977264,
-0.03163459897041321,
-0.0481153205037117,
-0.035999197512865067,
0.04354122281074524,
0.03374706581234932,
-0.055762093514204025,
0.036278530955314636,
-0.04266830161213875,
0.01958831213414669,
-0.031215598806738853,
0.027915963903069496,
0.060999609529972076,
-0.00701390765607357,
0.025419414043426514,
0.03889729082584381,
0.04176046699285507,
-0.03648803383111954,
-0.02140398509800434,
-0.025174995884299278,
-0.02386561781167984,
-0.020688191056251526,
0.03051726333796978,
0.0020033500622957945,
0.026554210111498833,
0.01672513596713543,
0.006773854605853558,
0.023079989477992058,
0.003954324871301651,
-0.04839465394616127,
0.009200571104884148,
-0.09776697307825089,
0.033904191106557846,
0.06930980086326599,
-0.01363500114530325,
0.016192656010389328,
-0.004368961788713932,
0.03479456901550293,
-0.00827527604997158,
0.015529236756265163,
-0.07000813633203506,
0.015965696424245834,
-0.04602031409740448,
-0.01135668158531189,
0.007690420374274254,
-0.02519245445728302,
0.03002842888236046,
0.0337819829583168,
0.020513607189059258,
0.027898505330085754,
0.0073674400337040424,
0.0034764015581458807,
0.0637231171131134,
0.10461066663265228,
0.09846530854701996,
-0.027165252715349197,
0.005028015933930874,
0.009226758033037186,
0.08051808923482895,
0.02936501055955887,
-0.06731954962015152,
-0.06354853510856628,
-0.0004582827095873654,
0.03753553703427315,
-0.0705668106675148,
-0.02936501055955887,
0.02177061140537262,
0.021613486111164093,
-0.016052989289164543,
-0.009837801568210125,
0.03875762224197388,
-0.013224729336798191,
0.0206358153373003,
0.03196630999445915,
-0.010003657080233097,
0.014953110367059708,
0.008454225026071072,
0.0222419872879982,
-0.014577754773199558,
-0.026205040514469147,
0.009584655053913593,
0.04409988969564438,
-0.023621199652552605,
-0.03482948616147041,
0.00781699363142252,
0.025593997910618782,
0.03496915102005005,
0.015319735743105412,
0.03729111701250076,
0.0030508534982800484,
0.05621601268649101,
-0.037605367600917816,
-0.08135609328746796,
-0.008698642253875732,
0.0031992497388273478,
-0.02281811460852623,
-0.005080391187220812,
-0.05021032691001892,
0.0335724800825119,
-0.022573696449398994,
0.016908450052142143,
0.019256602972745895,
0.002716961782425642,
-0.003969601355493069,
0.011190827004611492,
-0.04657898098230362,
0.07444257289171219,
-0.0408526286482811,
-0.03327568992972374,
0.004600285552442074,
-0.055657342076301575,
-0.004139820579439402,
-0.0494072400033474,
0.038652870804071426,
0.025803498923778534,
0.006175905000418425,
0.02339424006640911,
-0.025436872616410255,
0.020496148616075516,
0.03781487047672272,
0.02339424006640911,
0.0035396884195506573,
-0.004035070072859526,
0.012482748366892338,
-0.028177838772535324,
-0.005630330182611942,
0.001579984207637608,
0.018889976665377617,
0.04874382168054581,
0.010090949013829231,
0.01112972293049097,
-0.02728746086359024,
0.03830370306968689,
0.03088388964533806,
0.022468946874141693,
-0.014673775993287563,
0.0011664385674521327
] |
22,531 | salem.datasets | EsriITMIX | Open ITMIX geolocalised Esri ASCII images (needs rasterio). | class EsriITMIX(GeoDataset):
"""Open ITMIX geolocalised Esri ASCII images (needs rasterio)."""
def __init__(self, file):
"""Open the file.
Parameters
----------
file: path to the file
"""
bname = os.path.basename(file).split('.')[0]
pok = bname.find('UTM')
if pok == -1:
raise ValueError(file + ' does not seem to be an ITMIX file.')
zone = int(bname[pok+3:])
south = False
if zone < 0:
south = True
zone = -zone
proj = pyproj.Proj(proj='utm', zone=zone, ellps='WGS84',
south=south)
# brutally efficient
with rasterio.Env():
with rasterio.open(file) as src:
nxny = (src.width, src.height)
ul_corner = (src.bounds.left, src.bounds.top)
dxdy = (src.res[0], -src.res[1])
grid = Grid(x0y0=ul_corner, nxny=nxny, dxdy=dxdy,
pixel_ref='corner', proj=proj)
# done
self.file = file
GeoDataset.__init__(self, grid)
def get_vardata(self, var_id=1):
"""Read the geotiff band.
Parameters
----------
var_id: the variable name (here the band number)
"""
wx = (self.sub_x[0], self.sub_x[1]+1)
wy = (self.sub_y[0], self.sub_y[1]+1)
with rasterio.Env():
with rasterio.open(self.file) as src:
band = src.read(var_id, window=(wy, wx))
return band
| (file) | [
0.017806319519877434,
-0.09252320975065231,
-0.0035786761436611414,
0.09354961663484573,
-0.006818271707743406,
-0.031726956367492676,
-0.05652566999197006,
0.015240303240716457,
0.01183116715401411,
-0.05007397383451462,
0.025311917066574097,
0.045381829142570496,
-0.04725135490298271,
0.06279408186674118,
-0.05337313562631607,
0.004829609300941229,
-0.08812432736158371,
0.05920166149735451,
-0.015570219606161118,
-0.024798713624477386,
-0.05839519575238228,
-0.010126600041985512,
0.03214851766824722,
0.020033255219459534,
0.027841275557875633,
0.05700221657752991,
0.019978269934654236,
-0.0378304086625576,
0.03498946502804756,
-0.046481549739837646,
-0.08093947917222977,
-0.05703887343406677,
-0.01683489978313446,
-0.004121663514524698,
0.009214747697114944,
-0.05659898743033409,
0.02349737659096718,
0.033321551978588104,
-0.06404042989015579,
0.029985731467604637,
-0.04395219311118126,
-0.07983975857496262,
0.07056544721126556,
-0.024285510182380676,
0.001179909217171371,
-0.013480748981237411,
-0.024780385196208954,
-0.07837346941232681,
0.0012910269433632493,
0.007679719943553209,
0.029399214312434196,
-0.035301052033901215,
-0.019538380205631256,
0.04461202397942543,
-0.04131286218762398,
0.06275742501020432,
-0.029582500457763672,
0.10747942328453064,
0.014580470509827137,
-0.023918936029076576,
-0.07239831238985062,
-0.037720438092947006,
0.02045481465756893,
-0.026594925671815872,
-0.014195567928254604,
0.027273086830973625,
-0.07441446930170059,
-0.002524776617065072,
0.013132504187524319,
0.04699475318193436,
-0.005494024138897657,
0.046041663736104965,
0.044062163680791855,
-0.004664651118218899,
0.0241022240370512,
0.061657704412937164,
-0.09244989603757858,
-0.011079691350460052,
0.021811136975884438,
-0.03095715306699276,
-0.005672728642821312,
0.030645564198493958,
0.044282108545303345,
0.03904010355472565,
0.01124464999884367,
-0.0474712997674942,
0.06818271428346634,
-0.013517406769096851,
-0.008880249224603176,
-0.052969906479120255,
-0.009301808662712574,
0.0407630018889904,
0.006657895632088184,
0.00460050068795681,
0.03988322243094444,
-0.036620717495679855,
-0.04431876540184021,
0.02527526021003723,
-0.05073380470275879,
-0.022287683561444283,
-0.02241598442196846,
-0.026998156681656837,
0.004355354234576225,
0.007638480514287949,
-0.013379941694438457,
0.035594310611486435,
0.022727571427822113,
0.020106568932533264,
-0.031012138351798058,
-0.016010107472538948,
-0.061584390699863434,
0.049963999539613724,
-0.02314913272857666,
-0.0029417541809380054,
-0.03425631672143936,
-0.03095715306699276,
-0.005168689880520105,
0.038453586399555206,
-0.02476205676794052,
-0.027914591133594513,
-0.04948745667934418,
0.051796868443489075,
-0.027914591133594513,
0.09354961663484573,
0.004144574515521526,
0.0032739618327468634,
0.04329235851764679,
0.03051726333796978,
-0.03621748462319374,
-0.07969313114881516,
0.010804761201143265,
-0.02914261259138584,
-0.025641832500696182,
0.01117133442312479,
0.051796868443489075,
0.009558410383760929,
0.026613254100084305,
0.006744957063347101,
-0.021004674956202507,
0.08401869982481003,
0.035575982183218,
-0.002756176283583045,
-0.017247295007109642,
0.011968633159995079,
-0.03436628729104996,
0.04226595163345337,
0.006786196492612362,
-0.055829182267189026,
-0.027951247990131378,
-0.07976644486188889,
-0.06301402300596237,
-0.010538995265960693,
-0.05692890286445618,
-0.0007297108531929553,
0.018273701891303062,
-0.054289571940898895,
-0.00726732425391674,
0.021151304244995117,
0.027419716119766235,
-0.001349449623376131,
-0.06338059902191162,
0.030352305620908737,
-0.03396305814385414,
0.016825735569000244,
-0.054142940789461136,
-0.01087807584553957,
-0.037647124379873276,
-0.06312400102615356,
-0.02263592928647995,
0.029160941019654274,
0.008674051612615585,
-0.02555019035935402,
-0.024267181754112244,
0.002549978671595454,
-0.032386790961027145,
0.03126874193549156,
-0.014855400659143925,
0.014085596427321434,
0.00967754703015089,
0.06840266287326813,
-0.020179884508252144,
-0.014039774425327778,
-0.035575982183218,
0.06481023877859116,
-0.009943312965333462,
0.0021685129031538963,
0.07489101588726044,
-0.045528460294008255,
0.09875496476888657,
-0.01683489978313446,
0.06781614571809769,
0.019813310354948044,
-0.054216258227825165,
-0.01328829862177372,
0.05366639792919159,
-0.033431526273489,
0.05322650820016861,
-0.02542188949882984,
-0.022525956854224205,
0.071151964366436,
-0.06631319224834442,
0.0007720959256403148,
0.02569681964814663,
-0.003920048009604216,
-0.0563790425658226,
0.012857574038207531,
-0.00180652120616287,
0.011666209436953068,
-0.043402332812547684,
0.06154773011803627,
0.005613160319626331,
-0.028959326446056366,
0.004662359599024057,
0.02547687478363514,
0.061217814683914185,
-0.046848125755786896,
-0.0667530819773674,
0.03418300300836563,
0.03526439517736435,
0.05285993218421936,
0.04373224824666977,
-0.00428203959017992,
-0.004646322224289179,
-0.026265008375048637,
-0.0237356498837471,
-0.0056177424266934395,
0.05700221657752991,
0.0407630018889904,
0.002385020488873124,
-0.009324719198048115,
0.004834191408008337,
-0.02591676451265812,
0.05755207687616348,
-0.03535603731870651,
-0.007537672761827707,
0.008041711524128914,
0.01725645922124386,
0.00986083410680294,
0.030682222917675972,
-0.009998299181461334,
-0.060338038951158524,
0.00844494253396988,
-0.0028157446067780256,
-0.006098870653659105,
-0.05505937710404396,
-0.07236165553331375,
-0.011043034493923187,
0.038673531264066696,
-0.009150597266852856,
0.0016037601744756103,
0.0474712997674942,
-0.022654257714748383,
-0.046921439468860626,
0.05036723241209984,
0.012518493458628654,
-0.033119939267635345,
-0.035887569189071655,
-0.06572667509317398,
0.028427794575691223,
-0.08570494502782822,
0.02190278097987175,
-0.02562350407242775,
0.01292172446846962,
0.07478104531764984,
-0.036913976073265076,
0.007812603376805782,
0.0122618917375803,
-0.007917992770671844,
0.015139495953917503,
-0.006433369126170874,
0.09303641319274902,
0.12646794319152832,
-0.04186272248625755,
-0.003546600928530097,
0.0003413718077354133,
-0.000040953160350909457,
0.027181442826986313,
-0.04637157917022705,
-0.02118796296417713,
0.0030471442732959986,
-0.003072346094995737,
0.014149746857583523,
-0.020051583647727966,
0.008820680901408195,
0.024212196469306946,
-0.07434115558862686,
0.014791250228881836,
0.011996125802397728,
-0.028024563565850258,
-0.04923085495829582,
0.0040094004943966866,
0.044355422258377075,
-0.04153280705213547,
-0.006909915246069431,
0.031360384076833725,
0.003491614945232868,
-0.0644436627626419,
0.0197033379226923,
0.0069878119975328445,
-0.02197609655559063,
-0.02445046789944172,
-0.04915753751993179,
0.017045678570866585,
-0.008289149031043053,
-0.04094628617167473,
-0.01950172334909439,
-0.025311917066574097,
0.007326892577111721,
-0.055609237402677536,
0.009095611050724983,
0.029967403039336205,
0.010658131912350655,
-0.01955670863389969,
-0.03465954586863518,
-0.014543813653290272,
-0.01683489978313446,
0.021811136975884438,
0.04846104979515076,
0.007395625114440918,
0.042009349912405014,
-0.014653785154223442,
-0.032460104674100876,
-0.0001206399902002886,
-0.018805233761668205,
0.08790438622236252,
0.03451291844248772,
-0.005686475429683924,
0.013132504187524319,
0.03900344669818878,
0.03980990871787071,
-0.020619772374629974,
0.0564890131354332,
-0.01238102838397026,
0.020638102665543556,
0.05912834405899048,
-0.01744890958070755,
0.009934148751199245,
-0.022892531007528305,
0.019116820767521858,
-0.016257544979453087,
-0.03167197108268738,
0.0013024823274463415,
-0.019758325070142746,
0.013453256338834763,
0.0241022240370512,
-0.03249676153063774,
-0.028867682442069054,
-0.07742037624120712,
-0.02395559474825859,
0.042889129370450974,
-0.01904350519180298,
0.021884452551603317,
-0.01612924411892891,
-0.005906419362872839,
0.003473286284133792,
0.06422372162342072,
-0.018704425543546677,
0.00526033341884613,
0.041936036199331284,
0.0014708770904690027,
0.026100050657987595,
-0.012371864169836044,
0.03882015869021416,
-0.02606339380145073,
-0.02971080131828785,
-0.0988282784819603,
0.004529476631432772,
0.020968018099665642,
-0.0200699120759964,
0.00823416281491518,
-0.0011569983325898647,
-0.01957503706216812,
-0.009631725028157234,
-0.012692616321146488,
-0.01190448272973299,
-0.044721998274326324,
0.027108129113912582,
-0.04057971388101578,
-0.07415787130594254,
-0.0278779324144125,
-0.02036317065358162,
0.03885681554675102,
0.005535263568162918,
0.03407302871346474,
0.0008637394057586789,
-0.03722556307911873,
-0.010713118128478527,
0.025018658488988876,
-0.016459161415696144,
-0.010383201763033867,
0.01913514919579029,
-0.012811752036213875,
0.03614417091012001,
0.012500165030360222,
0.0016197977820411325,
-0.053189851343631744,
0.0011690265964716673,
0.008999385870993137,
0.0579553097486496,
0.008715290576219559,
-0.06623987853527069,
-0.07107865065336227,
-0.003970451653003693,
0.06422372162342072,
0.06290405243635178,
-0.012023618444800377,
0.04677480831742287,
-0.055902495980262756,
0.00491208815947175,
-0.06697302311658859,
0.003991071600466967,
0.03192857280373573,
0.00986083410680294,
0.01774217002093792,
-0.052383389323949814,
-0.013150832615792751,
-0.004103334620594978,
-0.01021824311465025,
0.00821125227957964,
0.06887920945882797,
-0.03511776402592659,
0.04857102036476135,
-0.0023896025959402323,
0.014662949368357658,
-0.01762303337454796,
-0.055096033960580826,
0.01015409268438816,
0.005663564428687096,
-0.030169019475579262,
0.0815260037779808,
-0.05802862346172333,
0.002042503096163273,
0.0008150538196787238,
-0.01859445311129093,
0.03366979956626892,
0.0062454999424517155,
-0.0505138635635376,
0.0019943902734667063,
0.052016813308000565,
0.02591676451265812,
0.056342385709285736,
0.011913646943867207,
0.045675087720155716,
-0.0430724136531353,
-0.063710518181324,
-0.05084377899765968,
-0.055755864828825,
0.05780867859721184,
-0.04006651043891907,
-0.009393451735377312,
0.022874200716614723,
0.03145202621817589,
-0.030847180634737015,
-0.031287070363759995,
0.03467787802219391,
-0.009732533246278763,
0.02461542747914791,
0.016944872215390205,
0.005755207967013121,
-0.021499549970030785,
-0.023057488724589348,
0.03685899078845978,
0.011345457285642624,
-0.04387887567281723,
0.03638244420289993,
-0.01186782494187355,
0.03222183138132095,
-0.021352920681238174,
-0.01906183548271656,
-0.043475646525621414,
-0.014250554144382477,
0.04970740154385567,
-0.003883390687406063,
-0.028794366866350174,
0.06766951084136963,
0.03388974443078041,
-0.05828522518277168,
0.06799943000078201,
-0.011986961588263512,
-0.052749961614608765,
-0.008055457845330238,
-0.021701166406273842,
0.027401387691497803,
-0.0024193867575377226,
-0.022819215431809425,
0.007313146255910397,
0.026906512677669525,
-0.0010791014647111297,
-0.0069557367824018,
-0.060851242393255234,
-0.022617600858211517,
0.06334394216537476,
-0.06733959913253784,
0.03834361210465431,
-0.006676224526017904,
0.04666483774781227,
0.029600830748677254,
-0.03673068806529045,
0.020051583647727966,
-0.019300106912851334,
0.021646179258823395,
0.005691057536751032,
-0.027053141966462135,
0.014342198148369789,
0.029234256595373154,
0.006185932084918022,
0.00646086223423481,
0.014158911071717739,
0.023204118013381958,
-0.034128013998270035,
-0.049963999539613724,
-0.04563843086361885,
0.05080712214112282,
-0.04739798605442047,
0.01984996907413006,
-0.007826349698007107,
-0.03614417091012001,
0.03286333754658699,
-0.0800597071647644,
0.04923085495829582,
-0.022159382700920105,
-0.004153738729655743,
0.015038687735795975,
0.060411352664232254,
0.003257924225181341,
-0.023020831868052483,
-0.008064622059464455,
0.01358155719935894,
-0.0039887805469334126,
0.034421276301145554,
-0.03152534365653992,
-0.03284500911831856,
0.03103046678006649,
-0.015771836042404175,
0.07287485897541046,
0.018090413883328438,
0.03225848823785782,
-0.06290405243635178,
-0.009998299181461334,
-0.051430296152830124,
-0.021811136975884438,
0.011125513352453709,
0.055609237402677536,
-0.05652566999197006,
0.0038994282949715853,
-0.03689564764499664,
-0.0120511120185256,
0.026338323950767517,
0.10124766826629639,
0.04156946390867233,
0.05293324962258339,
-0.006547923665493727,
-0.006941990461200476,
-0.00004675247328123078,
0.05263999104499817,
0.04901091009378433,
-0.043109070509672165,
0.008490764535963535,
-0.055682551115751266,
0.00978751853108406,
0.036107514053583145,
0.03445793315768242,
0.038673531264066696,
0.08460521697998047,
-0.06997893005609512,
0.004410340450704098,
0.011180499568581581,
0.015826821327209473,
-0.011803674511611462,
-0.01157456636428833,
0.019520051777362823,
0.0013219565153121948,
0.009750861674547195,
0.022251026704907417,
-0.042669184505939484,
-0.0006214570603333414,
-0.018823562189936638,
-0.026741554960608482,
0.042522553354501724,
-0.02862940914928913,
0.026466624811291695,
0.0356859527528286,
0.046188291162252426,
-0.006108034867793322,
0.01695403642952442,
0.04717804118990898,
-0.011317964643239975,
0.05872511491179466,
0.0007864152430556715,
-0.033119939267635345,
0.06521347165107727,
-0.03220350295305252,
0.004064386244863272,
-0.001989808166399598,
-0.02263592928647995,
-0.007734706159681082,
0.011446265503764153,
-0.06462695449590683,
-0.0007148187723942101,
-0.03634578734636307,
-0.03731720894575119,
-0.046114977449178696,
-0.060484666377305984,
-0.03308327868580818,
-0.0023243066389113665,
-0.0326433926820755,
-0.01756804622709751,
-0.009063535369932652,
-0.05117369443178177,
-0.006497519556432962,
0.06664310395717621,
-0.011308800429105759,
0.021151304244995117,
0.009439273737370968,
-0.0008786314283497632,
-0.036474086344242096,
-0.03689564764499664,
0.022214367985725403,
0.019538380205631256,
-0.007959232665598392,
-0.005924748256802559,
-0.015515233390033245,
-0.031507011502981186,
-0.006969483103603125,
0.008312059566378593,
-0.00916434358805418,
0.06275742501020432,
-0.0001492069714004174,
-0.014067267067730427,
0.022067738696932793,
0.001096284599043429,
-0.03757380694150925,
0.03504445031285286,
0.0010934207821264863,
0.0178429763764143,
-0.027108129113912582,
0.015405261889100075,
0.03988322243094444,
-0.045381829142570496,
0.029692472890019417,
0.005132032558321953,
0.003367896191775799,
0.035960882902145386,
0.005196182988584042,
-0.00036342348903417587,
-0.030315648764371872,
-0.0018557795556262136,
0.005764372181147337,
-0.006534176878631115,
-0.014919551089406013,
-0.03051726333796978,
0.0497807152569294,
0.03403637185692787,
-0.020179884508252144,
-0.0016449997201561928,
0.02971080131828785,
-0.015643535181879997,
0.0015613749856129289,
0.016037601977586746,
0.022874200716614723,
-0.011767016723752022,
0.04035976901650429,
0.030608907341957092,
-0.021206291392445564,
0.02804289199411869,
-0.056049127131700516,
0.043402332812547684,
0.0007806874928064644,
0.04860767722129822,
0.0534464530646801,
0.0024972837418317795,
0.010868911631405354,
-0.013572392985224724,
0.021591193974018097,
-0.0019955358002334833,
0.005979734007269144,
0.043255701661109924,
-0.051650241017341614,
0.011180499568581581,
0.045161884278059006,
-0.022214367985725403,
0.06345391273498535,
0.0012326042633503675,
0.01649581827223301,
0.05190684273838997,
0.05139363929629326,
-0.005810193717479706,
-0.03440294414758682,
0.03526439517736435,
0.02985743060708046,
0.012976710684597492,
0.051503609865903854,
0.03969993814826012,
0.01087807584553957,
0.023314090445637703,
-0.03585091233253479,
-0.021847795695066452,
-0.01935509406030178,
-0.0293442290276289,
-0.002944045467302203,
0.0020665593910962343,
-0.03900344669818878,
-0.022580942139029503,
0.03277169167995453,
0.031287070363759995,
0.01678907684981823,
-0.04937748238444328,
0.023717321455478668,
0.003383933799341321,
0.006712881848216057,
0.016596626490354538,
0.028959326446056366,
-0.020033255219459534,
0.028959326446056366,
-0.0015556473517790437,
0.03601587191224098,
-0.021847795695066452,
0.055609237402677536,
-0.03322990983724594,
-0.013599885627627373,
0.032753363251686096,
0.001992099219933152,
0.03178194537758827,
0.03222183138132095,
-0.02109631896018982,
0.035740941762924194,
0.0010756648844107985,
-0.03509943559765816,
-0.024285510182380676,
0.03819698467850685,
-0.037940382957458496,
0.022617600858211517,
-0.008967310190200806,
0.0020161555148661137,
-0.023625677451491356,
-0.03962662070989609,
-0.0028661484830081463,
-0.012940052896738052,
-0.033486511558294296,
0.02182946726679802,
-0.013343283906579018,
-0.06715630739927292,
-0.004802116192877293,
0.023460719734430313,
-0.04798450320959091,
0.01876857504248619,
0.04725135490298271,
0.022397655993700027,
-0.03731720894575119,
0.03689564764499664,
0.06616655737161636,
0.026301665231585503,
0.01904350519180298,
0.02366233430802822,
0.0608878992497921,
-0.028886010870337486,
0.03330322355031967,
-0.009297226555645466,
0.01544191874563694,
-0.0034297555685043335,
-0.018053757026791573,
-0.027438044548034668,
-0.0007766781491227448,
-0.013966459780931473,
-0.007358967792242765,
0.03306495025753975,
-0.05351976677775383,
-0.001978352665901184
] |
22,532 | salem.datasets | __init__ | Open the file.
Parameters
----------
file: path to the file
| def __init__(self, file):
"""Open the file.
Parameters
----------
file: path to the file
"""
bname = os.path.basename(file).split('.')[0]
pok = bname.find('UTM')
if pok == -1:
raise ValueError(file + ' does not seem to be an ITMIX file.')
zone = int(bname[pok+3:])
south = False
if zone < 0:
south = True
zone = -zone
proj = pyproj.Proj(proj='utm', zone=zone, ellps='WGS84',
south=south)
# brutally efficient
with rasterio.Env():
with rasterio.open(file) as src:
nxny = (src.width, src.height)
ul_corner = (src.bounds.left, src.bounds.top)
dxdy = (src.res[0], -src.res[1])
grid = Grid(x0y0=ul_corner, nxny=nxny, dxdy=dxdy,
pixel_ref='corner', proj=proj)
# done
self.file = file
GeoDataset.__init__(self, grid)
| (self, file) | [
0.0036383424885571003,
-0.04032134264707565,
0.024240370839834213,
0.09944955259561539,
-0.0331132635474205,
-0.04833438619971275,
-0.06267736852169037,
0.018770279362797737,
-0.013556313700973988,
-0.018715396523475647,
0.02180718630552292,
0.06399457901716232,
-0.05953069403767586,
0.07014156877994537,
-0.05012725666165352,
0.022612150758504868,
-0.06490930914878845,
0.03933343291282654,
-0.027588287368416786,
-0.022904863581061363,
-0.037266138941049576,
-0.023014631122350693,
0.026673555374145508,
0.04178491234779358,
0.03450365364551544,
0.02314269356429577,
-0.02912503480911255,
-0.022099900990724564,
0.04727329686284065,
-0.0619821734726429,
-0.07094653695821762,
-0.03121062181890011,
-0.01577910967171192,
0.011397548019886017,
0.025941770523786545,
-0.06425070762634277,
0.04054087772965431,
0.012101891450583935,
-0.0609210841357708,
0.010290723294019699,
-0.009988862089812756,
-0.07080017775297165,
0.037101488560438156,
0.006503737531602383,
0.01161708403378725,
0.001717407489195466,
0.00483435345813632,
-0.05923797935247421,
-0.03483295440673828,
0.01410515233874321,
-0.009988862089812756,
0.003132953541353345,
-0.010757236741483212,
0.04840756580233574,
-0.04679763689637184,
0.0347231887280941,
-0.022520676255226135,
0.10859686136245728,
0.01966671645641327,
-0.02111199125647545,
-0.07182467728853226,
-0.015559574589133263,
0.03973591327667236,
-0.03926025331020355,
0.0030597751028835773,
0.02094733901321888,
-0.07617879658937454,
-0.019410591572523117,
0.02585029788315296,
0.06937319785356522,
0.025027040392160416,
0.0587623193860054,
0.035711098462343216,
0.003235860960558057,
0.04299235716462135,
0.04482181742787361,
-0.09220488369464874,
0.006412264425307512,
-0.00026655831607058644,
-0.028539607301354408,
-0.012083596549928188,
0.031649693846702576,
0.04884663596749306,
0.043577782809734344,
0.02317928336560726,
-0.04562678188085556,
0.09491248428821564,
-0.03093620203435421,
-0.051590826362371445,
-0.03335109353065491,
-0.017873844131827354,
0.016684694215655327,
0.008205137215554714,
-0.026618672534823418,
0.0416751429438591,
-0.019886251538991928,
-0.021130286157131195,
0.03397310897707939,
-0.07661786675453186,
-0.03132038936018944,
-0.010244986973702908,
-0.04482181742787361,
-0.0061012557707726955,
-0.01306235883384943,
-0.01065661571919918,
0.025045335292816162,
0.031283799558877945,
0.01902640424668789,
-0.05583517998456955,
0.002225083066150546,
-0.07230033725500107,
0.0545179657638073,
-0.00001646337113925256,
0.0317777544260025,
-0.02339881844818592,
-0.06106743961572647,
0.0015801978297531605,
0.01719694212079048,
-0.0063024964183568954,
-0.010491964407265186,
-0.0390041284263134,
0.0512981154024601,
-0.03274736925959587,
0.09022906422615051,
-0.013162978924810886,
-0.008680797182023525,
0.04829779639840126,
0.007025133818387985,
0.004429584834724665,
-0.08517975360155106,
0.0014189764624461532,
-0.0529080405831337,
-0.01928252913057804,
-0.017782369628548622,
0.015797404572367668,
-0.01571507751941681,
0.04745624214410782,
-0.010921888053417206,
-0.03307667374610901,
0.11013361066579819,
0.06275054812431335,
0.01097677182406187,
-0.005204819142818451,
0.0034851250238716602,
-0.018678806722164154,
0.05470091477036476,
-0.041492197662591934,
-0.04902958124876022,
-0.011306075379252434,
-0.06373845785856247,
-0.043577782809734344,
-0.04515112191438675,
-0.047200120985507965,
0.023874478414654732,
0.007560251746326685,
-0.07808143645524979,
-0.003359349677339196,
0.023965952917933464,
0.03479636833071709,
0.018459271639585495,
-0.04251669719815254,
0.05389595031738281,
-0.029307980090379715,
0.05016384646296501,
-0.06747055798768997,
-0.009247930720448494,
-0.029344569891691208,
-0.05696944519877434,
-0.02089245617389679,
0.013702670112252235,
0.008520719595253468,
-0.03856505826115608,
-0.024533085525035858,
0.026673555374145508,
-0.04032134264707565,
-0.006919940002262592,
-0.010135219432413578,
0.023911068215966225,
0.00638482253998518,
0.06564109772443771,
-0.018294619396328926,
0.010263281874358654,
0.008113663643598557,
0.060372244566679,
-0.01819399930536747,
-0.00005163227615412325,
0.07365413755178452,
-0.032033879309892654,
0.06758032739162445,
-0.017242679372429848,
0.09849823266267776,
0.03388163447380066,
-0.042333751916885376,
-0.0016876786248758435,
0.05909162387251854,
-0.020233849063515663,
0.05546928569674492,
-0.0023554323706775904,
-0.046724457293748856,
0.058213479816913605,
-0.059603869915008545,
-0.026051538065075874,
0.04178491234779358,
-0.030094649642705917,
-0.02815541997551918,
0.013995383866131306,
0.00354686938226223,
0.005991488229483366,
-0.032344888895750046,
0.0838625356554985,
0.03461341932415962,
-0.040797002613544464,
-0.013025769032537937,
0.03170457482337952,
0.04291917756199837,
-0.03841870278120041,
-0.06597039848566055,
0.03750396892428398,
0.018258031457662582,
0.060189299285411835,
0.060994263738393784,
0.03893095254898071,
0.005904588382691145,
-0.028173714876174927,
0.007116606924682856,
-0.004152878653258085,
0.04657810181379318,
0.02709433250129223,
-0.006014356389641762,
0.010592584498226643,
0.005314587149769068,
-0.05107858031988144,
0.01928252913057804,
-0.029198212549090385,
0.0034645437262952328,
-0.028521312400698662,
0.01666639931499958,
0.008900332264602184,
0.00024369005404878408,
-0.007651724852621555,
-0.04456569254398346,
-0.005781099665910006,
-0.008589323610067368,
-0.026435725390911102,
-0.03415605425834656,
-0.04226057231426239,
-0.023435408249497414,
0.0029408601112663746,
-0.0016419421881437302,
0.019794778898358345,
0.03627823293209076,
0.025027040392160416,
-0.0491759367287159,
0.0555790551006794,
-0.00646257447078824,
-0.05246897041797638,
-0.018239736557006836,
-0.08261850476264954,
0.020050903782248497,
-0.038125988095998764,
0.022154783830046654,
-0.03893095254898071,
0.02656378783285618,
0.07581290602684021,
-0.015705931931734085,
-0.009096999652683735,
-0.024441612884402275,
0.010318165645003319,
0.022410908713936806,
-0.019959431141614914,
0.07061723619699478,
0.12001270800828934,
-0.024533085525035858,
0.0023943083360791206,
-0.005287145264446735,
-0.03503419831395149,
0.025283165276050568,
-0.058433014899492264,
-0.02025214396417141,
0.01699570193886757,
-0.0016316514229401946,
0.0002479778486303985,
-0.0018168843816965818,
0.02094733901321888,
-0.0028768288902938366,
-0.07603243738412857,
-0.0005631312960758805,
0.009632117114961147,
-0.03466830402612686,
-0.047675780951976776,
-0.012193364091217518,
0.03816257789731026,
-0.052651915699243546,
-0.0156236058101058,
0.035564739257097244,
-0.038235753774642944,
-0.06176263839006424,
0.019300824031233788,
0.012916001491248608,
-0.03827234357595444,
-0.02553929015994072,
-0.06260418891906738,
0.03322302922606468,
-0.0001176286896225065,
-0.0011462722904980183,
0.007340716198086739,
-0.055432699620723724,
0.019355706870555878,
-0.015962054952979088,
0.022557266056537628,
0.03896753862500191,
0.009115294553339481,
-0.009723590686917305,
-0.006389395799487829,
0.006846761330962181,
0.020489973947405815,
0.0015493256505578756,
0.017517099156975746,
0.0224474985152483,
0.019062994047999382,
-0.012358015403151512,
-0.031503334641456604,
0.0014201198937371373,
-0.03254612907767296,
0.048370976001024246,
0.024642853066325188,
0.010766384191811085,
0.00502187293022871,
0.007788934279233217,
0.0390041284263134,
-0.018020201474428177,
0.05374959483742714,
-0.0020055477507412434,
0.01641027443110943,
0.0030300463549792767,
0.00916560459882021,
0.0019483770010992885,
-0.016446862369775772,
0.030003177002072334,
-0.010985919274389744,
-0.0037732652854174376,
-0.003732102457433939,
-0.016337094828486443,
-0.000007467921022907831,
0.011424990370869637,
-0.013995383866131306,
-0.04705376178026199,
-0.07727647572755814,
-0.003281597513705492,
0.0598599947988987,
-0.016227327287197113,
0.030625194311141968,
-0.004816058557480574,
0.008506998419761658,
-0.008054206147789955,
0.07486158609390259,
-0.021294938400387764,
0.013528871349990368,
0.03397310897707939,
0.010610879398882389,
0.029692167416214943,
-0.011489021591842175,
0.019886251538991928,
-0.03841870278120041,
-0.014562517404556274,
-0.061469923704862595,
0.0018671946600079536,
0.01694081723690033,
-0.05016384646296501,
0.021459588780999184,
0.013556313700973988,
-0.02275850623846054,
0.002299404935911298,
0.020105786621570587,
0.016044382005929947,
-0.02189866080880165,
0.012842822819948196,
-0.011891502887010574,
-0.07537383586168289,
-0.01276964507997036,
-0.0317777544260025,
0.023014631122350693,
0.03088131919503212,
0.030899612233042717,
-0.02094733901321888,
-0.02478921040892601,
-0.019300824031233788,
0.02645402029156685,
0.0006557477754540741,
-0.017315857112407684,
0.01847756654024124,
-0.027844412252306938,
0.025081923231482506,
0.0037275287322700024,
0.014553369954228401,
-0.011470726691186428,
0.018120821565389633,
0.014974146150052547,
0.06714125722646713,
0.012321426533162594,
-0.057042624801397324,
-0.08554564416408539,
0.0022593855392187834,
0.06966590881347656,
0.03190581873059273,
-0.0002975734241772443,
0.0357842780649662,
-0.04215080291032791,
0.0331132635474205,
-0.03911389783024788,
0.006041798274964094,
0.039296843111515045,
0.02676502801477909,
0.011013360694050789,
-0.06377504765987396,
-0.013592902570962906,
-0.021459588780999184,
-0.031448449939489365,
-0.002410316141322255,
0.03399140387773514,
-0.036314819008111954,
0.066226527094841,
-0.01811167411506176,
0.00013134964683558792,
0.007084591314196587,
-0.060664959251880646,
0.024112308397889137,
-0.02874084748327732,
0.0017837254563346505,
0.07581290602684021,
-0.07720329612493515,
-0.0023622927255928516,
0.010418785735964775,
-0.019996019080281258,
0.04361437261104584,
0.01100421417504549,
-0.05144447088241577,
-0.011918945237994194,
0.03893095254898071,
0.049505241215229034,
0.035235438495874405,
-0.0023828742559999228,
0.04668787121772766,
-0.0630432590842247,
-0.05755487456917763,
-0.0523592010140419,
-0.06417752802371979,
0.03655264899134636,
-0.018175704404711723,
0.013885616324841976,
0.01733415201306343,
0.04215080291032791,
-0.039516378194093704,
-0.0448949970304966,
0.05894526466727257,
-0.02553929015994072,
-0.004642259795218706,
0.0003816143434960395,
0.03130209445953369,
0.010382196865975857,
-0.028301777318120003,
0.027716349810361862,
0.025740530341863632,
-0.04108971729874611,
0.04108971729874611,
-0.02473432570695877,
0.006947381887584925,
0.006764435674995184,
-0.017992759123444557,
-0.05400571599602699,
-0.033314503729343414,
0.009915684349834919,
-0.025283165276050568,
-0.021404705941677094,
0.03199728950858116,
0.019008109346032143,
-0.028887204825878143,
0.06633628904819489,
-0.0016385118942707777,
-0.041382428258657455,
-0.004939547274261713,
-0.0331132635474205,
0.02303292602300644,
0.013739259913563728,
-0.015513837337493896,
0.01730670966207981,
-0.004237491171807051,
-0.0293811596930027,
-0.012824528850615025,
-0.07508111745119095,
-0.025575878098607063,
0.061030853539705276,
-0.06318961828947067,
0.030808139592409134,
-0.0052734240889549255,
0.06951955705881119,
0.02175230346620083,
-0.012120185419917107,
-0.00041420164052397013,
-0.03856505826115608,
0.04178491234779358,
0.012641582638025284,
-0.016620662063360214,
-0.006650094408541918,
0.0076700192876160145,
0.030112944543361664,
0.0005331166321411729,
-0.007647151127457619,
0.02314269356429577,
-0.04635856673121452,
-0.019849661737680435,
-0.05012725666165352,
0.0005940034170635045,
-0.0186971016228199,
0.0240391306579113,
0.018075084313750267,
-0.06117720901966095,
-0.005099625326693058,
-0.09052178263664246,
0.05107858031988144,
-0.01018095575273037,
-0.009988862089812756,
0.034869544208049774,
0.055542465299367905,
-0.004756601061671972,
-0.024295255541801453,
0.021130286157131195,
0.016401126980781555,
0.019703306257724762,
0.02703944779932499,
-0.008996379561722279,
-0.05071268603205681,
0.0016007792437449098,
-0.013428251259028912,
0.05916479974985123,
0.011333516798913479,
0.023947658017277718,
-0.05459114536643028,
-0.02078268863260746,
-0.06754373759031296,
-0.034320708364248276,
-0.019044699147343636,
0.0496881864964962,
-0.06816575676202774,
0.008827154524624348,
-0.04354119673371315,
-0.017434772104024887,
0.012733055278658867,
0.0721539780497551,
0.022886568680405617,
0.04482181742787361,
-0.003732102457433939,
-0.003908188082277775,
-0.009129015728831291,
0.046724457293748856,
0.044529106467962265,
-0.034320708364248276,
-0.006247612647712231,
-0.0344487689435482,
0.026545492932200432,
-0.007647151127457619,
0.02729557268321514,
0.04628538712859154,
0.1212567389011383,
-0.06586062908172607,
-0.005076757166534662,
-0.017617719247937202,
0.031924109905958176,
-0.020746098831295967,
0.01627306453883648,
0.046139031648635864,
0.005922883283346891,
-0.015568721108138561,
0.025447815656661987,
-0.07167831808328629,
-0.01410515233874321,
-0.0024263239465653896,
0.035235438495874405,
0.022209668532013893,
-0.03516225889325142,
0.023581765592098236,
0.05964045971632004,
0.051371291279792786,
0.0029385732486844063,
0.002036419929936528,
0.033259619027376175,
-0.023581765592098236,
0.05814030021429062,
0.005803968291729689,
-0.042882587760686874,
0.0785205066204071,
-0.04551701247692108,
0.0021701992955058813,
0.018157409504055977,
-0.030808139592409134,
-0.02740534022450447,
0.029454337432980537,
-0.07262963801622391,
-0.011452431790530682,
-0.02078268863260746,
-0.03642458841204643,
-0.018230589106678963,
-0.07120265811681747,
0.0015287441201508045,
-0.017736634239554405,
-0.05535952001810074,
-0.026472315192222595,
0.019319118931889534,
-0.0641043484210968,
0.005817689001560211,
0.08232578635215759,
-0.0008512715576216578,
0.019685011357069016,
-0.01410515233874321,
-0.0035057065542787313,
-0.05916479974985123,
-0.039077308028936386,
0.014772905968129635,
0.01691337674856186,
-0.009284519590437412,
-0.008607618510723114,
-0.020764393731951714,
-0.018733691424131393,
0.017123764380812645,
0.0022616724018007517,
-0.02548440545797348,
0.057079214602708817,
-0.02264873869717121,
0.015129650942981243,
0.025173397734761238,
0.010400491766631603,
-0.05422525480389595,
-0.009129015728831291,
-0.02211819589138031,
0.003935629967600107,
-0.004569081123918295,
-0.004811484832316637,
0.03029588982462883,
-0.01172685157507658,
0.041967857629060745,
-0.003743536537513137,
-0.00437470106408,
0.05535952001810074,
-0.0009701865492388606,
-0.001004489022307098,
-0.03196069970726967,
-0.0003032904933206737,
0.013217862695455551,
-0.005575285293161869,
-0.0028288057073950768,
-0.01841353438794613,
0.042663052678108215,
0.05649378523230553,
-0.013839880004525185,
0.008090795949101448,
0.011653672903776169,
-0.03104596957564354,
0.01367522869259119,
0.022685328498482704,
0.02061803638935089,
-0.017068879678845406,
0.011854914017021656,
0.016986554488539696,
-0.0027327588759362698,
0.03437558934092522,
-0.04610244184732437,
0.030588604509830475,
-0.003389078425243497,
-0.016812754794955254,
0.06479954719543457,
-0.006901645567268133,
0.038382112979888916,
0.001050225575454533,
0.01097677182406187,
0.02094733901321888,
0.00018766277935355902,
0.0355098582804203,
-0.06615334749221802,
0.008511572144925594,
0.055322930216789246,
-0.010610879398882389,
0.07625197619199753,
-0.003459970001131296,
-0.01143413782119751,
0.03602210804820061,
0.06644605845212936,
-0.025338048115372658,
-0.006659241393208504,
0.029344569891691208,
0.04423639178276062,
0.013126390054821968,
0.05696944519877434,
0.018294619396328926,
0.0400652177631855,
0.02381959557533264,
-0.009257077239453793,
-0.025191690772771835,
-0.015641899779438972,
-0.02286827564239502,
0.018459271639585495,
0.0026435726322233677,
-0.02782611735165119,
-0.030277594923973083,
0.03878459334373474,
0.020380206406116486,
0.019209351390600204,
-0.015587016008794308,
0.02907015010714531,
-0.00916560459882021,
-0.00027684905217029154,
0.02067292109131813,
0.05678649991750717,
-0.00584970461204648,
0.009604675695300102,
0.015989497303962708,
0.048590511083602905,
-0.023307345807552338,
0.046395156532526016,
-0.031119149178266525,
-0.04445592686533928,
0.015641899779438972,
-0.01674872450530529,
-0.01797446422278881,
0.03638799861073494,
-0.01421491988003254,
0.028466427698731422,
-0.038235753774642944,
-0.0518103651702404,
-0.04961501061916351,
0.002333707408979535,
-0.026106422767043114,
0.032564423978328705,
-0.034961018711328506,
0.023526880890130997,
-0.02367323823273182,
-0.03428411856293678,
-0.02008749172091484,
-0.0036955131217837334,
-0.017151206731796265,
0.041272662580013275,
-0.031759459525346756,
-0.07094653695821762,
-0.012522667646408081,
0.03066178224980831,
-0.07244669646024704,
0.011745145544409752,
0.03867482766509056,
0.022685328498482704,
-0.03733931854367256,
0.08115493506193161,
0.05279827117919922,
0.0355098582804203,
0.01574251987040043,
0.022191373631358147,
0.05192013084888458,
-0.05096881091594696,
0.03591233864426613,
-0.017297562211751938,
0.012595845386385918,
-0.032399773597717285,
-0.013931352645158768,
-0.024935567751526833,
0.008529866114258766,
-0.028411544859409332,
0.012806233949959278,
0.03893095254898071,
-0.01933741383254528,
0.010519406758248806
] |
22,533 | salem.datasets | get_vardata | Read the geotiff band.
Parameters
----------
var_id: the variable name (here the band number)
| def get_vardata(self, var_id=1):
"""Read the geotiff band.
Parameters
----------
var_id: the variable name (here the band number)
"""
wx = (self.sub_x[0], self.sub_x[1]+1)
wy = (self.sub_y[0], self.sub_y[1]+1)
with rasterio.Env():
with rasterio.open(self.file) as src:
band = src.read(var_id, window=(wy, wx))
return band
| (self, var_id=1) | [
0.06071406602859497,
-0.01897958107292652,
-0.02719948999583721,
0.02172527089715004,
-0.001049475627951324,
0.025449112057685852,
-0.029962340369820595,
0.03823373094201088,
0.018739333376288414,
-0.046505119651556015,
-0.01618240959942341,
0.006808452773839235,
-0.06901977956295013,
0.014337648637592793,
-0.033497415482997894,
0.011840787716209888,
-0.08539095520973206,
0.05532564967870712,
-0.02812615968286991,
-0.007554937154054642,
-0.031043455004692078,
-0.012750296853482723,
0.007327559869736433,
0.006799872498959303,
0.03881718963384628,
0.010656708851456642,
0.033360131084918976,
-0.032931115478277206,
0.014929688535630703,
-0.000863927009049803,
-0.04777500405907631,
-0.07996821403503418,
-0.02373305708169937,
0.02944752387702465,
-0.032605066895484924,
-0.0018286723643541336,
0.017486611381173134,
0.010287756100296974,
-0.10364978760480881,
-0.0015262174420058727,
0.00007313348760362715,
-0.07104472070932388,
0.05913529545068741,
-0.0058260103687644005,
-0.027353934943675995,
-0.056115034967660904,
-0.010742511600255966,
-0.0890289917588234,
0.015659011900424957,
0.03843965753912926,
0.051687609404325485,
-0.021896876394748688,
-0.05632096156477928,
0.028640976175665855,
0.018035748973488808,
-0.0012108921073377132,
-0.03341161459684372,
0.07509461790323257,
0.025140222162008286,
0.03922904282808304,
-0.04176880791783333,
-0.017915625125169754,
-0.015830617398023605,
-0.040430281311273575,
0.016491299495100975,
0.000994776259176433,
-0.02826344408094883,
0.01287900097668171,
-0.00747771468013525,
-0.019202668219804764,
-0.030528638511896133,
0.04701993614435196,
0.03716977685689926,
-0.0054441881366074085,
-0.004933661315590143,
0.012681654654443264,
-0.050760939717292786,
-0.02258329838514328,
-0.00830142106860876,
0.006885675247758627,
-0.006482401862740517,
0.028932705521583557,
0.023389844223856926,
0.05453626438975334,
-0.013196471147239208,
-0.03396075218915939,
0.035110507160425186,
0.017212042585015297,
0.02858949452638626,
-0.0493880957365036,
0.0023788828402757645,
-0.0011583379236981273,
-0.023750217631459236,
0.03634607046842575,
-0.010339237749576569,
-0.08504774421453476,
0.01513561513274908,
0.042043376713991165,
-0.020918725058436394,
0.014680860564112663,
-0.06716644018888474,
-0.08882306516170502,
-0.018773654475808144,
0.0155646288767457,
-0.029670611023902893,
0.053403668105602264,
0.04715722054243088,
0.015435924753546715,
-0.051618967205286026,
0.009000713936984539,
0.011591958813369274,
0.014389130286872387,
-0.03476729616522789,
0.027113687247037888,
-0.02944752387702465,
0.02254897728562355,
-0.028846902772784233,
0.036792244762182236,
0.007597838528454304,
-0.0323476567864418,
-0.03258790448307991,
0.04925081133842468,
-0.04942241683602333,
0.076055608689785,
0.003891157219186425,
0.0690884217619896,
0.006962897721678019,
-0.003964089788496494,
-0.0549481175839901,
0.003236910793930292,
0.04152855649590492,
-0.03286247327923775,
-0.06328815221786499,
0.009635655209422112,
0.03365186229348183,
-0.002827202435582876,
0.012081035412847996,
0.01704043708741665,
0.04108238220214844,
-0.00453038839623332,
0.011411773040890694,
0.016868831589818,
-0.014286166988313198,
-0.020953046157956123,
-0.03888583183288574,
0.020661314949393272,
0.0441712848842144,
-0.05711034685373306,
-0.04942241683602333,
-0.05024612322449684,
-0.05378120020031929,
0.03816508874297142,
-0.050863903015851974,
-0.026564549654722214,
0.018018588423728943,
-0.042970046401023865,
-0.023235399276018143,
-0.0002191993553424254,
0.0355910025537014,
-0.03878286853432655,
-0.048049572855234146,
0.03720409795641899,
0.004980852827429771,
-0.06311654299497604,
-0.008558830246329308,
0.007233176380395889,
-0.026530228555202484,
-0.00725462706759572,
0.0009100459865294397,
0.036963850259780884,
0.0016238180687651038,
-0.039503611624240875,
-0.057762447744607925,
0.016877412796020508,
-0.03994978591799736,
-0.008490188047289848,
-0.03579692915081978,
-0.007911019027233124,
0.01178930513560772,
0.06850495934486389,
-0.0032412009313702583,
-0.03878286853432655,
-0.026890600100159645,
0.07557511329650879,
0.0008355048485100269,
-0.04691697284579277,
0.0689854547381401,
-0.043073009699583054,
0.08003685623407364,
-0.01216683816164732,
0.05185921490192413,
0.013848572969436646,
-0.06181234121322632,
-0.045647092163562775,
0.02790307253599167,
-0.08511638641357422,
0.06994644552469254,
-0.02347564697265625,
-0.015701914206147194,
0.04221498221158981,
0.0426611565053463,
-0.03583125025033951,
-0.02865813672542572,
-0.02007785625755787,
-0.0663084089756012,
0.0211589727550745,
-0.0014565025921911001,
-0.006761261261999607,
-0.04454881697893143,
0.023218238726258278,
0.002023873617872596,
0.0014618652639910579,
0.05676713585853577,
0.0020560496486723423,
0.0536782369017601,
-0.043793752789497375,
-0.04619622975587845,
0.02007785625755787,
0.04743179306387901,
0.05810565873980522,
0.01038213912397623,
-0.006237864028662443,
-0.036105819046497345,
0.009627074934542179,
-0.060336533933877945,
-0.0136512266471982,
0.018876617774367332,
0.04853006824851036,
-0.009069357067346573,
-0.05244267359375954,
0.03190148249268532,
0.028143320232629776,
0.039572253823280334,
-0.08971541374921799,
-0.027851590886712074,
0.03644903376698494,
0.003110351739451289,
-0.010133311152458191,
0.05127575621008873,
-0.02776578813791275,
-0.0006547826924361289,
0.019031062722206116,
0.03847397863864899,
0.035007543861866,
-0.008760466240346432,
-0.05577182397246361,
-0.026753315702080727,
0.060199249535799026,
-0.01601080410182476,
-0.013213631696999073,
0.03723841905593872,
0.007653610315173864,
-0.028246283531188965,
0.049799948930740356,
0.01875649392604828,
0.033737663179636,
-0.0527515634894371,
-0.04798093065619469,
0.022428853437304497,
-0.0622585155069828,
0.011403192766010761,
-0.008211328648030758,
0.010450782254338264,
0.015058392658829689,
-0.023853180930018425,
0.0051310076378285885,
-0.005564311984926462,
-0.033394452184438705,
0.015633272007107735,
-0.020609833300113678,
0.03576260805130005,
0.09342209249734879,
-0.017417969182133675,
-0.031541112810373306,
-0.020386746153235435,
-0.061297524720430374,
0.06421481817960739,
-0.027491219341754913,
0.051618967205286026,
0.009506951086223125,
-0.027885911986231804,
0.02304663322865963,
-0.008056883700191975,
0.037787556648254395,
-0.010304916650056839,
-0.03150679171085358,
0.04077349230647087,
0.015101294033229351,
-0.01198665238916874,
-0.014826725237071514,
0.01631111279129982,
0.017143400385975838,
-0.052579957991838455,
0.022960830479860306,
0.016130927950143814,
-0.008691824041306973,
-0.008374353870749474,
0.02344132587313652,
0.02658171020448208,
0.03463001176714897,
-0.014560735784471035,
-0.04595598205924034,
-0.013960116542875767,
0.0398811437189579,
-0.0680587887763977,
0.0024453799705952406,
0.02773146703839302,
-0.03823373094201088,
-0.04870167374610901,
-0.011394612491130829,
0.053300704807043076,
0.0008258519810624421,
0.026341460645198822,
-0.018876617774367332,
0.0011690632672980428,
-0.03152395039796829,
-0.015478826127946377,
0.021021688356995583,
-0.02512306161224842,
0.05058933421969414,
0.0067054894752800465,
-0.04976562783122063,
0.026427263393998146,
-0.01320505142211914,
0.08491045981645584,
0.06308222562074661,
-0.020026374608278275,
-0.008215618319809437,
0.029258757829666138,
0.05354095250368118,
-0.038542620837688446,
0.06637705117464066,
-0.0003222967789042741,
-0.009155159816145897,
0.08113513141870499,
-0.0015787716256454587,
-0.03397791087627411,
-0.0046419319696724415,
-0.024882813915610313,
-0.016139507293701172,
0.00416143611073494,
-0.053266383707523346,
-0.02426503412425518,
0.020987367257475853,
0.03397791087627411,
0.01904822327196598,
-0.005723047070205212,
-0.05316342040896416,
0.019786126911640167,
0.03751298785209656,
-0.001004429068416357,
0.032965436577796936,
-0.039640896022319794,
0.004890759941190481,
-0.01822451688349247,
0.046436477452516556,
0.02182823419570923,
0.035144828259944916,
0.006538173649460077,
0.029601968824863434,
-0.004629061557352543,
0.01086263544857502,
0.03881718963384628,
-0.00530690373852849,
-0.004290140233933926,
-0.039434969425201416,
0.007855246774852276,
0.036929529160261154,
-0.02165662869811058,
0.023561449721455574,
-0.04001842811703682,
0.013230793178081512,
-0.019700324162840843,
-0.010905536822974682,
-0.035007543861866,
-0.03183284029364586,
0.021244775503873825,
-0.05745355784893036,
0.012904741801321507,
-0.033463094383478165,
-0.00022751149663235992,
-0.007100182119756937,
-0.0007395129650831223,
0.013076347298920155,
0.008408674970269203,
-0.015556048601865768,
-0.06438642740249634,
-0.025740841403603554,
-0.02465972676873207,
-0.012072455137968063,
0.024814171716570854,
0.007542066741734743,
0.014432031661272049,
0.025140222162008286,
0.03330864757299423,
-0.05570318177342415,
0.030202588066458702,
-0.004384523257613182,
0.07653610408306122,
0.0371011346578598,
-0.04592166095972061,
-0.04489202797412872,
-0.07090743631124496,
0.05185921490192413,
0.015393023379147053,
-0.05978739634156227,
0.011102883145213127,
-0.02211996354162693,
-0.04499499127268791,
-0.11573082208633423,
0.04156287759542465,
0.04715722054243088,
-0.010588066652417183,
0.009627074934542179,
0.030494317412376404,
0.02254897728562355,
-0.007657900452613831,
-0.006739810574799776,
-0.0016291807405650616,
0.02773146703839302,
-0.05295749381184578,
0.019889090210199356,
-0.004521808121353388,
0.006525303237140179,
-0.021467862650752068,
-0.019065383821725845,
-0.007113052532076836,
0.03823373094201088,
-0.01704043708741665,
0.12129084765911102,
-0.0020077857188880444,
-0.005332644563168287,
0.009944545105099678,
-0.03620878607034683,
0.055016759783029556,
-0.01082831434905529,
-0.04588733986020088,
0.010244854725897312,
0.040533244609832764,
0.04163151979446411,
0.07687931507825851,
0.018001427873969078,
0.05374687910079956,
-0.022789224982261658,
-0.07687931507825851,
-0.041425593197345734,
-0.032244693487882614,
0.04581869766116142,
-0.04688265174627304,
-0.05632096156477928,
-0.004967982415109873,
-0.004257964435964823,
0.004483196418732405,
-0.016765868291258812,
0.02551775425672531,
-0.022806385532021523,
-0.051790572702884674,
0.010090409778058529,
0.009335345588624477,
-0.05155032500624657,
-0.04152855649590492,
0.0018576307920739055,
-0.030288390815258026,
-0.05872344225645065,
0.020781438797712326,
-0.001979899825528264,
0.02251465618610382,
-0.023630091920495033,
-0.012956223450601101,
-0.021605147048830986,
-0.03447556868195534,
0.05741923674941063,
-0.039640896022319794,
-0.018893778324127197,
0.09836433827877045,
0.03586557134985924,
-0.04492634907364845,
0.04708857834339142,
-0.03974385932087898,
-0.02766282483935356,
-0.03444124758243561,
-0.01027059555053711,
-0.050898224115371704,
0.01796710677444935,
-0.00952411163598299,
0.013531102798879147,
-0.0020903709810227156,
0.04176880791783333,
-0.0025976798497140408,
-0.070015087723732,
-0.024676887318491936,
0.06088567152619362,
-0.07893858104944229,
0.01964884251356125,
0.002073210198432207,
0.0573849156498909,
0.028503691777586937,
-0.01703185774385929,
0.030545799061655998,
0.030357033014297485,
-0.005547151435166597,
-0.010184792801737785,
-0.0402243547141552,
0.027542700991034508,
-0.042935725301504135,
-0.02622133679687977,
-0.026341460645198822,
0.03195296600461006,
0.05110415071249008,
0.013308015652000904,
-0.002101096324622631,
-0.02934456057846546,
0.00984158180654049,
-0.008378644473850727,
0.0020506870932877064,
-0.026101212948560715,
-0.03589989244937897,
0.043759431689977646,
-0.10728783160448074,
0.03823373094201088,
-0.042901404201984406,
0.0009304241975769401,
0.027113687247037888,
0.012218319810926914,
0.024282194674015045,
-0.015247158706188202,
-0.07028965651988983,
-0.007683641277253628,
-0.03447556868195534,
0.04588733986020088,
-0.016868831589818,
-0.03970953822135925,
0.06380296498537064,
0.019099704921245575,
0.03552236035466194,
-0.022274408489465714,
0.03991546481847763,
-0.06160641461610794,
-0.09671692550182343,
-0.04242090880870819,
-0.00980726070702076,
-0.025912446901202202,
0.070015087723732,
-0.025105901062488556,
0.023286880925297737,
-0.004496066831052303,
-0.01302486564964056,
-0.0023166758473962545,
0.11051401495933533,
0.00906077679246664,
0.08374354243278503,
-0.020987367257475853,
0.0018404702423140407,
-0.02229156903922558,
0.02254897728562355,
0.014191783964633942,
-0.0220856424421072,
0.019768966361880302,
-0.038645584136247635,
-0.041219666600227356,
0.04849574714899063,
0.01994057185947895,
0.06239579990506172,
0.07886993885040283,
-0.08038006722927094,
-0.0034428376238793135,
0.04156287759542465,
-0.003672360209748149,
-0.007057280745357275,
-0.021931197494268417,
0.02000921405851841,
-0.0020581947173923254,
0.020180819556117058,
-0.0013117104535922408,
-0.019065383821725845,
-0.003307698294520378,
0.00425152899697423,
-0.028881223872303963,
0.016551360487937927,
0.023029472678899765,
0.022274408489465714,
0.01277603767812252,
0.028486531227827072,
0.007885278202593327,
-0.01690315268933773,
0.10413028299808502,
0.029258757829666138,
0.0389544740319252,
0.06699483096599579,
0.009652815759181976,
0.059444185346364975,
0.011205846443772316,
0.0072803678922355175,
-0.0047706360928714275,
-0.029464684426784515,
0.028400728479027748,
-0.005354095250368118,
-0.02512306161224842,
-0.033926431089639664,
-0.016285372897982597,
0.013942955993115902,
-0.046436477452516556,
-0.03418383747339249,
0.019254149869084358,
-0.050863903015851974,
-0.013162150047719479,
0.03073456510901451,
0.004766345955431461,
-0.03665496036410332,
-0.016422657296061516,
0.023063793778419495,
-0.05961579084396362,
0.010330657474696636,
0.003003098303452134,
0.007439103443175554,
0.010510844178497791,
0.013453880324959755,
0.010184792801737785,
-0.021742431446909904,
-0.009652815759181976,
0.0009105822537094355,
0.020609833300113678,
-0.03159259259700775,
0.015195677056908607,
0.045715734362602234,
-0.022531816735863686,
0.06143480911850929,
-0.0072803678922355175,
-0.02294366993010044,
-0.02211996354162693,
0.013016285374760628,
-0.014474933035671711,
0.04434289038181305,
-0.017915625125169754,
-0.03169555589556694,
-0.0021815362852066755,
0.03727274015545845,
-0.009627074934542179,
-0.05584046617150307,
0.037787556648254395,
0.022703422233462334,
0.02690776064991951,
0.05457058548927307,
0.017186302691698074,
0.049868591129779816,
-0.019031062722206116,
0.008374353870749474,
-0.0022458883468061686,
-0.027353934943675995,
-0.05189353600144386,
-0.03737570345401764,
-0.01808723248541355,
-0.022377371788024902,
0.011746403761208057,
0.044857706874608994,
0.006722650025039911,
0.054158732295036316,
0.028006035834550858,
-0.01729784533381462,
-0.0009304241975769401,
-0.036963850259780884,
0.030133945867419243,
-0.01125732809305191,
-0.029601968824863434,
0.005774528719484806,
-0.04279844090342522,
-0.011248747818171978,
-0.00573591748252511,
0.07612425088882446,
0.004586160182952881,
0.049937233328819275,
-0.0005322455544956028,
-0.004929371178150177,
-0.009017874486744404,
0.0003831631620414555,
-0.0371011346578598,
0.017572414129972458,
-0.024711208418011665,
0.056012071669101715,
0.007962500676512718,
-0.010047508403658867,
0.03275950998067856,
0.016517039388418198,
-0.01150615606456995,
0.06853928416967392,
0.06243012100458145,
-0.02079859934747219,
-0.003865416394546628,
0.041253987699747086,
0.07619289308786392,
-0.0389544740319252,
0.04077349230647087,
0.04166584089398384,
0.020215140655636787,
0.01597648300230503,
-0.05625231936573982,
0.027988875284790993,
0.013033445924520493,
0.024968616664409637,
0.0208672434091568,
-0.03789051994681358,
-0.06064542382955551,
0.006147771142423153,
0.02522602491080761,
0.0450979545712471,
-0.03713545575737953,
-0.013848572969436646,
-0.02030094340443611,
-0.03490458056330681,
0.002393898321315646,
-0.011094302870333195,
0.012106776237487793,
-0.03411519527435303,
0.022343050688505173,
-0.010253435000777245,
0.06785286217927933,
-0.06716644018888474,
0.03754730895161629,
-0.03662063926458359,
0.0159421619027853,
0.021673789247870445,
0.04355350509285927,
0.02987653762102127,
0.06057678163051605,
0.02809183858335018,
0.04853006824851036,
0.056938741356134415,
0.010965598747134209,
-0.049147848039865494,
0.024247873574495316,
-0.000505968404468149,
0.0009577738237567246,
0.021485023200511932,
-0.04496067017316818,
-0.013531102798879147,
0.023595770820975304,
-0.0031403827015310526,
-0.007057280745357275,
-0.029258757829666138,
0.007456263992935419,
-0.0072589172050356865,
-0.03493890166282654,
0.008082624524831772,
0.0227205827832222,
-0.020060695707798004,
-0.014869626611471176,
0.06953459233045578,
-0.0013481766218319535,
-0.048221178352832794,
0.009781519882380962,
0.07207435369491577,
0.05024612322449684,
0.01915118657052517,
0.025637878105044365,
0.0057616583071649075,
-0.02182823419570923,
0.02984221652150154,
-0.009609914384782314,
0.03583125025033951,
0.022428853437304497,
-0.03231333568692207,
-0.008700404316186905,
0.008992133662104607,
-0.0012645188253372908,
-0.036723602563142776,
0.023321202024817467,
-0.04317597299814224,
-0.022703422233462334
] |
22,534 | salem.datasets | set_period | Set a period of interest for the dataset.
This will be remembered at later calls to time() or GeoDataset's
getvardata implementations.
Parameters
----------
t0: anything that represents a time. Could be a string (e.g
'2012-01-01'), a DateTime, or an index in the dataset's time
t1: same as t0 (inclusive)
| def set_period(self, t0=0, t1=-1):
"""Set a period of interest for the dataset.
This will be remembered at later calls to time() or GeoDataset's
getvardata implementations.
Parameters
----------
t0: anything that represents a time. Could be a string (e.g
'2012-01-01'), a DateTime, or an index in the dataset's time
t1: same as t0 (inclusive)
"""
if self._time is not None:
self.sub_t = [0, -1]
# we dont check for what t0 or t1 is, we let Pandas do the job
try:
self.sub_t[0] = self._time.loc[t0]
except KeyError:
self.sub_t[0] = self._time.iloc[t0]
try:
self.sub_t[1] = self._time.loc[t1]
except KeyError:
self.sub_t[1] = self._time.iloc[t1]
self.t0 = self._time.index[self.sub_t[0]]
self.t1 = self._time.index[self.sub_t[1]]
| (self, t0=0, t1=-1) | [
0.051637109369039536,
0.021332288160920143,
0.008630207739770412,
0.06990648806095123,
-0.013053414411842823,
-0.02333218976855278,
-0.03859270364046097,
-0.008630207739770412,
-0.007846462540328503,
0.00033951038494706154,
-0.016963133588433266,
-0.0028557160403579473,
0.04615990072488785,
0.015990206971764565,
-0.034953244030475616,
0.03906115144491196,
-0.025422178208827972,
0.07884298264980316,
-0.05596122145652771,
0.004788053687661886,
0.03895304724574089,
-0.021152116358280182,
-0.04324112460017204,
-0.007544675376266241,
0.001039363443851471,
-0.000008348760275112,
-0.05646570399403572,
0.0015517257852479815,
0.016647832468152046,
-0.026070794090628624,
0.01846756413578987,
0.0017262668116018176,
-0.08244641125202179,
-0.011981395073235035,
0.024016842246055603,
-0.035403672605752945,
-0.006648323033004999,
0.002700318116694689,
-0.004443475976586342,
0.11667896807193756,
-0.014080391265451908,
-0.07660885900259018,
0.005297037772834301,
0.006688861642032862,
-0.0007313831010833383,
-0.01504430826753378,
0.07459094375371933,
0.0038669276982545853,
0.05156503990292549,
-0.006684357300400734,
0.03149395436048508,
0.03610634058713913,
-0.006436621770262718,
-0.0363045260310173,
-0.08669845759868622,
0.08136538416147232,
0.024647440761327744,
0.10190492123365402,
-0.009143696166574955,
0.011639069765806198,
0.02790854312479496,
-0.013738065958023071,
-0.020593585446476936,
0.01908014714717865,
0.0038196328096091747,
0.02034134604036808,
-0.01591813936829567,
-0.003520097816362977,
0.01720636524260044,
0.011873291805386543,
0.0009430844220332801,
-0.01127872709184885,
-0.0017949570901691914,
0.00993645004928112,
-0.027710353955626488,
0.030989473685622215,
-0.07423059642314911,
0.011431872844696045,
-0.021080048754811287,
0.03181825950741768,
-0.00890046451240778,
0.022809693589806557,
0.03133179992437363,
0.04839402437210083,
0.004752019420266151,
0.007432068232446909,
-0.010179681703448296,
0.018845923244953156,
0.01175618078559637,
-0.019296351820230484,
0.027061738073825836,
0.017737869173288345,
0.04792558029294014,
0.012179583311080933,
0.028917502611875534,
-0.022161075845360756,
-0.07325766980648041,
-0.0025854590348899364,
-0.07819436490535736,
-0.017539681866765022,
-0.01362996269017458,
-0.044394221156835556,
0.0047835493460297585,
0.022125042974948883,
-0.0009053610265254974,
-0.01520646270364523,
0.015332582406699657,
-0.04601576551795006,
-0.011152606457471848,
-0.04871833324432373,
-0.08777948468923569,
0.11588621139526367,
-0.03920528665184975,
0.014494785107672215,
-0.04313302040100098,
0.010738212615251541,
0.004393928684294224,
0.010422912426292896,
-0.03376411274075508,
0.027800440788269043,
-0.031133610755205154,
0.0915270447731018,
0.0168550293892622,
0.061582569032907486,
0.013287637382745743,
-0.03765581175684929,
0.03938545659184456,
0.015990206971764565,
-0.01889997534453869,
-0.05801517516374588,
0.04324112460017204,
-0.01625145599246025,
0.0005678212619386613,
0.043601468205451965,
0.028250867500901222,
-0.01608029380440712,
0.033511873334646225,
0.0451149083673954,
-0.07062716782093048,
0.02318805269896984,
-0.004607882350683212,
0.032250672578811646,
-0.01590912975370884,
0.0337100587785244,
0.048033684492111206,
0.015719950199127197,
-0.036628834903240204,
-0.0005512117641046643,
-0.06291583925485611,
0.05877189710736275,
-0.029872409999370575,
-0.04277268052101135,
-0.01590012200176716,
-0.04734903201460838,
-0.0036619827151298523,
-0.06010516360402107,
-0.026755446568131447,
0.024539338424801826,
-0.032538946717977524,
-0.028647245839238167,
-0.07660885900259018,
-0.011494932696223259,
-0.038700807839632034,
-0.005977184511721134,
-0.01434163935482502,
0.046916618943214417,
-0.01411642599850893,
-0.03297135606408119,
-0.020395398139953613,
0.014161468483507633,
0.10096802562475204,
0.009085140191018581,
0.022953830659389496,
-0.02317003533244133,
-0.024863647297024727,
-0.013179534114897251,
-0.00011774479207815602,
-0.0168550293892622,
0.013278628699481487,
0.04007010906934738,
0.053691063076257706,
0.009810330346226692,
-0.06691563874483109,
0.011612043716013432,
-0.02567441761493683,
-0.015224479138851166,
-0.004670942202210426,
-0.016494687646627426,
-0.01291828602552414,
0.06687960773706436,
0.06785253435373306,
-0.007202350068837404,
0.0010461199562996626,
-0.02225116267800331,
0.06104205548763275,
-0.03342178463935852,
0.006242937408387661,
-0.01732347533106804,
0.014161468483507633,
0.07480714470148087,
0.0012217869516462088,
0.009184234775602818,
0.031295765191316605,
-0.07451887428760529,
0.026989668607711792,
0.021656597033143044,
0.009440978989005089,
0.02426908165216446,
-0.055564846843481064,
-0.02080979198217392,
-0.01497223973274231,
-0.04936695098876953,
0.016909081488847733,
0.0006480538286268711,
0.015386633574962616,
-0.01655774749815464,
-0.026611309498548508,
-0.05127676576375961,
0.03378212824463844,
0.03740357235074043,
0.044069912284612656,
-0.02365649864077568,
0.006661835592240095,
-0.004414197988808155,
0.05437571555376053,
-0.02745811454951763,
0.04450232535600662,
-0.043601468205451965,
-0.010503989644348621,
0.004414197988808155,
-0.010657135397195816,
0.04183578863739967,
-0.04432215169072151,
-0.11509346216917038,
0.05160107463598251,
-0.008049155585467815,
0.04680851846933365,
-0.002839951077476144,
-0.002986340085044503,
0.010206706821918488,
-0.010377869941294193,
0.021044014021754265,
0.007296939846128225,
0.02776440605521202,
-0.07347387820482254,
-0.012792166322469711,
-0.016828004270792007,
0.061906877905130386,
-0.007995103485882282,
0.033025410026311874,
-0.022971848025918007,
-0.01716132089495659,
-0.03107955865561962,
0.05250193178653717,
0.07120371609926224,
0.004743010737001896,
0.03722340241074562,
0.032881271094083786,
-0.014053365215659142,
0.019134197384119034,
-0.013738065958023071,
-0.0013850672403350472,
-0.0381602942943573,
-0.014792067930102348,
-0.019494540989398956,
0.03906115144491196,
-0.0046213953755795956,
-0.014377674087882042,
-0.013936254195868969,
0.019350403919816017,
-0.002248763805255294,
0.05646570399403572,
-0.007089742925018072,
-0.024178994819521904,
0.022773658856749535,
0.03262903168797493,
0.03187231346964836,
-0.08604983985424042,
0.011323769576847553,
-0.010774247348308563,
0.024845629930496216,
0.0036754957400262356,
0.02221512794494629,
-0.0005833047325722873,
-0.017278432846069336,
-0.057618800550699234,
-0.023998824879527092,
0.021404357627034187,
0.010044553317129612,
0.010134638287127018,
-0.07704126834869385,
0.011909326538443565,
0.015179436653852463,
0.0501236692070961,
-0.016017233952879906,
0.03909718245267868,
0.009729253128170967,
-0.05307848006486893,
0.015873096883296967,
0.014954222366213799,
0.00614834763109684,
-0.04356543347239494,
-0.02127823606133461,
0.07430266588926315,
-0.040142178535461426,
-0.02160254493355751,
0.02949405089020729,
0.053655028343200684,
0.07423059642314911,
-0.012413806281983852,
0.012404797598719597,
0.0013400244060903788,
-0.04183578863739967,
0.011071530170738697,
0.032719116657972336,
0.0010433048009872437,
-0.005648371763527393,
0.0023467319551855326,
-0.00189292524009943,
0.05722242221236229,
-0.0640328973531723,
-0.03248489648103714,
0.04003407433629036,
-0.013611946254968643,
0.025169938802719116,
0.02823285199701786,
0.0063150059431791306,
0.00787348859012127,
-0.06010516360402107,
0.04637610539793968,
-0.02617889828979969,
-0.005121370777487755,
0.022755641490221024,
0.04778144136071205,
-0.0012510648230090737,
-0.00032318237936124206,
-0.002196964342147112,
-0.040250279009342194,
0.04623197019100189,
0.037115298211574554,
0.06334824860095978,
0.007769889663904905,
-0.046412140130996704,
-0.021638579666614532,
0.03091740421950817,
-0.0026282495819032192,
0.016323525458574295,
-0.011170623824000359,
0.057798970490694046,
0.06104205548763275,
-0.01985488273203373,
0.04551128298044205,
-0.036502715200185776,
0.021098066121339798,
0.02095392905175686,
0.01720636524260044,
0.06648322939872742,
-0.0031575029715895653,
-0.03967373073101044,
-0.04893454164266586,
0.061726704239845276,
0.031277745962142944,
0.0333857536315918,
-0.010179681703448296,
0.011630061082541943,
0.018251357600092888,
-0.024665458127856255,
0.036340560764074326,
-0.020773757249116898,
-0.030773267149925232,
-0.021980905905365944,
-0.06810477375984192,
0.05329468473792076,
0.0072158626280725,
0.040286313742399216,
0.028611211106181145,
-0.02760225161910057,
0.0024390697944909334,
-0.019170232117176056,
-0.026899583637714386,
0.047529201954603195,
-0.06244739145040512,
-0.00413943687453866,
0.04082682728767395,
0.015098359435796738,
0.00397503050044179,
0.05614139512181282,
-0.041079070419073105,
0.08078883588314056,
-0.010269767604768276,
0.05275417119264603,
-0.025314075872302055,
0.0012082741595804691,
-0.01293630339205265,
-0.03243084251880646,
0.011152606457471848,
-0.035007294267416,
-0.03252093121409416,
0.025818554684519768,
-0.02162056230008602,
-0.0007173072081059217,
-0.0848967432975769,
0.023386241868138313,
0.06918580085039139,
0.015981199219822884,
-0.0034457771107554436,
0.04601576551795006,
-0.030521027743816376,
-0.049258846789598465,
-0.017476622015237808,
-0.029746290296316147,
0.010585066862404346,
-0.003315152833238244,
-0.006828494369983673,
0.04143941029906273,
-0.0285391416400671,
0.00038089349982328713,
-0.027169840410351753,
0.0789150521159172,
0.058879997581243515,
-0.0036146878264844418,
-0.007432068232446909,
0.000710550753865391,
0.029205776751041412,
0.02477356046438217,
-0.031782228499650955,
0.018314417451620102,
-0.004774540662765503,
-0.0168550293892622,
0.0580512098968029,
0.02019720897078514,
-0.011630061082541943,
-0.06785253435373306,
-0.021998923271894455,
0.03543970361351967,
0.02756621688604355,
-0.010945409536361694,
0.01989091746509075,
0.011891309171915054,
0.027530182152986526,
0.020431431010365486,
-0.003668739227578044,
0.028016645461320877,
-0.07286129891872406,
-0.03534961864352226,
-0.06118619069457054,
-0.03866477310657501,
0.007035691291093826,
-0.060141198337078094,
-0.02367451600730419,
-0.007058212999254465,
0.07747368514537811,
0.037115298211574554,
0.00787348859012127,
0.004932190757244825,
-0.022034956142306328,
-0.015476719476282597,
-0.026052778586745262,
0.04587162658572197,
-0.014792067930102348,
-0.009558090008795261,
0.056357599794864655,
-0.03343980386853218,
-0.004941199440509081,
0.01908014714717865,
-0.003168763592839241,
0.007364504039287567,
-0.04205199331045151,
-0.02284572832286358,
-0.04082682728767395,
-0.03106154128909111,
-0.015557796694338322,
-0.010305801406502724,
-0.043421294540166855,
-0.020539535209536552,
-0.018368469551205635,
-0.00020480414968915284,
0.022305212914943695,
-0.0053195590153336525,
-0.03471902012825012,
-0.020269276574254036,
-0.010927392169833183,
0.04165561869740486,
0.034448761492967606,
0.02062962017953396,
-0.018197307363152504,
-0.03089938685297966,
0.03511539846658707,
-0.07156406342983246,
-0.0007719216519035399,
0.0008203426841646433,
-0.019981002435088158,
-0.0337100587785244,
0.024935714900493622,
-0.05862775817513466,
0.01000851858407259,
0.04241233691573143,
-0.006211407482624054,
0.04291681572794914,
-0.0197287630289793,
-0.00147853116504848,
0.02742207981646061,
-0.01031481008976698,
-0.015828054398298264,
0.03324161469936371,
-0.007945557124912739,
-0.034592900425195694,
0.012575960718095303,
-0.02160254493355751,
-0.05333071947097778,
-0.023440293967723846,
-0.02965620532631874,
-0.007995103485882282,
0.04558335244655609,
-0.0011880048550665379,
-0.013431774452328682,
-0.030557062476873398,
-0.017701836302876472,
-0.04273664578795433,
-0.0007229375769384205,
-0.044069912284612656,
0.010296792723238468,
0.03088136948645115,
0.040466487407684326,
-0.01861170120537281,
-0.028286902233958244,
-0.04749316722154617,
-0.06396082788705826,
-0.018539631739258766,
-0.0047294981777668,
-0.00029165236628614366,
-0.06320410966873169,
0.04273664578795433,
0.03830442950129509,
0.05697018280625343,
0.026539240032434464,
-0.046268004924058914,
-0.07740161567926407,
0.0045718480832874775,
0.022629521787166595,
-0.03028680384159088,
0.0048466091975569725,
0.06280773133039474,
-0.024034857749938965,
0.01095441821962595,
-0.024953732267022133,
-0.029385948553681374,
0.033493854105472565,
0.10601282119750977,
0.06475358456373215,
0.05066418647766113,
-0.05552881211042404,
0.06648322939872742,
-0.01908014714717865,
-0.0548081248998642,
-0.018539631739258766,
-0.002477356232702732,
0.03527755290269852,
0.01799911819398403,
-0.008400489576160908,
-0.006441126111894846,
-0.036466680467128754,
0.10788660496473312,
0.042952850461006165,
-0.06165463849902153,
-0.04853816330432892,
0.027512166649103165,
0.024989767000079155,
-0.04129527509212494,
0.014882153831422329,
0.03154800459742546,
0.020593585446476936,
-0.028575176373124123,
0.0015900122234597802,
-0.008652728982269764,
0.04432215169072151,
-0.0029953487683087587,
-0.06961821019649506,
-0.03583608195185661,
0.009693218395113945,
-0.04615990072488785,
0.03389023244380951,
-0.006846511270850897,
-0.03203446790575981,
-0.004945703782141209,
0.07037492841482162,
0.022143060341477394,
0.05516846850514412,
0.01499025709927082,
0.011458897963166237,
-0.03931339085102081,
0.006391578819602728,
-0.004905165173113346,
0.027187857776880264,
-0.0000346794658980798,
0.0197287630289793,
-0.025656400248408318,
-0.08143745362758636,
0.0074726068414747715,
0.012053463608026505,
-0.024088909849524498,
0.016927098855376244,
-0.06197894737124443,
0.013413757085800171,
-0.022629521787166595,
-0.03376411274075508,
-0.0047700367867946625,
0.0620870478451252,
0.003781346371397376,
-0.027710353955626488,
0.02062962017953396,
0.01879187300801277,
0.047385066747665405,
0.02174668200314045,
0.038700807839632034,
-0.042520441114902496,
-0.07949160039424896,
-0.012810183688998222,
-0.0002927784516941756,
-0.06118619069457054,
-0.0763205885887146,
0.0040358384139835835,
-0.04929488152265549,
-0.0019019338069483638,
-0.07920332998037338,
-0.056069325655698776,
0.053546927869319916,
-0.06385272741317749,
0.002335471101105213,
-0.10313007980585098,
0.012999363243579865,
-0.004197992384433746,
-0.03866477310657501,
-0.07783402502536774,
0.01607128418982029,
-0.012395788915455341,
-0.015278531238436699,
-0.018954025581479073,
0.02540416084229946,
0.026088811457157135,
0.02524200640618801,
0.033187564462423325,
0.06763632595539093,
-0.018539631739258766,
-0.00598619319498539,
-0.021800734102725983,
-0.04709679260849953,
0.002303941175341606,
0.002405287465080619,
0.014431725256145,
-0.015305556356906891,
-0.006918579805642366,
0.038700807839632034,
0.012927294708788395,
-0.021656597033143044,
0.025764504447579384,
-0.0004704161547124386,
-0.07387025654315948,
0.05062815174460411,
-0.03244886174798012,
-0.012278677895665169,
0.026431137695908546,
-0.054339680820703506,
-0.02632303535938263,
0.06475358456373215,
-0.014368665404617786,
-0.028665263205766678,
0.025350108742713928,
0.03358393907546997,
0.02253943681716919,
-0.01120665855705738,
-0.013422765769064426,
-0.021998923271894455,
0.06345634907484055,
0.0365387499332428,
-0.06345634907484055,
-0.003761077066883445,
-0.006301492918282747,
-0.020107124000787735,
0.037908051162958145,
0.023890720680356026,
0.019764797762036324,
0.0046033780090510845,
-0.02540416084229946,
0.029421981424093246,
0.06478961557149887,
-0.024052875116467476,
-0.06215911731123924,
0.01104450412094593,
-0.01844954676926136,
0.02302589826285839,
-0.021836768835783005,
-0.0346829853951931,
0.05751069635152817,
0.04587162658572197,
-0.037908051162958145,
-0.08756327629089355,
-0.016008224338293076,
-0.006360048893839121,
0.07466300576925278,
-0.04742110148072243,
0.010188690386712551,
-0.015801027417182922,
0.0111165726557374,
0.018035152927041054,
-0.013134491629898548,
-0.013422765769064426,
-0.000025319000997114927,
0.010531015694141388,
-0.007630256935954094,
0.004738506395369768,
0.058231379836797714,
0.02239529974758625,
0.002248763805255294,
0.013053414411842823,
-0.006612288765609264,
-0.05787103995680809,
-0.012783157639205456,
-0.023079950362443924,
0.05120470002293587,
-0.015152410604059696,
-0.0013850672403350472,
0.005873586051166058,
0.02284572832286358,
-0.03252093121409416,
0.03670090436935425,
0.015440684743225574,
0.03163808956742287,
-0.01026075892150402,
-0.03107955865561962,
-0.05048401281237602,
0.0063150059431791306,
0.05246589705348015,
-0.03844856843352318,
0.03120567835867405,
-0.009422961622476578,
0.004400685429573059,
-0.022593487054109573,
0.026449155062437057,
0.05412347614765167,
-0.042628541588783264,
-0.04363750293850899,
-0.03142188489437103,
0.0008389228605665267,
-0.06096998602151871,
-0.04313302040100098,
-0.04742110148072243,
-0.005688910372555256,
0.017575714737176895,
-0.00984636414796114,
0.008959020487964153,
-0.01954859122633934,
-0.02599872648715973,
0.019206266850233078,
0.03985390439629555,
0.010089595802128315,
0.017755886539816856,
0.05891603231430054,
0.03331368416547775,
0.026232948526740074,
-0.03133179992437363,
0.03154800459742546,
0.054339680820703506,
0.04572749137878418,
0.02430511638522148,
0.019116180017590523,
0.014692974276840687,
-0.002839951077476144
] |
22,535 | salem.datasets | set_roi | Set a region of interest for the dataset.
If set succesfully, a ROI is simply a mask of the same size as the
dataset's grid, obtained with the .roi attribute.
I haven't decided yet if the data should be masekd out when a ROI
has been set.
Parameters
----------
shape: path to a shapefile
geometry: a shapely geometry
crs: the crs of the geometry
grid: a Grid object
corners: a ((x0, y0), (x1, y1)) tuple of the corners of the square
to subset the dataset to. The coordinates are not expressed in
wgs84, set the crs keyword
noerase: set to true in order to add the new ROI to the previous one
| def set_roi(self, shape=None, geometry=None, crs=wgs84, grid=None,
corners=None, noerase=False):
"""Set a region of interest for the dataset.
If set succesfully, a ROI is simply a mask of the same size as the
dataset's grid, obtained with the .roi attribute.
I haven't decided yet if the data should be masekd out when a ROI
has been set.
Parameters
----------
shape: path to a shapefile
geometry: a shapely geometry
crs: the crs of the geometry
grid: a Grid object
corners: a ((x0, y0), (x1, y1)) tuple of the corners of the square
to subset the dataset to. The coordinates are not expressed in
wgs84, set the crs keyword
noerase: set to true in order to add the new ROI to the previous one
"""
# The rois are always defined on the original grids, but of course
# we take that into account when a subset is set (see roi
# decorator below)
ogrid = self._ogrid
# Initial mask
if noerase and (self.roi is not None):
mask = self.roi
else:
mask = np.zeros((ogrid.ny, ogrid.nx), dtype=np.int16)
# Several cases
if shape is not None:
if isinstance(shape, pd.DataFrame):
gdf = shape
else:
gdf = sio.read_shapefile(shape)
gis.transform_geopandas(gdf, to_crs=ogrid.corner_grid,
inplace=True)
if rasterio is None:
raise ImportError('This feature needs rasterio')
from rasterio.features import rasterize
with rasterio.Env():
mask = rasterize(gdf.geometry, out=mask)
if geometry is not None:
geom = gis.transform_geometry(geometry, crs=crs,
to_crs=ogrid.corner_grid)
if rasterio is None:
raise ImportError('This feature needs rasterio')
from rasterio.features import rasterize
with rasterio.Env():
mask = rasterize(np.atleast_1d(geom), out=mask)
if grid is not None:
_tmp = np.ones((grid.ny, grid.nx), dtype=np.int16)
mask = ogrid.map_gridded_data(_tmp, grid, out=mask).filled(0)
if corners is not None:
cgrid = self._ogrid.center_grid
xy0, xy1 = corners
x0, y0 = cgrid.transform(*xy0, crs=crs, nearest=True)
x1, y1 = cgrid.transform(*xy1, crs=crs, nearest=True)
mask[np.min([y0, y1]):np.max([y0, y1])+1,
np.min([x0, x1]):np.max([x0, x1])+1] = 1
self.roi = mask
| (self, shape=None, geometry=None, crs=<Other Coordinate Operation Transformer: longlat>
Description: PROJ-based coordinate operation
Area of Use:
- undefined, grid=None, corners=None, noerase=False) | [
-0.008120330050587654,
-0.0553385429084301,
0.009509522467851639,
0.029063237830996513,
-0.060112401843070984,
-0.034276288002729416,
-0.0033870511688292027,
0.019400952383875847,
0.031163735315203667,
-0.05591140687465668,
0.008511786349117756,
0.03914562240242958,
0.011018061079084873,
0.035651158541440964,
-0.045332539826631546,
0.0013665164588019252,
-0.033665236085653305,
0.02541601099073887,
0.009032136760652065,
-0.04155164584517479,
-0.021024063229560852,
-0.05919582024216652,
0.02658083289861679,
0.00943791400641203,
0.03223307803273201,
0.03750341758131981,
-0.021100444719195366,
-0.003184162313118577,
0.06988925486803055,
-0.03400895372033119,
-0.0328250378370285,
-0.04487425088882446,
-0.010617056861519814,
-0.011180371977388859,
0.04559987783432007,
-0.022475315257906914,
0.030189868062734604,
0.09998364746570587,
0.02847127988934517,
0.04243003576993942,
-0.07966611534357071,
-0.05396367236971855,
0.025759728625416756,
-0.015476842410862446,
0.0075331456027925014,
-0.009203995577991009,
0.0074567636474967,
0.027841130271553993,
-0.002740193624049425,
0.026466259732842445,
0.004785791039466858,
-0.011772329919040203,
-0.036013972014188766,
0.03082001768052578,
-0.03007529489696026,
-0.010836654342710972,
-0.025282343849539757,
0.07244804501533508,
0.04342299699783325,
-0.051175739616155624,
-0.0456380695104599,
-0.017386384308338165,
0.032061219215393066,
-0.013681872747838497,
0.04059687629342079,
-0.014140162616968155,
-0.09524798393249512,
-0.038095373660326004,
0.03307327628135681,
0.06270937621593475,
-0.012813030742108822,
0.0659937933087349,
0.067559614777565,
-0.01367232482880354,
-0.012746197171509266,
-0.0030815242789685726,
-0.05064107105135918,
0.021654212847352028,
0.011008513160049915,
-0.042086318135261536,
0.04785313829779625,
0.06389329582452774,
0.044110432267189026,
0.03208031505346298,
-0.0006528248777613044,
0.007428120821714401,
0.034887343645095825,
0.023506470024585724,
0.048349618911743164,
-0.10235147923231125,
0.035364728420972824,
0.012335645034909248,
0.0017078471137210727,
-0.017844675108790398,
0.022150693461298943,
0.014951718039810658,
-0.053658146411180496,
-0.012478861026465893,
-0.04136069118976593,
-0.0736701563000679,
-0.07072945684194565,
-0.01989743299782276,
-0.007805255241692066,
0.01853211037814617,
0.002635168842971325,
0.0368923619389534,
0.042315464466810226,
0.014455237425863743,
-0.0772600919008255,
-0.023086369037628174,
-0.031545642763376236,
0.03885919228196144,
-0.0431174710392952,
0.03353156894445419,
-0.013996947556734085,
-0.03230946138501167,
-0.031316500157117844,
-0.024690385907888412,
-0.05045011639595032,
-0.03914562240242958,
-0.014827597886323929,
0.07095859944820404,
-0.004191446118056774,
0.024022046476602554,
0.04342299699783325,
0.054612915962934494,
0.022322552278637886,
0.08302690833806992,
0.004184285178780556,
-0.08058269321918488,
-0.026103446260094643,
-0.034429050981998444,
-0.03775165602564812,
0.013691420666873455,
-0.008354248479008675,
0.008616810664534569,
0.020623059943318367,
-0.012975341640412807,
-0.05232146754860878,
0.022093407809734344,
0.046134550124406815,
0.013118557631969452,
0.03101097233593464,
0.022570792585611343,
0.03763708472251892,
0.04342299699783325,
0.021864263340830803,
-0.03175569325685501,
0.05946315452456474,
-0.008211033418774605,
-0.0004535163752734661,
-0.011638661846518517,
-0.019229093566536903,
0.04567625746130943,
0.0007375607965514064,
-0.03622402250766754,
0.010645699687302113,
-0.017625078558921814,
0.004031521733850241,
-0.0028595400508493185,
-0.051634032279253006,
0.03576573356986046,
-0.006482896860688925,
-0.014054233208298683,
-0.03127830848097801,
0.05075564235448837,
-0.019916528835892677,
-0.0651535913348198,
0.04487425088882446,
0.0006170209380798042,
0.005365814547985792,
-0.022265266627073288,
-0.04747122898697853,
-0.012698458507657051,
-0.0404823012650013,
0.0596541091799736,
-0.03274865448474884,
-0.018150202929973602,
-0.044721487909555435,
0.03053358569741249,
0.01787331886589527,
0.01068389043211937,
0.008211033418774605,
0.04865514487028122,
-0.0050841569900512695,
0.07072945684194565,
0.06015058979392052,
-0.07859677076339722,
0.042506419122219086,
-0.022990893572568893,
-0.002783158328384161,
0.03101097233593464,
-0.06507720798254013,
0.007442442234605551,
0.037102412432432175,
-0.055453117936849594,
0.035918496549129486,
0.004255893174558878,
-0.045943595468997955,
0.04770037531852722,
-0.020527582615613937,
0.003823858918622136,
0.013194939121603966,
0.022570792585611343,
-0.019114520400762558,
-0.02220798097550869,
0.001685171271674335,
0.006272847298532724,
0.05988325551152229,
0.052588801831007004,
0.05029735341668129,
-0.0038405675441026688,
-0.01726226508617401,
0.013233129866421223,
0.0500682070851326,
0.03746522590517998,
-0.03840089961886406,
0.04170440882444382,
0.009676607325673103,
0.07748923450708389,
-0.026007970795035362,
0.040024012327194214,
-0.0543837733566761,
-0.0182074885815382,
0.017329098656773567,
-0.028585853055119514,
0.02766927145421505,
-0.031927552074193954,
0.06725408881902695,
-0.04854057356715202,
0.005103252362459898,
-0.026829073205590248,
-0.009815048426389694,
-0.05430739000439644,
-0.033187851309776306,
0.03523106127977371,
0.003683030139654875,
-0.011285396292805672,
-0.032252173870801926,
0.008292188867926598,
-0.035880304872989655,
0.004241571296006441,
-0.00775274308398366,
-0.01963009685277939,
-0.029349669814109802,
-0.045523494482040405,
-0.03166021779179573,
0.06649027019739151,
0.03673959895968437,
0.011944188736379147,
0.013595943339169025,
0.0033822772093117237,
-0.06186917796730995,
0.02667631022632122,
0.028814997524023056,
-0.046707410365343094,
-0.04934258013963699,
-0.03072454035282135,
0.014054233208298683,
-0.025301439687609673,
0.03448633849620819,
-0.04361395165324211,
0.04556168615818024,
-0.003823858918622136,
-0.0069984737783670425,
-0.012793934904038906,
0.01966828852891922,
0.01503764744848013,
-0.03511648625135422,
-0.03439086303114891,
0.0052464683540165424,
0.07920782268047333,
-0.023067275062203407,
0.001753198797814548,
0.002957404125481844,
0.00961932074278593,
0.005747723393142223,
-0.0027950929943472147,
0.04433957859873772,
-0.02323913387954235,
0.047776754945516586,
0.04090240225195885,
0.010636151768267155,
0.0023153203073889017,
-0.004074486438184977,
-0.0578591413795948,
0.026561737060546875,
0.04170440882444382,
-0.027210982516407967,
-0.007256262004375458,
-0.012497955933213234,
0.02465219423174858,
-0.052856139838695526,
-0.008545203134417534,
0.043308425694704056,
0.017825579270720482,
-0.03301599249243736,
-0.014292926527559757,
-0.005160538945347071,
-0.031641121953725815,
0.006988925859332085,
-0.007356512825936079,
-0.04151345416903496,
-0.0394129604101181,
0.07107317447662354,
-0.023029083386063576,
0.01503764744848013,
0.0052416943944990635,
0.008721835911273956,
0.042315464466810226,
0.03897376358509064,
-0.05411643534898758,
0.010492936708033085,
-0.05480387061834335,
0.024728575721383095,
-0.027440126985311508,
0.054078247398138046,
0.021062254905700684,
-0.004272601567208767,
0.03624311834573746,
-0.027039123699069023,
-0.05083202198147774,
-0.01388237439095974,
-0.04678379371762276,
-0.004616319201886654,
-0.01571553573012352,
-0.04739484563469887,
0.05743904039263725,
-0.05457472801208496,
0.07149327546358109,
-0.04197174683213234,
0.028165753930807114,
-0.011590923182666302,
0.04762399196624756,
0.03274865448474884,
0.018006986007094383,
0.029426051303744316,
-0.003979009576141834,
0.026886358857154846,
0.007198975421488285,
-0.0058861649595201015,
0.03316875547170639,
-0.00830650981515646,
-0.0004761921882163733,
0.013834635727107525,
0.01806427352130413,
-0.022265266627073288,
0.009967812336981297,
0.010607508942484856,
0.034047145396471024,
0.03926019370555878,
0.013452727347612381,
0.016202468425035477,
-0.030877303332090378,
0.017711007967591286,
0.04113154858350754,
-0.023181846365332603,
-0.007413798943161964,
0.06255661696195602,
-0.04212450981140137,
0.02770746313035488,
-0.06778876483440399,
0.06286214292049408,
-0.010664795525372028,
-0.044683296233415604,
0.008908015675842762,
-0.08104098588228226,
0.025015007704496384,
-0.018407991155982018,
-0.06186917796730995,
-0.02121501788496971,
-0.027440126985311508,
-0.05904305726289749,
-0.020718537271022797,
0.027440126985311508,
0.04315566271543503,
-0.02973157726228237,
-0.04537073150277138,
-0.03990944102406502,
-0.018971305340528488,
-0.020871300250291824,
0.003513558302074671,
0.03219488635659218,
0.013233129866421223,
-0.01477031223475933,
-0.03899285942316055,
0.006735911592841148,
0.02574063464999199,
-0.008869824931025505,
-0.023468278348445892,
0.005260789766907692,
-0.016479352489113808,
0.051786795258522034,
-0.033627044409513474,
0.006497218739241362,
0.009910525754094124,
0.014445689506828785,
0.05579683557152748,
0.045103397220373154,
0.00922309048473835,
-0.013729611411690712,
-0.06438977271318436,
0.051404885947704315,
0.02526324801146984,
0.05938677489757538,
0.013042176142334938,
0.020623059943318367,
-0.048960670828819275,
0.02343008667230606,
-0.07424301654100418,
-0.005633150693029165,
0.015772821381688118,
0.0765344649553299,
0.06003601849079132,
-0.02089039608836174,
0.02111954055726528,
0.01985924318432808,
0.04609635844826698,
0.018999949097633362,
0.06633751094341278,
0.015381365083158016,
0.010206504724919796,
-0.0038381805643439293,
0.0674450471997261,
-0.003749864175915718,
-0.03471548482775688,
0.02648535557091236,
-0.019687384366989136,
0.029426051303744316,
0.043690335005521774,
-0.030476300045847893,
-0.023831091821193695,
-0.026237115263938904,
-0.013233129866421223,
-0.016259755939245224,
-0.01873261295258999,
-0.03948934003710747,
-0.007986661978065968,
0.008239676244556904,
0.018293417990207672,
0.07829124480485916,
0.009514295496046543,
-0.019782861694693565,
-0.07279176265001297,
-0.028070276603102684,
-0.035173773765563965,
-0.03870642930269241,
0.08356158435344696,
-0.01139042153954506,
-0.002187619684264064,
0.06717770546674728,
0.0438430979847908,
-0.05289432778954506,
0.02776474878191948,
0.025950683280825615,
-0.026237115263938904,
-0.03805718198418617,
0.028624042868614197,
0.007867315784096718,
-0.05988325551152229,
0.02005019783973694,
0.0033249910920858383,
-0.08386711031198502,
-0.0033130564261227846,
0.0527033768594265,
-0.0019572812598198652,
0.03284413367509842,
-0.022799938917160034,
-0.02329641953110695,
-0.03914562240242958,
0.022379839792847633,
-0.09532436728477478,
-0.029254192486405373,
-0.03274865448474884,
0.07302090525627136,
0.03313056379556656,
0.010426102206110954,
0.06538274139165878,
-0.005781140178442001,
-0.016116539016366005,
0.005742949433624744,
0.016021061688661575,
-0.024155713617801666,
-0.022742651402950287,
-0.013099461793899536,
-0.011925093829631805,
-0.05434558168053627,
0.013223581947386265,
-0.0543837733566761,
-0.012440670281648636,
0.027421031147241592,
0.03030444122850895,
-0.09341482073068619,
0.04136069118976593,
0.006707268301397562,
0.041666220873594284,
0.015209506265819073,
-0.0035183322615921497,
0.011753235012292862,
-0.03570844605565071,
0.023067275062203407,
-0.00651631411164999,
-0.011094442568719387,
0.016402970999479294,
-0.009891430847346783,
-0.019801955670118332,
-0.04728027433156967,
-0.03788532316684723,
0.004697474651038647,
-0.04071144759654999,
-0.015209506265819073,
0.005676115397363901,
0.04559987783432007,
-0.007012795191258192,
0.012679362669587135,
-0.018341155722737312,
-0.004940941464155912,
0.02912052348256111,
-0.05720989406108856,
-0.008425856940448284,
-0.044263195246458054,
-0.015352722257375717,
0.0382099486887455,
0.12030117958784103,
-0.0250341035425663,
0.009218316525220871,
0.048349618911743164,
-0.02709640935063362,
0.023582851514220238,
-0.021100444719195366,
-0.01976376585662365,
-0.04540892317891121,
0.005590185988694429,
0.027822036296129227,
0.0382099486887455,
0.014168806374073029,
0.020928585901856422,
-0.08058269321918488,
0.04181898385286331,
-0.003661547787487507,
-0.0179687961935997,
0.0025277570821344852,
-0.006984151899814606,
-0.009662285447120667,
-0.008440177887678146,
0.04380490630865097,
0.015390913002192974,
-0.027650177478790283,
0.07920782268047333,
-0.016269301995635033,
0.025530584156513214,
-0.011380873620510101,
0.053238045424222946,
-0.006506766192615032,
0.049418963491916656,
0.019410500302910805,
0.014044685289263725,
-0.042506419122219086,
-0.0465928390622139,
0.02455671690404415,
-0.02541601099073887,
-0.0022532602306455374,
0.02018386498093605,
0.025473298504948616,
-0.04636369273066521,
0.007590431720018387,
0.002312933560460806,
0.04598178714513779,
0.028719520196318626,
-0.005633150693029165,
-0.015085386112332344,
0.015333627350628376,
-0.030648158863186836,
-0.02700093202292919,
-0.048387810587882996,
0.033665236085653305,
0.005862295627593994,
-0.04155164584517479,
-0.014168806374073029,
0.003301121760159731,
-0.0032199660781770945,
-0.042086318135261536,
0.07611436396837234,
-0.05335262045264244,
0.010521579533815384,
0.06752142310142517,
-0.06141088902950287,
0.06908725202083588,
-0.015028100460767746,
0.00683616241440177,
0.09944897890090942,
0.04605816677212715,
0.017348194494843483,
-0.03505920246243477,
-0.03826723247766495,
0.030132582411170006,
0.02258988842368126,
-0.10922583192586899,
0.008325605653226376,
0.002212682506069541,
-0.02339189685881138,
-0.010922583751380444,
-0.027077313512563705,
-0.01793060451745987,
-0.06797971576452255,
0.0004415817093104124,
-0.03910743072628975,
0.01746276766061783,
-0.014617548324167728,
-0.0071416893042624,
0.016727592796087265,
0.025702442973852158,
0.05915762856602669,
-0.036109451204538345,
-0.0014393177116289735,
-0.015658250078558922,
-0.066604845225811,
0.05946315452456474,
-0.021024063229560852,
-0.017300454899668694,
0.00046962813939899206,
-0.01765372045338154,
-0.017300454899668694,
-0.05075564235448837,
-0.040253158658742905,
-0.01670849695801735,
0.005876617506146431,
-0.03335971012711525,
-0.03792351484298706,
0.038419995456933975,
-0.0038381805643439293,
-0.06351138651371002,
0.020451201125979424,
-0.035689350217580795,
0.034276288002729416,
-0.03223307803273201,
0.018990401178598404,
0.045752640813589096,
-0.034982819110155106,
0.02602706477046013,
0.006965056527405977,
-0.03204212337732315,
0.08203394711017609,
0.01825522631406784,
-0.020623059943318367,
-0.028337612748146057,
0.009628868661820889,
-0.00992962159216404,
-0.030247153714299202,
-0.020202960819005966,
-0.019649192690849304,
0.031182831153273582,
-0.0015705988043919206,
-0.02635168842971325,
0.045714449137449265,
0.03870642930269241,
-0.012736649252474308,
-0.008950981311500072,
0.029712483286857605,
0.007790933828800917,
-0.024766767397522926,
0.02037481963634491,
-0.011371325701475143,
-0.017109502106904984,
-0.001589694176800549,
-0.01594468019902706,
0.017138144001364708,
0.010177861899137497,
0.08554750680923462,
0.0561787411570549,
-0.009900977835059166,
-0.015247697941958904,
-0.04907524585723877,
0.016297945752739906,
0.014674834907054901,
-0.022933606058359146,
-0.0002054250071523711,
-0.05205412954092026,
-0.021195922046899796,
0.03735065460205078,
-0.020298438146710396,
0.03845818713307381,
-0.03307327628135681,
-0.010082384571433067,
0.09715752303600311,
0.05052649602293968,
0.03171750158071518,
-0.04265918210148811,
0.04433957859873772,
0.01665121130645275,
0.01746276766061783,
-0.0009708830621093512,
0.042506419122219086,
0.057095322757959366,
0.027172790840268135,
-0.016880355775356293,
-0.04739484563469887,
-0.03421900421380997,
-0.030552681535482407,
0.04781494662165642,
-0.0065019926987588406,
-0.0070653073489665985,
-0.03715969994664192,
0.012793934904038906,
-0.026619022712111473,
0.02574063464999199,
-0.06167822703719139,
0.03483005613088608,
0.014865788631141186,
-0.03754160553216934,
-0.028490375727415085,
0.06519178301095963,
-0.008631132543087006,
-0.03645316883921623,
-0.040024012327194214,
-0.0014011268503963947,
0.004530389793217182,
0.009590677917003632,
-0.011256753467023373,
-0.043079279363155365,
0.03693055361509323,
0.0073374174535274506,
-0.017682364210486412,
-0.021138636395335197,
-0.0018033243250101805,
0.006945961154997349,
0.02197883464396,
-0.03433357551693916,
-0.025568775832653046,
-0.020451201125979424,
0.029139619320631027,
0.02488134056329727,
-0.020107483491301537,
0.04800590127706528,
0.01942959614098072,
-0.03971848636865616,
0.03769437223672867,
-0.04265918210148811,
-0.06691037118434906,
0.013261773623526096,
0.00009696895722299814,
-0.07458673417568207,
0.00392888393253088,
0.010120575316250324,
-0.0895957350730896,
-0.0023594785016030073,
0.0465928390622139,
-0.020202960819005966,
0.008688419125974178,
0.01232609711587429,
0.0077193258330225945,
0.05075564235448837,
0.07619074732065201,
0.0037952158600091934,
-0.010827106423676014,
-0.004461168777197599,
-0.016527090221643448,
0.04071144759654999,
0.019047686830163002,
0.038935571908950806,
-0.05858476459980011,
0.022265266627073288,
-0.02371651865541935,
0.012316549196839333,
0.03994762897491455,
0.021654212847352028,
-0.01552458107471466,
-0.03372252359986305
] |
22,536 | salem.datasets | set_subset | Set a subset for the dataset.
This will be remembered at later calls to GeoDataset's
getvardata implementations.
Parameters
----------
corners: a ((x0, y0), (x1, y1)) tuple of the corners of the square
to subset the dataset to. The coordinates are not expressed in
wgs84, set the crs keyword
crs: the coordinates of the corner coordinates
toroi: set to true to generate the smallest possible subset arond
the region of interest set with set_roi()
margin: when doing the subset, add a margin (can be negative!). Can
be used alone: set_subset(margin=-5) will remove five pixels from
each boundary of the dataset.
TODO: shouldnt we make the toroi stuff easier to use?
| def set_subset(self, corners=None, crs=wgs84, toroi=False, margin=0):
"""Set a subset for the dataset.
This will be remembered at later calls to GeoDataset's
getvardata implementations.
Parameters
----------
corners: a ((x0, y0), (x1, y1)) tuple of the corners of the square
to subset the dataset to. The coordinates are not expressed in
wgs84, set the crs keyword
crs: the coordinates of the corner coordinates
toroi: set to true to generate the smallest possible subset arond
the region of interest set with set_roi()
margin: when doing the subset, add a margin (can be negative!). Can
be used alone: set_subset(margin=-5) will remove five pixels from
each boundary of the dataset.
TODO: shouldnt we make the toroi stuff easier to use?
"""
# Useful variables
mx = self._ogrid.nx-1
my = self._ogrid.ny-1
cgrid = self._ogrid.center_grid
# Three possible cases
if toroi:
if self.roi is None or np.max(self.roi) == 0:
raise RuntimeError('roi is empty.')
ids = np.nonzero(self.roi)
sub_x = [np.min(ids[1])-margin, np.max(ids[1])+margin]
sub_y = [np.min(ids[0])-margin, np.max(ids[0])+margin]
elif corners is not None:
xy0, xy1 = corners
x0, y0 = cgrid.transform(*xy0, crs=crs, nearest=True)
x1, y1 = cgrid.transform(*xy1, crs=crs, nearest=True)
sub_x = [np.min([x0, x1])-margin, np.max([x0, x1])+margin]
sub_y = [np.min([y0, y1])-margin, np.max([y0, y1])+margin]
else:
# Reset
sub_x = [0-margin, mx+margin]
sub_y = [0-margin, my+margin]
# Some necessary checks
if (np.max(sub_x) < 0) or (np.min(sub_x) > mx) or \
(np.max(sub_y) < 0) or (np.min(sub_y) > my):
raise RuntimeError('subset not valid')
if (sub_x[0] < 0) or (sub_x[1] > mx):
warnings.warn('x0 out of bounds', RuntimeWarning)
if (sub_y[0] < 0) or (sub_y[1] > my):
warnings.warn('y0 out of bounds', RuntimeWarning)
# Make the new grid
sub_x = np.clip(sub_x, 0, mx)
sub_y = np.clip(sub_y, 0, my)
nxny = (sub_x[1] - sub_x[0] + 1, sub_y[1] - sub_y[0] + 1)
dxdy = (self._ogrid.dx, self._ogrid.dy)
xy0 = (self._ogrid.x0 + sub_x[0] * self._ogrid.dx,
self._ogrid.y0 + sub_y[0] * self._ogrid.dy)
self.grid = Grid(proj=self._ogrid.proj, nxny=nxny, dxdy=dxdy, x0y0=xy0)
# If we arrived here, we can safely set the subset
self.sub_x = sub_x
self.sub_y = sub_y
| (self, corners=None, crs=<Other Coordinate Operation Transformer: longlat>
Description: PROJ-based coordinate operation
Area of Use:
- undefined, toroi=False, margin=0) | [
-0.015991704538464546,
-0.015410013496875763,
-0.010003158822655678,
0.014828324317932129,
-0.08322933316230774,
-0.029313355684280396,
-0.013531441800296307,
0.0068849194794893265,
-0.019405554980039597,
-0.057406116276979446,
-0.021150626242160797,
0.0616782009601593,
0.005149385891854763,
0.01898597553372383,
-0.038486890494823456,
-0.025766000151634216,
-0.035206541419029236,
-0.009335645474493504,
0.027863899245858192,
-0.025060344487428665,
-0.04005077853798866,
-0.057100966572761536,
0.04359813407063484,
0.019510449841618538,
0.02025425061583519,
0.011900803074240685,
-0.020711973309516907,
0.005325799807906151,
0.07552432268857956,
-0.0273489598184824,
-0.08971374481916428,
-0.01606799103319645,
-0.016716431826353073,
0.025155702605843544,
0.03558797761797905,
-0.03331843391060829,
0.07449445128440857,
0.04100436717271805,
0.050235118716955185,
0.0903240442276001,
-0.08071185648441315,
-0.07323571294546127,
0.020139820873737335,
0.0025818448048084974,
0.04169095307588577,
-0.011290505528450012,
0.03585498407483101,
0.02588043175637722,
-0.014923683367669582,
0.03753330186009407,
0.004496176727116108,
-0.013617265038192272,
-0.0052209049463272095,
0.006417660508304834,
-0.016249172389507294,
0.01469482108950615,
0.024030467495322227,
0.10001251846551895,
0.05961844325065613,
-0.0424538254737854,
-0.03917347639799118,
-0.0212269127368927,
0.000010420578291814309,
-0.02631908282637596,
0.009955478832125664,
-0.023057805374264717,
-0.0751810297369957,
-0.007581040263175964,
0.022409364581108093,
0.03759051486849785,
-0.004849005024880171,
0.07865209877490997,
0.06282250583171844,
-0.011509831063449383,
0.01072788704186678,
0.0057406118139624596,
-0.0615256242454052,
0.02521291933953762,
0.0025889966636896133,
-0.03394780308008194,
0.011404936201870441,
0.04489501565694809,
0.03492046520113945,
0.040622930973768234,
0.025537138804793358,
0.01981559954583645,
-0.0037356887478381395,
0.038086384534835815,
0.07033679634332657,
-0.07052751630544662,
0.05057841166853905,
0.044284719973802567,
0.006088671740144491,
0.00017850012227427214,
0.010813710279762745,
0.007905260659754276,
-0.04291154816746712,
-0.0005265604704618454,
-0.05568965524435043,
-0.06404310464859009,
-0.02782575599849224,
-0.016478033736348152,
-0.0012503948528319597,
0.020349610596895218,
0.0034543797373771667,
0.014732965268194675,
0.036503423005342484,
0.008544166572391987,
-0.07098523527383804,
-0.010651599615812302,
-0.026662375777959824,
0.06812446564435959,
-0.03881110996007919,
0.05088356137275696,
-0.05641438066959381,
-0.03106796182692051,
-0.045886747539043427,
-0.045352738350629807,
-0.06423381716012955,
-0.03944048285484314,
-0.03661785647273064,
0.04867123067378998,
-0.00930703803896904,
0.04153838008642197,
0.013150005601346493,
0.026223724707961082,
0.02507941611111164,
0.07552432268857956,
-0.02742524817585945,
-0.10588663071393967,
0.014637606218457222,
-0.05504121258854866,
-0.047793928533792496,
0.0007914796588011086,
-0.009717081673443317,
-0.011176074855029583,
0.014523175545036793,
-0.025956718251109123,
-0.039821915328502655,
0.00883977860212326,
0.021646492183208466,
0.04607746750116348,
0.020711973309516907,
0.04081365093588829,
0.004813245497643948,
0.027005668729543686,
0.02286708727478981,
-0.05309588834643364,
-0.0014709124807268381,
-0.03656063973903656,
-0.06030502915382385,
-0.002522245515137911,
-0.02353459969162941,
-0.02973293513059616,
-0.01298789493739605,
-0.04546716809272766,
-0.015677019953727722,
-0.024125825613737106,
0.01888108067214489,
0.031182391569018364,
-0.0629369392991066,
0.015591195784509182,
-0.028340693563222885,
-0.004481873009353876,
-0.029008205980062485,
0.016487570479512215,
0.007089941296726465,
-0.09947850555181503,
-0.028035545721650124,
0.028779344633221626,
0.024984057992696762,
0.006026688497513533,
-0.04268268868327141,
-0.0031945263035595417,
-0.06774303317070007,
0.022180503234267235,
-0.014485031366348267,
-0.01865221932530403,
-0.058741141110658646,
0.02565157040953636,
0.037704948335886,
-0.020101675763726234,
0.04901452362537384,
0.03966934233903885,
0.02290523052215576,
0.029351498931646347,
0.06884919852018356,
-0.04649704694747925,
0.02729174494743347,
-0.012768569402396679,
0.005116010084748268,
-0.014160810969769955,
-0.039059046655893326,
-0.006236478220671415,
0.021741852164268494,
-0.030171586200594902,
0.02708195522427559,
-0.004651135299354792,
-0.03152568265795708,
0.04241568222641945,
-0.06061017885804176,
-0.015390941873192787,
0.03398594632744789,
-0.04600118100643158,
0.01429431326687336,
0.02782575599849224,
-0.0070374938659369946,
-0.005192297510802746,
0.0478702150285244,
0.0546979196369648,
0.04931967332959175,
-0.018194496631622314,
0.005411623045802116,
0.015467229299247265,
0.04134766012430191,
0.031888049095869064,
-0.051074277609586716,
-0.017965635284781456,
0.0028488500975072384,
0.04165280982851982,
0.007366482634097338,
0.018204033374786377,
-0.0017987090395763516,
-0.009678938426077366,
-0.008124586194753647,
-0.027234530076384544,
0.04489501565694809,
-0.000581689877435565,
0.058702997863292694,
-0.06305136531591415,
0.03030508942902088,
-0.058512281626462936,
-0.004090900998562574,
-0.0794149711728096,
-0.05591851472854614,
0.021818138659000397,
0.018871545791625977,
-0.0015591195551678538,
0.017383944243192673,
0.02645258605480194,
-0.049739252775907516,
-0.024526333436369896,
-0.005177993327379227,
-0.01134772039949894,
-0.037647731602191925,
0.023057805374264717,
-0.04790835827589035,
0.059237007051706314,
0.050845418125391006,
0.05240930616855621,
-0.004000309854745865,
-0.01617288589477539,
-0.0642719641327858,
0.025270134210586548,
0.05473606288433075,
-0.017526984214782715,
-0.03774309158325195,
-0.023324809968471527,
0.027596892789006233,
-0.02769225277006626,
0.006584538612514734,
-0.005831202492117882,
0.01942462846636772,
0.022504722699522972,
-0.009945943020284176,
0.009297502227127552,
0.018900152295827866,
0.0078861890360713,
-0.03932604938745499,
-0.018432894721627235,
-0.03789566457271576,
0.1013856828212738,
0.014094059355556965,
0.003955014515668154,
-0.013502834364771843,
0.039287906140089035,
0.009221214801073074,
-0.04706919938325882,
0.006851544138044119,
-0.009326109662652016,
0.07373157888650894,
0.03053395077586174,
-0.0007128085126169026,
0.0050587947480380535,
-0.02202792838215828,
-0.08727255463600159,
0.01600123941898346,
0.0037833682727068663,
-0.023687174543738365,
-0.010432274080812931,
-0.08345819264650345,
0.005392551422119141,
0.0026509801391512156,
0.008005388081073761,
0.014961826615035534,
-0.027234530076384544,
-0.017870275303721428,
-0.01617288589477539,
-0.02069290168583393,
0.008916066028177738,
-0.002087170025333762,
-0.03730443865060806,
-0.020750118419528008,
0.0014923682902008295,
0.07918611168861389,
0.007485681213438511,
0.006608378607779741,
-0.010069910436868668,
0.03411944955587387,
0.013922413811087608,
0.017803525552153587,
-0.02132227085530758,
-0.009006657637655735,
-0.03619827702641487,
0.035206541419029236,
0.009135391563177109,
0.036446209996938705,
-0.007376018445938826,
-0.016458962112665176,
0.051036134362220764,
-0.032956067472696304,
-0.050006259232759476,
-0.008324840106070042,
-0.005464070476591587,
0.04302597790956497,
0.025327349081635475,
-0.024659836664795876,
0.04081365093588829,
-0.04901452362537384,
0.0355498343706131,
-0.03579776734113693,
0.04138580337166786,
-0.02132227085530758,
0.04931967332959175,
0.05862671136856079,
0.014895075000822544,
0.030514879152178764,
0.0039001828990876675,
0.01724090613424778,
-0.00954066775739193,
0.02893191948533058,
0.019062263891100883,
-0.004891916643828154,
0.002289807889610529,
0.02441190369427204,
0.018471037968993187,
0.006937366910278797,
-0.0016473266296088696,
0.01831846311688423,
0.0009041224839165807,
-0.006231710314750671,
0.026662375777959824,
0.02999993972480297,
-0.020502183586359024,
0.030991673469543457,
0.03913533315062523,
0.015123937278985977,
0.01118561066687107,
0.02145577408373356,
-0.04180538281798363,
0.06572142243385315,
-0.02113155461847782,
0.04733620584011078,
-0.0037428406067192554,
-0.03549261763691902,
-0.021837210282683372,
-0.04649704694747925,
0.021913496777415276,
-0.01828031986951828,
-0.05961844325065613,
-0.01968209631741047,
-0.04844237118959427,
-0.01686900667846203,
0.022504722699522972,
0.03785752132534981,
0.02765410952270031,
-0.054125767201185226,
-0.03177361935377121,
-0.02591857500374317,
0.011843587271869183,
-0.0007616800139658153,
-0.018833402544260025,
0.03682764619588852,
0.004064677283167839,
-0.030743740499019623,
-0.03568333759903908,
-0.0010191493202000856,
0.022752657532691956,
0.031220534816384315,
-0.006441500037908554,
0.04439914971590042,
0.007962476462125778,
0.053591758012771606,
0.005626180674880743,
0.0022695441730320454,
0.010069910436868668,
0.035034894943237305,
-0.009574043564498425,
0.01710740476846695,
0.018909689038991928,
-0.032898854464292526,
-0.04188167303800583,
0.023076876997947693,
0.051341284066438675,
0.029237069189548492,
-0.031182391569018364,
0.043941427022218704,
-0.06465339660644531,
0.03244113177061081,
-0.06469154357910156,
0.0015209759585559368,
0.015009505674242973,
0.053019601851701736,
0.05607109144330025,
-0.03350915014743805,
0.024030467495322227,
-0.02916078083217144,
0.050616554915905,
0.053591758012771606,
0.042568255215883255,
0.02454540506005287,
0.010880461893975735,
-0.0116337975487113,
0.034100376069545746,
-0.017450695857405663,
-0.051379427313804626,
0.0027034275699406862,
-0.07296870648860931,
0.03169732913374901,
0.0011413280153647065,
-0.0629369392991066,
-0.047565069049596786,
-0.036541566252708435,
-0.004274467006325722,
-0.011071179993450642,
-0.0020359146874397993,
-0.06770488619804382,
0.02858862653374672,
0.008958977647125721,
0.03797195106744766,
0.012110592797398567,
-0.011280969716608524,
-0.013455154374241829,
-0.08940859884023666,
-0.02845512516796589,
-0.04401771351695061,
-0.03143032640218735,
0.02158927731215954,
-0.05183715000748634,
-0.006451036315411329,
0.08887458592653275,
0.05347732454538345,
-0.04760321229696274,
-0.00907340832054615,
0.03141125291585922,
-0.006951671093702316,
-0.046649619936943054,
0.04043221473693848,
0.00929273385554552,
-0.00527335237711668,
0.006799096241593361,
0.05130314081907272,
-0.026567015796899796,
0.022962447255849838,
0.030858172103762627,
0.011662404984235764,
0.017221834510564804,
0.005912257824093103,
-0.00987919233739376,
-0.02153206057846546,
-0.007581040263175964,
-0.06511112302541733,
-0.03894461318850517,
0.0029346731025725603,
0.08544166386127472,
0.021379487589001656,
-0.014265705831348896,
0.05389690399169922,
-0.019396020099520683,
-0.03823895752429962,
-0.020311465486884117,
0.014942754991352558,
-0.009860120713710785,
-0.010155732743442059,
-0.030991673469543457,
-0.0014649525983259082,
-0.028645843267440796,
0.045009445399045944,
-0.09238379448652267,
-0.0037523764185607433,
0.019910957664251328,
0.025403637439012527,
-0.09162092208862305,
-0.004307842813432217,
0.021989785134792328,
0.06476783007383347,
0.014675749465823174,
-0.0017200378933921456,
0.02162742055952549,
-0.03947862610220909,
0.03940233588218689,
0.007924332283437252,
-0.006160191260278225,
0.010489489883184433,
-0.014437352307140827,
0.0035235148388892412,
-0.0005071906489320099,
0.022790800780057907,
-0.009407165460288525,
-0.04718363285064697,
0.0011043763952329755,
-0.05671953037381172,
0.016649680212140083,
-0.0012992663541808724,
0.04542902484536171,
0.009378557093441486,
-0.05717725306749344,
0.016478033736348152,
-0.057062823325395584,
-0.007771758362650871,
-0.018251711502671242,
0.032460201531648636,
0.023191308602690697,
0.08841685950756073,
-0.0002510623598936945,
0.027005668729543686,
0.0232675950974226,
-0.012005697935819626,
0.021341344341635704,
0.006899223197251558,
-0.030724668875336647,
-0.033032357692718506,
0.012015233747661114,
0.07602018862962723,
0.03993634879589081,
0.021207841113209724,
-0.04180538281798363,
-0.07056565582752228,
0.05145571380853653,
-0.012959287501871586,
-0.025556210428476334,
0.027768539264798164,
0.05553707852959633,
-0.03736165538430214,
-0.027234530076384544,
0.027158241719007492,
0.042835261672735214,
-0.006155423354357481,
0.05908443406224251,
0.03602663055062294,
0.06408124417066574,
0.002684355713427067,
0.060953471809625626,
-0.026242796331644058,
0.03459624573588371,
0.006546394899487495,
-0.02263822592794895,
-0.04951038956642151,
-0.033432863652706146,
0.02591857500374317,
-0.018528252840042114,
0.0011741076596081257,
0.06801003962755203,
0.06316579878330231,
-0.04214867576956749,
0.02343924157321453,
-0.020273322239518166,
0.04191981628537178,
0.009416701272130013,
-0.009841048158705235,
-0.020711973309516907,
0.007485681213438511,
-0.049434103071689606,
0.017956098541617393,
-0.062021490186452866,
0.019872814416885376,
-0.01004130207002163,
-0.01458039041608572,
-0.046420760452747345,
-0.003175454679876566,
-0.02042589709162712,
-0.005931329447776079,
0.04764135554432869,
-0.03440552577376366,
0.02048311196267605,
0.0710996687412262,
-0.03528282791376114,
0.05340103805065155,
0.0119675537571311,
-0.013865198008716106,
0.09162092208862305,
0.05130314081907272,
0.0198537427932024,
-0.01650664210319519,
-0.0451238788664341,
-0.0013076101895421743,
-0.00816749781370163,
-0.07415115833282471,
-0.0028822256717830896,
-0.03469160199165344,
-0.024125825613737106,
0.013302580453455448,
-0.029504073783755302,
0.02069290168583393,
-0.057406116276979446,
-0.012530172243714333,
-0.036503423005342484,
0.018823865801095963,
-0.01767955720424652,
-0.01884293742477894,
0.02893191948533058,
0.027234530076384544,
0.036713212728500366,
-0.04439914971590042,
-0.026071149855852127,
-0.03625549003481865,
-0.06640800833702087,
0.037914738059043884,
0.019605809822678566,
-0.03532097116112709,
-0.020978979766368866,
-0.01633499562740326,
-0.0052495128475129604,
0.00003693298640428111,
-0.043674420565366745,
-0.037647731602191925,
0.055193785578012466,
-0.04603932425379753,
-0.015438621863722801,
0.04737434908747673,
0.004705966450273991,
-0.07170996814966202,
-0.00947391614317894,
-0.012348989956080914,
0.027501534670591354,
-0.029847366735339165,
0.01116653811186552,
0.013750767335295677,
0.0008010155870579183,
0.009102016687393188,
0.048861950635910034,
-0.008777795359492302,
0.08124586194753647,
0.026204653084278107,
-0.03856317698955536,
-0.05446906015276909,
0.01247295644134283,
0.0015603115316480398,
0.02383974939584732,
-0.029942724853754044,
-0.009492987766861916,
0.05290517210960388,
-0.021474845707416534,
-0.028397908434271812,
0.0014506487641483545,
0.01948184333741665,
-0.004589151591062546,
0.008153194561600685,
0.030076228082180023,
-0.005440230946987867,
0.01871897093951702,
0.028531411662697792,
0.023115020245313644,
-0.046725910156965256,
0.029847366735339165,
-0.011729156598448753,
0.028645843267440796,
0.0009714697953313589,
0.013130933977663517,
0.0669420138001442,
0.023649031296372414,
-0.04294969141483307,
-0.09490127116441727,
0.01850918121635914,
-0.017221834510564804,
-0.036141060292720795,
-0.017183691263198853,
-0.06610285490751266,
-0.05168457701802254,
0.041767239570617676,
0.004684510640799999,
0.05122685432434082,
-0.040088921785354614,
-0.008591845631599426,
0.09207864850759506,
0.055422648787498474,
-0.004748878069221973,
-0.02729174494743347,
0.019567666575312614,
0.009869656525552273,
0.04241568222641945,
0.01640174724161625,
0.03293699771165848,
0.05614737793803215,
0.01623963750898838,
0.023019662126898766,
-0.043979570269584656,
-0.045352738350629807,
0.001202119397930801,
0.04626818373799324,
-0.011309577152132988,
0.012883000075817108,
-0.0794149711728096,
0.05321032181382179,
-0.020406825467944145,
-0.008491718210279942,
-0.0480227917432785,
0.027635037899017334,
0.04630633071064949,
-0.03240298852324486,
0.007404625881463289,
0.06774303317070007,
-0.009745689108967781,
-0.038982756435871124,
-0.028474196791648865,
0.007142388727515936,
0.006937366910278797,
0.03411944955587387,
0.005254280753433704,
-0.025422709062695503,
0.0411188006401062,
-0.0048966845497488976,
-0.009793369099497795,
-0.010775567032396793,
0.016354067251086235,
0.04130951687693596,
0.04169095307588577,
-0.03678949922323227,
-0.018194496631622314,
-0.023191308602690697,
-0.005154153797775507,
0.04443729296326637,
0.027234530076384544,
0.023210380226373672,
-0.0070661017671227455,
-0.02654794417321682,
-0.007314035203307867,
-0.050807274878025055,
-0.06591213494539261,
0.020998051390051842,
-0.04108065739274025,
-0.07560060918331146,
0.01901458390057087,
-0.008143658749759197,
-0.11038757115602493,
0.00218372093513608,
0.02406861074268818,
-0.006508251652121544,
0.01945323497056961,
0.011958017945289612,
0.019005047157406807,
0.07724078744649887,
0.05416391044855118,
-0.013016503304243088,
-0.013531441800296307,
0.0012515868293121457,
-0.00883977860212326,
0.010508561506867409,
0.026795879006385803,
-0.0030181121546775103,
-0.06499668955802917,
0.034863248467445374,
-0.01707879640161991,
0.027730396017432213,
-0.0001807350927265361,
0.032288555055856705,
0.03226948529481888,
-0.011834051460027695
] |
22,537 | salem.datasets | GeoDataset | Interface for georeferenced datasets.
A GeoDataset is a formalism for gridded data arrays, which are usually
stored in geotiffs or netcdf files. It provides an interface to realise
subsets, compute regions of interest and more.
A GeoDataset makes more sense if it is subclassed for real files,
such as GeoTiff or GeoNetCDF. In that case, the implemetations must make
use of the subset indexes provided in the sub_x, sub_y and sub_t
properties.
| class GeoDataset(object):
"""Interface for georeferenced datasets.
A GeoDataset is a formalism for gridded data arrays, which are usually
stored in geotiffs or netcdf files. It provides an interface to realise
subsets, compute regions of interest and more.
A GeoDataset makes more sense if it is subclassed for real files,
such as GeoTiff or GeoNetCDF. In that case, the implemetations must make
use of the subset indexes provided in the sub_x, sub_y and sub_t
properties.
"""
def __init__(self, grid, time=None):
"""Set-up the georeferencing, time is optional.
Parameters:
grid: a salem.Grid object which represents the underlying data
time: if the data has a time dimension
"""
# The original grid, for always stored
self._ogrid = grid
# The current grid (changes if set_subset() is called)
self.grid = grid
# Default indexes to get in the underlying data (BOTH inclusive,
# i.e [, ], not [,[ as in numpy)
self.sub_x = [0, grid.nx-1]
self.sub_y = [0, grid.ny-1]
# Roi is a ny, nx array if set
self.roi = None
self.set_roi()
# _time is a pd.Series because it's so nice to misuse the series.loc
# flexibility (see set_period)
if time is not None:
if isinstance(time, pd.Series):
time = pd.Series(np.arange(len(time)), index=time.index)
else:
try:
time = pd.Series(np.arange(len(time)), index=time)
except AttributeError:
# https://github.com/pandas-dev/pandas/issues/23419
for t in time:
setattr(t, 'nanosecond', 0)
time = pd.Series(np.arange(len(time)), index=time)
self._time = time
# set_period() will set those
self.t0 = None
self.t1 = None
self.sub_t = None
self.set_period()
@property
def time(self):
"""Time array"""
if self._time is None:
return None
return self._time[self.t0:self.t1].index
def set_period(self, t0=0, t1=-1):
"""Set a period of interest for the dataset.
This will be remembered at later calls to time() or GeoDataset's
getvardata implementations.
Parameters
----------
t0: anything that represents a time. Could be a string (e.g
'2012-01-01'), a DateTime, or an index in the dataset's time
t1: same as t0 (inclusive)
"""
if self._time is not None:
self.sub_t = [0, -1]
# we dont check for what t0 or t1 is, we let Pandas do the job
try:
self.sub_t[0] = self._time.loc[t0]
except KeyError:
self.sub_t[0] = self._time.iloc[t0]
try:
self.sub_t[1] = self._time.loc[t1]
except KeyError:
self.sub_t[1] = self._time.iloc[t1]
self.t0 = self._time.index[self.sub_t[0]]
self.t1 = self._time.index[self.sub_t[1]]
def set_subset(self, corners=None, crs=wgs84, toroi=False, margin=0):
"""Set a subset for the dataset.
This will be remembered at later calls to GeoDataset's
getvardata implementations.
Parameters
----------
corners: a ((x0, y0), (x1, y1)) tuple of the corners of the square
to subset the dataset to. The coordinates are not expressed in
wgs84, set the crs keyword
crs: the coordinates of the corner coordinates
toroi: set to true to generate the smallest possible subset arond
the region of interest set with set_roi()
margin: when doing the subset, add a margin (can be negative!). Can
be used alone: set_subset(margin=-5) will remove five pixels from
each boundary of the dataset.
TODO: shouldnt we make the toroi stuff easier to use?
"""
# Useful variables
mx = self._ogrid.nx-1
my = self._ogrid.ny-1
cgrid = self._ogrid.center_grid
# Three possible cases
if toroi:
if self.roi is None or np.max(self.roi) == 0:
raise RuntimeError('roi is empty.')
ids = np.nonzero(self.roi)
sub_x = [np.min(ids[1])-margin, np.max(ids[1])+margin]
sub_y = [np.min(ids[0])-margin, np.max(ids[0])+margin]
elif corners is not None:
xy0, xy1 = corners
x0, y0 = cgrid.transform(*xy0, crs=crs, nearest=True)
x1, y1 = cgrid.transform(*xy1, crs=crs, nearest=True)
sub_x = [np.min([x0, x1])-margin, np.max([x0, x1])+margin]
sub_y = [np.min([y0, y1])-margin, np.max([y0, y1])+margin]
else:
# Reset
sub_x = [0-margin, mx+margin]
sub_y = [0-margin, my+margin]
# Some necessary checks
if (np.max(sub_x) < 0) or (np.min(sub_x) > mx) or \
(np.max(sub_y) < 0) or (np.min(sub_y) > my):
raise RuntimeError('subset not valid')
if (sub_x[0] < 0) or (sub_x[1] > mx):
warnings.warn('x0 out of bounds', RuntimeWarning)
if (sub_y[0] < 0) or (sub_y[1] > my):
warnings.warn('y0 out of bounds', RuntimeWarning)
# Make the new grid
sub_x = np.clip(sub_x, 0, mx)
sub_y = np.clip(sub_y, 0, my)
nxny = (sub_x[1] - sub_x[0] + 1, sub_y[1] - sub_y[0] + 1)
dxdy = (self._ogrid.dx, self._ogrid.dy)
xy0 = (self._ogrid.x0 + sub_x[0] * self._ogrid.dx,
self._ogrid.y0 + sub_y[0] * self._ogrid.dy)
self.grid = Grid(proj=self._ogrid.proj, nxny=nxny, dxdy=dxdy, x0y0=xy0)
# If we arrived here, we can safely set the subset
self.sub_x = sub_x
self.sub_y = sub_y
def set_roi(self, shape=None, geometry=None, crs=wgs84, grid=None,
corners=None, noerase=False):
"""Set a region of interest for the dataset.
If set succesfully, a ROI is simply a mask of the same size as the
dataset's grid, obtained with the .roi attribute.
I haven't decided yet if the data should be masekd out when a ROI
has been set.
Parameters
----------
shape: path to a shapefile
geometry: a shapely geometry
crs: the crs of the geometry
grid: a Grid object
corners: a ((x0, y0), (x1, y1)) tuple of the corners of the square
to subset the dataset to. The coordinates are not expressed in
wgs84, set the crs keyword
noerase: set to true in order to add the new ROI to the previous one
"""
# The rois are always defined on the original grids, but of course
# we take that into account when a subset is set (see roi
# decorator below)
ogrid = self._ogrid
# Initial mask
if noerase and (self.roi is not None):
mask = self.roi
else:
mask = np.zeros((ogrid.ny, ogrid.nx), dtype=np.int16)
# Several cases
if shape is not None:
if isinstance(shape, pd.DataFrame):
gdf = shape
else:
gdf = sio.read_shapefile(shape)
gis.transform_geopandas(gdf, to_crs=ogrid.corner_grid,
inplace=True)
if rasterio is None:
raise ImportError('This feature needs rasterio')
from rasterio.features import rasterize
with rasterio.Env():
mask = rasterize(gdf.geometry, out=mask)
if geometry is not None:
geom = gis.transform_geometry(geometry, crs=crs,
to_crs=ogrid.corner_grid)
if rasterio is None:
raise ImportError('This feature needs rasterio')
from rasterio.features import rasterize
with rasterio.Env():
mask = rasterize(np.atleast_1d(geom), out=mask)
if grid is not None:
_tmp = np.ones((grid.ny, grid.nx), dtype=np.int16)
| (grid, time=None) | [
0.01491491962224245,
-0.03669240325689316,
-0.00933775957673788,
0.07189755886793137,
-0.04997135326266289,
-0.06199677288532257,
-0.0430450513958931,
0.01155799999833107,
0.006719150114804506,
-0.07491453737020493,
-0.022244902327656746,
0.03613999858498573,
0.021023238077759743,
0.03125334158539772,
-0.048866547644138336,
0.0004690790083259344,
-0.06169932708144188,
0.024539504200220108,
0.002483164193108678,
-0.0375635027885437,
-0.03144456073641777,
-0.06259167194366455,
0.026069240644574165,
0.018898606300354004,
0.02211742289364338,
0.0419827364385128,
-0.013183344155550003,
0.015127383172512054,
0.04754927381873131,
-0.032613106071949005,
-0.05065123736858368,
-0.03605501353740692,
-0.022329887375235558,
-0.009279332123696804,
0.027513990178704262,
-0.03730854392051697,
0.041536565870046616,
0.05273337662220001,
0.013714502565562725,
0.0755094364285469,
-0.07019785791635513,
-0.08332808315753937,
0.015371715649962425,
-0.00916247721761465,
0.032528121024370193,
-0.016338422894477844,
0.012694679200649261,
0.014999904669821262,
-0.0005059281247667968,
0.0263241957873106,
0.007430901750922203,
-0.02974485419690609,
-0.019004836678504944,
0.04032552242279053,
-0.038540832698345184,
0.04652944952249527,
0.019355401396751404,
0.11668481677770615,
0.03730854392051697,
-0.06709589064121246,
-0.03229441121220589,
-0.00976799800992012,
0.00816390011459589,
-0.019982168450951576,
-0.005986151751130819,
-0.026557905599474907,
-0.06688342988491058,
-0.021086977794766426,
0.018760504201054573,
0.036734893918037415,
-0.01878175139427185,
0.07189755886793137,
0.0898294597864151,
-0.020375225692987442,
-0.01067096646875143,
0.00016133928147610277,
-0.06378146260976791,
-0.0020250403322279453,
0.010952480137348175,
-0.050183817744255066,
0.01406506635248661,
0.05927724391222,
0.04259888082742691,
0.03524765372276306,
0.024560751393437386,
0.0016970501746982336,
0.03800967335700989,
0.06076448783278465,
0.020513325929641724,
-0.07827145606279373,
0.035311389714479446,
0.03516266494989395,
0.017092667520046234,
0.0161896999925375,
0.008535711094737053,
-0.028597552329301834,
-0.06756331026554108,
-0.01291776541620493,
-0.05477302521467209,
-0.06569363176822662,
-0.017421985045075417,
-0.0380946584045887,
-0.03155079111456871,
0.02993607148528099,
-0.01576477289199829,
0.020874513313174248,
0.02893749438226223,
0.009709570556879044,
-0.054220620542764664,
-0.024135824292898178,
-0.0636964812874794,
0.07814398407936096,
-0.05719510465860367,
0.01764507219195366,
-0.03399411961436272,
-0.033314235508441925,
-0.039326947182416916,
-0.0041802143678069115,
-0.0713876485824585,
-0.035353884100914,
-0.01888798177242279,
0.046274494379758835,
-0.028406335040926933,
0.06373897194862366,
0.010208859108388424,
0.000809352146461606,
0.03669240325689316,
0.06743583083152771,
-0.025750545784831047,
-0.10470188409090042,
0.004193493165075779,
-0.04143033176660538,
-0.01823996938765049,
0.03427032008767128,
0.008902209810912609,
-0.004525467287749052,
0.02864004485309124,
-0.00241145770996809,
-0.07567940652370453,
0.0033542634919285774,
0.039029497653245926,
0.035630084574222565,
0.01200417336076498,
0.020768282935023308,
0.02541060373187065,
0.025198141112923622,
0.020279616117477417,
-0.03305928036570549,
-0.012599070556461811,
-0.02462448924779892,
-0.04750677943229675,
-0.05056625232100487,
-0.022457364946603775,
-0.005948971025645733,
0.013969458639621735,
-0.04971639811992645,
-0.020120268687605858,
-0.01864364929497242,
0.0077017927542328835,
0.008201081305742264,
-0.08676999062299728,
-0.004541401751339436,
-0.04610452428460121,
-0.005640899296849966,
-0.04249265044927597,
0.016508394852280617,
-0.01673148013651371,
-0.11090581119060516,
-0.037138573825359344,
0.02362591214478016,
0.036416199058294296,
0.011993549764156342,
-0.03609750419855118,
-0.006543867755681276,
-0.06488627195358276,
0.0522659569978714,
-0.010612539015710354,
-0.015647917985916138,
-0.043363746255636215,
0.029107464477419853,
0.0335266999900341,
-0.008636631071567535,
0.006570425815880299,
0.06305909156799316,
-0.010920610278844833,
0.05222346633672714,
0.06777577102184296,
-0.07835644483566284,
0.05936222895979881,
0.02220240980386734,
-0.01275841798633337,
-0.006140187848359346,
-0.03478023409843445,
-0.012864649295806885,
0.04538214951753616,
-0.03533263877034187,
0.02864004485309124,
0.023540927097201347,
-0.02883126214146614,
0.07780403643846512,
-0.05507047101855278,
0.014681209810078144,
0.03546011447906494,
-0.04805918410420418,
-0.015127383172512054,
0.004546713549643755,
-0.005261120852082968,
0.007627430371940136,
0.0011824907269328833,
0.056217774748802185,
0.02371089719235897,
-0.02713155560195446,
-0.004995542112737894,
0.02120383083820343,
0.057620029896497726,
-0.0018763160333037376,
-0.04669941961765289,
0.00867381226271391,
0.02963862195611,
0.05094868689775467,
0.008031110279262066,
0.008833159692585468,
-0.031593285501003265,
-0.015201744623482227,
0.010044199414551258,
-0.044872235506772995,
0.048781558871269226,
0.031508300453424454,
0.06803072988986969,
-0.06395143270492554,
0.017825666815042496,
-0.03826462849974632,
-0.01848430186510086,
-0.07708166539669037,
-0.02691909298300743,
0.004756520967930555,
0.017209522426128387,
0.0036995161790400743,
0.012333490885794163,
0.006713838316500187,
-0.05936222895979881,
-0.02390211448073387,
-0.01034696027636528,
-0.012248505838215351,
-0.05345575138926506,
-0.0263241957873106,
-0.004809636622667313,
0.07652925699949265,
0.02572929859161377,
0.035205159336328506,
-0.0020024660043418407,
-0.01913231424987316,
-0.05273337662220001,
0.03195447102189064,
0.030807171016931534,
-0.04661443457007408,
-0.035821303725242615,
0.0011453096522018313,
0.019950298592448235,
-0.032825570553541183,
0.01753883995115757,
-0.011781087145209312,
0.022266147658228874,
0.021756235510110855,
-0.016773972660303116,
0.028257612138986588,
0.011483638547360897,
0.004597173538058996,
-0.029659869149327278,
0.00488399900496006,
-0.011664232239127159,
0.09594839811325073,
-0.02152252569794655,
0.0020462865941226482,
-0.02155439555644989,
0.01913231424987316,
0.01907919906079769,
-0.05728008970618248,
0.012333490885794163,
-0.018250592052936554,
0.025644313544034958,
0.029468651860952377,
0.006007398013025522,
-0.014405007474124432,
-0.006936924997717142,
-0.10147244483232498,
-0.000862467975821346,
0.016253437846899033,
-0.01988655887544155,
0.013098359107971191,
-0.07249245792627335,
-0.006905055604875088,
0.0025986910331994295,
0.020513325929641724,
0.05218097195029259,
0.014203167520463467,
-0.028597552329301834,
-0.02532561868429184,
-0.022946029901504517,
-0.01792127452790737,
0.019812198355793953,
-0.01783628948032856,
0.023349709808826447,
-0.008950013667345047,
0.023647159337997437,
-0.002662430051714182,
0.01115432009100914,
-0.0034419044386595488,
0.049673907458782196,
0.013300199061632156,
0.034525275230407715,
-0.01792127452790737,
-0.030191026628017426,
-0.025984253734350204,
0.03197571635246277,
-0.004036801401525736,
0.022244902327656746,
-0.0014792752917855978,
0.016359670087695122,
0.06569363176822662,
-0.037542253732681274,
-0.046062029898166656,
0.016147205606102943,
-0.022159915417432785,
0.04021929204463959,
0.002540263580158353,
-0.014893673360347748,
0.036522433161735535,
-0.028363842517137527,
0.05162856727838516,
-0.028916247189044952,
0.031295835971832275,
-0.011738594621419907,
0.048994023352861404,
0.05464554578065872,
-0.017666319385170937,
0.014235037378966808,
-0.026685383170843124,
0.030892156064510345,
-0.03635245934128761,
0.03866830840706825,
0.0478467233479023,
-0.011897942051291466,
0.0027022669091820717,
0.03244313597679138,
-0.015828510746359825,
-0.006278289016336203,
-0.003489708760753274,
0.008179835043847561,
0.035821303725242615,
0.02511315606534481,
0.03820089250802994,
-0.01216352079063654,
0.012726548127830029,
0.019546618685126305,
0.03769097849726677,
0.017613202333450317,
-0.020789528265595436,
0.022159915417432785,
-0.019759081304073334,
0.04589205980300903,
-0.010660342872142792,
0.05324328690767288,
-0.01608346775174141,
-0.02653665840625763,
-0.013650763779878616,
-0.05413563549518585,
0.02872502990067005,
-0.025070663541555405,
-0.06237920746207237,
-0.029681114479899406,
-0.05579284951090813,
0.01638091541826725,
-0.0044511049054563046,
0.015244238078594208,
0.019366024062037468,
-0.01667836494743824,
-0.026196718215942383,
-0.049291472882032394,
-0.01759195700287819,
0.0226273350417614,
-0.009560845792293549,
0.012928388081490993,
0.03322925046086311,
-0.00197989190928638,
-0.034907709807157516,
0.026876600459218025,
0.022988522425293922,
0.023583419620990753,
-0.018069999292492867,
0.03325049579143524,
-0.01676334999501705,
0.04631698876619339,
-0.03133832663297653,
-0.009374940767884254,
0.00666072266176343,
0.02115071564912796,
0.027960162609815598,
0.021458787843585014,
0.005922412965446711,
-0.043151285499334335,
-0.06501375138759613,
0.01727326214313507,
0.0486115887761116,
0.03316551074385643,
-0.020492080599069595,
0.06365399062633514,
-0.05626026540994644,
0.005420468281954527,
-0.014999904669821262,
-0.001955989748239517,
0.03299554064869881,
0.02742900513112545,
0.03316551074385643,
-0.024454519152641296,
0.0035348571836948395,
-0.01878175139427185,
0.02672787569463253,
0.057535044848918915,
0.0651412308216095,
-0.0038747983053326607,
0.018218722194433212,
-0.0008910177275538445,
0.026366688311100006,
-0.012620316818356514,
-0.053200796246528625,
-0.008827847428619862,
-0.015552309341728687,
0.0018072654493153095,
0.045467134565114975,
-0.026005500927567482,
-0.03769097849726677,
-0.0508212074637413,
-0.02914995700120926,
-0.010474437847733498,
0.005162857007235289,
-0.03775471821427345,
0.018123114481568336,
0.022733567282557487,
0.024581996724009514,
0.04559461027383804,
0.01472370233386755,
0.005330171436071396,
-0.08247823268175125,
-0.03074343129992485,
-0.0544755756855011,
-0.06097695231437683,
0.028597552329301834,
-0.06284663081169128,
-0.006267665885388851,
0.06930550932884216,
0.06913553923368454,
-0.0028682537376880646,
-0.0001280589058296755,
0.001724935951642692,
-0.025750545784831047,
-0.038647063076496124,
0.030807171016931534,
0.004947737790644169,
-0.033717915415763855,
-0.014394384808838367,
0.05604780465364456,
-0.028257612138986588,
-0.001673148013651371,
0.035523854196071625,
0.001186474459245801,
0.022478610277175903,
-0.02271232008934021,
-0.026855353266000748,
-0.03480147942900658,
0.010230105370283127,
-0.07414966821670532,
-0.04389490559697151,
-0.03023351915180683,
0.0670533999800682,
0.026387935504317284,
-0.03879578784108162,
0.06361149251461029,
-0.006984729319810867,
-0.04119662195444107,
-0.010442567989230156,
-0.0019891872070729733,
0.011802333407104015,
-0.02055581845343113,
-0.009890164248645306,
0.007494641002267599,
0.0013066489482298493,
0.03505643457174301,
-0.08094849437475204,
-0.02201119251549244,
-0.013533908873796463,
0.0294474046677351,
-0.06076448783278465,
0.030764678493142128,
-0.01134553737938404,
0.060339562594890594,
0.013332068920135498,
-0.015382339246571064,
0.062464192509651184,
-0.037733472883701324,
0.03284681588411331,
-0.0007243668660521507,
-0.029213696718215942,
0.0036782699171453714,
0.019440386444330215,
-0.003702172078192234,
-0.02020525373518467,
0.024072084575891495,
-0.013980081304907799,
-0.05596281960606575,
-0.029298681765794754,
-0.052520912140607834,
0.050693728029727936,
-0.005524044390767813,
0.019674096256494522,
-0.007723039016127586,
-0.03858332335948944,
0.00859413854777813,
-0.03911448270082474,
-0.005306269507855177,
-0.029064971953630447,
0.02309475466609001,
0.024093331769108772,
0.06786075979471207,
-0.005922412965446711,
0.036628663539886475,
0.012333490885794163,
0.008509152568876743,
0.007956748828291893,
0.0024340320378541946,
-0.012545954436063766,
-0.03968813270330429,
0.04007056728005409,
0.04351247102022171,
0.05587783455848694,
0.02171374298632145,
-0.013597647659480572,
-0.09016939997673035,
0.043979890644550323,
-0.008057668805122375,
-0.011844825930893421,
0.03647993877530098,
0.042875081300735474,
-0.04036801680922508,
-0.01818685419857502,
0.033909134566783905,
0.04580707475543022,
0.011589869856834412,
0.06968794018030167,
0.03248563036322594,
0.07461708784103394,
-0.0023291283287107944,
0.06760580092668533,
-0.02155439555644989,
0.035906288772821426,
0.013045242987573147,
-0.02190496027469635,
-0.040962912142276764,
-0.027662714943289757,
0.015361092053353786,
-0.010288532823324203,
-0.01848430186510086,
0.05609029531478882,
0.0399218425154686,
-0.06038205325603485,
0.014128806069493294,
0.010601915419101715,
0.0673508495092392,
0.006421701516956091,
0.0008133358787745237,
0.0014965379377827048,
0.0069475481286644936,
-0.036033764481544495,
-0.009183723479509354,
-0.031614530831575394,
0.04338499531149864,
-0.021267570555210114,
-0.04618950933218002,
-0.03720231354236603,
-0.029681114479899406,
0.007106895558536053,
-0.00650668703019619,
0.048994023352861404,
-0.04555211961269379,
0.019270416349172592,
0.07440462708473206,
-0.037542253732681274,
0.07393720746040344,
0.0006931613315828145,
-0.009789244271814823,
0.06259167194366455,
0.05222346633672714,
0.007547756657004356,
-0.010065446607768536,
-0.022563597187399864,
0.026387935504317284,
0.009964525699615479,
-0.04589205980300903,
0.01110120490193367,
-0.0172945074737072,
-0.03480147942900658,
-0.009810490533709526,
-0.04338499531149864,
-0.005359385162591934,
-0.05477302521467209,
-0.030785923823714256,
-0.011143697425723076,
0.0009985772194340825,
-0.004145688842982054,
-0.030382243916392326,
0.025793038308620453,
0.036926113069057465,
0.02713155560195446,
-0.037521008402109146,
0.0005962249706499279,
-0.05162856727838516,
-0.09756311774253845,
0.04831414297223091,
0.01993967592716217,
-0.03004230186343193,
-0.022584842517971992,
-0.004299724940210581,
-0.010405387729406357,
-0.015339845791459084,
-0.05116114765405655,
-0.0331442654132843,
0.05749255418777466,
-0.04372493550181389,
-0.015180498361587524,
0.013278952799737453,
0.006230484694242477,
-0.04529716446995735,
-0.014999904669821262,
-0.018441809341311455,
0.04414986073970795,
-0.04440481960773468,
0.02239362522959709,
0.025559328496456146,
-0.01603035256266594,
0.05222346633672714,
0.018962344154715538,
-0.011133073829114437,
0.0651412308216095,
0.010256662964820862,
-0.033314235508441925,
-0.04508469998836517,
0.03055221401154995,
-0.01839931681752205,
0.014829934574663639,
-0.0014527174644172192,
-0.013650763779878616,
0.05405065044760704,
-0.00590647803619504,
-0.03403661027550697,
-0.0069475481286644936,
0.04725182428956032,
-0.028767522424459457,
-0.022372379899024963,
0.036203738301992416,
-0.012036042287945747,
0.015276107005774975,
0.033208005130290985,
-0.006007398013025522,
-0.04873906821012497,
0.030594706535339355,
-0.030488476157188416,
0.04410737007856369,
0.031104618683457375,
0.07334230840206146,
0.07631679624319077,
-0.01042663399130106,
-0.038349613547325134,
-0.0596596784889698,
0.03505643457174301,
0.003147111739963293,
-0.04019804671406746,
-0.0009308545850217342,
-0.03868955746293068,
-0.043767429888248444,
0.05014132708311081,
0.03152954578399658,
0.06815820932388306,
-0.047081854194402695,
-0.012248505838215351,
0.10062259435653687,
0.06875310838222504,
0.01410755980759859,
-0.05613278970122337,
0.05685516446828842,
-0.00025628379080444574,
0.04844161868095398,
0.032209426164627075,
0.04202523082494736,
0.05213848128914833,
0.024369534105062485,
-0.01105871144682169,
-0.058129943907260895,
-0.021108223125338554,
-0.015775395557284355,
0.028066394850611687,
-0.01594536565244198,
-0.008827847428619862,
-0.033314235508441925,
0.04733680933713913,
-0.006538556423038244,
0.022648582234978676,
-0.06645850092172623,
0.03084966354072094,
0.04550962522625923,
-0.030467228963971138,
0.0018962344620376825,
0.0666709691286087,
0.012036042287945747,
-0.01910044625401497,
-0.01713516004383564,
-0.01134553737938404,
-0.0039810300804674625,
0.02152252569794655,
-0.021596888080239296,
0.0027049225755035877,
0.04508469998836517,
0.006942236330360174,
0.005810869857668877,
0.01578601822257042,
-0.03133832663297653,
0.05167106166481972,
0.040644217282533646,
-0.04865408316254616,
-0.013746371492743492,
-0.022457364946603775,
-0.008769419975578785,
0.053625721484422684,
0.027705207467079163,
0.03654367849230766,
0.018218722194433212,
-0.03235815092921257,
0.014362514950335026,
-0.03909323737025261,
-0.05757753923535347,
0.04393739998340607,
-0.042960066348314285,
-0.08073603361845016,
-0.01988655887544155,
-0.016497770324349403,
-0.10419197380542755,
0.027683960273861885,
0.020810775458812714,
0.0028310727793723345,
0.005959594156593084,
-0.012290998362004757,
0.03507767990231514,
0.035523854196071625,
0.01654026284813881,
-0.004929147195070982,
-0.00002232523911516182,
0.010038888081908226,
-0.010416010394692421,
0.016954567283391953,
0.025091908872127533,
-0.009879540652036667,
-0.03446153923869133,
0.026706630364060402,
-0.01190856471657753,
0.04593455418944359,
0.0049211797304451466,
0.03478023409843445,
-0.025346864014863968,
0.014033197425305843
] |
22,538 | salem.datasets | __init__ | Set-up the georeferencing, time is optional.
Parameters:
grid: a salem.Grid object which represents the underlying data
time: if the data has a time dimension
| def __init__(self, grid, time=None):
"""Set-up the georeferencing, time is optional.
Parameters:
grid: a salem.Grid object which represents the underlying data
time: if the data has a time dimension
"""
# The original grid, for always stored
self._ogrid = grid
# The current grid (changes if set_subset() is called)
self.grid = grid
# Default indexes to get in the underlying data (BOTH inclusive,
# i.e [, ], not [,[ as in numpy)
self.sub_x = [0, grid.nx-1]
self.sub_y = [0, grid.ny-1]
# Roi is a ny, nx array if set
self.roi = None
self.set_roi()
# _time is a pd.Series because it's so nice to misuse the series.loc
# flexibility (see set_period)
if time is not None:
if isinstance(time, pd.Series):
time = pd.Series(np.arange(len(time)), index=time.index)
else:
try:
time = pd.Series(np.arange(len(time)), index=time)
except AttributeError:
# https://github.com/pandas-dev/pandas/issues/23419
for t in time:
setattr(t, 'nanosecond', 0)
time = pd.Series(np.arange(len(time)), index=time)
self._time = time
# set_period() will set those
self.t0 = None
self.t1 = None
self.sub_t = None
self.set_period()
| (self, grid, time=None) | [
0.033737681806087494,
-0.008041082881391048,
0.005421808455139399,
0.09661814570426941,
-0.04219445213675499,
-0.06300561130046844,
-0.05710554122924805,
0.026586079970002174,
-0.0022214665077626705,
-0.03255767002701759,
-0.01439259946346283,
0.0391550213098526,
-0.00579726742580533,
0.02565637230873108,
-0.04391083866357803,
0.02712245099246502,
-0.06329167634248734,
0.01577822118997574,
-0.02165147475898266,
-0.027247603982686996,
0.009279203601181507,
-0.07176632434129715,
-0.007759488187730312,
0.026192743331193924,
0.012980157509446144,
0.052600033581256866,
-0.02497697062790394,
0.03228948265314102,
0.020221155136823654,
-0.040764130651950836,
-0.023367859423160553,
-0.03847561776638031,
-0.028928229585289955,
0.009015488438308239,
0.04695026949048042,
-0.045555707067251205,
0.02154420129954815,
0.012139844708144665,
-0.04226596653461456,
0.054387934505939484,
-0.033701926469802856,
-0.05449520796537399,
-0.01188953872770071,
0.021883903071284294,
0.022098449990153313,
-0.03350525721907616,
0.0071560717187821865,
-0.011174377985298634,
0.006968342233449221,
0.0340416245162487,
-0.01848689094185829,
-0.006396214012056589,
-0.0051536234095692635,
0.02535242959856987,
-0.0691559910774231,
0.05950132757425308,
0.015474279411137104,
0.10090910643339157,
0.028052158653736115,
-0.06021649017930031,
-0.03239675611257553,
0.007911459542810917,
0.01443729642778635,
0.008139417506754398,
-0.009797695092856884,
-0.010021182708442211,
-0.04512660950422287,
-0.017074450850486755,
0.04630662500858307,
0.03330858796834946,
-0.003776939818635583,
0.05739160627126694,
0.06100316718220711,
-0.01675262860953808,
-0.010432399809360504,
0.026460926979780197,
-0.07344695180654526,
0.009377538226544857,
0.025781525298953056,
-0.028052158653736115,
-0.02565637230873108,
0.0442684181034565,
0.024494236335158348,
0.049667876213788986,
-0.015107759274542332,
-0.006396214012056589,
0.05049031227827072,
0.06461472809314728,
-0.002558932639658451,
-0.06861962378025055,
0.0016906834207475185,
0.013570165261626244,
-0.012461666949093342,
0.000958761665970087,
0.007133723236620426,
-0.027640942484140396,
-0.05385156348347664,
-0.0008626619819551706,
-0.04730784893035889,
-0.04383932054042816,
-0.01239015068858862,
-0.056140076369047165,
-0.038725923746824265,
0.03722408786416054,
-0.031860388815402985,
0.0030215519946068525,
0.035865284502506256,
-0.026800628751516342,
-0.02222360298037529,
-0.010039061307907104,
-0.06597352772951126,
0.12007539719343185,
-0.06636686623096466,
0.012461666949093342,
-0.048416346311569214,
-0.010655887424945831,
0.019398720934987068,
0.00006970018148422241,
-0.042444758117198944,
-0.01633247174322605,
0.012175602838397026,
0.029697027057409286,
-0.007871231995522976,
0.06761839985847473,
-0.0051044560968875885,
-0.00126046990044415,
0.05088364705443382,
0.012765609659254551,
-0.020310549065470695,
-0.06568746268749237,
0.034506481140851974,
-0.05517461150884628,
0.0067448546178638935,
0.04119322821497917,
0.012497425079345703,
0.009529509581625462,
0.06196863204240799,
0.0024181355256587267,
-0.06450744718313217,
0.013740015216171741,
0.02084692008793354,
0.02183026447892189,
-0.012658335268497467,
-0.008260100148618221,
0.03801076486706734,
0.06275530904531479,
-0.015036243014037609,
0.019416600465774536,
-0.028606409206986427,
-0.02145480550825596,
-0.054673999547958374,
-0.05921526625752449,
0.012595758773386478,
0.025495462119579315,
0.004657480865716934,
-0.06178984045982361,
-0.01682414300739765,
0.021991176530718803,
0.022348755970597267,
0.026389412581920624,
-0.06647413969039917,
0.01567094773054123,
-0.03491769731044769,
-0.018540527671575546,
-0.04398235306143761,
0.003937850706279278,
-0.022241482511162758,
-0.11921720951795578,
-0.023171190172433853,
0.018272344022989273,
0.01076316088438034,
0.009529509581625462,
-0.03152068704366684,
-0.028999745845794678,
-0.0657232254743576,
0.03668772056698799,
-0.0060118152759969234,
0.021883903071284294,
-0.02172299101948738,
0.03633013740181923,
0.017199603840708733,
-0.008738364093005657,
-0.0029902635142207146,
0.043517500162124634,
-0.04298112913966179,
0.06432866305112839,
0.03829682990908623,
-0.10770312696695328,
0.023725440725684166,
0.048201799392700195,
0.017199603840708733,
0.04040655121207237,
-0.013507588766515255,
-0.004679829813539982,
0.053315192461013794,
-0.009297083131968975,
0.02604971081018448,
0.023850593715906143,
-0.06393532454967499,
0.10992012172937393,
-0.03926229476928711,
0.027247603982686996,
-0.0036584914196282625,
-0.04280233755707741,
-0.01615368202328682,
-0.023332102224230766,
0.019452357664704323,
0.015644129365682602,
-0.022169966250658035,
0.07330392301082611,
0.024047261103987694,
-0.00827797967940569,
-0.014508812688291073,
0.009404356591403484,
0.042516276240348816,
0.02467302791774273,
-0.08338768035173416,
0.007451075594872236,
0.07630759477615356,
0.04330294951796532,
0.027676699683070183,
-0.031967662274837494,
-0.013668499886989594,
-0.02976854331791401,
0.0021622423082590103,
-0.03279009461402893,
0.0257278885692358,
-0.00958314724266529,
0.04012048617005348,
-0.05488854646682739,
-0.0014481993857771158,
-0.010235730558633804,
-0.04845210537314415,
-0.0731966495513916,
-0.007240997161716223,
-0.015241852030158043,
-0.003917736932635307,
0.012434848584234715,
-0.008443360216915607,
0.002657267265021801,
-0.028427617624402046,
-0.034005869179964066,
-0.06368501484394073,
-0.025870921090245247,
-0.056318867951631546,
-0.049667876213788986,
-0.0039065624587237835,
0.04795149341225624,
-0.0016403987538069487,
0.0019521638751029968,
-0.004715587478131056,
-0.023063916712999344,
-0.00326515338383615,
0.03447072207927704,
0.03377344086766243,
-0.06854810565710068,
-0.023367859423160553,
0.014508812688291073,
-0.01551003661006689,
-0.06822628527879715,
0.0034394736867398024,
-0.04180111363530159,
0.006007345858961344,
0.014911090023815632,
-0.0036830750759691,
0.01722642220556736,
-0.03729560598731041,
0.019738420844078064,
0.021669354289770126,
0.005752569995820522,
-0.0010582136455923319,
0.05649765580892563,
-0.05088364705443382,
-0.017592940479516983,
0.01723536103963852,
0.005202790722250938,
0.02165147475898266,
-0.07165905088186264,
-0.020721767097711563,
0.0031712886411696672,
-0.011281652376055717,
0.01635929010808468,
0.030912799760699272,
-0.009140641428530216,
-0.019398720934987068,
-0.0853901281952858,
-0.02535242959856987,
0.00430660555139184,
-0.011433623731136322,
-0.011683929711580276,
-0.05978739261627197,
0.008054492063820362,
-0.034417085349559784,
0.0342382937669754,
0.054387934505939484,
0.02485181763768196,
-0.019523873925209045,
-0.01870143972337246,
-0.012560001574456692,
-0.02200905606150627,
0.05739160627126694,
-0.021186621859669685,
0.03883320093154907,
0.002581281354650855,
0.008729424327611923,
0.009198748506605625,
0.0013744485331699252,
0.006257651839405298,
0.06922750920057297,
-0.0019588684663176537,
0.030608857050538063,
0.01219348143786192,
-0.03257554769515991,
-0.001935402280651033,
0.003770235227420926,
0.01839749701321125,
-0.012855004519224167,
-0.01604640670120716,
0.008027673698961735,
0.0728033110499382,
-0.022438151761889458,
-0.03477466478943825,
0.010289367288351059,
-0.03987018018960953,
0.03947684168815613,
0.001736498437821865,
-0.028409739956259727,
0.013489709235727787,
-0.011219075880944729,
0.06761839985847473,
-0.016520200297236443,
0.013319859281182289,
0.01282818615436554,
0.03729560598731041,
0.023939987644553185,
-0.02790912799537182,
0.004130050074309111,
-0.01409759558737278,
0.022044813260436058,
-0.0290712621062994,
0.0364016555249691,
0.059858910739421844,
-0.02338573895394802,
0.00643197214230895,
0.021687233820557594,
-0.03484618291258812,
-0.03159220144152641,
-0.030483704060316086,
0.011317410506308079,
0.023904230445623398,
-0.003569096326828003,
0.020578734576702118,
-0.04931029677391052,
0.03053734079003334,
0.002581281354650855,
0.07959733158349991,
0.01703869178891182,
-0.018147191032767296,
0.019237808883190155,
-0.029607633128762245,
0.036365896463394165,
0.024065140634775162,
0.016591716557741165,
-0.0025187048595398664,
0.002882989589124918,
-0.008398662321269512,
-0.02858852967619896,
0.07233845442533493,
-0.0036875447258353233,
-0.011433623731136322,
-0.03697378188371658,
-0.08109916746616364,
0.02301027998328209,
0.05156305059790611,
0.005810676608234644,
0.051849115639925,
-0.013570165261626244,
-0.025084244087338448,
-0.037438638508319855,
-0.0830300971865654,
0.018629923462867737,
-0.0060118152759969234,
0.004422818776220083,
0.03432768955826759,
0.04594904184341431,
-0.023349981755018234,
0.03438132628798485,
0.02191966027021408,
0.03262918442487717,
-0.04180111363530159,
0.01791476272046566,
-0.05685523524880409,
0.037045300006866455,
-0.034309811890125275,
-0.015474279411137104,
0.008631089702248573,
0.03559710085391998,
0.04094292223453522,
-0.005238548386842012,
-0.003931146115064621,
-0.0328616127371788,
-0.09440115094184875,
-0.009538449347019196,
0.01888022944331169,
0.0012515303678810596,
-0.03484618291258812,
0.03477466478943825,
-0.060538310557603836,
0.006887886673212051,
-0.01365956012159586,
0.01929144747555256,
0.024100899696350098,
0.023546649143099785,
-0.022885126993060112,
-0.029893696308135986,
-0.02172299101948738,
0.00569893280044198,
0.021687233820557594,
0.047343604266643524,
0.06218317896127701,
-0.011192257516086102,
0.029124898836016655,
-0.016993993893265724,
0.005113395396620035,
0.04816604033112526,
-0.056533414870500565,
-0.017458848655223846,
-0.01232757419347763,
0.008072370663285255,
0.0640425980091095,
-0.03055522032082081,
-0.0332549512386322,
-0.039548359811306,
-0.035471946001052856,
0.018665680661797523,
0.03327282890677452,
-0.015000485815107822,
0.022491788491606712,
0.006901295855641365,
0.006575004197657108,
0.05245700106024742,
0.010155274532735348,
0.0016359289875254035,
-0.07416211068630219,
-0.043696288019418716,
-0.08710651099681854,
-0.05993042513728142,
-0.006642050575464964,
-0.03084128350019455,
-0.01296227890998125,
0.0636492595076561,
0.04716481640934944,
0.044304173439741135,
-0.009033367037773132,
0.021258138120174408,
-0.052993372082710266,
-0.03534679487347603,
0.01082573737949133,
0.025692131370306015,
-0.01820976659655571,
-0.03609771281480789,
0.04491206258535385,
-0.020703887566924095,
-0.0340416245162487,
0.02104358933866024,
-0.024690905585885048,
0.01302485540509224,
-0.0231175534427166,
-0.020435702055692673,
-0.07226693630218506,
0.028856715187430382,
-0.03338010236620903,
-0.039405327290296555,
-0.031967662274837494,
0.03933381289243698,
-0.0015599431935697794,
-0.03397011011838913,
0.045662980526685715,
0.009860271587967873,
-0.039548359811306,
-0.021115105599164963,
-0.0399416983127594,
0.03311191871762276,
-0.00538158044219017,
-0.014338961802423,
0.048416346311569214,
0.002804768970236182,
-0.0028025340288877487,
-0.05352974310517311,
-0.004532327875494957,
-0.015018364414572716,
0.044590238481760025,
-0.04630662500858307,
0.08503255248069763,
-0.013623801991343498,
0.05910799279808998,
0.04294537007808685,
-0.02976854331791401,
0.051920630037784576,
-0.003233865136280656,
0.015286549925804138,
0.0016448685200884938,
-0.026854265481233597,
-0.005591658875346184,
0.03398798778653145,
-0.026067590340971947,
-0.037259846925735474,
0.008738364093005657,
-0.024297568947076797,
-0.02358240820467472,
-0.03865440934896469,
-0.03908350691199303,
0.04641389846801758,
0.021669354289770126,
-0.016716869547963142,
-0.017968399450182915,
-0.04619934782385826,
-0.017288997769355774,
-0.028534892946481705,
-0.0028405268676579,
-0.009015488438308239,
0.03414890170097351,
0.012032570317387581,
0.03414890170097351,
-0.024226052686572075,
0.02690790221095085,
0.010351943783462048,
0.012542122043669224,
-0.0017711389809846878,
0.01830810122191906,
0.01968478411436081,
-0.03155644237995148,
0.003611559048295021,
0.036651961505413055,
0.047808460891246796,
0.03155644237995148,
0.0011364342644810677,
-0.08367374539375305,
0.02299240045249462,
-0.028731562197208405,
-0.015420641750097275,
0.023904230445623398,
0.033630408346652985,
-0.039405327290296555,
0.014946848154067993,
0.0225275456905365,
0.02908914163708687,
0.024833938106894493,
0.075163334608078,
0.023046037182211876,
0.0754493996500969,
-0.016368228942155838,
0.0542091429233551,
-0.0009023310267366469,
0.007947217673063278,
0.0326649434864521,
-0.04666420444846153,
-0.05910799279808998,
-0.01022679079324007,
-0.007759488187730312,
-0.0039065624587237835,
-0.02624638006091118,
0.071623295545578,
0.09819149971008301,
-0.08553316444158554,
-0.003026021644473076,
0.04248051717877388,
0.06043103709816933,
0.0007146014831960201,
0.02399362437427044,
0.0008961851126514375,
-0.008970790542662144,
-0.03230736404657364,
-0.010155274532735348,
0.017262179404497147,
0.03883320093154907,
-0.005229609087109566,
-0.04444720596075058,
-0.02828458696603775,
-0.042516276240348816,
0.04444720596075058,
-0.007947217673063278,
0.03296888619661331,
-0.04784421622753143,
0.022634821012616158,
0.07215966284275055,
-0.036151349544525146,
0.06275530904531479,
0.003052840242162347,
-0.011755445972084999,
0.059858910739421844,
-0.002220348920673132,
-0.012747731059789658,
0.03277221694588661,
-0.02165147475898266,
0.020811162889003754,
0.006065452471375465,
-0.028749439865350723,
0.020203275606036186,
0.005725751630961895,
-0.04877392575144768,
0.027855489403009415,
-0.03736712038516998,
-0.0076209260150790215,
-0.039977457374334335,
-0.06962084770202637,
-0.001513010822236538,
0.026264259591698647,
0.0008459004457108676,
-0.001402384485118091,
0.051849115639925,
0.005216199904680252,
0.012300755828619003,
0.012282876297831535,
0.03291524946689606,
-0.046342380344867706,
-0.0953308567404747,
0.027372756972908974,
0.00536370137706399,
-0.023546649143099785,
-0.03579377010464668,
0.0023175659589469433,
-0.017253240570425987,
-0.022456031292676926,
-0.04891695827245712,
-0.02740851417183876,
0.06204014644026756,
-0.073589988052845,
0.005475445184856653,
-0.028624286875128746,
0.003314320696517825,
-0.0426950640976429,
-0.01032512541860342,
-0.05356549844145775,
0.04172959923744202,
-0.03114522621035576,
0.027444273233413696,
0.037545911967754364,
-0.0004902758519165218,
0.06636686623096466,
-0.00964572373777628,
0.03491769731044769,
0.05049031227827072,
0.007777367252856493,
-0.03454223647713661,
-0.040478069335222244,
0.026371533051133156,
-0.019327204674482346,
0.01625201664865017,
0.026067590340971947,
-0.022187845781445503,
0.05571097880601883,
0.020113881677389145,
-0.0026997297536581755,
-0.02524515613913536,
0.05424490198493004,
-0.050740618258714676,
-0.052921853959560394,
0.036866508424282074,
-0.007938277907669544,
-0.0016627474687993526,
0.028356101363897324,
-0.036651961505413055,
-0.03125249966979027,
0.026568202301859856,
-0.047701187431812286,
0.03579377010464668,
0.07258876413106918,
0.06136074662208557,
0.07695123553276062,
-0.017467787489295006,
-0.05335095152258873,
-0.020239034667611122,
0.046342380344867706,
0.00315564451739192,
-0.01675262860953808,
0.0023376799654215574,
-0.035686492919921875,
-0.03003672882914543,
0.05882192775607109,
0.0020516158547252417,
0.0624692440032959,
-0.05588977038860321,
-0.005689993500709534,
0.05220669507980347,
0.08760712295770645,
0.02613910473883152,
-0.02301027998328209,
0.07040752470493317,
-0.007133723236620426,
0.06257651746273041,
0.0030818935483694077,
0.041443534195423126,
0.04022776335477829,
0.041765354573726654,
-0.028248827904462814,
-0.07266027480363846,
-0.035185880959033966,
-0.011683929711580276,
0.037831973284482956,
0.015340186655521393,
0.014142293483018875,
-0.01322152465581894,
0.05031152069568634,
0.011719687841832638,
0.0017107973108068109,
-0.0038171675987541676,
0.015358065254986286,
0.03159220144152641,
-0.018576286733150482,
0.002724313409999013,
0.06618807464838028,
0.04512660950422287,
-0.02338573895394802,
0.009368598461151123,
0.0005310623091645539,
0.016797324642539024,
0.018629923462867737,
-0.07816701382398605,
0.0017130321357399225,
0.020203275606036186,
-0.020614493638277054,
0.02671123296022415,
0.016788385808467865,
-0.023510891944169998,
0.05764191225171089,
0.024887574836611748,
-0.0023041567765176296,
0.011621353216469288,
-0.051241230219602585,
-0.049381811171770096,
0.02145480550825596,
0.045484188944101334,
0.04208717867732048,
0.01947023719549179,
0.010512854903936386,
0.01800415851175785,
0.002659501973539591,
-0.00408982252702117,
0.0514557771384716,
-0.05142001807689667,
-0.023957867175340652,
-0.024887574836611748,
-0.023904230445623398,
-0.09282779693603516,
0.024226052686572075,
-0.012890762649476528,
0.01665429398417473,
0.0012649396667256951,
-0.014571389183402061,
0.047736942768096924,
0.00881881918758154,
0.04101443663239479,
0.001358804409392178,
-0.016564898192882538,
-0.0071203140541911125,
-0.00885010790079832,
-0.005184911657124758,
0.005225139204412699,
-0.024118777364492416,
-0.02808791771531105,
0.029124898836016655,
-0.03259342536330223,
0.045269642025232315,
-0.0071158441714942455,
0.036079831421375275,
-0.019988728687167168,
0.021901780739426613
] |
22,539 | salem.datasets | get_vardata | Interface to implement by subclasses, taking sub_x, sub_y and
sub_t into account. | def get_vardata(self, var_id=None):
"""Interface to implement by subclasses, taking sub_x, sub_y and
sub_t into account."""
raise NotImplementedError()
| (self, var_id=None) | [
0.028270600363612175,
-0.015119137242436409,
0.021762138232588768,
-0.0024175483267754316,
-0.0028043559286743402,
0.014908915385603905,
-0.002642485313117504,
0.013857807032763958,
0.02737925946712494,
-0.028035150840878487,
-0.01930675096809864,
0.006348691880702972,
-0.018314504995942116,
-0.015018230304121971,
-0.04268339276313782,
0.05469124764204025,
-0.014480062760412693,
0.0579875223338604,
-0.04022800549864769,
-0.011940586380660534,
-0.022838473320007324,
-0.003920632880181074,
-0.02594975382089615,
-0.04544150084257126,
0.02690836414694786,
0.010754936374723911,
0.04957865923643112,
-0.04507150873541832,
0.05109225586056709,
-0.010208360850811005,
-0.0929683968424797,
-0.017120447009801865,
-0.013731674291193485,
0.06316738575696945,
-0.027732431888580322,
-0.010981976054608822,
0.002335561905056238,
0.023612089455127716,
-0.06212468445301056,
0.06293193250894547,
-0.0036263223737478256,
-0.06915449351072311,
0.0394543893635273,
-0.0024196505546569824,
0.0059450664557516575,
-0.035283591598272324,
0.006605162285268307,
-0.04258248582482338,
-0.034442704170942307,
-0.01553117111325264,
0.018364958465099335,
-0.01617865450680256,
-0.009905640967190266,
-0.009611330926418304,
0.0007042423239909112,
0.03346727788448334,
0.0284724123775959,
0.06922176480293274,
0.003523313906043768,
0.0476614385843277,
-0.010166316293179989,
0.015228452160954475,
-0.014614605344831944,
-0.03797442838549614,
0.0003479167353361845,
-0.04692145809531212,
-0.031264156103134155,
0.017641795799136162,
-0.06067835912108421,
0.00820284616202116,
-0.038781680166721344,
0.010931522585451603,
0.034123167395591736,
0.016985904425382614,
0.07056718319654465,
0.0021022160071879625,
-0.014993003569543362,
-0.08011965453624725,
0.03234048932790756,
0.023813901469111443,
-0.029346933588385582,
-0.015362993814051151,
-0.03262639045715332,
0.04281793534755707,
0.028590137138962746,
-0.006062790751457214,
-0.007631043903529644,
0.007277871482074261,
0.010452217422425747,
0.00872840080410242,
-0.019659923389554024,
0.0037251266185194254,
-0.01949174515902996,
0.08496315777301788,
-0.03230685368180275,
-0.053715821355581284,
0.04170796275138855,
-0.023258917033672333,
-0.028775131329894066,
5.748246394432499e-7,
0.008076713420450687,
-0.020954888314008713,
0.019004032015800476,
-0.000026868947315961123,
-0.022518936544656754,
-0.008543405681848526,
-0.002457490423694253,
0.024621153250336647,
-0.022014405578374863,
0.01170513778924942,
-0.0045365821570158005,
0.08583767712116241,
-0.019559016451239586,
0.049746837466955185,
-0.04803143069148064,
-0.0484686903655529,
-0.05556577071547508,
0.04093434661626816,
-0.06384009122848511,
-0.0011425543343648314,
-0.027295172214508057,
0.03230685368180275,
-0.022502118721604347,
0.03935348242521286,
-0.028539683669805527,
0.013563496991991997,
0.007185373920947313,
0.023006651550531387,
-0.04470152035355568,
-0.04557603970170021,
0.0209212526679039,
-0.05953475460410118,
-0.024133438244462013,
0.0481996051967144,
0.030036460608243942,
0.002045456087216735,
0.10164634138345718,
0.032138675451278687,
0.015472308732569218,
-0.011848089285194874,
0.023998897522687912,
0.020198090001940727,
0.007441844325512648,
-0.021812591701745987,
-0.014614605344831944,
0.009922458790242672,
0.07278712093830109,
-0.021358514204621315,
-0.09121935069561005,
-0.0463496558368206,
-0.05378309264779091,
0.01158741395920515,
-0.029111485928297043,
-0.03128097206354141,
0.012386255897581577,
-0.04497060179710388,
-0.02705972269177437,
-0.05438853055238724,
0.026521556079387665,
-0.029229210689663887,
-0.041035253554582596,
-0.02253575436770916,
0.005184064619243145,
-0.04197704792022705,
0.03511541336774826,
0.05294220522046089,
0.0068868594244122505,
-0.05576758459210396,
-0.00019892217824235559,
0.022502118721604347,
-0.0025268634781241417,
-0.017355894669890404,
-0.05240403860807419,
0.04893958568572998,
0.010082227177917957,
-0.025882482528686523,
-0.0037251266185194254,
-0.01571616530418396,
0.02571430429816246,
0.058357514441013336,
0.0357544869184494,
-0.029599200934171677,
-0.040261637419462204,
0.06834724545478821,
0.010284040123224258,
-0.014522107318043709,
0.03410635143518448,
0.0064748250879347324,
0.04012709856033325,
0.014337112195789814,
-0.032239582389593124,
-0.04322155937552452,
-0.05082317069172859,
-0.020702622830867767,
0.020383086055517197,
-0.024722058326005936,
0.044028811156749725,
-0.012310576625168324,
-0.038546230643987656,
0.022821655496954918,
0.05146224424242973,
-0.04096798226237297,
-0.003403487615287304,
-0.0042696003802120686,
-0.06824633479118347,
0.05876113846898079,
-0.01912175677716732,
-0.018213598057627678,
-0.06511823832988739,
-0.03442588821053505,
0.004135058727115393,
-0.00534383300691843,
0.08092690259218216,
0.03783988580107689,
0.06975993514060974,
-0.07588158547878265,
-0.0638064593076706,
-0.0178772434592247,
0.015791846439242363,
0.06737181544303894,
0.09391018748283386,
-0.07036536931991577,
-0.008404659107327461,
0.06252831220626831,
0.003510700538754463,
-0.03249184787273407,
0.006596753373742104,
0.008921803906559944,
-0.015177998691797256,
-0.05529668554663658,
0.039151668548583984,
0.01055312342941761,
0.02235076017677784,
-0.05253858119249344,
-0.018364958465099335,
0.05553213506937027,
-0.011595822870731354,
-0.03284502029418945,
0.06535369157791138,
0.01126787718385458,
-0.0439615398645401,
0.015909569337964058,
0.037537168711423874,
0.015817072242498398,
-0.03968983516097069,
0.013967122882604599,
-0.003752455348148942,
0.13581997156143188,
-0.008034668862819672,
-0.004326360300183296,
0.028859220445156097,
-0.013403728604316711,
-0.04345700889825821,
0.0749397948384285,
0.02470524050295353,
0.0227712020277977,
-0.047762345522642136,
0.03736899048089981,
0.029279664158821106,
-0.04254885017871857,
-0.021593961864709854,
-0.008434089832007885,
-0.024907054379582405,
0.054220352321863174,
-0.029178757220506668,
-0.013126236386597157,
0.016708411276340485,
-0.030793258920311928,
-0.059837475419044495,
0.0028989557176828384,
0.015817072242498398,
0.10971885174512863,
-0.004540786147117615,
-0.026807457208633423,
-0.016060929745435715,
-0.03008691407740116,
-0.004603852983564138,
-0.015203225426375866,
0.03857986629009247,
-0.01792769692838192,
0.01750725321471691,
0.0061847190372645855,
-0.02137533202767372,
0.013967122882604599,
-0.0064748250879347324,
-0.06838087737560272,
0.008820897899568081,
-0.016279559582471848,
-0.0027707205154001713,
0.005482579115778208,
-0.03834441676735878,
-0.0109231136739254,
-0.036191750317811966,
0.06975993514060974,
0.024486610665917397,
0.018213598057627678,
-0.03773897886276245,
0.03397180885076523,
0.020887617021799088,
0.026757003739476204,
-0.00974587257951498,
0.008139779791235924,
-0.02584884688258171,
0.009409517981112003,
-0.06942357867956161,
0.02097170613706112,
0.07366164773702621,
-0.028724677860736847,
0.002217837842181325,
-0.03491360321640968,
0.050385911017656326,
-0.0007988420547917485,
-0.030423268675804138,
0.02791742794215679,
0.010637212544679642,
-0.03055781126022339,
-0.03155005723237991,
-0.03723444789648056,
-0.013866215944290161,
0.08523224294185638,
-0.052504945546388626,
-0.04856959730386734,
0.06051018461585045,
-0.019374022260308266,
0.10137726366519928,
0.05146224424242973,
-0.006575731560587883,
-0.04123706743121147,
0.03410635143518448,
0.046248748898506165,
-0.04345700889825821,
0.03289547562599182,
0.02161077968776226,
-0.0043894266709685326,
0.036057207733392715,
-0.03266002610325813,
-0.030255092307925224,
0.026487920433282852,
0.031499601900577545,
-0.010561532340943813,
0.02152669057250023,
-0.0026929385494440794,
-0.02267029695212841,
0.029229210689663887,
0.08388682454824448,
0.0006522124749608338,
-0.018549952656030655,
-0.013748492114245892,
0.08106144517660141,
0.04772870987653732,
-0.008955439552664757,
-0.0020917048677802086,
-0.026925181970000267,
-0.013269186951220036,
0.0013075782917439938,
-0.023326188325881958,
0.055969394743442535,
-0.009005893021821976,
-0.00833738874644041,
-0.006260398775339127,
0.03474542498588562,
-0.017339076846837997,
0.01742316596210003,
0.014925733208656311,
-0.008606472052633762,
-0.04759416729211807,
-0.006836405955255032,
-0.00776558555662632,
0.049477752298116684,
0.005680187605321407,
-0.03709990531206131,
-0.017086811363697052,
-0.01009063608944416,
-0.021493054926395416,
-0.022182581946253777,
-0.02428479865193367,
0.006849019322544336,
-0.049376849085092545,
-0.004498742055147886,
-0.05082317069172859,
0.023847537115216255,
-0.03595630079507828,
-0.006016541738063097,
0.02404934912919998,
-0.010326084680855274,
0.011864906176924706,
-0.007925353944301605,
0.010166316293179989,
0.002905262401327491,
0.0439615398645401,
-0.0015293620526790619,
0.0354854054749012,
0.006701864302158356,
0.004948616027832031,
0.020668987184762955,
-0.0487377755343914,
0.03615811467170715,
-0.039286211133003235,
0.02050080895423889,
0.025680670514702797,
-0.03114643134176731,
-0.03538449853658676,
-0.04668601229786873,
0.050015922635793686,
0.02820332907140255,
-0.06821270287036896,
0.03141551464796066,
-0.008879760280251503,
-0.04355791211128235,
-0.06104835122823715,
0.03585539385676384,
0.054993968456983566,
-0.02161077968776226,
-0.015236861072480679,
0.0418425053358078,
0.011343557387590408,
-0.03378681465983391,
0.03501450642943382,
0.02240121364593506,
0.027396077290177345,
-0.05220222473144531,
0.025310680270195007,
-0.013016920536756516,
0.015060274861752987,
-0.04870413988828659,
0.03239094093441963,
-0.05263948813080788,
0.02608429454267025,
0.0029830443672835827,
0.05028500407934189,
-0.00896384846419096,
0.012773063965141773,
-0.023931626230478287,
-0.035317227244377136,
0.05331219732761383,
0.004603852983564138,
-0.04359154775738716,
0.011276286095380783,
-0.004578626248985529,
0.06982720643281937,
0.028741495683789253,
0.041775234043598175,
0.03689809516072273,
0.00322059472091496,
-0.04069890081882477,
-0.04308701679110527,
-0.03595630079507828,
0.02788379229605198,
-0.05152951553463936,
-0.0881921648979187,
0.0540185384452343,
0.051630422472953796,
0.06848178803920746,
0.0069541302509605885,
0.0020748870447278023,
-0.055330321192741394,
-0.09996457397937775,
-0.009695420041680336,
0.02561339922249317,
-0.062191955745220184,
-0.0709708109498024,
0.021778956055641174,
-0.03240776062011719,
-0.031213702633976936,
-0.00043620981159619987,
-0.05627211555838585,
0.023292552679777145,
-0.05196677893400192,
-0.049006856977939606,
-0.002251473255455494,
0.0072400313802063465,
0.0360235720872879,
-0.021274425089359283,
-0.04382699728012085,
0.03794079273939133,
0.04806506633758545,
-0.04591239616274834,
-0.02083716355264187,
-0.05415308102965355,
-0.026471102610230446,
0.025411585345864296,
-0.010006547905504704,
-0.026656098663806915,
-0.002825378207489848,
0.007143329828977585,
0.004645897075533867,
-0.004235965199768543,
0.07615067064762115,
-0.03639356046915054,
-0.029599200934171677,
-0.025815211236476898,
0.031045524403452873,
-0.02778288535773754,
0.013992348685860634,
-0.008379432372748852,
0.02492387220263481,
0.06868360191583633,
0.0027118586003780365,
0.015598442405462265,
0.031583692878484726,
0.0005859927041456103,
-0.015547988936305046,
0.023326188325881958,
-0.0003339895629324019,
-0.025226591154932976,
-0.030423268675804138,
0.007866491563618183,
0.08166688680648804,
-0.006121652666479349,
0.0178772434592247,
-0.011831271462142467,
-0.03609084337949753,
0.037671707570552826,
-0.0178772434592247,
0.05543122813105583,
-0.02134169638156891,
-0.044634249061346054,
0.02981783077120781,
-0.07635248452425003,
0.024873418733477592,
-0.012260123156011105,
0.000790958758443594,
0.010426990687847137,
0.0054657612927258015,
0.027396077290177345,
0.06834724545478821,
-0.09417927265167236,
0.015732983127236366,
-0.02285529114305973,
0.07615067064762115,
-0.039151668548583984,
-0.07399799674749374,
0.03538449853658676,
0.06414280831813812,
-0.004809869918972254,
-0.01043539959937334,
-0.008505566045641899,
-0.036561738699674606,
-0.09283385425806046,
-0.009098390117287636,
0.007404004223644733,
0.008837715722620487,
0.031213702633976936,
-0.03234048932790756,
0.03834441676735878,
-0.004540786147117615,
-0.03565358370542526,
0.028236964717507362,
0.03373635932803154,
0.017061583697795868,
0.0683136060833931,
-0.02478932961821556,
0.021038977429270744,
0.038041699677705765,
0.006033359561115503,
-0.022838473320007324,
-0.02576475776731968,
0.01230216771364212,
-0.017776338383555412,
0.008652720600366592,
0.022888926789164543,
-0.004566012881696224,
0.08388682454824448,
0.023427093401551247,
-0.04298610985279083,
0.04032890871167183,
-0.0038092152681201696,
0.01691863313317299,
-0.047257814556360245,
-0.04695509374141693,
-0.014177343808114529,
0.008972257375717163,
-0.02335982397198677,
-0.0033109900541603565,
-0.041405245661735535,
0.018415411934256554,
-0.03351772949099541,
-0.03898349031805992,
-0.025462038815021515,
0.01210035476833582,
-0.029431022703647614,
0.022939380258321762,
0.002098011551424861,
0.03807533532381058,
0.011309921741485596,
0.09283385425806046,
0.006836405955255032,
0.03138187900185585,
0.059702932834625244,
-0.005739049520343542,
0.01590116135776043,
0.021022159606218338,
-0.014580969698727131,
0.00864431168884039,
0.000031254039640771225,
0.03434180095791817,
-0.02240121364593506,
0.018516317009925842,
-0.0040509700775146484,
-0.0831468403339386,
-0.02359527163207531,
-0.010309266857802868,
0.0025163523387163877,
0.036662645637989044,
-0.0243688877671957,
-0.0518995076417923,
0.005667574238032103,
0.047863252460956573,
-0.018028603866696358,
-0.022199399769306183,
-0.004692146088927984,
-0.03921893984079361,
0.05078953504562378,
-0.01949174515902996,
-0.012268532067537308,
0.0031133817974478006,
-0.00815659761428833,
0.016220698133111,
-0.0230402871966362,
-0.06888540834188461,
-0.025815211236476898,
0.025882482528686523,
-0.004465106409043074,
0.02280483767390251,
0.008371023461222649,
-0.00838363729417324,
0.0715089738368988,
-0.06114925816655159,
-0.01124265044927597,
-0.03797442838549614,
0.017339076846837997,
0.018549952656030655,
0.03844532370567322,
-0.027429712936282158,
-0.016758864745497704,
-0.01117538008838892,
0.028691042214632034,
-0.021072613075375557,
-0.00524292653426528,
0.025546127930283546,
0.03925257548689842,
0.05529668554663658,
0.03272729739546776,
0.022182581946253777,
0.04759416729211807,
-0.028136057779192924,
-0.02083716355264187,
-0.00037866164348088205,
0.017490437254309654,
-0.033164557069540024,
-0.03726808354258537,
-0.02031581476330757,
-0.03662900999188423,
0.03212185949087143,
0.041640691459178925,
0.028539683669805527,
0.03874804452061653,
-0.004591239616274834,
-0.00279384502209723,
0.002631974406540394,
-0.048132333904504776,
0.023628907278180122,
-0.04517241567373276,
-0.04298610985279083,
0.05327856168150902,
-0.016330013051629066,
-0.02981783077120781,
-0.027076540514826775,
0.07615067064762115,
-0.017086811363697052,
0.05781934782862663,
0.02065216936171055,
-0.03245821222662926,
-0.011948995292186737,
-0.01550594437867403,
-0.08671220391988754,
0.027244718745350838,
-0.041405245661735535,
0.02041672170162201,
-0.008047282695770264,
0.05142860859632492,
0.01769224926829338,
0.017574524506926537,
-0.02825378254055977,
0.024183891713619232,
0.004645897075533867,
0.015152771957218647,
0.002499534748494625,
0.018684495240449905,
-0.02401571534574032,
-0.021543508395552635,
0.00011562187864910811,
0.007614226080477238,
0.00006727090658387169,
0.02105579525232315,
-0.06747271865606308,
0.018953578546643257,
-0.004473515320569277,
0.02100534178316593,
0.028371505439281464,
-0.06121652573347092,
-0.03303001821041107,
-0.012520797550678253,
0.0518995076417923,
0.03669628128409386,
-0.005263948813080788,
-0.006928903516381979,
-0.01922266185283661,
0.026521556079387665,
-0.056103937327861786,
0.0009533549309708178,
-0.01686817966401577,
-0.007895923219621181,
-0.05600303038954735,
-0.004641692619770765,
0.032559119164943695,
-0.048132333904504776,
0.05563304200768471,
-0.009384292177855968,
0.04991501569747925,
0.028741495683789253,
0.03995892032980919,
0.05691118910908699,
0.07023082673549652,
-0.0046501015312969685,
0.033114105463027954,
0.054859425872564316,
-0.03683082386851311,
0.01784360781311989,
0.010603576898574829,
0.00953565165400505,
0.02492387220263481,
0.023208463564515114,
-0.06229286268353462,
-0.016380466520786285,
-0.0033425232395529747,
-0.037570804357528687,
-0.022081676870584488,
-0.05102498456835747,
0.039925284683704376,
-0.04036254435777664,
-0.010822207666933537,
0.01048585306853056,
0.0011478099040687084,
0.002587827853858471,
0.0007405055803246796,
0.03155005723237991,
0.018634041771292686,
-0.009274976328015327,
-0.03272729739546776,
0.058693867176771164,
0.07581431418657303,
-0.025562945753335953,
-0.00771933700889349,
0.04870413988828659,
0.010796980932354927,
0.03568721562623978,
-0.03400544449687004,
0.04614784196019173,
-0.017910879105329514,
-0.06471461802721024,
-0.011545369401574135,
-0.006458007264882326,
0.02189668081700802,
-0.02764834277331829,
0.012167626060545444,
-0.009182479232549667,
0.048233240842819214
] |
22,543 | salem.datasets | GeoNetcdf | NetCDF files with geolocalisation info.
GeoNetcdf will try hard to understand the geoloc and time of the file,
but if it can't you can still provide the time and grid at instantiation.
| class GeoNetcdf(GeoDataset):
"""NetCDF files with geolocalisation info.
GeoNetcdf will try hard to understand the geoloc and time of the file,
but if it can't you can still provide the time and grid at instantiation.
"""
def __init__(self, file, grid=None, time=None, monthbegin=False):
"""Open the file and try to understand it.
Parameters
----------
file: path to the netcdf file
grid: a Grid object. This will override the normal behavior of
GeoNetcdf, which is to try to understand the grid automatically.
time: a time array. This will override the normal behavior of
GeoNetcdf, which is to try to understand the time automatically.
monthbegin: set to true if you are sure that your data is monthly
and that the data provider decided to tag the date as the center of
the month (stupid)
"""
self._nc = netCDF4.Dataset(file)
self._nc.set_auto_mask(False)
self.variables = self._nc.variables
if grid is None:
grid = sio.grid_from_dataset(self._nc)
if grid is None:
raise RuntimeError('File grid not understood')
if time is None:
time = sio.netcdf_time(self._nc, monthbegin=monthbegin)
dn = self._nc.dimensions.keys()
try:
self.x_dim = utils.str_in_list(dn, utils.valid_names['x_dim'])[0]
self.y_dim = utils.str_in_list(dn, utils.valid_names['y_dim'])[0]
except IndexError:
raise RuntimeError('File coordinates not understood')
dim = utils.str_in_list(dn, utils.valid_names['t_dim'])
self.t_dim = dim[0] if dim else None
dim = utils.str_in_list(dn, utils.valid_names['z_dim'])
self.z_dim = dim[0] if dim else None
GeoDataset.__init__(self, grid, time=time)
def __enter__(self):
return self
def __exit__(self, exception_type, exception_value, traceback):
self.close()
def close(self):
self._nc.close()
def get_vardata(self, var_id=0, as_xarray=False):
"""Reads the data out of the netCDF file while taking into account
time and spatial subsets.
Parameters
----------
var_id: the name of the variable (must be available in self.variables)
as_xarray: returns a DataArray object
"""
v = self.variables[var_id]
# Make the slices
item = []
for d in v.dimensions:
it = slice(None)
if d == self.t_dim and self.sub_t is not None:
it = slice(self.sub_t[0], self.sub_t[1]+1)
elif d == self.y_dim:
it = slice(self.sub_y[0], self.sub_y[1]+1)
elif d == self.x_dim:
it = slice(self.sub_x[0], self.sub_x[1]+1)
item.append(it)
with np.errstate(invalid='ignore'):
# This is due to some numpy warnings
out = v[tuple(item)]
if as_xarray:
# convert to xarray
dims = v.dimensions
coords = dict()
x, y = self.grid.x_coord, self.grid.y_coord
for d in dims:
if d == self.t_dim:
coords[d] = self.time
elif d == self.y_dim:
coords[d] = y
elif d == self.x_dim:
coords[d] = x
attrs = v.__dict__.copy()
bad_keys = ['scale_factor', 'add_offset',
'_FillValue', 'missing_value', 'ncvars']
_ = [attrs.pop(b, None) for b in bad_keys]
out = xr.DataArray(out, dims=dims, coords=coords, attrs=attrs)
return out
| (file, grid=None, time=None, monthbegin=False) | [
0.0380333848297596,
-0.013654804788529873,
-0.0184865053743124,
0.06026120483875275,
0.028770122677087784,
-0.03265148773789406,
-0.06046127527952194,
0.011363998986780643,
0.047656770795583725,
-0.0804683119058609,
-0.013704822398722172,
-0.0059270854108035564,
-0.04197476804256439,
0.02390841208398342,
-0.022247828543186188,
0.026549341157078743,
-0.08579018712043762,
0.054419148713350296,
-0.02840999700129032,
-0.0407143272459507,
-0.020127082243561745,
-0.052618514746427536,
-0.010473685339093208,
-0.015695523470640182,
0.041854728013277054,
0.026549341157078743,
0.04701654240489006,
-0.0004067055997438729,
0.03163113072514534,
-0.04925733059644699,
-0.06350234150886536,
0.0076376874931156635,
-0.02532891184091568,
0.009898482821881771,
0.0216476172208786,
-0.039533909410238266,
0.02580908127129078,
0.010303625836968422,
-0.0317111574113369,
0.046256277710199356,
-0.036392804235219955,
-0.0948333665728569,
0.02162761054933071,
-0.00817787740379572,
0.020627258345484734,
0.005456920247524977,
-0.00031808068160898983,
0.008998165838420391,
-0.02434856817126274,
0.04841703549027443,
0.012874530628323555,
-0.019596895202994347,
0.00509179150685668,
0.028810137882828712,
-0.03553250432014465,
0.05645986646413803,
0.030910877510905266,
0.11948204040527344,
0.00520183052867651,
-0.02714955247938633,
-0.02750968001782894,
-0.0030235638841986656,
0.015695523470640182,
-0.03071080707013607,
-0.05970100685954094,
0.012204294092953205,
-0.044055502861738205,
-0.03989403694868088,
0.005151812918484211,
0.04417554289102554,
0.018326448276638985,
0.030170615762472153,
0.07054482400417328,
-0.013624793849885464,
0.03469220548868179,
0.03561253100633621,
-0.09283266216516495,
-0.002289555734023452,
0.022968081757426262,
-0.02526889182627201,
-0.03475222736597061,
0.02847001701593399,
0.03675293177366257,
0.04021415114402771,
0.03673292696475983,
-0.0016555825714021921,
0.057140104472637177,
0.04869713634252548,
0.008172876201570034,
-0.002926029497757554,
0.017266076058149338,
0.04469572752714157,
0.0015105315251275897,
0.01579555869102478,
-0.0014867731370031834,
-0.05906078219413757,
-0.02664937637746334,
-0.00017428008140996099,
-0.05209833383560181,
-0.02356829307973385,
0.014875234104692936,
-0.06058131530880928,
-0.03897371515631676,
0.004601619206368923,
-0.0461762472987175,
0.0057620275765657425,
0.024288546293973923,
0.03797336295247078,
-0.027929827570915222,
-0.010083547793328762,
-0.07886774837970734,
0.050777867436409,
-0.018256423994898796,
0.014355051331222057,
-0.0018844130681827664,
-0.04121450334787369,
-0.018326448276638985,
0.03427205979824066,
-0.05501936003565788,
-0.04613623395562172,
-0.030810842290520668,
0.07326578348875046,
-0.06926437467336655,
0.0787477120757103,
-0.010963858105242252,
-0.0016855931608006358,
0.06502287834882736,
0.0026134196668863297,
0.00839295331388712,
-0.05746021866798401,
0.015065301209688187,
-0.028850151225924492,
-0.003968896344304085,
0.01940682902932167,
0.053538840264081955,
-0.025188863277435303,
0.016955966129899025,
-0.0030085586477071047,
-0.07234545797109604,
0.023248180747032166,
0.03703303262591362,
0.004711657762527466,
0.005471925251185894,
-0.002085733925923705,
0.017436135560274124,
0.03435208648443222,
0.018656564876437187,
-0.04249495267868042,
-0.05321872606873512,
-0.05109798163175583,
-0.05237843096256256,
-0.02082732878625393,
-0.05890072509646416,
-0.008077842183411121,
0.010673755779862404,
-0.06354235857725143,
-0.03203127160668373,
-0.02258794754743576,
0.0015730535378679633,
0.025969138368964195,
-0.12804505228996277,
0.01949685998260975,
-0.04341527819633484,
0.0011247707298025489,
-0.04281506687402725,
-0.0007984059629961848,
-0.04417554289102554,
-0.1157207190990448,
-0.033211685717105865,
0.01769622601568699,
0.01427502278238535,
0.04113447293639183,
-0.015245364047586918,
0.006987458560615778,
-0.003448713570833206,
0.014765195548534393,
-0.01359478384256363,
-0.012824513018131256,
-0.01557548064738512,
0.03513236343860626,
0.01042366772890091,
-0.02568903937935829,
-0.02628925070166588,
0.07958800345659256,
-0.022467905655503273,
0.05373891070485115,
0.0659031867980957,
-0.05117800831794739,
0.06598322093486786,
0.013794854283332825,
0.03887367993593216,
0.019076712429523468,
-0.04105444625020027,
0.026549341157078743,
0.06134158372879028,
-0.02346825785934925,
0.026529334485530853,
0.026029158383607864,
-0.01037365011870861,
0.0710650086402893,
-0.04309516400098801,
0.025168856605887413,
0.044015489518642426,
-0.06026120483875275,
-0.06562308967113495,
0.014665160328149796,
0.013224652968347073,
0.020647265017032623,
-0.08274912089109421,
0.08667049556970596,
0.016605842858552933,
-0.020067060366272926,
0.009623385965824127,
0.01675589568912983,
0.05093792453408241,
-0.06042126193642616,
-0.026469314470887184,
0.03119097463786602,
0.03351179137825966,
0.028730109333992004,
0.04385543242096901,
0.005386895500123501,
-0.00710249925032258,
0.017056001350283623,
-0.00333867478184402,
-0.03703303262591362,
0.035452473908662796,
0.04121450334787369,
0.013394713401794434,
-0.05317871272563934,
0.007192530669271946,
0.0024033456575125456,
-0.016895946115255356,
-0.030430708080530167,
0.04029417783021927,
-0.010473685339093208,
0.049897558987140656,
0.0030585762578994036,
0.025428947061300278,
-0.0072325449436903,
-0.06270205974578857,
-0.027269596233963966,
-0.01677590236067772,
-0.038233451545238495,
-0.03347177803516388,
-0.04749671369791031,
0.009653396904468536,
0.0735858902335167,
-0.006162168458104134,
0.019566884264349937,
0.013414720073342323,
0.008212889544665813,
-0.03901372849941254,
0.037773292511701584,
-0.02038717456161976,
-0.049937572330236435,
-0.03379189223051071,
0.00757766654714942,
0.03405198082327843,
-0.05730016157031059,
-0.007662696298211813,
-0.021327504888176918,
0.00755265774205327,
0.05485930293798447,
0.005471925251185894,
0.01680591329932213,
0.009558362886309624,
-0.02718956768512726,
0.005031770560890436,
0.01812637783586979,
0.002219530986621976,
0.12852522730827332,
-0.04065430536866188,
-0.03701302409172058,
-0.023188158869743347,
-0.03655286133289337,
0.041374560445547104,
-0.0885111466050148,
0.02889016643166542,
0.0248087290674448,
-0.0005576962139457464,
0.001516783726401627,
-0.027349622920155525,
-0.004816694650799036,
-0.005101795308291912,
-0.09179230034351349,
-0.0297904834151268,
-0.03481224924325943,
-0.018766604363918304,
0.0003554375725798309,
-0.0753064975142479,
-0.021547582000494003,
-0.010053537786006927,
0.005421907640993595,
0.021047405898571014,
-0.024548638612031937,
-0.05966099351644516,
-0.02448861673474312,
-0.011904188431799412,
-0.019246771931648254,
0.00833793357014656,
-0.0037513200659304857,
0.03841351717710495,
0.012984569184482098,
0.02170763909816742,
-0.017076008021831512,
-0.028770122677087784,
0.013884886167943478,
0.029090236872434616,
0.006177173461765051,
0.0496174581348896,
-0.034071989357471466,
-0.00509429257363081,
-0.030930884182453156,
0.023208165541291237,
0.01892665959894657,
-0.011494044214487076,
0.02258794754743576,
0.01770623028278351,
0.07270558178424835,
-0.01808636449277401,
-0.017846278846263885,
0.010153573006391525,
0.01632574386894703,
0.05413905158638954,
0.017506159842014313,
0.032731518149375916,
0.01422500517219305,
0.011914192698895931,
0.04849706590175629,
-0.008978159166872501,
0.01768622361123562,
-0.0360126718878746,
0.04469572752714157,
0.05818047374486923,
-0.004421555902808905,
-0.011594079434871674,
-0.059420909732580185,
0.06358237564563751,
-0.043615348637104034,
-0.002550897654145956,
0.054099034518003464,
-0.05477927625179291,
-0.01857653632760048,
-0.0030285657849162817,
-0.0641825869679451,
0.010078546591103077,
-0.04909727722406387,
-0.019586892798542976,
0.09147218614816666,
0.0010559966322034597,
0.03385191038250923,
-0.04173468425869942,
0.0432952344417572,
0.0032686502672731876,
0.025989145040512085,
0.04353531822562218,
-0.0249087642878294,
0.03511235490441322,
-0.005917082075029612,
0.0064372653141617775,
0.02668939158320427,
0.04893722012639046,
-0.029530391097068787,
-0.0036287768743932247,
-0.06626331806182861,
0.011764139868319035,
0.017736241221427917,
0.01725607179105282,
-0.03211129829287529,
-0.0469365157186985,
-0.053938981145620346,
0.018766604363918304,
-0.00971841998398304,
0.009363294579088688,
-0.03787332773208618,
0.020117077976465225,
-0.01987699419260025,
-0.04533595219254494,
-0.04031418636441231,
0.0020919861271977425,
-0.02168763056397438,
0.009603379294276237,
0.03971397504210472,
0.005151812918484211,
-0.020687280222773552,
0.03859357908368111,
0.022007744759321213,
0.002030714647844434,
-0.014595136046409607,
0.04069431871175766,
-0.005266853142529726,
0.04117449000477791,
0.008352939039468765,
-0.010653749108314514,
0.011283970437943935,
-0.003098590299487114,
0.02036716602742672,
0.02945036254823208,
0.003513736417517066,
-0.06394249945878983,
-0.06538300961256027,
-0.007097497582435608,
0.07726718485355377,
0.020587245002388954,
-0.023788370192050934,
0.07234545797109604,
-0.0885111466050148,
-0.005226839333772659,
0.008412959985435009,
0.02118745446205139,
0.03479224070906639,
0.020057057961821556,
0.00040482994518242776,
0.00689242547377944,
0.031090939417481422,
-0.04613623395562172,
0.001756868208758533,
0.07978807389736176,
0.038573574274778366,
-0.04141457378864288,
0.012374354526400566,
0.0055169411934912205,
0.008287915959954262,
0.010108556598424911,
-0.07630684971809387,
-0.02802986279129982,
-0.01672588475048542,
-0.030010560527443886,
0.07918786257505417,
-0.03651284798979759,
-0.008167874068021774,
-0.06770382076501846,
-0.029090236872434616,
0.011243956163525581,
-0.00010933534940704703,
-0.0031085938680917025,
-0.0025909116957336664,
0.03193123638629913,
0.03933383896946907,
-0.013764843344688416,
0.05329875275492668,
0.03387191891670227,
-0.04669643193483353,
-0.06062133237719536,
-0.022267835214734077,
-0.05842055752873421,
0.009878476150333881,
-0.054419148713350296,
0.00612215418368578,
0.022928068414330482,
0.027669737115502357,
0.00712750805541873,
-0.022707991302013397,
0.006292214151471853,
-0.03761323541402817,
0.006402252707630396,
-0.001673088758252561,
-0.005156814586371183,
-0.025468962267041206,
-0.022768011316657066,
0.042775049805641174,
0.01576554775238037,
-0.04353531822562218,
0.01198421698063612,
-0.026009151712059975,
0.008888127282261848,
-0.0046566384844481945,
-0.01811637543141842,
-0.06626331806182861,
-0.012684463523328304,
0.011684111319482327,
-0.030830848962068558,
-0.023208165541291237,
0.015345399267971516,
0.01670587807893753,
-0.03719308599829674,
0.08418962359428406,
-0.00020929239690303802,
-0.0693444013595581,
-0.0112539604306221,
-0.007947796955704689,
0.01172412559390068,
0.001600563176907599,
-0.013364702463150024,
0.022467905655503273,
0.06918434053659439,
0.00747262965887785,
-0.037713270634412766,
-0.025769067928195,
-0.03927382081747055,
0.04027417302131653,
-0.049057263880968094,
0.02446861006319523,
0.0013217150699347258,
0.044975824654102325,
0.019526870921254158,
-0.02804986946284771,
0.0632222443819046,
-0.028309961780905724,
0.010953854769468307,
0.014295030385255814,
-0.011013875715434551,
-0.012114263139665127,
0.018176395446062088,
0.01627572625875473,
-0.012924548238515854,
0.048216965049505234,
0.005056779365986586,
-0.04881717637181282,
-0.05121802166104317,
-0.04561604931950569,
0.029750468209385872,
-0.0057420204393565655,
0.010763787664473057,
0.014955262653529644,
-0.04801689460873604,
0.0090281767770648,
-0.05429910495877266,
0.02712954580783844,
-0.008878123946487904,
0.046376317739486694,
0.04669643193483353,
0.05245845764875412,
-0.030450714752078056,
0.05125803500413895,
-0.006357236765325069,
0.012414367869496346,
-0.01676589995622635,
0.05013764277100563,
-0.010033530183136463,
-0.03469220548868179,
0.04793686792254448,
0.001895667053759098,
0.07830755412578583,
-0.007532650604844093,
0.015085307881236076,
-0.036772940307855606,
-0.021127434447407722,
-0.029050221666693687,
0.0013829866657033563,
0.0042940108105540276,
0.07474630326032639,
-0.05617976933717728,
-0.012934551574289799,
-0.022267835214734077,
0.053978994488716125,
0.011193938553333282,
0.06846409291028976,
0.020507216453552246,
0.06914433091878891,
-0.010153573006391525,
0.06066134572029114,
-0.03303162381052971,
0.0561397559940815,
0.002028213581070304,
-0.04257497936487198,
-0.026969490572810173,
-0.04421555995941162,
-0.020137086510658264,
0.014685166999697685,
0.022347863763570786,
0.030090587213635445,
0.07938793301582336,
-0.09251255542039871,
0.02672940492630005,
0.03127100318670273,
0.017796261236071587,
-0.018806617707014084,
0.013214649632573128,
0.006372242234647274,
0.021387524902820587,
-0.01989700086414814,
0.012254311703145504,
-0.005581964273005724,
0.04393545910716057,
-0.03211129829287529,
-0.026109186932444572,
-0.002896019024774432,
-0.03537244722247124,
0.037713270634412766,
-0.004391545429825783,
0.04385543242096901,
-0.038613587617874146,
0.010493692010641098,
0.06474278122186661,
-0.03033067286014557,
0.022888053208589554,
0.04645634815096855,
-0.00030713932937942445,
0.04933736100792885,
0.005491932388395071,
-0.00026821938809007406,
0.009798447601497173,
-0.0108238086104393,
-0.00038138419040478766,
-0.010018525645136833,
0.00028822640888392925,
0.024608658626675606,
-0.03751320019364357,
-0.06450269371271133,
0.000028213053155923262,
-0.0607413724064827,
-0.010503696277737617,
0.0013154628686606884,
-0.07218539714813232,
-0.02356829307973385,
0.010623738169670105,
0.001197296311147511,
-0.0297904834151268,
0.020137086510658264,
-0.003926381468772888,
0.002239538123831153,
-0.015425427816808224,
0.015505456365644932,
-0.03239139914512634,
-0.05886071175336838,
0.012934551574289799,
0.005867064464837313,
-0.041814714670181274,
-0.015035290271043777,
0.008928141556680202,
-0.005827050190418959,
-0.01333469245582819,
-0.007252552080899477,
-0.024188511073589325,
0.04073433205485344,
-0.02891017310321331,
-0.020127082243561745,
-0.007292565889656544,
0.012634445913136005,
-0.03125099465250969,
-0.018786611035466194,
-0.0006433514063246548,
0.0038163429126143456,
-0.016875937581062317,
-0.0033486783504486084,
0.031070932745933533,
-0.014325040392577648,
0.040534261614084244,
0.014875234104692936,
0.007082492113113403,
0.05125803500413895,
-0.004096441436558962,
-0.0406142920255661,
-0.04023415595293045,
0.05109798163175583,
-0.018436487764120102,
0.054459162056446075,
0.0011335238814353943,
-0.012604434974491596,
0.035932645201683044,
0.02897019311785698,
-0.01894666627049446,
-0.010703766718506813,
0.05677998065948486,
-0.04309516400098801,
-0.014215001836419106,
0.035452473908662796,
-0.0253889337182045,
0.002530890516936779,
0.025088828057050705,
-0.00372130936011672,
-0.03355180472135544,
0.037713270634412766,
-0.07738722860813141,
0.01576554775238037,
0.029630426317453384,
0.031451065093278885,
0.06006113439798355,
-0.03485226258635521,
-0.011524055153131485,
-0.007292565889656544,
0.045936163514852524,
0.015345399267971516,
-0.052218373864889145,
0.013284674845635891,
-0.03759322687983513,
-0.045415982604026794,
0.05605972558259964,
0.06206183880567551,
0.07470628619194031,
-0.010673755779862404,
0.0036287768743932247,
0.044055502861738205,
0.03311165049672127,
0.02070728689432144,
-0.04977751523256302,
0.04145458713173866,
0.008267909288406372,
0.05369889363646507,
0.06670346856117249,
0.05826050043106079,
0.031391046941280365,
0.0037288120947778225,
-0.06102147325873375,
-0.0014667661162093282,
0.02035716362297535,
-0.034612178802490234,
0.010513699613511562,
-0.040434226393699646,
-0.011484040878713131,
-0.01172412559390068,
0.038133420050144196,
0.022768011316657066,
-0.0018218910554423928,
-0.046256277710199356,
0.019706934690475464,
0.007252552080899477,
0.018166393041610718,
0.025168856605887413,
0.03335173428058624,
0.006032122764736414,
0.003891369327902794,
-0.03805338963866234,
0.021887701004743576,
-0.0016230711480602622,
0.01937681809067726,
-0.03651284798979759,
0.02172764576971531,
0.0380333848297596,
0.02444860339164734,
0.02750968001782894,
0.04973750188946724,
-0.0389937199652195,
0.05021766945719719,
-0.010273614898324013,
-0.06058131530880928,
-0.024648673832416534,
0.006577314343303442,
-0.01354476623237133,
0.050417739897966385,
0.012264315970242023,
0.017056001350283623,
-0.0021482559386640787,
-0.037233103066682816,
-0.0066423374228179455,
0.009938497096300125,
-0.057580262422561646,
0.05954094976186752,
-0.04973750188946724,
-0.03789333254098892,
-0.025228876620531082,
0.004719160497188568,
-0.06950445473194122,
0.013244660571217537,
0.021927716210484505,
0.030870862305164337,
-0.03207128494977951,
0.008918138220906258,
0.04609622061252594,
0.016175691038370132,
-0.016345752403140068,
0.0061521646566689014,
0.029090236872434616,
-0.03659287467598915,
-0.00834293570369482,
-0.02764972858130932,
0.017476148903369904,
-0.014455086551606655,
-0.021507568657398224,
0.013964913785457611,
-0.005511939525604248,
0.07250551134347916,
-0.01217428408563137,
0.022888053208589554,
-0.03897371515631676,
0.03225134685635567
] |
22,545 | salem.datasets | __exit__ | null | def __exit__(self, exception_type, exception_value, traceback):
self.close()
| (self, exception_type, exception_value, traceback) | [
0.03529457747936249,
-0.0000682800673530437,
-0.0036471900530159473,
0.043338924646377563,
-0.02830605022609234,
-0.06911435723304749,
-0.04129432141780853,
0.056209880858659744,
0.026529589667916298,
-0.014085988514125347,
0.010893387719988823,
-0.025926264002919197,
0.019138844683766365,
0.009242621250450611,
-0.03324997052550316,
0.058623187243938446,
-0.06603068858385086,
0.03656826540827751,
-0.007026235107332468,
0.004445340484380722,
-0.05027717724442482,
0.010524689219892025,
-0.00628883671015501,
-0.07273431122303009,
-0.003159082494676113,
0.013616735115647316,
-0.03311590105295181,
0.01747969724237919,
0.05171845480799675,
-0.029730569571256638,
-0.08372825384140015,
-0.05527137592434883,
-0.01838468760251999,
0.044847242534160614,
0.030736112967133522,
0.001561734825372696,
-0.07038804888725281,
0.0023567425087094307,
0.03308238089084625,
0.038143616169691086,
0.009896224364638329,
-0.0066030691377818584,
0.0061505744233727455,
-0.01752997562289238,
0.03505995124578476,
0.0013113963650539517,
-0.01845172420144081,
-0.03680289164185524,
0.000055841708672232926,
-0.03482532501220703,
-0.019725412130355835,
0.03472476825118065,
0.055908218026161194,
0.0019964228849858046,
0.01632332243025303,
0.0811808779835701,
0.01865283213555813,
0.017697565257549286,
0.010851490311324596,
-0.0823875293135643,
-0.01345752365887165,
0.02830605022609234,
-0.03475828841328621,
0.004491427913308144,
0.004328026901930571,
-0.005358709022402763,
-0.027350783348083496,
0.012242492288351059,
0.03616604954004288,
0.006489945575594902,
0.009292897768318653,
-0.018502000719308853,
-0.045986857265233994,
0.04414336010813713,
0.02223927155137062,
-0.04005414992570877,
-0.05282455310225487,
-0.020932063460350037,
0.017462939023971558,
-0.02837308682501316,
0.0037226059939712286,
0.048902932554483414,
-0.02597654052078724,
0.043338924646377563,
0.06891325116157532,
-0.03224442899227142,
0.02683125250041485,
-0.02042929269373417,
-0.052757516503334045,
0.06579606235027313,
0.00013034096627961844,
0.009452109225094318,
-0.012384944595396519,
-0.004650638904422522,
0.041093211621046066,
-0.028490399941802025,
0.007420073263347149,
0.003590628271922469,
0.0006337019149214029,
-0.04437798634171486,
0.017161276191473007,
-0.02215547487139702,
0.03891453519463539,
-0.019038289785385132,
0.028859099373221397,
-0.004491427913308144,
0.020010316744446754,
-0.036367155611515045,
-0.04052340239286423,
-0.028473639860749245,
-0.08051051944494247,
-0.05339436233043671,
-0.033786263316869736,
-0.017395902425050735,
-0.027049120515584946,
-0.01754673384130001,
-0.0490034855902195,
0.047528691589832306,
0.03013278730213642,
-0.029680293053388596,
0.04176357388496399,
0.032579608261585236,
-0.07132655382156372,
0.012477119453251362,
0.03093722276389599,
0.08573934435844421,
-0.023747585713863373,
0.02632848173379898,
0.0006331781623885036,
0.06790770590305328,
-0.03529457747936249,
0.015007737092673779,
-0.047796834260225296,
-0.013340210542082787,
0.014990977942943573,
0.02634523995220661,
-0.018937736749649048,
-0.005723218433558941,
-0.018284132704138756,
-0.016273045912384987,
0.002836470725014806,
0.03737270087003708,
-0.004416011739522219,
-0.0011699917959049344,
0.014362513087689877,
0.02865798957645893,
-0.016566328704357147,
0.010642002336680889,
-0.041629500687122345,
-0.05899188667535782,
0.004608741030097008,
0.004524945747107267,
-0.024970997124910355,
0.04437798634171486,
-0.014370893128216267,
0.008107194676995277,
-0.022440379485487938,
0.03730566427111626,
0.02047956921160221,
-0.03770788013935089,
-0.006029071286320686,
-0.006142194848507643,
0.003404183778911829,
-0.018937736749649048,
-0.020228182896971703,
0.0059327068738639355,
-0.0019398609874770045,
0.05614284798502922,
0.003446081420406699,
-0.032830994576215744,
-0.07970608025789261,
-0.02979760617017746,
-0.01932319439947605,
0.017127757892012596,
-0.09539256244897842,
0.05352843180298805,
0.007503868546336889,
0.00801082979887724,
0.00273591629229486,
0.00215772888623178,
0.026998843997716904,
-0.10370505601167679,
-0.042232826352119446,
0.05027717724442482,
0.02627820335328579,
-0.016574708744883537,
-0.018049506470561028,
0.017077481374144554,
-0.001583731034770608,
-0.011128014884889126,
0.019222639501094818,
-0.008714710362255573,
-0.016516052186489105,
0.029395388439297676,
0.05986335873603821,
-0.009167204611003399,
-0.020898547023534775,
0.00977891031652689,
0.021200209856033325,
0.03797602653503418,
-0.039015088230371475,
0.06056723743677139,
0.015636201947927475,
-0.0691813975572586,
0.04347299784421921,
0.01871986873447895,
0.03573031350970268,
-0.037272147834300995,
-0.052422333508729935,
0.024769889190793037,
0.0030040612909942865,
-0.0013407246442511678,
-0.0160886961966753,
0.049204595386981964,
0.08446565270423889,
-0.03162434324622154,
-0.015133430249989033,
-0.05838856101036072,
0.028523918241262436,
0.06827640533447266,
-0.004625500179827213,
-0.0010422039777040482,
-0.004985820036381483,
0.009058271534740925,
-0.011178292334079742,
-0.011764858849346638,
-0.017412662506103516,
-0.002857419429346919,
0.0613381527364254,
-0.018200337886810303,
-0.029127243906259537,
0.02917752042412758,
0.015409954823553562,
-0.05342787876725197,
0.01726183108985424,
0.013474282808601856,
-0.0106755206361413,
0.007885136641561985,
-0.07414207607507706,
0.002972638001665473,
0.003389519639313221,
-0.025557564571499825,
-0.0017963616410270333,
-0.0002461486728861928,
0.05520433932542801,
0.009636458940804005,
0.03797602653503418,
0.0766894519329071,
0.020094111561775208,
-0.01900477334856987,
0.049807921051979065,
-0.012820679694414139,
-0.00011096330126747489,
-0.03630012273788452,
-0.0033203884959220886,
-0.07635427266359329,
0.005463453009724617,
-0.08064459264278412,
0.06385201215744019,
0.0075248172506690025,
0.05145030841231346,
0.030736112967133522,
0.019038289785385132,
0.019792448729276657,
0.0016057273605838418,
-0.014387652277946472,
0.02136779949069023,
-0.04243393614888191,
0.04323837161064148,
0.011781617999076843,
0.007415883243083954,
0.012862577103078365,
-0.04240041971206665,
-0.0013407246442511678,
-0.06546088308095932,
0.04947274178266525,
-0.007818100973963737,
-0.03888101503252983,
-0.07735981792211533,
0.014815008267760277,
0.07467836886644363,
0.07635427266359329,
0.01722831279039383,
0.00562685402110219,
-0.022423621267080307,
0.012661469168961048,
-0.0021126887295395136,
-0.01272012572735548,
-0.014504965394735336,
0.002448917366564274,
-0.02046281099319458,
-0.007348847109824419,
0.0012935898266732693,
0.043674107640981674,
0.03273044154047966,
-0.012686607427895069,
-0.04323837161064148,
-0.03413820266723633,
0.022959910333156586,
0.005220446735620499,
0.023328609764575958,
-0.03650122880935669,
0.009142066352069378,
0.05895836651325226,
-0.0160886961966753,
-0.0038964811246842146,
0.05875726044178009,
0.03241201862692833,
-0.02513858862221241,
0.07870054244995117,
0.051014576107263565,
0.0455511212348938,
-0.017136137932538986,
0.009577802382409573,
0.03898157179355621,
-0.0005629996303468943,
0.044813722372055054,
-0.01272012572735548,
-0.04997551441192627,
0.06378497928380966,
-0.0427020825445652,
-0.0637514591217041,
0.062410734593868256,
-0.04568519443273544,
0.04726054519414902,
-0.007005286403000355,
-0.0028846529312431812,
0.02751837484538555,
-0.008136522956192493,
-0.030518244951963425,
-0.026445794850587845,
-0.04705943539738655,
0.0042693703435361385,
-0.04581926763057709,
0.011312364600598812,
0.015125050209462643,
0.009963260032236576,
-0.04531649500131607,
0.020311979576945305,
-0.06985175609588623,
-0.04501483216881752,
-0.00022441426699515432,
-0.008161661215126514,
-0.03566327691078186,
-0.06965065002441406,
0.0190215315669775,
-0.003115090075880289,
-0.020965581759810448,
0.02745133824646473,
0.04404280707240105,
0.007361416704952717,
0.06576254963874817,
-0.01868635043501854,
0.032881274819374084,
-0.034020889550447464,
-0.035194024443626404,
-0.0022436189465224743,
0.0016937123145908117,
0.03397061303257942,
-0.03566327691078186,
0.030635559931397438,
0.012301148846745491,
-0.020311979576945305,
-0.00019024149514734745,
0.008865541778504848,
-0.044243913143873215,
-0.04829960688948631,
0.038043063133955,
-0.024954238906502724,
0.010734177194535732,
-0.012653089128434658,
-0.043372444808483124,
0.01900477334856987,
0.030166305601596832,
0.024384429678320885,
-0.014664175920188427,
0.01816681958734989,
0.023177778348326683,
-0.0014266148209571838,
0.043707624077796936,
0.013516181148588657,
-0.0121000399813056,
-0.023764345794916153,
-0.04826609045267105,
-0.02748485654592514,
-0.053595468401908875,
0.03388681635260582,
-0.005601715296506882,
-0.004755382891744375,
0.03180869296193123,
0.020395774394273758,
-0.038110099732875824,
0.0269150473177433,
-0.007449401542544365,
0.005145031027495861,
0.03247905522584915,
-0.0025012895930558443,
0.004797280300408602,
0.014655796810984612,
0.03465773165225983,
-0.04937218502163887,
0.060064464807510376,
-0.05899188667535782,
0.02575867250561714,
0.05610932782292366,
-0.03185896947979927,
-0.0034879790619015694,
-0.032277945429086685,
0.0766894519329071,
-0.03529457747936249,
-0.056813210248947144,
-0.024719610810279846,
-0.01097718346863985,
-0.04853423312306404,
0.03680289164185524,
-0.01602165959775448,
0.05755060911178589,
0.01840144582092762,
0.06807529926300049,
0.02688153088092804,
0.01691826991736889,
0.022658247500658035,
0.0386463887989521,
-0.012242492288351059,
-0.06231018155813217,
-0.07407503575086594,
-0.062343697994947433,
0.0059327068738639355,
-0.017345625907182693,
-0.0033497167751193047,
-0.06355035305023193,
-0.05349491536617279,
0.0010673425858840346,
0.02745133824646473,
0.008614156395196915,
-0.009686735458672047,
-0.0772927775979042,
-0.007080702111124992,
0.027820037677884102,
0.0718628466129303,
0.04548408463597298,
-0.008266405202448368,
0.030250100418925285,
-0.006225990131497383,
0.010574965737760067,
-0.05121568217873573,
0.07300245761871338,
0.012762023136019707,
-0.009083409793674946,
0.012636329978704453,
0.0016863802447915077,
-0.021401317790150642,
-0.004956491757184267,
-0.025909503921866417,
-0.009845946915447712,
-0.02455202117562294,
-0.023010186851024628,
-0.039651934057474136,
0.023278333246707916,
0.02011086978018284,
-0.006896352395415306,
0.04387521371245384,
0.043942250311374664,
-0.057181909680366516,
-0.047729797661304474,
-0.016717160120606422,
0.008957716636359692,
-0.01895449496805668,
0.03596493974328041,
0.005136651452630758,
-0.02776975929737091,
0.03881397843360901,
-0.045115385204553604,
-0.005781874991953373,
-0.02771948277950287,
-0.00876498781144619,
0.019624857231974602,
0.02334536798298359,
0.04203172028064728,
-0.010885008610785007,
0.04876885935664177,
-0.052187707275152206,
0.0536625050008297,
0.0018948210636153817,
-0.07622019946575165,
0.00318003143183887,
0.07192987948656082,
-0.0848008394241333,
0.020529847592115402,
0.051819007843732834,
0.0026521210093051195,
-0.009494006633758545,
-0.015728376805782318,
0.012301148846745491,
0.051617901772260666,
-0.025842469185590744,
-0.05198660120368004,
-0.04099265858530998,
-0.0020697438158094883,
-0.11684415489435196,
0.01784839667379856,
-0.014370893128216267,
-0.04229986295104027,
-0.04085858538746834,
0.0030752872116863728,
0.0005708554526790977,
0.02138455957174301,
-0.00007652866770513356,
0.01752997562289238,
-0.05765116214752197,
-0.029009930789470673,
0.02425035834312439,
-0.0011176196858286858,
0.008392098359763622,
0.009108548052608967,
-0.023563235998153687,
-0.042232826352119446,
-0.0390821248292923,
0.017647288739681244,
0.07534872740507126,
0.05168493837118149,
0.04055692255496979,
0.046020373702049255,
-0.013147481717169285,
-0.002264567883685231,
-0.07943794131278992,
0.044847242534160614,
0.021552149206399918,
0.04561815783381462,
0.08741524815559387,
-0.00004733124660560861,
-0.026496071368455887,
0.00452075619250536,
-0.055908218026161194,
0.026680421084165573,
-0.018870700150728226,
-0.04186412692070007,
-0.012284389697015285,
-0.019474025815725327,
-0.021166691556572914,
-0.01183189544826746,
0.03368570655584335,
0.006988527253270149,
-0.032009802758693695,
-0.012602811679244041,
-0.03938378766179085,
-0.017345625907182693,
-0.01254415512084961,
-0.009661597199738026,
0.012485498562455177,
0.03380301967263222,
-0.003498453414067626,
0.09150446206331253,
0.020295219495892525,
-0.014513344503939152,
0.019055049866437912,
0.0333002507686615,
0.05433286726474762,
0.04095913842320442,
0.02572515420615673,
-0.0036953724920749664,
0.08252160251140594,
0.02805466391146183,
-0.046757772564888,
0.012066522613167763,
0.006908921990543604,
0.022624729201197624,
0.021082894876599312,
-0.004579412750899792,
0.00012732956383842975,
-0.04062395915389061,
-0.012979891151189804,
0.052455853670835495,
-0.02981436438858509,
0.016231147572398186,
0.010331959463655949,
-0.005702269729226828,
0.01719479449093342,
0.01287933625280857,
-0.03888101503252983,
-0.014865284785628319,
-0.008073676377534866,
-0.013113963417708874,
-0.07058915495872498,
-0.014446308836340904,
0.030551763251423836,
0.00571064930409193,
0.02807142399251461,
-0.028825581073760986,
0.048064980655908585,
-0.005748357158154249,
0.022071680054068565,
-0.01561106275767088,
-0.10410727560520172,
0.06432126462459564,
0.00992974266409874,
0.011890552006661892,
-0.01313072256743908,
0.0003888625360559672,
0.02917752042412758,
-0.01694340817630291,
0.004141582176089287,
-0.014949080534279346,
0.022440379485487938,
0.002677259501069784,
0.014722833409905434,
-0.000011407289093767758,
0.024066008627414703,
-0.05027717724442482,
0.05168493837118149,
-0.024484984576702118,
-0.02396545372903347,
0.028792062774300575,
-0.028540676459670067,
-0.06187444552779198,
0.0059913634322583675,
-0.04508186876773834,
0.03366895020008087,
-0.009820808656513691,
0.0639190524816513,
0.010725797154009342,
-0.01579541340470314,
-0.020663918927311897,
0.028775304555892944,
-0.013893259689211845,
0.037841953337192535,
0.0019063429208472371,
0.04122728481888771,
-0.04907052218914032,
0.015158568508923054,
-0.04179709404706955,
0.03224442899227142,
0.03276395797729492,
-0.04712647199630737,
-0.010147609747946262,
0.06271239370107651,
0.04005414992570877,
0.02138455957174301,
0.021468354389071465,
-0.0020456525962799788,
0.04042284935712814,
-0.017152896150946617,
0.020948823541402817,
-0.008195179514586926,
-0.04240041971206665,
-0.03323321416974068,
0.06985175609588623,
-0.0781642496585846,
0.053025662899017334,
-0.08962744474411011,
0.01095204520970583,
0.06113704666495323,
-0.030870186164975166,
-0.07608612626791,
-0.004382493905723095,
-0.05805337801575661,
0.01691826991736889,
0.023546477779746056,
-0.053360842168331146,
0.07300245761871338,
-0.015728376805782318,
0.0038943863473832607,
-0.012401703745126724,
-0.01155537087470293,
0.06043316423892975,
0.003584343707188964,
0.004302888177335262,
-0.0018173104617744684,
-0.004818229470402002,
-0.01663336530327797,
0.007223154418170452,
-0.013968675397336483,
-0.030886944383382797,
0.032294705510139465,
-0.02101586014032364,
-0.006464806850999594,
-0.0032261188607662916,
-0.015108291059732437,
-0.05111512914299965,
-0.003247067565098405,
-0.0005090563790872693,
0.04930515214800835,
-0.04179709404706955,
-0.02158566750586033,
0.06713678687810898,
0.07347171008586884,
-0.04233338311314583,
0.04813201725482941,
0.011815136298537254,
-0.05781875178217888,
0.00019272917415946722,
-0.022390102967619896,
-0.049539778381586075,
-0.028239013627171516,
-0.12368185073137283,
0.015502129681408405,
-0.007059753406792879,
-0.0688462108373642,
0.001468512462452054,
0.0057693058624863625,
0.0007834860007278621,
-0.010985562577843666,
0.05456749349832535,
-0.013583216816186905,
0.02807142399251461,
-0.032277945429086685,
-0.006062589585781097,
-0.0038441091310232878,
0.015368056483566761,
-0.007696597836911678,
0.010784454643726349,
0.01816681958734989,
0.005031907465308905,
0.006087727844715118,
0.005534679163247347,
0.01008895318955183,
-0.05778523534536362,
0.010273302905261517,
0.0029139812104403973,
-0.027669206261634827,
-0.011438057757914066,
0.031993042677640915,
0.017446180805563927,
-0.05818745121359825,
-0.00208650273270905,
-0.045115385204553604,
-0.04870182275772095,
0.0011490429751574993,
0.028239013627171516,
0.03861287236213684,
-0.0542658306658268,
-0.0766894519329071,
-0.04491427540779114,
0.07561687380075455,
-0.026060335338115692,
-0.00994650088250637,
0.0008447613217867911,
0.04685832932591438,
0.0572824627161026,
0.026211166754364967,
0.0073027596808969975,
-0.0019168172730132937,
-0.019189121201634407,
-0.0012422652216628194,
0.0655614361166954,
0.021987885236740112,
-0.03368570655584335,
0.09405183792114258,
-0.011035840027034283,
-0.01418654341250658,
0.042266346514225006,
0.002641646657139063,
0.056846726685762405,
0.05781875178217888,
0.04236689954996109,
-0.0362330861389637,
0.030451210215687752,
-0.006393580697476864,
-0.0049355425871908665,
0.04793090745806694,
0.020060593262314796,
0.0008824691758491099,
-0.0016790481749922037,
0.0037247007712721825,
0.051617901772260666,
0.050981055945158005,
0.027836795896291733,
0.02629496343433857
] |
22,546 | salem.datasets | __init__ | Open the file and try to understand it.
Parameters
----------
file: path to the netcdf file
grid: a Grid object. This will override the normal behavior of
GeoNetcdf, which is to try to understand the grid automatically.
time: a time array. This will override the normal behavior of
GeoNetcdf, which is to try to understand the time automatically.
monthbegin: set to true if you are sure that your data is monthly
and that the data provider decided to tag the date as the center of
the month (stupid)
| def __init__(self, file, grid=None, time=None, monthbegin=False):
"""Open the file and try to understand it.
Parameters
----------
file: path to the netcdf file
grid: a Grid object. This will override the normal behavior of
GeoNetcdf, which is to try to understand the grid automatically.
time: a time array. This will override the normal behavior of
GeoNetcdf, which is to try to understand the time automatically.
monthbegin: set to true if you are sure that your data is monthly
and that the data provider decided to tag the date as the center of
the month (stupid)
"""
self._nc = netCDF4.Dataset(file)
self._nc.set_auto_mask(False)
self.variables = self._nc.variables
if grid is None:
grid = sio.grid_from_dataset(self._nc)
if grid is None:
raise RuntimeError('File grid not understood')
if time is None:
time = sio.netcdf_time(self._nc, monthbegin=monthbegin)
dn = self._nc.dimensions.keys()
try:
self.x_dim = utils.str_in_list(dn, utils.valid_names['x_dim'])[0]
self.y_dim = utils.str_in_list(dn, utils.valid_names['y_dim'])[0]
except IndexError:
raise RuntimeError('File coordinates not understood')
dim = utils.str_in_list(dn, utils.valid_names['t_dim'])
self.t_dim = dim[0] if dim else None
dim = utils.str_in_list(dn, utils.valid_names['z_dim'])
self.z_dim = dim[0] if dim else None
GeoDataset.__init__(self, grid, time=time)
| (self, file, grid=None, time=None, monthbegin=False) | [
0.02353905886411667,
0.027867265045642853,
-0.005977891851216555,
0.06063036993145943,
0.01636381447315216,
-0.042182277888059616,
-0.05506046488881111,
0.026927122846245766,
0.01788933016359806,
-0.0511225089430809,
-0.021570079028606415,
0.007139767054468393,
-0.05616025626659393,
0.028239775449037552,
-0.024798495694994926,
0.0011130941566079855,
-0.07748199254274368,
0.054670218378305435,
-0.0511225089430809,
-0.06002726033329964,
-0.010607654228806496,
-0.04831981658935547,
-0.02857680805027485,
0.012168646790087223,
0.049951761960983276,
0.023964783176779747,
0.023840613663196564,
0.011024510487914085,
0.027210939675569534,
-0.05424449220299721,
-0.04317563772201538,
0.019955871626734734,
-0.03593830764293671,
0.033224307000637054,
0.03980531170964241,
-0.04044389724731445,
0.038953859359025955,
0.006314924452453852,
-0.09820062667131424,
0.03718000650405884,
-0.028825147077441216,
-0.06087871268391609,
0.001303783617913723,
0.017534559592604637,
0.015441409312188625,
0.0028847320936620235,
0.022457007318735123,
-0.008962403051555157,
-0.035991523414850235,
0.06311377137899399,
-0.02380513772368431,
-0.008492331951856613,
0.0050466181710362434,
-0.0000845352842588909,
-0.0541025847196579,
0.05339304357767105,
0.03198260813951492,
0.11757112294435501,
-0.005756160244345665,
-0.014767345041036606,
-0.02449694089591503,
-0.0046208929270505905,
0.031787484884262085,
-0.05034201219677925,
-0.05637311935424805,
0.025809593498706818,
-0.0346788689494133,
-0.0343063585460186,
0.020133256912231445,
0.05931771919131279,
0.016470246016979218,
0.042466092854738235,
0.06960608065128326,
0.0018913730746135116,
0.04037294536828995,
0.03639950975775719,
-0.11863543838262558,
0.00807104166597128,
0.018040107563138008,
-0.021889373660087585,
-0.018057845532894135,
0.0076674893498420715,
0.03952149301767349,
0.03877647593617439,
0.016958056017756462,
-0.027441540732979774,
0.06293638050556183,
0.02579185552895069,
-0.013632077723741531,
-0.0076674893498420715,
0.0019490234553813934,
0.018252970650792122,
-0.01231942418962717,
-0.017401520162820816,
0.02011551894247532,
-0.039592448621988297,
-0.012993489392101765,
0.008008955977857113,
-0.04604928195476532,
-0.027494756504893303,
-0.008452420122921467,
-0.0884089469909668,
-0.006820473354309797,
-0.02167651057243347,
-0.05506046488881111,
-0.01614208333194256,
0.021463647484779358,
0.032940492033958435,
-0.0549185574054718,
-0.0005343738594092429,
-0.08436455577611923,
0.0510515533387661,
-0.007104290183633566,
0.024975880980491638,
0.011193026788532734,
-0.05349947512149811,
0.01502455398440361,
0.01954788528382778,
-0.029516950249671936,
-0.031503669917583466,
-0.02164103277027607,
0.05843079090118408,
-0.06517144292593002,
0.07911394536495209,
0.003904698882251978,
0.001505559659563005,
0.04739741235971451,
-0.029481474310159683,
0.03295822814106941,
-0.06052393838763237,
0.025508038699626923,
-0.03251476585865021,
0.01591148041188717,
0.005139745306223631,
0.04097605496644974,
-0.04803599789738655,
0.021623294800519943,
0.0007228460162878036,
-0.06126895919442177,
0.0396634042263031,
0.06467476487159729,
-0.005419127643108368,
0.005290523171424866,
-0.01687823235988617,
-0.0008847102872096002,
0.06322020292282104,
-0.0078138317912817,
-0.05825340375304222,
-0.05931771919131279,
-0.010989032685756683,
-0.022616654634475708,
-0.03024423122406006,
-0.03984078764915466,
0.014758475124835968,
0.007441322784870863,
-0.08429359644651413,
-0.01056330744177103,
-0.030315184965729713,
0.011334935203194618,
0.022226406261324883,
-0.09032470732927322,
0.04700716212391853,
-0.021002445369958878,
0.02800917439162731,
-0.03384515643119812,
0.0012561111943796277,
-0.061517298221588135,
-0.10742466896772385,
-0.02981850691139698,
0.003574318252503872,
0.023450365290045738,
0.025738639757037163,
-0.017073355615139008,
0.017915938049554825,
0.01686936244368553,
0.00001865666126832366,
-0.01283384207636118,
-0.003962349146604538,
-0.010465745814144611,
0.041224393993616104,
0.01424405723810196,
0.0009290566667914391,
-0.0027783007826656103,
0.0869898572564125,
-0.012647587805986404,
0.0686127170920372,
0.05325113236904144,
-0.04555260017514229,
0.052080389112234116,
0.0023791834246367216,
0.08181020617485046,
0.033685509115457535,
-0.047503843903541565,
0.03842170536518097,
0.06293638050556183,
-0.021286262199282646,
0.037286438047885895,
0.01348129939287901,
-0.016079997643828392,
0.073082834482193,
-0.020966969430446625,
0.034199927002191544,
0.025508038699626923,
-0.05981439724564552,
-0.025685423985123634,
0.02204902097582817,
0.025348391383886337,
0.0365414172410965,
-0.08039111644029617,
0.08287451416254044,
0.02996041439473629,
-0.027264155447483063,
0.013357129879295826,
0.022173190489411354,
0.050554875284433365,
-0.07897203415632248,
-0.04423994943499565,
0.0328163206577301,
0.025578992441296577,
0.03292275220155716,
0.05381876602768898,
0.04988081008195877,
-0.0013858244055882096,
-0.00409095361828804,
0.013206352479755878,
-0.036825235933065414,
0.050554875284433365,
0.02912670187652111,
-0.005139745306223631,
-0.024887189269065857,
-0.018696434795856476,
-0.000828722957521677,
-0.033313002437353134,
-0.01576957292854786,
0.04317563772201538,
-0.01537045557051897,
0.042324185371398926,
0.015751834958791733,
-0.02949921227991581,
-0.018111061304807663,
-0.03134402260184288,
-0.02117983065545559,
-0.022811777889728546,
-0.04118891805410385,
-0.01185822207480669,
-0.057260047644376755,
-0.012940273620188236,
0.06680338829755783,
-0.01608886756002903,
0.019122159108519554,
0.0056009478867053986,
0.010589915327727795,
-0.050235580652952194,
0.04289181903004646,
-0.04814242944121361,
-0.03962792456150055,
-0.029339564964175224,
-0.017978021875023842,
0.02158781886100769,
-0.05133536830544472,
-0.009889243170619011,
-0.043459452688694,
0.015778442844748497,
0.05761481821537018,
0.022900471463799477,
0.014297273010015488,
-0.010022281669080257,
-0.0160001739859581,
0.02659009024500847,
-0.01859000325202942,
0.035069119185209274,
0.09947779774665833,
-0.01937049813568592,
-0.04544617235660553,
-0.020133256912231445,
-0.07379237562417984,
0.02829299122095108,
-0.09536245465278625,
0.030208753421902657,
0.03703809529542923,
0.018696434795856476,
-0.0023015772458165884,
-0.016390422359108925,
0.003891394939273596,
-0.016612153500318527,
-0.057224567979574203,
-0.032709889113903046,
-0.021144354715943336,
-0.0304748322814703,
-0.018155409023165703,
-0.07077682018280029,
-0.0041375174187123775,
-0.019725270569324493,
0.003117550630122423,
0.032071303576231,
-0.021711988374590874,
-0.018554525449872017,
-0.012381509877741337,
-0.01728621870279312,
-0.0247807577252388,
0.01882060430943966,
-0.03792502358555794,
0.03721548244357109,
-0.022492483258247375,
0.008607632480561733,
-0.02385835349559784,
-0.0373573899269104,
0.02423086203634739,
0.030776388943195343,
0.004474549554288387,
0.07059943675994873,
-0.02103792317211628,
-0.022616654634475708,
-0.018607741221785545,
0.015964696183800697,
0.052683498710393906,
-0.014430312439799309,
0.012674195691943169,
0.013552254065871239,
0.05875008553266525,
-0.02204902097582817,
-0.014811690896749496,
0.02639496512711048,
0.0018836124800145626,
0.017029009759426117,
0.001433496712706983,
0.03664784878492355,
0.015281762927770615,
0.009853765368461609,
0.07847535610198975,
-0.012079954147338867,
0.03796050325036049,
-0.015228547155857086,
0.039556972682476044,
0.04225322976708412,
-0.006124235223978758,
-0.024017998948693275,
-0.06126895919442177,
0.06066584959626198,
-0.050554875284433365,
0.005738421808928251,
0.03625760227441788,
-0.029694335535168648,
-0.017179787158966064,
-0.023592274636030197,
-0.05041296407580376,
-0.00729497941210866,
-0.06815151870250702,
-0.001700683729723096,
0.07492764294147491,
-0.008820494636893272,
0.029765291139483452,
-0.046900730580091476,
0.02765440195798874,
0.01121076475828886,
0.06268804520368576,
0.028275251388549805,
-0.008820494636893272,
0.04700716212391853,
-0.01816427707672119,
0.017765160650014877,
0.016904840245842934,
0.0388474278151989,
-0.02996041439473629,
0.0029445996042340994,
-0.027246415615081787,
0.014864906668663025,
0.03253250569105148,
-0.002782735275104642,
-0.014226319268345833,
-0.04065676033496857,
-0.05807602033019066,
0.001348129939287901,
0.006603176239877939,
0.013676423579454422,
-0.020736368373036385,
0.009649772197008133,
-0.009033357724547386,
-0.05655050277709961,
-0.04303372651338577,
-0.022616654634475708,
-0.02806239016354084,
0.021392693743109703,
0.018607741221785545,
-0.022829515859484673,
-0.020310642197728157,
0.02204902097582817,
0.03097151219844818,
-0.017490211874246597,
-0.006536656524986029,
0.05346399545669556,
-0.03425314277410507,
0.0365414172410965,
-0.0023902698885649443,
0.006718476768583059,
0.028168821707367897,
0.021889373660087585,
0.02529517561197281,
0.035211026668548584,
0.013623207807540894,
-0.048568155616521835,
-0.06999632716178894,
-0.00695794727653265,
0.07286997139453888,
0.010199667885899544,
-0.0022272970527410507,
0.05076773464679718,
-0.08408074080944061,
0.002975642215460539,
0.0024080085568130016,
0.052222296595573425,
0.026288533583283424,
0.012239601463079453,
0.014643174596130848,
-0.011042248457670212,
0.04289181903004646,
-0.036222122609615326,
-0.021889373660087585,
0.06293638050556183,
0.022297360002994537,
-0.04466567561030388,
0.026288533583283424,
0.0049401866272091866,
0.017490211874246597,
0.0263062734156847,
-0.0731537863612175,
-0.0071708098985254765,
-0.037570253014564514,
-0.00730384886264801,
0.06357496976852417,
-0.06467476487159729,
0.027352847158908844,
-0.06584550440311432,
-0.013108789920806885,
0.012487940490245819,
0.006709607318043709,
-0.022368313744664192,
0.0011652011889964342,
0.047645751386880875,
0.02662556618452072,
-0.03157462179660797,
0.019264068454504013,
0.023361673578619957,
-0.048284340649843216,
-0.08365501463413239,
-0.03845718130469322,
-0.036080215126276016,
0.002549916971474886,
-0.023326195776462555,
0.01960110105574131,
0.005237307399511337,
0.03671880438923836,
-0.013969109393656254,
-0.018199754878878593,
0.021250786259770393,
-0.0419694148004055,
-0.008847102522850037,
0.0034168886486440897,
0.02515326626598835,
-0.03647046163678169,
-0.03024423122406006,
0.03718000650405884,
0.00525948079302907,
-0.05676336586475372,
0.012683064676821232,
-0.030137799680233,
0.001715096295811236,
0.0038847429677844048,
-0.015077769756317139,
-0.09231142699718475,
-0.014456920325756073,
-0.006093192845582962,
-0.03208903968334198,
-0.01472299825400114,
-0.002796039218083024,
0.011982391588389874,
-0.012124300003051758,
0.06307829171419144,
0.014545612968504429,
-0.05821792781352997,
0.0064834407530725,
0.0047805397771298885,
0.007317152805626392,
0.0015111028915271163,
0.004913578741252422,
0.01548575609922409,
0.026661043986678123,
-0.016718585044145584,
-0.038528136909008026,
-0.03278084471821785,
-0.013206352479755878,
0.04498496651649475,
-0.048887450248003006,
-0.0011907003354281187,
0.030155539512634277,
0.06261708587408066,
0.01896251179277897,
-0.013250698335468769,
0.023219764232635498,
-0.006062150001525879,
-0.00497122947126627,
0.020558981224894524,
-0.023414889350533485,
-0.010785039514303207,
-0.0024257469922304153,
0.008523373864591122,
-0.012017869390547276,
-0.008221819065511227,
0.006962381768971682,
-0.03778311610221863,
-0.02446146309375763,
-0.04026651382446289,
0.018607741221785545,
0.030403878539800644,
0.008762844838202,
0.009419171139597893,
-0.058146972209215164,
0.004691847134381533,
-0.07081229984760284,
0.04211132228374481,
-0.0024523548781871796,
0.02334393374621868,
0.032301902770996094,
0.049916286021471024,
-0.05463474243879318,
0.026607828214764595,
0.003660793649032712,
0.00236366200260818,
0.006181885488331318,
0.045233309268951416,
0.007680793292820454,
-0.034607917070388794,
0.030457094311714172,
0.00012832734500989318,
0.06620027869939804,
0.01243472471833229,
0.019955871626734734,
-0.03027970902621746,
-0.05012914910912514,
-0.045694511383771896,
-0.013534515164792538,
-0.020186472684144974,
0.06282994896173477,
-0.04133082553744316,
0.0010404769564047456,
-0.024390509352087975,
0.04973889887332916,
-0.008226254023611546,
0.08202306181192398,
0.006199623923748732,
0.06052393838763237,
-0.02353905886411667,
0.003862569807097316,
-0.03320657089352608,
0.04988081008195877,
0.03629307821393013,
-0.026873907074332237,
-0.05318018049001694,
-0.04342397674918175,
-0.027157723903656006,
-0.0025964805390685797,
0.015751834958791733,
0.0365414172410965,
0.12097692489624023,
-0.10607653856277466,
0.010652001015841961,
0.04938412830233574,
0.012062215246260166,
-0.02469206415116787,
0.027210939675569534,
0.001137484679929912,
0.03027970902621746,
-0.019938131794333458,
0.009117615409195423,
-0.008039998821914196,
0.03320657089352608,
-0.02460337243974209,
-0.006146408151835203,
-0.00329937064088881,
-0.025366129353642464,
0.042324185371398926,
-0.008674152195453644,
0.06063036993145943,
-0.02242152951657772,
-0.017765160650014877,
0.0838678777217865,
-0.04998724162578583,
0.016399292275309563,
0.04285634309053421,
-0.012576633132994175,
0.06336210668087006,
-0.027015814557671547,
-0.0030222057830542326,
0.010581046342849731,
-0.05903390049934387,
-0.014430312439799309,
0.020505765452980995,
-0.011193026788532734,
0.008789452724158764,
-0.014226319268345833,
-0.06495857983827591,
0.014918122440576553,
-0.07734008878469467,
0.020913753658533096,
-0.012416986748576164,
-0.07205399870872498,
-0.01640816032886505,
0.05236420780420303,
-0.005769464187324047,
-0.015113246627151966,
0.0373573899269104,
-0.013889286667108536,
-0.0005662478506565094,
-0.024940405040979385,
0.02676747553050518,
-0.01403119508177042,
-0.03689618781208992,
0.010137582197785378,
0.00572068290784955,
-0.0480714775621891,
-0.016168691217899323,
0.005884764716029167,
0.0034989293199032545,
-0.00525948079302907,
0.014643174596130848,
-0.01371190045028925,
0.01458995882421732,
-0.043672315776348114,
-0.024248600006103516,
-0.00801782589405775,
0.01626625284552574,
-0.02889610081911087,
-0.037889547646045685,
0.002023303648456931,
0.004051041789352894,
-0.0010166408028453588,
-0.017401520162820816,
0.03347264975309372,
-0.009898112155497074,
0.04285634309053421,
0.0030089018400758505,
0.029800767078995705,
0.06439094245433807,
-0.019122159108519554,
-0.030723173171281815,
-0.017649859189987183,
0.04044389724731445,
-0.022315097972750664,
0.07219590991735458,
-0.01155666634440422,
-0.0053836507722735405,
0.03365003317594528,
0.04682977870106697,
0.001750573399476707,
-0.010997902601957321,
0.02075410634279251,
-0.051761094480752945,
-0.03531745821237564,
0.04558807983994484,
-0.020789582282304764,
-0.005272784736007452,
0.016940318048000336,
0.023131072521209717,
-0.02579185552895069,
0.014226319268345833,
-0.08791226148605347,
0.02685616724193096,
-0.0024922664742916822,
0.00298229418694973,
0.07262163609266281,
-0.06130443513393402,
0.0062617091462016106,
0.01585826650261879,
0.04438185691833496,
0.02682069130241871,
-0.03450148552656174,
0.02903801016509533,
-0.03450148552656174,
-0.011707444675266743,
0.08145543187856674,
0.04636857658624649,
0.07294092327356339,
-0.0032328511588275433,
-0.04250157251954079,
0.032106779515743256,
0.05821792781352997,
-0.012399247847497463,
-0.02270534634590149,
0.04136630520224571,
0.03388063609600067,
0.03324204683303833,
0.07357951253652573,
0.043991610407829285,
0.02334393374621868,
0.026483658701181412,
-0.04952603951096535,
-0.02469206415116787,
0.02659009024500847,
-0.05140632390975952,
0.03185844048857689,
-0.04771670699119568,
0.006913600489497185,
-0.003228416433557868,
0.054209016263484955,
0.010022281669080257,
-0.020399335771799088,
-0.03333073854446411,
0.0343063585460186,
0.00031652228790335357,
0.012798365205526352,
0.0247807577252388,
0.04722002521157265,
0.00018736346100922674,
0.010607654228806496,
-0.024213124066591263,
0.04328206554055214,
-0.0014822777593508363,
0.012931404635310173,
-0.04604928195476532,
-0.014864906668663025,
0.024993620812892914,
-0.002110887784510851,
0.00892692618072033,
0.040798671543598175,
0.0030798560474067926,
0.015104376710951328,
-0.029605643823742867,
-0.04498496651649475,
-0.02247474528849125,
-0.015689749270677567,
-0.004975663963705301,
0.044914014637470245,
-0.00537478132173419,
0.013942502439022064,
-0.0054413010366261005,
-0.03065221756696701,
-0.005011140834540129,
0.024443725124001503,
-0.024763019755482674,
0.07102516293525696,
-0.05608930066227913,
-0.021108876913785934,
-0.024887189269065857,
0.0008348206174559891,
-0.07421810179948807,
0.010306098498404026,
0.004376987926661968,
0.01599130406975746,
-0.02247474528849125,
0.02644818089902401,
0.027938218787312508,
0.026412704959511757,
0.016558937728405,
0.0050022718496620655,
0.002029955619946122,
-0.06144634634256363,
0.00013303913874551654,
-0.022989163175225258,
0.03292275220155716,
-0.022403791546821594,
-0.024355031549930573,
0.007561057806015015,
0.0012505679624155164,
0.04601380601525307,
-0.006031107623130083,
0.03139723837375641,
-0.017685336992144585,
0.02556125447154045
] |
22,547 | salem.datasets | close | null | def close(self):
self._nc.close()
| (self) | [
-0.02564513310790062,
-0.009130594320595264,
0.04682016372680664,
0.023542530834674835,
-0.02471800148487091,
-0.02706894278526306,
-0.0624820739030838,
0.06003179773688316,
0.027863627299666405,
-0.028989430516958237,
-0.04744929075241089,
-0.05751529708504677,
0.043707650154829025,
0.0167380440980196,
-0.01495000347495079,
-0.011522926390171051,
-0.07774663716554642,
-0.0011061429977416992,
-0.007404638919979334,
0.01490861363708973,
-0.06874021142721176,
-0.025330569595098495,
-0.023062407970428467,
-0.07701817899942398,
0.001141324290074408,
0.003967214375734329,
0.021969716995954514,
0.011473258025944233,
-0.02937021665275097,
-0.033608533442020416,
-0.10118983685970306,
-0.009933557361364365,
0.010637183673679829,
0.06526347249746323,
0.04910488426685333,
0.05089292302727699,
0.0004058789345435798,
-0.05622393265366554,
-0.01038056705147028,
0.050760477781295776,
-0.017350612208247185,
-0.06638927012681961,
0.01075307559221983,
-0.011911990121006966,
0.0016918089240789413,
-0.007272191345691681,
-0.00555451400578022,
0.022731289267539978,
0.026853716000914574,
-0.02415509894490242,
-0.04301230236887932,
0.023608753457665443,
-0.016911881044507027,
-0.012044438160955906,
-0.01663042977452278,
0.025512685999274254,
0.04420432820916176,
0.06340920925140381,
0.006415422074496746,
-0.028691424056887627,
-0.013973203487694263,
-0.006920378189533949,
-0.0471181720495224,
-0.04089314490556717,
0.0028931484557688236,
0.030313905328512192,
-0.014378824271261692,
0.07516391575336456,
0.05774707719683647,
-0.01581091247498989,
0.021191587671637535,
-0.02001611702144146,
0.02877420373260975,
0.03466811403632164,
0.019784335047006607,
-0.036257483065128326,
-0.03725083917379379,
0.0010254328371956944,
-0.025512685999274254,
-0.037151504307985306,
-0.008567692711949348,
0.0627138540148735,
-0.003861670382320881,
0.06301186233758926,
0.08708418160676956,
-0.052912745624780655,
0.04062824696302414,
0.029105322435498238,
-0.05281341075897217,
0.0060967206954956055,
0.036588601768016815,
0.024800781160593033,
-0.022433282807469368,
-0.02582724764943123,
0.027184834703803062,
-0.04744929075241089,
-0.04499901458621025,
0.022085608914494514,
0.020711466670036316,
-0.06102515384554863,
-0.03288007527589798,
-0.038078635931015015,
-0.010976580902934074,
-0.014900335110723972,
-0.01220999751240015,
-0.009569326415657997,
-0.006928656250238419,
0.021820712834596634,
-0.0813889428973198,
0.023923316970467567,
-0.09211718291044235,
0.03609192371368408,
-0.0009731781901791692,
0.023658420890569687,
0.014420214109122753,
-0.01968499831855297,
-0.013998037204146385,
0.02102602832019329,
-0.013890423811972141,
-0.008319353684782982,
-0.07827643305063248,
0.06383965909481049,
-0.07562748342752457,
-0.03761506825685501,
-0.03008212149143219,
0.09708396345376968,
0.02478422410786152,
0.01581091247498989,
0.028823871165513992,
-0.004610826261341572,
0.009006424807012081,
0.015852302312850952,
0.0029097043443471193,
0.042217615991830826,
0.016448315232992172,
-0.006386449560523033,
-0.020794246345758438,
-0.03440321981906891,
-0.009734885767102242,
0.025446461513638496,
-0.03011523373425007,
0.025115342810750008,
0.005206839647144079,
0.01176298689097166,
0.013352355919778347,
0.041025590151548386,
-0.04764796048402786,
-0.05983312427997589,
-0.09628927707672119,
-0.08436901122331619,
-0.05393921583890915,
0.015099006704986095,
-0.00872497446835041,
-0.016307588666677475,
-0.016969826072454453,
-0.03157215565443039,
-0.023062407970428467,
0.03701905533671379,
0.010206730104982853,
-0.014478159137070179,
-0.0500982403755188,
0.0394362211227417,
-0.021373704075813293,
-0.0018128741066902876,
-0.04615793004631996,
-0.07529636472463608,
-0.0007905456004664302,
-0.007503974717110395,
-0.03004900924861431,
0.011663652025163174,
-0.04980023205280304,
-0.022151831537485123,
0.015388735570013523,
-0.008265547454357147,
-0.055561695247888565,
0.05473389849066734,
0.02713516727089882,
-0.018774423748254776,
-0.03193638473749161,
0.053243864327669144,
-0.0035139957908540964,
-0.061190713196992874,
-0.05350876227021217,
0.03787996247410774,
0.02117503248155117,
0.0076240049675107,
0.00042553909588605165,
-0.009031258523464203,
-0.0009669697028584778,
-0.02639015018939972,
0.07099182158708572,
0.024883560836315155,
-0.010289509780704975,
0.026671601459383965,
0.10542815178632736,
-0.0411580391228199,
0.03860842436552048,
-0.003940310794860125,
0.0015479793073609471,
0.04082692041993141,
0.0031476959120482206,
0.051720719784498215,
0.022168388590216637,
-0.02945299632847309,
0.013128851540386677,
0.023840537294745445,
0.01703605055809021,
0.013004682026803493,
-0.02653915248811245,
0.0021057070698589087,
0.029403328895568848,
0.03437010571360588,
0.02773118019104004,
0.006750680040568113,
0.044568561017513275,
-0.029552333056926727,
-0.06278008222579956,
-0.015388735570013523,
0.005550375208258629,
-0.011804376728832722,
-0.02915498986840248,
0.023724645376205444,
0.04036335274577141,
0.013219908811151981,
-0.06619060039520264,
0.015612240880727768,
0.015074172988533974,
0.061521828174591064,
0.07085937261581421,
-0.031025810167193413,
-0.041058704257011414,
0.06274697184562683,
-0.017168497666716576,
0.002299204468727112,
-0.012267942540347576,
-0.010107394307851791,
-0.014627162367105484,
0.06006490811705589,
-0.08112405240535736,
-0.0010254328371956944,
-0.04274740815162659,
-0.04705194756388664,
-0.009925278834998608,
-0.011233197525143623,
0.0014062192058190703,
0.06632304936647415,
0.04652215912938118,
0.032863516360521317,
0.09013047069311142,
0.026075586676597595,
0.012648729607462883,
-0.10171962529420853,
0.04480034112930298,
0.013244742527604103,
-0.0006327469018287957,
-0.05711795389652252,
-0.06413766741752625,
-0.07403811067342758,
0.02054590731859207,
-0.023724645376205444,
0.024088876321911812,
0.05095914751291275,
0.001685600494965911,
0.061157599091529846,
0.03556213527917862,
0.022350503131747246,
0.06195228546857834,
-0.030760914087295532,
0.011746430769562721,
-0.03413832560181618,
0.053210753947496414,
0.022880293428897858,
-0.02248295024037361,
-0.07688573002815247,
-0.016133751720190048,
-0.009908722713589668,
0.0075743370689451694,
-0.0711904913187027,
-0.057018619030714035,
0.018923426046967506,
0.09066026657819748,
0.01870819926261902,
-0.02971789240837097,
-0.009428600780665874,
-0.01759895123541355,
-0.017979737371206284,
0.017118830233812332,
0.007462584879249334,
-0.047250621020793915,
-0.029138434678316116,
-0.06042913720011711,
-0.013625528663396835,
0.015827467665076256,
0.07675328105688095,
0.03940311074256897,
-0.026009364053606987,
-0.04374076426029205,
0.015943359583616257,
-0.026969607919454575,
0.054038550704717636,
-0.014743054285645485,
-0.024138543754816055,
-0.0011278726160526276,
0.0013513776939362288,
0.015943359583616257,
0.012955013662576675,
0.02448621764779091,
0.039237551391124725,
0.023873649537563324,
0.07529636472463608,
0.017880402505397797,
-0.03115825727581978,
-0.02870797924697399,
0.01461060717701912,
0.02534712664783001,
0.028840428218245506,
0.00872497446835041,
-0.012698397040367126,
-0.0014765819068998098,
0.06966734677553177,
-0.008989868685603142,
-0.06436944752931595,
0.002719311276450753,
0.05188627913594246,
-0.018393635749816895,
-0.012359000742435455,
0.028360305353999138,
0.06675350666046143,
0.017797622829675674,
-0.04354209080338478,
-0.002146062208339572,
-0.006067747715860605,
-0.010951746255159378,
-0.0392044372856617,
0.05221739783883095,
-0.043078526854515076,
0.033012520521879196,
-0.06807797402143478,
0.012044438160955906,
-0.04208517074584961,
-0.12569260597229004,
0.03410521149635315,
-0.018575752153992653,
0.001415531849488616,
-0.08622327446937561,
0.03582702949643135,
-0.02031412348151207,
-0.06711773574352264,
0.030727803707122803,
-0.0036423043347895145,
0.0072390795685350895,
0.09436879307031631,
-0.01983400247991085,
0.04927044361829758,
-0.004341792315244675,
0.0622502900660038,
0.053475648164749146,
0.06360787898302078,
0.016357257962226868,
-0.039270661771297455,
0.01146498043090105,
-0.012325888499617577,
0.0152480099350214,
-0.02084391377866268,
0.006336781661957502,
-0.041621603071689606,
-0.0006756888469681144,
0.042217615991830826,
0.003687832970172167,
0.0027834654320031404,
-0.04867443069815636,
-0.08973313122987747,
0.005293758120387793,
0.04824397712945938,
0.005434483289718628,
0.007611588109284639,
0.013642084784805775,
0.000772437546402216,
0.015181786380708218,
0.021820712834596634,
-0.01313712913542986,
-0.014958281069993973,
0.013683474622666836,
-0.028492752462625504,
0.0017528588650748134,
-0.034469444304704666,
-0.02162204310297966,
0.008782920427620411,
-0.04496590048074722,
-0.021274367347359657,
0.07993201911449432,
-0.04509834945201874,
0.02105914056301117,
-0.000395790149923414,
0.020512795075774193,
0.03824419528245926,
0.012830844148993492,
-0.005153032951056957,
0.05102537199854851,
0.013948369771242142,
-0.05532991141080856,
0.015587406232953072,
-0.03466811403632164,
0.07218384742736816,
0.04880687594413757,
0.02263195440173149,
0.04446922242641449,
-0.061786726117134094,
0.0629456415772438,
-0.05155516043305397,
-0.01618341915309429,
0.009461713023483753,
-0.023807425051927567,
0.0053848158568143845,
0.05039624497294426,
0.07297853380441666,
0.03064502403140068,
0.01651453785598278,
0.10648772865533829,
0.03860842436552048,
-0.017582396045327187,
0.012963292188942432,
0.06334298104047775,
-0.01073651947081089,
-0.015670185908675194,
-0.09330921620130539,
0.007818536832928658,
-0.02084391377866268,
-0.00013374086120165884,
0.02460210956633091,
-0.09072648733854294,
-0.009461713023483753,
-0.02094324864447117,
-0.004000326152890921,
0.013203352689743042,
0.03463500365614891,
-0.029403328895568848,
-0.013459970243275166,
0.016150308772921562,
0.04473412036895752,
0.019055873155593872,
0.013112295418977737,
0.01640692539513111,
-0.07622349262237549,
0.008857421576976776,
-0.04211828112602234,
0.06042913720011711,
-0.04946911334991455,
-0.013584138825535774,
0.017830735072493553,
0.004333514254540205,
-0.008108265697956085,
-0.0017621716251596808,
-0.02915498986840248,
0.007835092954337597,
0.003143556881695986,
-0.03437010571360588,
-0.013377190567553043,
0.01986711472272873,
-0.010802743025124073,
-0.03619125857949257,
0.038674648851156235,
0.01276462059468031,
-0.052647851407527924,
-0.0498664565384388,
0.004648076836019754,
0.017234722152352333,
-0.02617492340505123,
-0.004660493694245815,
0.0006399900885298848,
-0.018757866695523262,
0.01459405105561018,
-0.013393745757639408,
-0.02233394794166088,
0.005364120937883854,
0.013824200257658958,
-0.048773765563964844,
0.0453963540494442,
0.026605376973748207,
-0.05397232621908188,
-0.02683716081082821,
-0.06016424298286438,
0.01532251201570034,
-0.00941204559057951,
-0.05768085643649101,
0.028244413435459137,
0.054932571947574615,
-0.03503234311938286,
0.0062995306216180325,
-0.022565729916095734,
0.01715194247663021,
0.018840646371245384,
-0.041323598474264145,
-0.06658794730901718,
0.07794531434774399,
0.027764292433857918,
-0.040429577231407166,
-0.08112405240535736,
-0.025247789919376373,
-0.07297853380441666,
-0.02147303894162178,
0.04890621080994606,
-0.0424162894487381,
0.023045852780342102,
0.016464870423078537,
-0.019618775695562363,
0.00045865096035413444,
-0.02158893086016178,
-0.005657988600432873,
-0.036588601768016815,
-0.05989934876561165,
-0.010314343497157097,
0.006494062952697277,
0.02064524218440056,
0.048144638538360596,
0.008857421576976776,
-0.047316841781139374,
-0.003116653533652425,
-0.006398866418749094,
-0.0006870710058137774,
0.009925278834998608,
0.009238207712769508,
0.0015200411435216665,
0.014262932352721691,
0.0046356599777936935,
-0.010537848807871342,
-0.0010000815382227302,
0.025843804702162743,
-0.017582396045327187,
0.07377322018146515,
0.017466504126787186,
-0.006005662959069014,
0.021224699914455414,
-0.03288007527589798,
-0.004809497389942408,
-0.03188671916723251,
-0.0334760881960392,
-0.03910510241985321,
-0.005521402228623629,
0.020827358588576317,
-0.023128632456064224,
-0.045462578535079956,
0.05993245914578438,
-0.013385468162596226,
-0.01971811056137085,
0.006287113763391972,
0.028724536299705505,
-0.004809497389942408,
0.0656939223408699,
0.059369560331106186,
0.08112405240535736,
0.03678727149963379,
0.053806766867637634,
-0.02094324864447117,
0.024817336350679398,
0.08489879965782166,
-0.001830464811064303,
-0.03847597911953926,
-0.0058152698911726475,
-0.03094303049147129,
-0.02870797924697399,
0.011771265417337418,
0.044038768857717514,
0.01890687085688114,
0.015868857502937317,
0.028376860544085503,
0.03135692700743675,
-0.008733252063393593,
-0.0017776928143575788,
-0.028989430516958237,
-0.010049448348581791,
-0.0329628549516201,
0.06725018471479416,
-0.00007398430170724168,
0.0009855951648205519,
-0.0007450167904607952,
0.03294629603624344,
0.01841019280254841,
-0.024237878620624542,
-0.03109203279018402,
-0.015488071367144585,
0.03294629603624344,
0.025545798242092133,
-0.03635681793093681,
-0.005848381668329239,
0.05834309011697769,
0.004194858483970165,
-0.0257941372692585,
0.006303669884800911,
-0.04122426360845566,
0.06198539584875107,
-0.0006741366814821959,
-0.006084303837269545,
-0.0632767602801323,
-0.024254435673356056,
0.025446461513638496,
-0.010620628483593464,
0.03216816857457161,
0.04109181463718414,
0.023658420890569687,
-0.026075586676597595,
0.00978455413132906,
-0.02597625181078911,
0.011059360578656197,
-0.022863736376166344,
0.04377387464046478,
-0.022797513753175735,
0.03930377587676048,
0.0013130920706316829,
0.005484151188284159,
-0.005931161344051361,
-0.011671929620206356,
-0.011647095903754234,
-0.013592417351901531,
-0.004842609167098999,
-0.027648400515317917,
0.028873538598418236,
0.021903492510318756,
-0.02677093632519245,
0.03388998657464981,
-0.004656354896724224,
-0.028161633759737015,
0.005914605222642422,
-0.0004488208796828985,
-0.012060994282364845,
0.023840537294745445,
-0.04009845852851868,
0.008464218117296696,
-0.027151722460985184,
0.04049580171704292,
-0.026439817622303963,
-0.03678727149963379,
-0.03004900924861431,
0.038641538470983505,
0.0028662451077252626,
-0.033608533442020416,
0.003276004223152995,
0.012723230756819248,
0.024204768240451813,
-0.022433282807469368,
0.008335909806191921,
0.023956429213285446,
0.04238317534327507,
-0.03311185538768768,
-0.02296307310461998,
-0.00894847884774208,
0.013443414121866226,
-0.01733405701816082,
0.0290059857070446,
-0.030313905328512192,
-0.028128521516919136,
0.047316841781139374,
0.009378933347761631,
-0.041621603071689606,
0.004103800747543573,
-0.04006534814834595,
0.007557781413197517,
0.008526302874088287,
0.0004638246900867671,
0.026737824082374573,
-0.0033587838988751173,
-0.012830844148993492,
0.02266506664454937,
-0.02150615118443966,
0.05744907259941101,
-0.025413349270820618,
0.004366626031696796,
-0.014486437663435936,
-0.029684780165553093,
-0.010926912538707256,
-0.0060967206954956055,
0.005641432479023933,
-0.0329628549516201,
0.05569414421916008,
0.006647205445915461,
0.036853495985269547,
0.014287766069173813,
-0.025860359892249107,
-0.014080816879868507,
0.031522486358881,
-0.019436659291386604,
0.04658838361501694,
-0.01920487731695175,
-0.04864131659269333,
0.07595860213041306,
0.024684889242053032,
-0.03605881333351135,
0.013815922662615776,
-0.008956757374107838,
-0.011671929620206356,
-0.02966822311282158,
0.06526347249746323,
-0.014039427042007446,
0.0013710377970710397,
-0.0384097546339035,
-0.004279707558453083,
-0.00454874150454998,
-0.009478269144892693,
-0.018923426046967506,
-0.019734665751457214,
-0.022002829238772392,
0.0005202183383516967,
-0.004999890457838774,
-0.0019339394057169557,
0.05218428745865822,
0.05042935907840729,
-0.017764510586857796,
-0.009114038199186325,
-0.010777909308671951,
0.05102537199854851,
0.025810692459344864,
0.00834832713007927,
-0.011945102363824844,
0.027184834703803062,
0.002518570516258478,
0.08542858809232712,
-0.046952612698078156,
0.0007734723039902747,
-0.013393745757639408,
0.013269576244056225,
0.019817445427179337,
0.037515733391046524,
0.039535555988550186,
0.0351979024708271,
0.012317610904574394,
-0.020115453749895096,
-0.044866565614938736,
0.012193441390991211,
-0.02650604210793972,
0.026489485055208206,
-0.046356599777936935,
-0.057283513247966766,
-0.013666918501257896,
0.03297941014170647,
-0.08867355436086655,
-0.0424162894487381,
0.04056202620267868,
0.02605903148651123,
-0.0060180798172950745,
0.021274367347359657,
-0.03665482625365257,
-0.026936495676636696,
0.006158805452287197,
-0.007280469406396151,
0.03460188955068588,
0.011315977200865746,
-0.03163838014006615,
0.022946516051888466,
0.0533100888133049,
-0.017582396045327187,
0.05483323335647583,
0.036621712148189545,
0.046356599777936935,
0.0249332282692194,
0.03559524565935135,
0.0029014265164732933,
-0.003602983895689249,
0.028244413435459137,
-0.04397254437208176,
0.0007838197634555399,
0.02266506664454937,
0.03857531398534775,
0.031969498842954636,
-0.012491447851061821,
-0.012590783648192883,
0.01826118864119053,
0.02996622957289219,
-0.02299618534743786
] |
22,548 | salem.datasets | get_vardata | Reads the data out of the netCDF file while taking into account
time and spatial subsets.
Parameters
----------
var_id: the name of the variable (must be available in self.variables)
as_xarray: returns a DataArray object
| def get_vardata(self, var_id=0, as_xarray=False):
"""Reads the data out of the netCDF file while taking into account
time and spatial subsets.
Parameters
----------
var_id: the name of the variable (must be available in self.variables)
as_xarray: returns a DataArray object
"""
v = self.variables[var_id]
# Make the slices
item = []
for d in v.dimensions:
it = slice(None)
if d == self.t_dim and self.sub_t is not None:
it = slice(self.sub_t[0], self.sub_t[1]+1)
elif d == self.y_dim:
it = slice(self.sub_y[0], self.sub_y[1]+1)
elif d == self.x_dim:
it = slice(self.sub_x[0], self.sub_x[1]+1)
item.append(it)
with np.errstate(invalid='ignore'):
# This is due to some numpy warnings
out = v[tuple(item)]
if as_xarray:
# convert to xarray
dims = v.dimensions
coords = dict()
x, y = self.grid.x_coord, self.grid.y_coord
for d in dims:
if d == self.t_dim:
coords[d] = self.time
elif d == self.y_dim:
coords[d] = y
elif d == self.x_dim:
coords[d] = x
attrs = v.__dict__.copy()
bad_keys = ['scale_factor', 'add_offset',
'_FillValue', 'missing_value', 'ncvars']
_ = [attrs.pop(b, None) for b in bad_keys]
out = xr.DataArray(out, dims=dims, coords=coords, attrs=attrs)
return out
| (self, var_id=0, as_xarray=False) | [
0.023300983011722565,
0.01861536130309105,
-0.021866237744688988,
-0.003182772547006607,
0.06163954362273216,
0.034379392862319946,
-0.04427731782197952,
-0.006878602784126997,
0.05597320944070816,
-0.060767799615859985,
-0.0058524878695607185,
-0.008917211554944515,
-0.03136461228132248,
-0.013929737731814384,
0.0002920000988524407,
0.014329287223517895,
-0.05858844146132469,
0.07722196727991104,
-0.012258895672857761,
-0.014211238361895084,
-0.023428112268447876,
-0.01772545464336872,
-0.03474261984229088,
-0.0287675429135561,
0.04086298495531082,
-0.012149928137660027,
0.05916960537433624,
-0.01393881905823946,
0.006960328668355942,
-0.030402062460780144,
-0.0745340883731842,
0.0018649413250386715,
-0.01770729385316372,
0.03396168351173401,
-0.015945645049214363,
0.004862695466727018,
0.019269168376922607,
-0.010796909220516682,
-0.033126261085271835,
0.054665595293045044,
-0.026606343686580658,
-0.09610974788665771,
0.0025584769900888205,
0.004006842616945505,
-0.02526240609586239,
-0.0632377415895462,
0.013103397563099861,
0.016526807099580765,
-0.030783450230956078,
0.05844315141439438,
0.0462750606238842,
-0.03701278567314148,
-0.0007792344549670815,
0.026715312153100967,
-0.002871759934350848,
0.01705348677933216,
0.0068831429816782475,
0.08848198503255844,
0.015773111954331398,
-0.004935340490192175,
-0.009879762306809425,
0.01353926956653595,
-0.011196458712220192,
-0.028585929423570633,
-0.021030817180871964,
0.019160199910402298,
-0.023555241525173187,
-0.003929657395929098,
-0.013076155446469784,
-0.013947899453341961,
-0.01512838527560234,
0.038538336753845215,
0.04729209467768669,
-0.039773307740688324,
0.04344189539551735,
0.019705040380358696,
-0.06512652337551117,
-0.010451843962073326,
0.0009880897123366594,
0.00824070256203413,
-0.03190945088863373,
0.04137150198221207,
-0.01818856969475746,
0.0666520744562149,
-0.004903558176010847,
0.00583886681124568,
0.01771637424826622,
0.04751003161072731,
0.020249880850315094,
-0.018106844276189804,
0.03443387523293495,
0.03361661732196808,
-0.026479214429855347,
0.07649551331996918,
-0.039446402341127396,
-0.054120756685733795,
0.025789083912968636,
-0.019123878329992294,
-0.05826153978705406,
-0.0027014974039047956,
-0.018588118255138397,
-0.06490858644247055,
-0.0030488327611237764,
0.007405281066894531,
-0.03129196539521217,
0.03679484874010086,
0.02337362803518772,
0.037630271166563034,
-0.010942199267446995,
-0.006315601523965597,
-0.02188439853489399,
0.07130137085914612,
-0.028077412396669388,
0.04522170498967171,
-0.015664145350456238,
-0.023264659568667412,
-0.01894226484000683,
0.029966190457344055,
-0.07366234064102173,
-0.03654059022665024,
-0.02551666460931301,
0.06908568739891052,
-0.05226830020546913,
0.07141033560037613,
-0.01156876515597105,
0.03034757822751999,
0.03129196539521217,
-0.0034234102349728346,
-0.011132894083857536,
-0.027223829180002213,
-0.009344003163278103,
-0.044386282563209534,
-0.03646794706583023,
0.01816132664680481,
0.04467686638236046,
0.0048808567225933075,
0.046529319137334824,
-0.02958480268716812,
-0.005003445781767368,
-0.021067140623927116,
-0.008208920247852802,
0.03361661732196808,
-0.0032236354891210794,
-0.013221446424722672,
0.019668716937303543,
0.005757140927016735,
0.06984846293926239,
-0.02887651138007641,
-0.07504260540008545,
-0.04140782728791237,
-0.0722820833325386,
0.019341813400387764,
-0.07417085766792297,
-0.057934634387493134,
-0.015991048887372017,
-0.011768540367484093,
-0.03710359334945679,
-0.045657575130462646,
0.0219933670014143,
-0.02357340231537819,
-0.10642537474632263,
0.020068267360329628,
-0.03635897859930992,
-0.04529435187578201,
-0.010824151337146759,
0.0017979714320972562,
-0.0338890366256237,
-0.06748749315738678,
-0.020613105967640877,
0.049834683537483215,
0.003725342219695449,
0.016953598707914352,
-0.02052230015397072,
0.007205506786704063,
-0.02562563307583332,
-0.03890156373381615,
-0.043042346835136414,
-0.033907197415828705,
-0.005434777121990919,
0.04413202404975891,
0.005684495437890291,
-0.03172783926129341,
-0.031891290098428726,
0.050379522144794464,
-0.015936564654111862,
0.014583545736968517,
0.055137790739536285,
-0.018243053928017616,
0.05477456375956535,
0.027932122349739075,
0.044386282563209534,
0.022520046681165695,
-0.033235229551792145,
0.000603296619374305,
0.042279571294784546,
-0.06123999506235123,
0.023282822221517563,
0.005570987239480019,
-0.01535540260374546,
0.03824775665998459,
0.0066924490965902805,
-0.01883329637348652,
0.010778747498989105,
-0.028949156403541565,
-0.07311750203371048,
0.012440509162843227,
0.016844630241394043,
0.0007111294544301927,
-0.05517411231994629,
0.043732475489377975,
0.005480180494487286,
0.0023836742620915174,
0.04355086386203766,
-0.013121559284627438,
0.03170967847108841,
-0.03545090928673744,
-0.010406440123915672,
0.006115826778113842,
0.04188002273440361,
0.03321706876158714,
0.04242486134171486,
0.0037571245338767767,
0.005566447041928768,
0.046783577650785446,
-0.02101265639066696,
-0.028059251606464386,
-0.009289518930017948,
0.05041584372520447,
-0.005816164892166853,
-0.06821394711732864,
0.04794590547680855,
0.055355723947286606,
0.008703815750777721,
-0.06672471761703491,
0.050161585211753845,
0.03519665077328682,
0.03817510977387428,
-0.011241861619055271,
0.06163954362273216,
-0.0043405573815107346,
-0.05909695848822594,
-0.011804862879216671,
0.018442828208208084,
-0.03681300953030586,
-0.030220448970794678,
0.002442698460072279,
0.01229521818459034,
0.07656815648078918,
-0.027804993093013763,
0.008104491978883743,
0.018706167116761208,
-0.004261101596057415,
-0.026824280619621277,
0.06621620059013367,
-0.008581227622926235,
0.02718750759959221,
-0.022320270538330078,
0.011750378645956516,
0.02854960598051548,
-0.05281313881278038,
0.008712897077202797,
0.004129431676119566,
0.01612725853919983,
0.03488790988922119,
-0.014656190760433674,
0.0026311222463846207,
0.013956979848444462,
-0.00812719389796257,
-0.010442763566970825,
0.017089808359742165,
0.002499452792108059,
0.12160824984312057,
0.006919465493410826,
-0.05328533425927162,
-0.025879891589283943,
-0.01896042563021183,
0.042497504502534866,
-0.07141033560037613,
0.04787325859069824,
0.04028182476758957,
-0.03112851455807686,
0.0021521172020584345,
-0.03212738782167435,
-0.004276992753148079,
-0.006524456664919853,
-0.08935373276472092,
-0.0014551763888448477,
-0.02606150507926941,
-0.03824775665998459,
0.022955918684601784,
-0.05775302276015282,
-0.0349787175655365,
-0.01037919893860817,
0.002551666460931301,
-0.0327085517346859,
-0.012404186651110649,
-0.07279060035943985,
-0.009353083558380604,
-0.01253131590783596,
0.044422607868909836,
-0.0004787212237715721,
0.027478087693452835,
-0.0034915152937173843,
0.01872432790696621,
-0.006052262149751186,
-0.0014302044874057174,
-0.009021639823913574,
0.01759832538664341,
0.011596007272601128,
-0.01236786413937807,
0.05226830020546913,
-0.04195266589522362,
0.010306552983820438,
-0.022520046681165695,
0.025026308372616768,
0.0071328612975776196,
-0.030383899807929993,
0.002299678046256304,
0.014656190760433674,
0.06374625861644745,
-0.014238480478525162,
-0.030783450230956078,
0.025752762332558632,
0.01084231212735176,
0.04166208580136299,
0.046529319137334824,
0.010370117612183094,
-0.015328160487115383,
0.009098825044929981,
0.03212738782167435,
-0.010034133680164814,
0.02854960598051548,
-0.05212301015853882,
0.036068394780159,
0.0688314288854599,
-0.03871994838118553,
-0.0067423926666378975,
-0.028930993750691414,
0.06490858644247055,
0.030728965997695923,
-0.029257899150252342,
0.01592748425900936,
-0.04569390043616295,
-0.01659945398569107,
0.032236356288194656,
-0.06567136198282242,
-0.014765159226953983,
-0.0316007100045681,
0.012104524299502373,
0.036522429436445236,
0.013384898193180561,
0.022865111008286476,
-0.046456675976514816,
0.03477894142270088,
-0.009148769080638885,
0.021630140021443367,
0.059314895421266556,
0.0054120756685733795,
0.014002383686602116,
0.005988697521388531,
0.00177753996104002,
0.06505387276411057,
0.04369615390896797,
-0.010197585448622704,
0.02471756562590599,
-0.060876768082380295,
0.010706102475523949,
0.001855860697105527,
0.019577911123633385,
-0.02606150507926941,
-0.06370993703603745,
-0.015373563393950462,
0.018597198650240898,
-0.0024835614021867514,
-0.0023791338317096233,
-0.03474261984229088,
-0.009389406070113182,
-0.06389155238866806,
0.018760651350021362,
-0.04086298495531082,
0.014247560873627663,
-0.0361047200858593,
-0.0034937853924930096,
0.014356529340147972,
-0.02175726927816868,
0.01816132664680481,
-0.00420661736279726,
0.0007026163511909544,
-0.01592748425900936,
0.004222508519887924,
0.05172346159815788,
0.022701658308506012,
0.024626759812235832,
0.02201152965426445,
-0.0029103527776896954,
-0.009035260416567326,
0.012349702417850494,
-0.006960328668355942,
0.04761900007724762,
0.01009769830852747,
-0.042497504502534866,
-0.041117243468761444,
-0.022429239004850388,
0.08397797495126724,
0.01321236602962017,
-0.04863603413105011,
0.035705167800188065,
-0.08790082484483719,
-0.033362358808517456,
-0.004939881153404713,
0.05764405429363251,
0.04863603413105011,
0.014656190760433674,
-0.004926260095089674,
0.042715441435575485,
0.04235221445560455,
-0.04943513125181198,
0.023228337988257408,
0.08310623466968536,
0.03641346096992493,
-0.03817510977387428,
-0.019577911123633385,
-0.02845880016684532,
-0.022937756031751633,
0.0023110290057957172,
-0.024971826002001762,
-0.034488361328840256,
0.011205539107322693,
-0.003468813607469201,
0.07882016152143478,
-0.024626759812235832,
-0.0018433746881783009,
-0.05012526363134384,
-0.03759394586086273,
0.020249880850315094,
-0.0038751731626689434,
-0.004676541779190302,
0.018706167116761208,
0.04409570246934891,
0.0642547756433487,
0.0026674449909478426,
0.06389155238866806,
0.048236485570669174,
-0.045657575130462646,
-0.07889280468225479,
-0.009498374536633492,
-0.042715441435575485,
0.015945645049214363,
-0.07406189292669296,
-0.038211431354284286,
0.024318017065525055,
0.02380950003862381,
0.05143287777900696,
-0.03408881276845932,
0.014828723855316639,
-0.02437250129878521,
-0.035723332315683365,
0.006311061326414347,
0.01806144043803215,
-0.04042711481451988,
-0.04765532165765762,
0.009207792580127716,
-0.01155968476086855,
-0.07373499125242233,
0.013321333564817905,
-0.0299117062240839,
-0.002340540988370776,
0.0043564485386013985,
0.001916020060889423,
-0.04151679575443268,
-0.05924224853515625,
0.032109227031469345,
-0.021375881507992744,
-0.028531445190310478,
0.06370993703603745,
0.008326968178153038,
-0.04118989035487175,
0.08739230781793594,
-0.00411808118224144,
-0.0462750606238842,
-0.037521302700042725,
-0.017988795414566994,
-0.030765289440751076,
0.003816148964688182,
-0.010297472588717937,
0.047364741563797,
0.05560998618602753,
0.049616746604442596,
-0.039446402341127396,
-0.042497504502534866,
-0.01600920967757702,
0.03770291432738304,
-0.06240231916308403,
0.01252223551273346,
0.021067140623927116,
0.02291959524154663,
0.03766659274697304,
-0.011877507902681828,
0.06694265455007553,
0.03058367595076561,
0.0007536950870417058,
-0.0025448559317737818,
-0.025571148842573166,
0.003459732746705413,
-0.03886524215340614,
0.01930549181997776,
-0.011695894412696362,
0.05597320944070816,
0.02097633294761181,
-0.04188002273440361,
-0.05691760033369064,
-0.03476078063249588,
-0.03970066085457802,
-0.01883329637348652,
0.036831170320510864,
-0.004676541779190302,
-0.059423863887786865,
0.016635775566101074,
-0.08216184377670288,
0.016436001285910606,
-0.04776429012417793,
0.039773307740688324,
0.01896042563021183,
0.06298348307609558,
-0.007391660008579493,
0.0564454048871994,
-0.07969190180301666,
0.011977395042777061,
-0.04703783616423607,
0.05611850321292877,
-0.020485976710915565,
-0.05103332921862602,
0.0847044289112091,
0.035051360726356506,
0.0451490581035614,
-0.02448146976530552,
0.015945645049214363,
-0.019941138103604317,
-0.10301104933023453,
0.007146482355892658,
0.02110346220433712,
0.009344003163278103,
0.0869564339518547,
-0.039083175361156464,
0.007119240239262581,
-0.013956979848444462,
0.03595942631363869,
0.02157565765082836,
0.07264530658721924,
0.019723201170563698,
0.040899310261011124,
-0.03116483800113201,
0.07133769243955612,
-0.0033167123328894377,
0.013893415220081806,
-0.053067397326231,
-0.039446402341127396,
-0.032109227031469345,
-0.05277681723237038,
-0.028822027146816254,
0.03619552403688431,
-0.01795247197151184,
0.06639781594276428,
0.07351705431938171,
-0.11804863065481186,
0.0372307226061821,
0.03080161102116108,
-0.010306552983820438,
-0.01281281653791666,
-0.01839742437005043,
-0.009679987095296383,
0.004553952720016241,
-0.02842247672379017,
0.030638158321380615,
0.007432523183524609,
0.04987100511789322,
-0.0029262439347803593,
-0.05847947299480438,
-0.009480212815105915,
0.009943326935172081,
0.007191885728389025,
-0.009888842701911926,
0.02923973649740219,
-0.03566884621977806,
0.01308523677289486,
0.072136789560318,
0.02573460154235363,
0.020031943917274475,
0.08310623466968536,
-0.04053608328104019,
0.05742611736059189,
0.03637713938951492,
0.004029544536024332,
0.0598234124481678,
-0.004168024752289057,
0.010987603105604649,
-0.026007020846009254,
0.03348948806524277,
0.008880889043211937,
-0.055355723947286606,
-0.031182998791337013,
-0.010497246868908405,
-0.009266817010939121,
0.017916148528456688,
-0.017916148528456688,
-0.05201404169201851,
0.005353051237761974,
0.020594945177435875,
0.025425858795642853,
-0.020268041640520096,
0.016390597447752953,
-0.06418213248252869,
0.002871759934350848,
0.01738947071135044,
0.03545090928673744,
-0.007373498752713203,
-0.01872432790696621,
0.011432555504143238,
-0.027623379603028297,
-0.03915582224726677,
-0.005834326613694429,
0.013893415220081806,
-0.003997762221843004,
-0.008821864612400532,
-0.0017196506960317492,
-0.025117116048932076,
0.08172596991062164,
-0.05887902155518532,
-0.00909428484737873,
-0.02132139913737774,
0.00796374212950468,
-0.01657221093773842,
0.004147592931985855,
0.0011316777672618628,
-0.02584356814622879,
-0.01479240134358406,
0.0037934472784399986,
0.01894226484000683,
-0.021648302674293518,
0.007069296669214964,
0.026787957176566124,
0.015191949903964996,
0.04918087273836136,
0.018978586420416832,
0.009289518930017948,
-0.06621620059013367,
0.025117116048932076,
-0.02315569296479225,
0.018097762018442154,
0.008385992608964443,
-0.019596071913838387,
-0.019777685403823853,
-0.03147358074784279,
0.021285075694322586,
0.029403189197182655,
0.04246118292212486,
0.009798035956919193,
-0.0024767511058598757,
0.00448357779532671,
-0.03430674597620964,
0.0005998913547955453,
0.026787957176566124,
-0.04569390043616295,
-0.05001629516482353,
0.07380763441324234,
-0.069957435131073,
-0.016299791634082794,
0.04703783616423607,
0.05542837083339691,
0.024753889068961143,
0.027895798906683922,
-0.002108984161168337,
-0.027223829180002213,
0.0287675429135561,
0.047800615429878235,
-0.05655437335371971,
-0.01027023047208786,
-0.03641346096992493,
-0.014592626132071018,
-0.006706070154905319,
0.03298097103834152,
0.03421594202518463,
0.020740235224366188,
-0.018306618556380272,
0.0451127365231514,
-0.024190887808799744,
0.03287200257182121,
-0.023101208731532097,
0.032908324152231216,
0.003169151721522212,
0.0035210272762924433,
0.0789654478430748,
0.03555987775325775,
0.03194577619433403,
-0.002318974584341049,
-0.06171219050884247,
0.041589438915252686,
0.0225563682615757,
-0.017089808359742165,
0.013403059914708138,
-0.06461800634860992,
-0.041807375848293304,
-0.002871759934350848,
0.0254076961427927,
0.011087490245699883,
-0.007591434754431248,
-0.0038592820055782795,
-0.026715312153100967,
-0.02212049625813961,
0.01863352209329605,
0.02101265639066696,
0.005330349784344435,
-0.019232844933867455,
0.007727644871920347,
-0.02473572827875614,
0.015028498135507107,
-0.04420467093586922,
0.019214684143662453,
-0.027060378342866898,
0.052885785698890686,
0.04108092188835144,
0.06639781594276428,
0.03668588027358055,
0.09298599511384964,
-0.020722074434161186,
0.05357591435313225,
0.026152310892939568,
-0.018778812140226364,
-0.01236786413937807,
-0.015464370138943195,
0.007373498752713203,
0.012794654816389084,
0.03285384178161621,
-0.02190256118774414,
-0.009157849475741386,
0.007718564011156559,
-0.00965274590998888,
-0.017244180664420128,
-0.0642547756433487,
0.04242486134171486,
-0.06174851208925247,
-0.03543274849653244,
-0.024354340508580208,
-0.018125005066394806,
-0.05495617538690567,
-0.022937756031751633,
0.04649299755692482,
0.01270384807139635,
-0.021412204951047897,
-0.01885145716369152,
0.043296605348587036,
0.034034326672554016,
-0.017634648829698563,
0.013194204308092594,
0.04413202404975891,
-0.010615295730531216,
-0.0010783288162201643,
-0.0254076961427927,
0.029929867014288902,
-0.008168056607246399,
-0.05088803917169571,
0.021503010764718056,
-0.00543931731954217,
0.07300853729248047,
-0.04765532165765762,
-0.012140847742557526,
-0.008354210294783115,
0.00795466173440218
] |
22,552 | salem.datasets | GeoTiff | Geolocalised tiff images (needs rasterio). | class GeoTiff(GeoDataset):
"""Geolocalised tiff images (needs rasterio)."""
def __init__(self, file):
"""Open the file.
Parameters
----------
file: path to the file
"""
if rasterio is None:
raise ImportError('This feature needs rasterio to be insalled')
# brutally efficient
with rasterio.Env():
with rasterio.open(file) as src:
nxny = (src.width, src.height)
ul_corner = (src.bounds.left, src.bounds.top)
proj = pyproj.Proj(src.crs)
dxdy = (src.res[0], -src.res[1])
grid = Grid(x0y0=ul_corner, nxny=nxny, dxdy=dxdy,
pixel_ref='corner', proj=proj)
# done
self.file = file
GeoDataset.__init__(self, grid)
def get_vardata(self, var_id=1):
"""Read the geotiff band.
Parameters
----------
var_id: the variable name (here the band number)
"""
wx = (self.sub_x[0], self.sub_x[1]+1)
wy = (self.sub_y[0], self.sub_y[1]+1)
with rasterio.Env():
with rasterio.open(self.file) as src:
band = src.read(var_id, window=(wy, wx))
return band
| (file) | [
0.03828811272978783,
-0.09657153487205505,
-0.005777629557996988,
0.07918430864810944,
-0.01183598954230547,
-0.035082343965768814,
-0.057232942432165146,
0.030590645968914032,
-0.00001718311250442639,
-0.06172464042901993,
0.028833812102675438,
0.015739059075713158,
-0.0649847462773323,
0.037418752908706665,
-0.03473822399973869,
-0.012261614203453064,
-0.10620695352554321,
0.053538158535957336,
-0.0050893849693238735,
-0.04089619591832161,
-0.026932084932923317,
-0.012116720899939537,
0.03006540611386299,
0.007389569655060768,
0.042671144008636475,
0.057232942432165146,
0.005931578576564789,
-0.04136710241436958,
0.03502801060676575,
-0.016662755981087685,
-0.08461781591176987,
-0.07114271819591522,
-0.01869126409292221,
-0.006819051690399647,
-0.01150092389434576,
-0.05520443245768547,
0.005519537720829248,
0.054117731750011444,
-0.06831729412078857,
-0.00011461304529802874,
-0.03185846284031868,
-0.094398133456707,
0.0268777497112751,
-0.008852088823914528,
-0.0006231553852558136,
-0.02928660437464714,
-0.029522055760025978,
-0.105047807097435,
-0.02024886943399906,
-0.000399306183680892,
0.02309240587055683,
-0.018890492618083954,
-0.02584538236260414,
0.04314204677939415,
-0.03546268865466118,
0.05987725034356117,
-0.018274696543812752,
0.10685897618532181,
0.0013074376620352268,
-0.015141373500227928,
-0.05495087057352066,
-0.016599364578723907,
0.008209124207496643,
-0.03247426077723503,
-0.028544023633003235,
0.007122422568500042,
-0.076866015791893,
0.009200738742947578,
0.025863494724035263,
0.045605238527059555,
-0.034412212669849396,
0.042308907955884933,
0.06100017577409744,
-0.0013130975421518087,
0.0016447679372504354,
0.04882911965250969,
-0.0634271427989006,
-0.017006877809762955,
0.03126077726483345,
-0.011609593406319618,
-0.03828811272978783,
0.026298174634575844,
0.05643602833151817,
0.039229921996593475,
0.010658729821443558,
-0.056798260658979416,
0.05788496509194374,
-0.00001227491520694457,
0.006882442627102137,
-0.048792894929647446,
-0.01342981867492199,
0.035698141902685165,
0.01611034944653511,
-0.016391079872846603,
0.011926548555493355,
-0.046800609678030014,
-0.04071507975459099,
0.055856455117464066,
-0.06089150533080101,
-0.019995305687189102,
-0.012868355959653854,
-0.05600134655833244,
-0.0089517030864954,
0.022802619263529778,
-0.004496227018535137,
0.035788699984550476,
0.02901492826640606,
0.01369243860244751,
-0.04661949351429939,
0.0036970488727092743,
-0.0475250780582428,
0.01669897884130478,
-0.02229549176990986,
0.002160951029509306,
-0.006121751386672258,
-0.03586114943027496,
-0.013601879589259624,
0.030554423108696938,
-0.017115548253059387,
-0.05777629464864731,
-0.028870034962892532,
0.04520678147673607,
-0.03135133534669876,
0.09323898702859879,
-0.019071610644459724,
0.03404998034238815,
0.07759048044681549,
-0.002170006977394223,
-0.059804800897836685,
-0.04314204677939415,
0.011727320030331612,
0.002194910543039441,
-0.02359953336417675,
0.041729334741830826,
0.06813617795705795,
0.002180194715037942,
0.017178937792778015,
0.02720375917851925,
-0.0032601042184978724,
0.024650011211633682,
0.020973337814211845,
-0.022422272711992264,
-0.012243502773344517,
0.01972363144159317,
-0.025791047140955925,
0.03339795768260956,
-0.009132820181548595,
-0.05857320874929428,
-0.017079323530197144,
-0.06038437783718109,
-0.05560288950800896,
-0.009925206191837788,
-0.03417675942182541,
-0.0017081588739529252,
0.032764047384262085,
-0.01781284809112549,
-0.021715916693210602,
0.01559416577219963,
0.030282747000455856,
0.005587456747889519,
-0.0637531504034996,
0.04133087769150734,
-0.04415630176663399,
0.006144390907138586,
-0.04089619591832161,
-0.01438068225979805,
-0.036368273198604584,
-0.08077813684940338,
-0.004272094927728176,
0.026732854545116425,
0.020448097959160805,
-0.02082844451069832,
-0.0029657892882823944,
0.01114774588495493,
-0.007520879618823528,
0.04401140660047531,
-0.0015768490266054869,
0.00856682937592268,
0.007280899677425623,
0.08099547773599625,
-0.010966628789901733,
-0.011989939026534557,
-0.03421298414468765,
0.08019856363534927,
-0.007407681550830603,
-0.0016504278173670173,
0.08041590452194214,
-0.058355867862701416,
0.061362408101558685,
0.005587456747889519,
0.0647311806678772,
0.016291465610265732,
-0.062050651758909225,
-0.009544860571622849,
0.06483985483646393,
-0.04169311374425888,
0.05853698402643204,
-0.026298174634575844,
0.018818046897649765,
0.09773068130016327,
-0.0700560212135315,
-0.01739627867937088,
0.025555595755577087,
0.003149170195683837,
-0.05944256857037544,
0.004115881863981485,
0.009119235910475254,
0.014498407952487469,
-0.07527218759059906,
0.047742415219545364,
0.023201076313853264,
-0.019325174391269684,
-0.006796411704272032,
0.03781720995903015,
0.06643368303775787,
-0.05509576201438904,
-0.06520208716392517,
0.0409686453640461,
-0.0033348151482641697,
0.03325306251645088,
0.02195136994123459,
0.002771088620647788,
-0.02490357495844364,
-0.02350897528231144,
-0.0010725517058745027,
-0.01680764928460121,
0.0571967177093029,
0.039483483880758286,
0.018618818372488022,
-0.027239982038736343,
-0.008584941737353802,
-0.00796461571007967,
0.0406426340341568,
-0.03013785369694233,
0.014733860269188881,
-0.021842699497938156,
0.030337082222104073,
-0.030681204050779343,
0.03162301331758499,
-0.021715916693210602,
-0.025809159502387047,
0.0069367773830890656,
-0.0040683383122086525,
-0.019162168726325035,
-0.02713131345808506,
-0.08266175538301468,
-0.02144424244761467,
0.027529770508408546,
0.012533290311694145,
-0.009114708751440048,
0.029992960393428802,
-0.0251571387052536,
-0.03738252818584442,
0.05382794514298439,
-0.003183129709213972,
-0.047235287725925446,
-0.02091900259256363,
-0.056110017001628876,
0.025628041476011276,
-0.0671943724155426,
0.013475097715854645,
-0.029992960393428802,
-0.0019458747701719403,
0.06306491047143936,
-0.028888147324323654,
-0.01662653125822544,
-0.006968473084270954,
-0.03084420971572399,
0.006746604572981596,
0.003137850435450673,
0.08403824269771576,
0.10396110266447067,
-0.036802954971790314,
-0.022530943155288696,
-0.002226606011390686,
-0.01851014792919159,
0.040425293147563934,
-0.034231096506118774,
0.016219019889831543,
-0.03366963192820549,
-0.006022137124091387,
-0.027095088735222816,
-0.013538489118218422,
0.0056372638791799545,
0.0075752148404717445,
-0.061797089874744415,
-0.013936946168541908,
0.028562135994434357,
-0.009336576797068119,
-0.04625725746154785,
0.0017307983944192529,
0.051364753395318985,
-0.021118231117725372,
-0.004858461208641529,
0.01921650394797325,
-0.019687408581376076,
-0.07059936970472336,
0.01002482045441866,
0.02274828404188156,
-0.03091665543615818,
-0.00981653667986393,
-0.04658326879143715,
0.021824587136507034,
0.02222304418683052,
-0.04730773717164993,
-0.012180112302303314,
-0.011401309631764889,
0.008018950931727886,
-0.04122220724821091,
0.0027484491001814604,
0.052922360599040985,
0.004446419887244701,
-0.01425390038639307,
-0.01669897884130478,
-0.01150092389434576,
-0.025356367230415344,
0.0139097785577178,
0.03557135909795761,
-0.0179034061729908,
0.04897401109337807,
-0.009861815720796585,
-0.017423447221517563,
-0.01064061839133501,
0.007978199981153011,
0.10809057205915451,
0.037925880402326584,
0.014607078395783901,
0.004235871601849794,
0.031061548739671707,
0.08729834854602814,
-0.021426130086183548,
0.06925910711288452,
0.013964113779366016,
0.03377830237150192,
0.05578400567173958,
0.01520476397126913,
-0.007330706808716059,
-0.018401477485895157,
-0.0030042766593396664,
-0.042164016515016556,
-0.038469232618808746,
0.0048403493128716946,
-0.024650011211633682,
-0.0019492707215249538,
0.03305383399128914,
-0.017441557720303535,
-0.030681204050779343,
-0.07592421025037766,
0.02513902634382248,
0.05024183169007301,
-0.01136508584022522,
0.007769915275275707,
-0.027529770508408546,
0.006846219301223755,
-0.02401610277593136,
0.057667624205350876,
-0.004804125986993313,
0.02323729917407036,
0.035082343965768814,
0.020556768402457237,
0.015711892396211624,
0.013592823408544064,
0.053357042372226715,
-0.012940802611410618,
0.002843535505235195,
-0.07845984399318695,
0.014751971699297428,
0.04444608837366104,
-0.05857320874929428,
0.015403992496430874,
-0.009006038308143616,
-0.013257757760584354,
-0.006909609772264957,
-0.002033037366345525,
0.009354688227176666,
-0.06302868574857712,
0.015512662939727306,
-0.038976360112428665,
-0.03944726288318634,
-0.003554419381543994,
-0.01782190427184105,
0.03584303706884384,
0.022114373743534088,
0.037346307188272476,
0.013004194013774395,
-0.04245380312204361,
-0.03745497763156891,
0.023798761889338493,
-0.005854603834450245,
-0.03218447417020798,
0.008643804118037224,
-0.03763609379529953,
0.014607078395783901,
0.025338254868984222,
0.01601073518395424,
-0.06190576031804085,
-0.015630388632416725,
0.016472581773996353,
0.05712427198886871,
0.01947006769478321,
-0.05324837192893028,
-0.07295388728380203,
-0.01851920410990715,
0.05505954101681709,
0.048177096992731094,
0.01283213309943676,
0.032764047384262085,
-0.0459674708545208,
-0.013801108114421368,
-0.0644051730632782,
0.005139192100614309,
0.054987091571092606,
0.015394937247037888,
0.02128123678267002,
-0.01773134432733059,
0.004908268339931965,
-0.01755928434431553,
0.013846387155354023,
0.017369111999869347,
0.06183331087231636,
-0.03180412948131561,
0.056798260658979416,
-0.007330706808716059,
0.015630388632416725,
-0.015965456143021584,
-0.03988194465637207,
0.013004194013774395,
0.015874896198511124,
-0.053864169865846634,
0.10903237760066986,
-0.041113536804914474,
-0.013330204412341118,
-0.016237130388617516,
-0.013031361624598503,
0.05621868744492531,
0.01200805138796568,
-0.03410431370139122,
-0.0029657892882823944,
0.038722794502973557,
0.027185646817088127,
0.06013081222772598,
0.015449272468686104,
0.057812515646219254,
-0.039483483880758286,
-0.05574778467416763,
-0.06444139778614044,
-0.049915820360183716,
0.023273522034287453,
-0.05183565989136696,
-0.006144390907138586,
0.02137179486453533,
0.03383263945579529,
-0.0006237213383428752,
-0.0016028846148401499,
0.01705215685069561,
-0.015059870667755604,
0.00869361124932766,
-0.004161160904914141,
-0.020629215985536575,
-0.002393007045611739,
-0.03232936933636665,
0.020973337814211845,
0.010658729821443558,
-0.04372161999344826,
0.03309005871415138,
-0.05263257399201393,
0.025084691122174263,
-0.01050478033721447,
-0.028055008500814438,
-0.05987725034356117,
-0.0014285596553236246,
0.03712896630167961,
-0.03444843739271164,
-0.0006712645408697426,
0.04665571451187134,
0.04549656808376312,
-0.04661949351429939,
0.07273654639720917,
-0.005406339652836323,
-0.08664632588624954,
-0.005025994032621384,
-0.00018762580293696374,
0.02117256633937359,
-0.021045785397291183,
-0.022802619263529778,
0.016726145520806313,
0.038360562175512314,
0.015485495328903198,
0.006244005169719458,
-0.0640791580080986,
-0.05277746543288231,
0.05589267611503601,
-0.052668794989585876,
0.04020795226097107,
-0.02532014437019825,
0.05313970148563385,
0.02238604985177517,
-0.013366427272558212,
0.021643470972776413,
-0.0051935273222625256,
0.016164684668183327,
0.0009746353607624769,
-0.015603221952915192,
-0.007910280488431454,
0.024233441799879074,
0.005560289137065411,
0.010495725087821484,
0.033035725355148315,
0.022186821326613426,
0.0023171643260866404,
-0.04527922719717026,
-0.04926379770040512,
0.05158209428191185,
-0.023979878053069115,
0.01575717143714428,
-0.016907263547182083,
-0.025283919647336006,
0.004181536380201578,
-0.06668724864721298,
0.0537554994225502,
-0.027928227558732033,
0.014444073662161827,
0.017459670081734657,
0.02265772596001625,
0.012161999940872192,
-0.005324837286025286,
0.0029363578651100397,
0.0335971862077713,
0.009187155403196812,
0.03385074809193611,
-0.004145313054323196,
-0.03462955355644226,
0.04582257568836212,
-0.026225728914141655,
0.05813852697610855,
-0.004967131186276674,
-0.007588798180222511,
-0.04488077014684677,
-0.013248701579868793,
-0.07433038204908371,
-0.014018449001014233,
-0.013683382421731949,
0.05708804726600647,
-0.02412477135658264,
-0.005483314394950867,
-0.048104651272296906,
-0.009753145277500153,
0.015313434414565563,
0.09729599952697754,
0.04263491928577423,
0.0703820288181305,
-0.010839846916496754,
-0.007126950193196535,
-0.009735033847391605,
0.03468388691544533,
0.06585410982370377,
-0.02763843908905983,
0.005777629557996988,
-0.036295827478170395,
-0.013121919706463814,
0.025102803483605385,
0.02023075893521309,
0.04057018831372261,
0.10280195623636246,
-0.05495087057352066,
-0.004258511122316122,
0.03653128072619438,
0.0425262488424778,
-0.043612949550151825,
-0.0125785693526268,
0.026243839412927628,
0.012415563687682152,
0.010622506961226463,
0.010405166074633598,
0.0014987423783168197,
0.00989803858101368,
-0.030862320214509964,
-0.021480465307831764,
0.027239982038736343,
-0.02979373186826706,
0.01766795478761196,
0.025972165167331696,
0.055675338953733444,
-0.007783499080687761,
-0.00883397739380598,
0.03348851576447487,
-0.005881771445274353,
0.05190810561180115,
-0.01559416577219963,
-0.014688581228256226,
0.051292307674884796,
-0.012877412140369415,
0.011446588672697544,
0.005306725390255451,
-0.028109343722462654,
-0.013592823408544064,
-0.01183598954230547,
-0.05288613587617874,
0.0029748452361673117,
-0.02265772596001625,
-0.014281067997217178,
-0.04183800518512726,
-0.06744793802499771,
-0.014281067997217178,
-0.0159382876008749,
-0.056979380548000336,
-0.0179034061729908,
-0.015548886731266975,
-0.052668794989585876,
-0.027747109532356262,
0.05915278196334839,
-0.004550562240183353,
0.036911625415086746,
0.00434906966984272,
-0.0018643721705302596,
-0.020103976130485535,
-0.04864799976348877,
0.04690928012132645,
0.0179034061729908,
-0.012478955090045929,
-0.02877947688102722,
0.011202081106603146,
-0.01990474760532379,
0.004199648275971413,
0.011808821931481361,
-0.01903538778424263,
0.05690693110227585,
-0.028833812102675438,
-0.0317135713994503,
0.01963307335972786,
0.0042630392126739025,
-0.04701795056462288,
0.02901492826640606,
-0.000140719348564744,
-0.00783783383667469,
-0.05346570909023285,
0.010912293568253517,
0.03435787558555603,
-0.04694550111889839,
0.018102634698152542,
-0.02169780619442463,
0.011220192536711693,
0.0334341824054718,
0.005804796703159809,
0.011093410663306713,
-0.06139863282442093,
0.00428567873314023,
-0.0003828924673143774,
0.005198055412620306,
-0.014842530712485313,
-0.049734704196453094,
0.045605238527059555,
0.04730773717164993,
-0.016599364578723907,
-0.017332887277007103,
0.0649847462773323,
-0.02238604985177517,
0.00010626468429109082,
0.01956062577664852,
0.012986082583665848,
-0.019922859966754913,
0.026479292660951614,
0.02550126053392887,
0.0030767235439270735,
0.0023205603938549757,
-0.05234278738498688,
0.010586283169686794,
-0.011482811532914639,
0.04513433203101158,
0.04607614129781723,
-0.0014794986927881837,
0.01369243860244751,
-0.017595507204532623,
0.020955225452780724,
0.014045615680515766,
-0.026370622217655182,
0.042598698288202286,
-0.028725141659379005,
0.002189250662922859,
0.04321449249982834,
0.007498240098357201,
0.07635888457298279,
-0.010079155676066875,
0.031315114349126816,
0.060601718723773956,
0.05600134655833244,
-0.004174744710326195,
-0.017341943457722664,
0.04745262861251831,
0.059044111520051956,
0.007000168319791555,
0.06831729412078857,
0.05708804726600647,
0.03377830237150192,
-0.002399798948317766,
-0.042164016515016556,
-0.007951032370328903,
-0.022277379408478737,
-0.006873386446386576,
-0.014806306920945644,
-0.023472750559449196,
-0.059478793293237686,
-0.044482313096523285,
0.04082375019788742,
0.04506188631057739,
0.0006984320934861898,
-0.030807984992861748,
0.010486668907105923,
-0.0007306935149244964,
-0.023527085781097412,
-0.009517693892121315,
0.03658561408519745,
0.014579910784959793,
0.009390912018716335,
-0.026986418291926384,
0.04538789764046669,
-0.015702836215496063,
0.03394130989909172,
-0.034412212669849396,
-0.011609593406319618,
0.037346307188272476,
0.018745599314570427,
0.03615093603730202,
0.04966225475072861,
-0.01520476397126913,
0.04513433203101158,
0.02814556658267975,
-0.040859974920749664,
-0.045098111033439636,
0.021915145218372345,
-0.011120578274130821,
0.012415563687682152,
0.013538489118218422,
-0.022712059319019318,
-0.021933257579803467,
-0.013529432937502861,
0.006388898938894272,
-0.030699316412210464,
-0.029739396646618843,
0.05505954101681709,
-0.008883784525096416,
-0.05813852697610855,
-0.0195425134152174,
0.01798490807414055,
-0.021317459642887115,
-0.0040819221176207066,
0.05216166749596596,
0.014661413617432117,
-0.048104651272296906,
0.020266981795430183,
0.06599900126457214,
0.014299179427325726,
0.011781655251979828,
0.0044351001270115376,
0.05755895376205444,
-0.008766057901084423,
0.051183637231588364,
-0.04162066429853439,
-0.0027620329055935144,
0.010214993730187416,
-0.018999163061380386,
-0.00800536759197712,
-0.005315781105309725,
-0.0065020970068871975,
-0.021317459642887115,
0.037599869072437286,
-0.05364682897925377,
0.015902064740657806
] |
22,553 | salem.datasets | __init__ | Open the file.
Parameters
----------
file: path to the file
| def __init__(self, file):
"""Open the file.
Parameters
----------
file: path to the file
"""
if rasterio is None:
raise ImportError('This feature needs rasterio to be insalled')
# brutally efficient
with rasterio.Env():
with rasterio.open(file) as src:
nxny = (src.width, src.height)
ul_corner = (src.bounds.left, src.bounds.top)
proj = pyproj.Proj(src.crs)
dxdy = (src.res[0], -src.res[1])
grid = Grid(x0y0=ul_corner, nxny=nxny, dxdy=dxdy,
pixel_ref='corner', proj=proj)
# done
self.file = file
GeoDataset.__init__(self, grid)
| (self, file) | [
0.0072052874602377415,
-0.0321991890668869,
0.0009944329503923655,
0.09199768304824829,
-0.02434704452753067,
-0.022316625341773033,
-0.041758324950933456,
0.04639414697885513,
-0.004622344858944416,
-0.03572097793221474,
0.03052813746035099,
0.05764229968190193,
-0.04977218434214592,
0.05002374202013016,
-0.02610793709754944,
-0.007070525083690882,
-0.07589808851480484,
0.037733424454927444,
-0.03723031282424927,
-0.0181659497320652,
-0.034301482141017914,
-0.013269588351249695,
0.032127317041158676,
0.038020920008420944,
0.046286337077617645,
0.03852403163909912,
-0.011014566756784916,
0.01493165548890829,
0.04610665142536163,
-0.05972662195563316,
-0.0771918073296547,
-0.023197073489427567,
-0.039386507123708725,
0.040644288063049316,
0.02271192893385887,
-0.04837065935134888,
0.031157027930021286,
0.03496630862355232,
-0.06547647714614868,
0.001193768810480833,
-0.03439132124185562,
-0.05167682468891144,
-0.019315920770168304,
-0.005848681088536978,
0.024113455787301064,
-0.017267534509301186,
0.01953154057264328,
-0.06314060091972351,
-0.06360777467489243,
0.0038250014185905457,
-0.018597187474370003,
0.02641339786350727,
-0.010484501719474792,
0.04481293633580208,
-0.029054738581180573,
0.04319578781723976,
-0.019729191437363625,
0.1193813681602478,
0.03379836678504944,
-0.024832187220454216,
-0.06199062615633011,
-0.015353910624980927,
0.011320027522742748,
-0.06619521230459213,
0.0038923826068639755,
0.006208046805113554,
-0.06845921277999878,
-0.03241480886936188,
0.04157864302396774,
0.059618812054395676,
0.021777577698230743,
0.08308541029691696,
0.05491111800074577,
-0.014176987111568451,
0.012380157597362995,
0.06400308012962341,
-0.08905088156461716,
0.004220304079353809,
0.018525315448641777,
-0.03841622173786163,
-0.01444651186466217,
0.022460373118519783,
0.055342357605695724,
0.016297245398163795,
-0.0034611434675753117,
-0.06349996477365494,
0.09012898057699203,
0.007182827219367027,
-0.04143489524722099,
-0.028300069272518158,
-0.012227426283061504,
0.021508052945137024,
-0.027725083753466606,
-0.041470833122730255,
0.027473527938127518,
-0.037733424454927444,
0.016414040699601173,
0.0346967838704586,
-0.05203619226813316,
-0.015048449859023094,
-0.01843547448515892,
-0.06619521230459213,
0.001975389663130045,
0.001487999688833952,
-0.025550920516252518,
-0.005956490524113178,
0.05545016750693321,
0.028300069272518158,
-0.06712955981492996,
0.013458254747092724,
-0.06615927070379257,
0.04024898633360863,
0.010394660755991936,
0.049305010586977005,
-0.016405055299401283,
-0.04060835391283035,
-0.008031829260289669,
0.003789064707234502,
0.0022291920613497496,
-0.02476031519472599,
-0.024670472368597984,
0.05415644869208336,
-0.040213052183389664,
0.07819803059101105,
-0.009379451163113117,
0.021238528192043304,
0.025479046627879143,
-0.019208110868930817,
-0.001436340855434537,
-0.0655483528971672,
0.02930629439651966,
-0.04057241603732109,
-0.021957259625196457,
-0.002744657453149557,
0.0273477490991354,
-0.029090674594044685,
0.046969130635261536,
0.018920617178082466,
-0.04204581677913666,
0.06515304744243622,
0.07726368308067322,
-0.019747158512473106,
0.003000705735757947,
-0.017707757651805878,
-0.002726689213886857,
0.05117371305823326,
-0.0387396514415741,
-0.03392414748668671,
-0.02064557373523712,
-0.04987999424338341,
-0.005206314381211996,
-0.04646601900458336,
-0.009051529690623283,
0.02641339786350727,
0.010053263045847416,
-0.06799203902482986,
-0.010475517250597477,
0.015623435378074646,
0.05146120488643646,
0.025263426825404167,
-0.034175701439380646,
0.0789167657494545,
-0.028713339939713478,
0.039278700947761536,
-0.0697888657450676,
0.0021483346354216337,
-0.060445353388786316,
-0.1008380874991417,
-0.02116665430366993,
-0.005965474992990494,
0.030025025829672813,
-0.03036642260849476,
-0.017671821638941765,
0.030474232509732246,
-0.032648395746946335,
0.017833536490797997,
0.0001990550517803058,
0.039674002677202225,
0.0076724630780518055,
0.052611175924539566,
-0.009514213539659977,
0.01678238995373249,
0.03394211456179619,
0.055198609828948975,
0.005008663050830364,
0.03399601951241493,
0.07446062564849854,
-0.04610665142536163,
0.05185650661587715,
-0.013413334265351295,
0.0794917494058609,
0.02380799502134323,
-0.03963806480169296,
-0.010170056484639645,
0.039925556629896164,
-0.04423794895410538,
0.04107552766799927,
-0.015919912606477737,
-0.03200154006481171,
0.08229480683803558,
-0.06299684941768646,
0.002243791241198778,
0.04226143658161163,
-0.02600012719631195,
-0.04761599004268646,
0.027150098234415054,
-0.0043932488188147545,
0.010134120471775532,
-0.02075338363647461,
0.0783417820930481,
0.031426552683115005,
-0.024868125095963478,
-0.014742988161742687,
0.02639542892575264,
0.0514252670109272,
-0.04183019697666168,
-0.070938840508461,
0.029773470014333725,
0.0035644611343741417,
0.036906883120536804,
0.06540460139513016,
0.04977218434214592,
0.003373547922819853,
-0.034175701439380646,
0.021472115069627762,
-0.036942820996046066,
0.040069304406642914,
0.007429891265928745,
0.0013274080120027065,
0.0008254186832346022,
-0.003169158473610878,
-0.06123596057295799,
0.010232945904135704,
-0.037913110107183456,
0.01442854292690754,
-0.06332027912139893,
0.02736571803689003,
0.010403644293546677,
-0.019028427079319954,
-0.023592375218868256,
-0.02404158189892769,
0.00020986409799661487,
-0.03250465169548988,
-0.04980812221765518,
-0.018058139830827713,
-0.040356796234846115,
-0.050383105874061584,
0.029468009248375893,
0.025766538456082344,
0.0005528058973141015,
0.027976639568805695,
0.021400243043899536,
-0.049448754638433456,
0.041758324950933456,
-0.023700185120105743,
-0.06892639398574829,
-0.03769749030470848,
-0.08452287316322327,
0.026179809123277664,
-0.02184944972395897,
0.010394660755991936,
-0.03766155242919922,
0.029611755162477493,
0.06924982368946075,
0.01651286520063877,
-0.004258486442267895,
-0.03245074674487114,
0.0008012737962417305,
0.06490149348974228,
-0.02161586284637451,
0.08114483207464218,
0.11125969886779785,
0.020411986857652664,
-0.00468074157834053,
0.008458576165139675,
-0.04919720068573952,
0.006163126323372126,
-0.05609702691435814,
0.03697875887155533,
0.022101005539298058,
0.02323300950229168,
0.007223255932331085,
-0.01284733321517706,
0.02253224514424801,
-0.0038294934201985598,
-0.05307835340499878,
-0.0025470061227679253,
0.03999743238091469,
-0.055198609828948975,
-0.04125521332025528,
-0.01924404688179493,
0.04190206900238991,
-0.04233330860733986,
-0.01066418457776308,
0.04262080416083336,
-0.04980812221765518,
-0.032127317041158676,
0.02019636705517769,
0.007429891265928745,
-0.038308411836624146,
-0.001350991427898407,
-0.06037348136305809,
0.05016748607158661,
-0.0036161199677735567,
-0.0021034139208495617,
-0.014590257778763771,
-0.05419238656759262,
0.013691842555999756,
-0.0257126335054636,
0.024149391800165176,
0.04966437444090843,
0.02404158189892769,
-0.011113392189145088,
0.002114644041284919,
0.002139350399374962,
0.008822434581816196,
0.00041102481191046536,
0.005035615526139736,
0.012038759887218475,
0.005722902715206146,
-0.03228903189301491,
-0.01872296631336212,
-0.014527369290590286,
-0.03424757719039917,
0.018112044781446457,
0.05128152295947075,
0.03572097793221474,
0.003959763795137405,
0.005987935233861208,
0.059762559831142426,
0.02668292261660099,
0.04179425910115242,
0.02116665430366993,
0.015641402453184128,
0.020394017919898033,
0.03257652372121811,
0.009118910878896713,
-0.0007254700176417828,
0.016467945650219917,
-0.036367833614349365,
-0.0020045882556587458,
0.007820701226592064,
-0.004559455439448357,
-0.016845278441905975,
-0.027976639568805695,
-0.023430660367012024,
-0.030492201447486877,
-0.0965975672006607,
0.014742988161742687,
0.02294551581144333,
-0.0036026437301188707,
0.001878810115158558,
-0.022783800959587097,
-0.0019810048397630453,
-0.015641402453184128,
0.05688763037323952,
-0.022352563217282295,
0.03723031282424927,
0.039278700947761536,
0.003236539661884308,
0.02776101976633072,
-0.017528073862195015,
0.006032856181263924,
-0.020268240943551064,
-0.020016683265566826,
-0.035810817033052444,
-0.008009368553757668,
0.018902650102972984,
-0.055773597210645676,
0.016396071761846542,
0.007573637645691633,
-0.03433741629123688,
-0.00796893984079361,
0.02653917670249939,
0.035954564809799194,
-0.028300069272518158,
-0.00329942861571908,
-0.010026310570538044,
-0.04096771776676178,
-0.013575049117207527,
-0.04704100266098976,
0.004766091238707304,
0.05002374202013016,
0.012056727893650532,
-0.02930629439651966,
-0.028425848111510277,
-0.027994608506560326,
0.038703713566064835,
-0.008687672205269337,
-0.01635115034878254,
-0.014060192741453648,
-0.03352884203195572,
0.014698067680001259,
0.03394211456179619,
0.015722259879112244,
-0.009051529690623283,
0.04837065935134888,
0.024670472368597984,
0.07381376624107361,
0.030456265434622765,
-0.04603477939963341,
-0.078629270195961,
0.010700121521949768,
0.046933192759752274,
0.019441697746515274,
0.0034858498256653547,
0.03396008163690567,
-0.05117371305823326,
0.04028492420911789,
-0.02874927595257759,
0.019765127450227737,
0.03316947817802429,
0.028282100334763527,
0.03094140812754631,
-0.050670601427555084,
0.015452736057341099,
-0.00865173526108265,
-0.004662773106247187,
0.006603349465876818,
0.018318679183721542,
-0.040213052183389664,
0.04621446132659912,
-0.02779695764183998,
0.0069716996513307095,
-0.0024302122183144093,
-0.05688763037323952,
0.03081563115119934,
-0.024562662467360497,
0.030689852312207222,
0.05972662195563316,
-0.08732593059539795,
-0.007892575114965439,
0.0009540042956359684,
-0.03245074674487114,
0.021669767796993256,
0.0026121411938220263,
-0.05297054350376129,
0.005754347424954176,
0.03496630862355232,
0.038703713566064835,
0.05444394424557686,
-0.015883974730968475,
0.04096771776676178,
-0.058253221213817596,
-0.0649733617901802,
-0.04409420117735863,
-0.022604119032621384,
0.0437348373234272,
0.00017841957742348313,
-0.006037347950041294,
0.01981903240084648,
0.04165051504969597,
0.003306166734546423,
-0.0181659497320652,
0.026988383382558823,
-0.0443098209798336,
-0.028300069272518158,
0.0034027465153485537,
0.03052813746035099,
0.004819995723664761,
-0.029611755162477493,
0.011598536744713783,
0.0002806142729241401,
-0.06544054299592972,
-0.0022606365382671356,
-0.039530254900455475,
0.012128600850701332,
0.026161842048168182,
-0.029180515557527542,
-0.07683244347572327,
-0.003757620230317116,
-0.016144515946507454,
-0.03820060193538666,
-0.03572097793221474,
0.0273477490991354,
0.032792143523693085,
-0.00642366660758853,
0.05897195264697075,
0.019441697746515274,
-0.033906176686286926,
-0.010241929441690445,
-0.012227426283061504,
0.022083038464188576,
-0.008525957353413105,
-0.0063922218978405,
0.008746068924665451,
-0.010960661806166172,
-0.018902650102972984,
-0.021526020020246506,
-0.043806709349155426,
-0.019064364954829216,
0.07496374100446701,
-0.05695950612425804,
0.018489379435777664,
0.01980106346309185,
0.08430725336074829,
0.04883783310651779,
0.006994159892201424,
0.006998652126640081,
-0.033474940806627274,
0.01731245592236519,
-0.003930564969778061,
-0.03121093288064003,
-0.004408970940858126,
0.020447922870516777,
0.00748828798532486,
-0.008337290026247501,
0.013224666938185692,
0.016288261860609055,
-0.03697875887155533,
-0.020304176956415176,
-0.03566707298159599,
0.02050182782113552,
0.004878392908722162,
0.009460308589041233,
0.03410382941365242,
-0.05688763037323952,
0.006109221372753382,
-0.09990373253822327,
0.05537829548120499,
-0.0010365461930632591,
0.004325867630541325,
0.043447345495224,
0.03794904425740242,
-0.03392414748668671,
-0.01326060388237238,
0.03166013956069946,
0.007358017843216658,
0.019279982894659042,
0.03613424673676491,
0.016279278323054314,
-0.05185650661587715,
0.003710453398525715,
-0.016261309385299683,
0.04678944870829582,
0.01910030096769333,
0.019441697746515274,
-0.020717447623610497,
-0.030492201447486877,
-0.0585407130420208,
-0.011158312670886517,
-0.01776166260242462,
0.03451710194349289,
-0.03942244499921799,
0.001526182284578681,
-0.05915163829922676,
0.025946222245693207,
0.0039013666100800037,
0.09106333553791046,
-0.0008254186832346022,
0.0691060721874237,
-0.00006776715599698946,
-0.013036000542342663,
-0.027024319395422935,
0.041327085345983505,
0.02984534204006195,
-0.04377077519893646,
-0.04244111850857735,
-0.032522618770599365,
0.010978629812598228,
0.004828980192542076,
0.026215746998786926,
0.04165051504969597,
0.11952511966228485,
-0.0596906840801239,
0.004936789628118277,
0.003047872567549348,
0.049305010586977005,
-0.02353847026824951,
0.004051851108670235,
0.0401771143078804,
0.007200795225799084,
-0.021472115069627762,
0.009325546212494373,
-0.04319578781723976,
-0.005067060235887766,
-0.014437527395784855,
0.03243277594447136,
-0.01581210270524025,
-0.025389205664396286,
0.006405698135495186,
0.019082332029938698,
0.018669061362743378,
-0.007084001321345568,
-0.032810110598802567,
0.04657382890582085,
-0.043447345495224,
0.04966437444090843,
0.011239170096814632,
-0.021004939451813698,
0.09904126077890396,
-0.045603539794683456,
0.013862541876733303,
0.006414682138711214,
-0.048730023205280304,
-0.007447859272360802,
0.015901943668723106,
-0.06346403062343597,
-0.0077623045071959496,
-0.0066213179379701614,
-0.055773597210645676,
0.0005056391237303615,
-0.06917794793844223,
0.00676955608651042,
-0.01760893128812313,
-0.0437348373234272,
-0.022334594279527664,
0.014491432346403599,
-0.07119039446115494,
-0.009927484206855297,
0.05598921701312065,
-0.010304818861186504,
0.006131681613624096,
-0.04362702742218971,
-0.02091509848833084,
-0.03462491184473038,
-0.05250336602330208,
0.027599304914474487,
0.00164971430785954,
-0.022083038464188576,
0.0008984148735180497,
-0.01059231162071228,
0.0118231400847435,
0.004460630007088184,
-0.0014689083909615874,
-0.018219854682683945,
0.0508502833545208,
-0.035541292279958725,
-0.010843867436051369,
0.047364432364702225,
0.0043865106999874115,
-0.04348327964544296,
-0.01540781557559967,
-0.01773471012711525,
0.002984983380883932,
-0.03166013956069946,
-0.0019192388281226158,
0.036098308861255646,
0.00659885723143816,
0.021957259625196457,
-0.024275170639157295,
-0.0018563497578725219,
0.03421163931488991,
0.004045112989842892,
0.007057048846036196,
-0.04995186626911163,
0.011661425232887268,
0.007906051352620125,
0.02707822434604168,
-0.019980747252702713,
-0.038020920008420944,
0.05703137814998627,
0.02157992497086525,
-0.0008860616944730282,
0.03439132124185562,
0.010080215521156788,
-0.049736250191926956,
-0.009801706299185753,
0.011032534763216972,
0.013485207222402096,
0.006261951755732298,
0.014024256728589535,
0.015901943668723106,
0.0035240324214100838,
-0.021669767796993256,
-0.05005967617034912,
0.026089968159794807,
0.008728100918233395,
0.006446126848459244,
0.08437912911176682,
-0.03272027149796486,
0.02308926358819008,
-0.006715651135891676,
0.010358723811805248,
0.033618684858083725,
-0.012811396270990372,
0.01429378055036068,
-0.0564204566180706,
-0.00030181126203387976,
0.08797279000282288,
-0.01161650475114584,
0.08840402215719223,
-0.016144515946507454,
-0.012074695900082588,
0.045567601919174194,
0.06022973358631134,
-0.013835589401423931,
-0.00294006266631186,
0.057139188051223755,
0.07517936080694199,
0.004083295818418264,
0.0700763612985611,
0.03214528411626816,
0.02614387311041355,
-0.00395077932626009,
-0.033331193029880524,
-0.022640055045485497,
-0.0425848662853241,
-0.017078867182135582,
0.01856125146150589,
-0.011787203140556812,
-0.021400243043899536,
-0.03521786257624626,
0.049161262810230255,
0.026305587962269783,
-0.006863889750093222,
-0.014275812543928623,
0.03751780465245247,
0.005727394949644804,
-0.023340819403529167,
0.007694923784583807,
0.054947055876255035,
-0.01679137349128723,
-0.020124493166804314,
-0.0070750173181295395,
0.06364370882511139,
-0.0010741673177108169,
0.023179104551672935,
-0.03579284995794296,
-0.04197394475340843,
0.015641402453184128,
-0.008395686745643616,
-0.004521273076534271,
0.03534364327788353,
-0.0043662963435053825,
0.02668292261660099,
-0.04941282048821449,
-0.06860296428203583,
-0.04952063038945198,
-0.0065943654626607895,
-0.004487582482397556,
0.023322850465774536,
-0.040895845741033554,
0.016467945650219917,
-0.014491432346403599,
-0.016539817675948143,
0.0009657960035838187,
0.01910030096769333,
-0.015848038718104362,
0.02995315194129944,
-0.033331193029880524,
-0.06788422912359238,
-0.013862541876733303,
0.005803760141134262,
-0.06037348136305809,
0.01843547448515892,
0.04333953559398651,
0.02984534204006195,
-0.057426679879426956,
0.06630302220582962,
0.02064557373523712,
0.047508180141448975,
0.03455303609371185,
0.04675351083278656,
0.002551498357206583,
-0.04470512643456459,
0.000685602892190218,
-0.012326252646744251,
0.0024436884559690952,
-0.029090674594044685,
-0.0327741764485836,
0.012775460258126259,
-0.0117512671276927,
-0.02062760666012764,
0.013422318734228611,
0.04024898633360863,
0.0011432329192757607,
0.020124493166804314
] |
22,558 | salem.datasets | GoogleCenterMap | Google static map centered on a point.
Needs motionless.
| class GoogleCenterMap(GeoDataset):
"""Google static map centered on a point.
Needs motionless.
"""
def __init__(self, center_ll=(11.38, 47.26), size_x=640, size_y=640,
scale=1, zoom=12, maptype='satellite', use_cache=True,
**kwargs):
"""Initialize
Parameters
----------
center_ll : tuple
tuple of lon, lat center of the map
size_x : int
image size
size_y : int
image size
scale : int
image scaling factor. 1, 2. 2 is higher resolution but takes
longer to download
zoom : int
google zoom level (https://developers.google.com/maps/documentation/
static-maps/intro#Zoomlevels). 1 (world) - 20 (buildings)
maptype : str, default: 'satellite'
'roadmap', 'satellite', 'hybrid', 'terrain'
use_cache : bool, default: True
store the downloaded image in the cache to avoid future downloads
kwargs : **
any keyword accepted by motionless.CenterMap (e.g. `key` for the API)
"""
global API_KEY
# Google grid
grid = gis.googlestatic_mercator_grid(center_ll=center_ll,
nx=size_x, ny=size_y,
zoom=zoom, scale=scale)
if 'key' not in kwargs:
if API_KEY is None:
with open(utils.get_demo_file('.api_key'), 'r') as f:
API_KEY = f.read().replace('\n', '')
kwargs['key'] = API_KEY
# Motionless
import motionless
googleurl = motionless.CenterMap(lon=center_ll[0], lat=center_ll[1],
size_x=size_x, size_y=size_y,
maptype=maptype, zoom=zoom, scale=scale,
**kwargs)
# done
self.googleurl = googleurl
self.use_cache = use_cache
GeoDataset.__init__(self, grid)
@lazy_property
def _img(self):
"""Download the image."""
if self.use_cache:
return utils.joblib_read_img_url(self.googleurl.generate_url())
else:
from matplotlib.image import imread
fd = urlopen(self.googleurl.generate_url())
return imread(io.BytesIO(fd.read()))
def get_vardata(self, var_id=0):
"""Return and subset the image."""
return self._img[self.sub_y[0]:self.sub_y[1]+1,
self.sub_x[0]:self.sub_x[1]+1, :]
| (center_ll=(11.38, 47.26), size_x=640, size_y=640, scale=1, zoom=12, maptype='satellite', use_cache=True, **kwargs) | [
0.0718802884221077,
-0.06602822989225388,
-0.06468071043491364,
0.05936765298247337,
0.0030920652206987143,
-0.01783532090485096,
-0.060715168714523315,
0.014062279835343361,
0.01826845109462738,
0.03243660554289818,
0.026045536622405052,
0.026757793501019478,
-0.014216281473636627,
0.04931904375553131,
0.014187405817210674,
-0.015717796981334686,
-0.05852064490318298,
0.000495091371703893,
0.0028057184536010027,
-0.06352569907903671,
0.01083786878734827,
-0.0032797548919916153,
0.006208193488419056,
-0.03859667479991913,
0.029414324089884758,
0.04843353107571602,
-0.00003694010229082778,
0.006121567450463772,
0.025487279519438744,
-0.016420431435108185,
-0.0529765821993351,
-0.006521009374409914,
0.003652727697044611,
0.021540986374020576,
0.024197516962885857,
-0.07145678251981735,
0.07522983103990555,
0.021059731021523476,
-0.11280623823404312,
-0.01424515713006258,
-0.031936101615428925,
-0.04227346554398537,
0.019153960049152374,
-0.05509410426020622,
0.046893514692783356,
-0.018306951969861984,
-0.07700084894895554,
-0.0062466938979923725,
-0.018788207322359085,
-0.05613361671566963,
0.0003886136400979012,
-0.013994904235005379,
-0.0013547335984185338,
0.05243757739663124,
-0.018095199018716812,
0.09494204074144363,
0.02071322873234749,
0.13937152922153473,
0.009485541842877865,
-0.00934116542339325,
-0.029356572777032852,
-0.03665240481495857,
-0.0016723620938137174,
-0.03984794020652771,
-0.010828244499862194,
-0.005361184012144804,
-0.039809439331293106,
0.006843450479209423,
-0.0022679155226796865,
0.030126580968499184,
-0.010202611796557903,
0.021925991401076317,
0.010876369662582874,
0.018759330734610558,
-0.021252233535051346,
0.028163060545921326,
-0.05640311911702156,
-0.06737574189901352,
0.06260168552398682,
-0.01807594858109951,
-0.036767903715372086,
-0.03480438143014908,
0.04889553785324097,
-0.07688534259796143,
0.028066808357834816,
-0.05905964970588684,
0.05166756734251976,
-0.020655477419495583,
0.009702106937766075,
-0.014861163683235645,
-0.030261332169175148,
0.07392081618309021,
-0.00042380543891340494,
-0.0019370525842532516,
0.011386500671505928,
0.03721065819263458,
0.007560520898550749,
-0.016786184161901474,
-0.010048610158264637,
0.005577748641371727,
0.051706068217754364,
-0.04758652299642563,
0.02999182976782322,
0.010799368843436241,
0.0032268166542053223,
-0.015891049057245255,
-0.009302664548158646,
-0.002009240910410881,
-0.07022476941347122,
0.019904719665646553,
-0.05382359027862549,
0.0015472357627004385,
-0.047086019068956375,
0.020366724580526352,
0.0064632585272192955,
-0.009225663729012012,
0.004285578615963459,
0.004995429888367653,
-0.0406949482858181,
-0.020867230370640755,
-0.06383369863033295,
0.034688882529735565,
-0.0501275509595871,
-0.012503012083470821,
0.011511626653373241,
0.025102276355028152,
0.06675973534584045,
0.015342419035732746,
-0.018306951969861984,
-0.051821570843458176,
-0.00317147234454751,
-0.032802361994981766,
-0.011877380311489105,
0.03915493190288544,
0.052206575870513916,
-0.024909773841500282,
0.040348444133996964,
-0.010048610158264637,
-0.03274460881948471,
0.08647195249795914,
-0.02213774435222149,
-0.004381829407066107,
0.012993892654776573,
0.06491171568632126,
0.0005597600829787552,
-0.025525780394673347,
0.005548873450607061,
-0.017970072105526924,
0.0008145245956256986,
-0.10264212638139725,
0.030434584245085716,
-0.03545888885855675,
0.007112953346222639,
0.028625065460801125,
-0.030145831406116486,
-0.03890467807650566,
0.019250212237238884,
0.004600800573825836,
0.059483155608177185,
0.03001108020544052,
-0.03902018070220947,
0.002413495210930705,
-0.015573421493172646,
0.006405508145689964,
-0.030992841348052025,
-0.04616200923919678,
0.03368787094950676,
-0.05232207477092743,
-0.008301653899252415,
0.048587534576654434,
0.030800338834524155,
-0.0036912281066179276,
0.029221821576356888,
-0.030492335557937622,
0.02989557944238186,
0.057866137474775314,
0.01169450394809246,
-0.018403202295303345,
0.039809439331293106,
0.031108342111110687,
-0.020462974905967712,
-0.001797488541342318,
-0.04893403872847557,
0.025622032582759857,
-0.025891534984111786,
0.060907669365406036,
0.05551761016249657,
-0.011011120863258839,
0.002836999949067831,
0.0034915071446448565,
-0.013186395168304443,
-0.02421676553785801,
-0.026719294488430023,
0.008109151385724545,
0.06264019012451172,
0.006727948784828186,
0.0364406518638134,
-0.024178266525268555,
0.002296790946274996,
0.07900287210941315,
-0.07769385725259781,
-0.010606866329908371,
0.02962607517838478,
-0.017710193991661072,
-0.019538965076208115,
0.03486213460564613,
-0.006323694717139006,
0.03690265491604805,
-0.04369797930121422,
0.013138269074261189,
-0.037999916821718216,
0.01778719574213028,
-0.023677760735154152,
-0.01570817269384861,
0.08739595860242844,
-0.12004432082176208,
-0.024755772203207016,
0.028028307482600212,
-0.001686799805611372,
0.01220463402569294,
0.025776034221053123,
-0.03896242752671242,
0.01309976913034916,
0.017536943778395653,
-0.004235046450048685,
-0.01434140745550394,
0.05382359027862549,
0.01940421387553215,
-0.010529865510761738,
-0.06106167286634445,
0.008648158051073551,
-0.020020220428705215,
0.021136732771992683,
-0.021271483972668648,
0.02269599959254265,
-0.08670295029878616,
0.05751963332295418,
0.02696954645216465,
-0.002750373911112547,
-0.005120556335896254,
-0.03438087925314903,
0.01471678726375103,
-0.01173300389200449,
0.05289958044886589,
-0.044429488480091095,
-0.018278075382113457,
-0.05224507302045822,
0.05609511584043503,
0.027393050491809845,
-0.005000242497771978,
0.02329275570809841,
-0.039693936705589294,
-0.04042544588446617,
0.05790463835000992,
0.023158004507422447,
-0.09424903988838196,
-0.006063816603273153,
0.0033567557111382484,
0.03245585784316063,
-0.021329235285520554,
-0.010895620100200176,
-0.04238896816968918,
-0.043967485427856445,
0.04211946204304695,
0.013879402540624142,
-0.013119019567966461,
0.025891534984111786,
0.03153184801340103,
0.00931710284203291,
0.046970516443252563,
0.09532704949378967,
0.11041921377182007,
-0.02745080180466175,
-0.03461188077926636,
0.008792534470558167,
0.0013655618531629443,
0.003992012701928616,
-0.06941626220941544,
0.018355077132582664,
-0.0397324375808239,
0.034496378153562546,
-0.04531499743461609,
-0.03162809833884239,
-0.01703643798828125,
0.0007152656908147037,
-0.07584583759307861,
0.042542967945337296,
0.018152950331568718,
0.045931003987789154,
-0.0013511242577806115,
-0.038750674575567245,
0.03199385106563568,
-0.00676644966006279,
-0.03798066824674606,
-0.006631697993725538,
-0.05401609465479851,
-0.002415901515632868,
0.040733449161052704,
-0.045931003987789154,
-0.027008047327399254,
0.02733530104160309,
-0.039809439331293106,
0.03561289235949516,
0.048780035227537155,
0.007541270460933447,
0.006169693078845739,
-0.01168487872928381,
-0.020674727857112885,
0.01865345612168312,
-0.0002577723644208163,
0.039308931678533554,
0.0022643061820417643,
-0.040271442383527756,
-0.006054191384464502,
-0.05651862174272537,
0.0030198770109564066,
0.06225518509745598,
0.03428462892770767,
0.03576689213514328,
0.06691373884677887,
-0.00634294468909502,
-0.016372304409742355,
-0.021502487361431122,
0.011347999796271324,
0.05848214402794838,
-0.03130084276199341,
0.08185189962387085,
0.009817607700824738,
0.057481132447719574,
0.045661501586437225,
-0.006179317831993103,
0.023119503632187843,
-0.025429530069231987,
0.030973590910434723,
0.029568325728178024,
0.017017187550663948,
-0.04365948215126991,
-0.07723184674978256,
0.05274558067321777,
-0.07784785330295563,
-0.016680307686328888,
-0.001011839252896607,
-0.05289958044886589,
-0.0023352913558483124,
0.005741375498473644,
-0.030415333807468414,
0.04931904375553131,
-0.06067666783928871,
-0.006997452117502689,
-0.025314029306173325,
0.008922473527491093,
0.025679782032966614,
0.014918914064764977,
0.04762502387166023,
0.032686859369277954,
0.04365948215126991,
0.03965543583035469,
-0.01453390996903181,
0.00714664114639163,
0.0003146206436213106,
0.059290651232004166,
-0.029549075290560722,
-0.024197516962885857,
-0.020328223705291748,
-0.030261332169175148,
-0.03853892534971237,
0.0006966170622035861,
-0.026988796889781952,
0.05166756734251976,
-0.0029428761918097734,
-0.01599692553281784,
-0.06498871743679047,
-0.031281594187021255,
0.03351461887359619,
0.004374610725790262,
-0.024736521765589714,
0.012503012083470821,
0.007858898490667343,
-0.024255266413092613,
-0.02452477067708969,
-0.012454886920750141,
-0.0053034331649541855,
0.011761879548430443,
0.008162089623510838,
0.04227346554398537,
-0.028278561308979988,
0.052476078271865845,
0.026565292850136757,
-0.004976179916411638,
-0.04277396947145462,
0.04435248672962189,
-0.04658551141619682,
0.009018723852932453,
-0.011328749358654022,
0.021617988124489784,
-0.005322683602571487,
-0.014832288026809692,
0.029395073652267456,
0.041580457240343094,
0.011723378673195839,
-0.004762021359056234,
-0.044621989130973816,
0.02951057441532612,
0.042812470346689224,
0.0006845856551080942,
-0.04439098760485649,
0.029472073540091515,
-0.05902114883065224,
-0.0024616208393126726,
0.024813523516058922,
-0.037229910492897034,
0.003517976263538003,
-0.024563269689679146,
0.011656003072857857,
-0.014687911607325077,
-0.0059050023555755615,
-0.04231196641921997,
-0.027508553117513657,
0.006593197584152222,
0.04477599263191223,
0.006703886203467846,
0.020193472504615784,
0.022214744240045547,
-0.009163101203739643,
-0.022927002981305122,
-0.038288671523332596,
-0.02225324511528015,
-0.04000193998217583,
-0.02080947905778885,
0.01855720393359661,
-0.003450600430369377,
-0.008354592137038708,
-0.05378509312868118,
-0.02906781993806362,
-0.014148905873298645,
0.0624476857483387,
0.0013511242577806115,
0.02300400286912918,
0.03665240481495857,
-0.027104297652840614,
-0.013590649701654911,
-0.03305261209607124,
0.023523759096860886,
0.017681319266557693,
-0.01495741493999958,
-0.018422452732920647,
-0.05898264795541763,
0.010799368843436241,
0.021714238449931145,
0.008008087985217571,
-0.0019767561461776495,
0.0756533294916153,
0.01291689183562994,
0.029664576053619385,
0.041195452213287354,
-0.027508553117513657,
-0.055132605135440826,
-0.050589557737112045,
-0.02979932725429535,
-0.01969296671450138,
-0.0012885610340163112,
-0.01824920065701008,
-0.02773955464363098,
0.0061745052225887775,
0.030819589272141457,
0.025140777230262756,
0.028990818187594414,
0.007454644422978163,
-0.061754681169986725,
-0.06591272354125977,
0.01609317772090435,
-0.02460177056491375,
0.05952165648341179,
-0.005187931936234236,
-0.010934120044112206,
0.029972579330205917,
-0.05243757739663124,
0.04908803850412369,
0.0378844179213047,
-0.04843353107571602,
-0.0033350992016494274,
0.00016919132031034678,
0.03886617720127106,
-0.024486269801855087,
-0.041965462267398834,
0.010067860595881939,
0.018480204045772552,
-0.04023294150829315,
-0.005683625116944313,
-0.000059630539908539504,
-0.08354591578245163,
0.0861639454960823,
0.020116470754146576,
0.007324705366045237,
-0.04362098127603531,
0.03907793015241623,
0.045469000935554504,
-0.008840659633278847,
0.06190868094563484,
-0.02612253651022911,
-0.003739353734999895,
-0.0001193362768390216,
-0.018528329208493233,
-0.005659562069922686,
0.04612350836396217,
0.009923484176397324,
-0.014774537645280361,
0.01692093536257744,
-0.014687911607325077,
0.04288947209715843,
-0.016882436349987984,
-0.06290969252586365,
0.03996343910694122,
0.003888542763888836,
0.03984794020652771,
-0.0011874974006786942,
-0.037422411143779755,
-0.004858272150158882,
-0.03253285959362984,
-0.02800905890762806,
0.011810004711151123,
0.05070505663752556,
0.017094187438488007,
0.015149916522204876,
-0.028548063710331917,
0.042735468596220016,
0.02668079361319542,
-0.015737047418951988,
-0.009225663729012012,
0.025679782032966614,
-0.006829012650996447,
-0.04123395308852196,
-0.01541941985487938,
0.02460177056491375,
0.05694212764501572,
0.007420956622809172,
-0.004492518026381731,
-0.03757641464471817,
-0.041195452213287354,
-0.030261332169175148,
-0.011646377854049206,
-0.03490063548088074,
0.036286648362874985,
-0.0463545098900795,
0.01863420568406582,
-0.021406235173344612,
0.03844267129898071,
0.06487321108579636,
0.02837481163442135,
0.015842923894524574,
0.03299486264586449,
0.0510900616645813,
0.008344966918230057,
-0.0355166420340538,
0.03187835216522217,
0.06806875020265579,
-0.04277396947145462,
-0.05594111606478691,
-0.03368787094950676,
-0.0001864864316303283,
0.03224410489201546,
-0.025795284658670425,
-0.009033162146806717,
0.050204552710056305,
-0.04839503392577171,
0.02442851848900318,
-0.009211226366460323,
0.045199498534202576,
-0.03738391026854515,
0.0006899997824802995,
0.03501613438129425,
0.027508553117513657,
0.009509604424238205,
-0.0009883780730888247,
0.013917903415858746,
0.039424434304237366,
0.0065161967650055885,
-0.01950046420097351,
0.019192460924386978,
-0.06106167286634445,
0.029837828129529953,
-0.009817607700824738,
0.10187212377786636,
0.03815392032265663,
-0.006607635412365198,
0.012416386976838112,
-0.010260363109409809,
0.04304347187280655,
0.012820640578866005,
0.003003033110871911,
0.013725400902330875,
0.022387996315956116,
-0.01361952442675829,
0.0005317871109582484,
-0.010087111033499241,
-0.00036364851985126734,
0.00477886525914073,
-0.022291745990514755,
0.023215755820274353,
0.015303918160498142,
-0.008224653080105782,
0.029202571138739586,
-0.07307380437850952,
0.0007531645242124796,
-0.007984025403857231,
-0.03649840131402016,
-0.039231929928064346,
0.040733449161052704,
-0.003729728516191244,
-0.04866453632712364,
-0.01976996660232544,
-0.009533667005598545,
0.0025554655585438013,
-0.05366959050297737,
-0.015688922256231308,
-0.04381348192691803,
-0.0652967169880867,
0.06260168552398682,
0.035420387983322144,
-0.027758805081248283,
0.0025699033867567778,
-0.01495741493999958,
-0.010635741986334324,
0.0020766165107488632,
-0.01850907877087593,
-0.044044483453035355,
0.04030994325876236,
-0.025006024166941643,
-0.009913858957588673,
0.047740526497364044,
0.01706531271338463,
0.019731467589735985,
-0.007069640327244997,
-0.035420387983322144,
0.0633716955780983,
0.02130998484790325,
-0.010327738709747791,
0.04335147514939308,
-0.0037586039397865534,
0.03130084276199341,
-0.006886763032525778,
0.01645893044769764,
0.04997355118393898,
0.05116706341505051,
-0.038076918572187424,
-0.022580498829483986,
0.03532413765788078,
0.05705762654542923,
0.02926032245159149,
-0.021925991401076317,
-0.05336158722639084,
0.04107995331287384,
0.08539394289255142,
0.003594977082684636,
-0.003720103530213237,
-0.01051061600446701,
-0.07599983364343643,
-0.05289958044886589,
0.005572936497628689,
-0.0331488661468029,
-0.022291745990514755,
0.03270610794425011,
0.0012801390839740634,
-0.020193472504615784,
-0.010722368024289608,
-0.06383369863033295,
0.0425814688205719,
-0.04978104680776596,
0.03434237837791443,
0.05736562982201576,
-0.023966513574123383,
-0.009572167880833149,
-0.012223884463310242,
-0.003036720911040902,
0.03607489541172981,
-0.03484288230538368,
0.038384921848773956,
-0.04516099765896797,
-0.03484288230538368,
0.07676984369754791,
0.059752658009529114,
0.06044566631317139,
-0.03938593342900276,
0.06552772223949432,
-0.04558449983596802,
0.009673231281340122,
0.00955773051828146,
-0.05879014730453491,
-0.0020537569653242826,
0.007796335965394974,
0.04000193998217583,
0.0605611652135849,
0.029683826491236687,
-0.04620050638914108,
-0.008498968556523323,
-0.04504549503326416,
-0.055979616940021515,
-0.0354781411588192,
0.01570817269384861,
-0.016584057360887527,
-0.04797152802348137,
-0.04023294150829315,
-0.08177489787340164,
0.004685020074248314,
0.011463501490652561,
0.041965462267398834,
-0.016353053972125053,
0.03738391026854515,
0.01243563648313284,
-0.014601285569369793,
0.05382359027862549,
0.03124309331178665,
0.02175273932516575,
-0.03224410489201546,
-0.008171714842319489,
-0.01002936065196991,
-0.024255266413092613,
-0.0021211327984929085,
0.01168487872928381,
0.025795284658670425,
0.03815392032265663,
-0.026623042300343513,
-0.00654988456517458,
0.00445883022621274,
-0.039809439331293106,
0.01145387627184391,
-0.053438588976860046,
-0.0813898965716362,
-0.0018841144628822803,
0.030684838071465492,
-0.03659465163946152,
0.026353539898991585,
-0.023158004507422447,
0.06591272354125977,
-0.01740219071507454,
-0.02991482987999916,
-0.03545888885855675,
-0.026565292850136757,
-0.03965543583035469,
0.024197516962885857,
-0.039231929928064346,
-0.05859764292836189,
0.004595987964421511,
-0.010760867968201637,
-0.016247179359197617,
0.016150927171111107,
0.020231973379850388,
0.027951307594776154,
-0.01145387627184391,
0.018865207210183144,
0.03738391026854515,
0.023600758984684944,
-0.02034747414290905,
0.02554503083229065,
0.05751963332295418,
-0.03418837487697601,
-0.007165891118347645,
0.0008951348718255758,
0.026141786947846413,
-0.022599749267101288,
-0.013927528634667397,
-0.021444736048579216,
-0.016343429684638977,
-0.04208096116781235,
0.0035901644732803106,
0.05536361038684845,
-0.027008047327399254,
0.06125417351722717
] |
22,559 | salem.datasets | __init__ | Initialize
Parameters
----------
center_ll : tuple
tuple of lon, lat center of the map
size_x : int
image size
size_y : int
image size
scale : int
image scaling factor. 1, 2. 2 is higher resolution but takes
longer to download
zoom : int
google zoom level (https://developers.google.com/maps/documentation/
static-maps/intro#Zoomlevels). 1 (world) - 20 (buildings)
maptype : str, default: 'satellite'
'roadmap', 'satellite', 'hybrid', 'terrain'
use_cache : bool, default: True
store the downloaded image in the cache to avoid future downloads
kwargs : **
any keyword accepted by motionless.CenterMap (e.g. `key` for the API)
| def __init__(self, center_ll=(11.38, 47.26), size_x=640, size_y=640,
scale=1, zoom=12, maptype='satellite', use_cache=True,
**kwargs):
"""Initialize
Parameters
----------
center_ll : tuple
tuple of lon, lat center of the map
size_x : int
image size
size_y : int
image size
scale : int
image scaling factor. 1, 2. 2 is higher resolution but takes
longer to download
zoom : int
google zoom level (https://developers.google.com/maps/documentation/
static-maps/intro#Zoomlevels). 1 (world) - 20 (buildings)
maptype : str, default: 'satellite'
'roadmap', 'satellite', 'hybrid', 'terrain'
use_cache : bool, default: True
store the downloaded image in the cache to avoid future downloads
kwargs : **
any keyword accepted by motionless.CenterMap (e.g. `key` for the API)
"""
global API_KEY
# Google grid
grid = gis.googlestatic_mercator_grid(center_ll=center_ll,
nx=size_x, ny=size_y,
zoom=zoom, scale=scale)
if 'key' not in kwargs:
if API_KEY is None:
with open(utils.get_demo_file('.api_key'), 'r') as f:
API_KEY = f.read().replace('\n', '')
kwargs['key'] = API_KEY
# Motionless
import motionless
googleurl = motionless.CenterMap(lon=center_ll[0], lat=center_ll[1],
size_x=size_x, size_y=size_y,
maptype=maptype, zoom=zoom, scale=scale,
**kwargs)
# done
self.googleurl = googleurl
self.use_cache = use_cache
GeoDataset.__init__(self, grid)
| (self, center_ll=(11.38, 47.26), size_x=640, size_y=640, scale=1, zoom=12, maptype='satellite', use_cache=True, **kwargs) | [
0.05917705222964287,
-0.050002314150333405,
-0.032761454582214355,
0.03843832388520241,
-0.024867359548807144,
-0.016094017773866653,
-0.05718919262290001,
0.008782899007201195,
-0.009614359587430954,
0.042547840625047684,
0.02303241193294525,
0.051646120846271515,
-0.028690166771411896,
0.05451322719454765,
0.030754482373595238,
-0.0016581425443291664,
-0.07045432925224304,
-0.011344179511070251,
-0.013542293570935726,
-0.06299985945224762,
0.011009683832526207,
-0.0007305145263671875,
0.019477201625704765,
-0.0022709863260388374,
0.04839673638343811,
0.05126384273171425,
0.014794263057410717,
0.011315508745610714,
0.03172929584980011,
0.005528734531253576,
-0.027830034494400024,
0.017508456483483315,
-0.0016521693905815482,
0.029989920556545258,
0.01510008703917265,
-0.03893528878688812,
0.0694221705198288,
0.015539710409939289,
-0.12859922647476196,
-0.014966289512813091,
-0.02589951641857624,
-0.04403873533010483,
0.021140122786164284,
-0.03524627909064293,
0.04289189353585243,
-0.009079166688024998,
-0.06170010194182396,
-0.031347017735242844,
-0.013150455430150032,
-0.05611880496144295,
-0.03822806850075722,
0.004556308034807444,
-0.008371947333216667,
0.035494763404130936,
-0.031022077426314354,
0.07098952680826187,
-0.010665630921721458,
0.13960890471935272,
0.015654394403100014,
-0.014832491055130959,
-0.04587368294596672,
-0.02251633256673813,
-0.00025938343605957925,
-0.027371296659111977,
-0.010159109719097614,
0.015157429501414299,
-0.06380264461040497,
-0.002836044877767563,
-0.002544555813074112,
0.04717343673110008,
0.010636960156261921,
0.031079420819878578,
-0.016973262652754784,
0.018464157357811928,
-0.005466613918542862,
0.0354183055460453,
-0.05906236544251442,
-0.054933734238147736,
0.038916174322366714,
-0.02163708768785,
-0.023682288825511932,
-0.0085057457908988,
0.03685186058282852,
-0.06277049332857132,
0.029148902744054794,
-0.044841524213552475,
0.059444647282361984,
-0.030983850359916687,
-0.009265528060495853,
-0.011420635506510735,
-0.060629718005657196,
0.046791158616542816,
-0.002039228565990925,
-0.02207670919597149,
0.0013666534796357155,
0.04495621100068092,
0.004780897870659828,
-0.02087252587080002,
0.016008004546165466,
-0.0008852187311276793,
0.041095174849033356,
-0.07248041778802872,
0.025001157075166702,
-0.02610977180302143,
-0.004006779287010431,
-0.032092463225126266,
-0.005050883628427982,
-0.025975972414016724,
-0.08570732921361923,
0.03677540272474289,
-0.04705875366926193,
0.005289809312671423,
-0.020604928955435753,
0.03775021806359291,
-0.018712639808654785,
-0.00927986390888691,
-0.007067414466291666,
-0.020547587424516678,
-0.0476704016327858,
-0.011458863504230976,
-0.05665399879217148,
0.031557269394397736,
-0.043618228286504745,
0.004764173179864883,
0.025058498606085777,
0.02851814031600952,
0.053404614329338074,
0.007401909679174423,
-0.010560504160821438,
-0.04866433143615723,
-0.007263333071023226,
-0.04579722881317139,
-0.020050622522830963,
0.03140435740351677,
0.02580394595861435,
-0.04595014080405235,
0.03742527961730957,
-0.031232332810759544,
-0.033755384385585785,
0.08838329464197159,
-0.024618877097964287,
0.010837657377123833,
0.032761454582214355,
0.05638640373945236,
-0.002728528343141079,
-0.014517108909785748,
0.0019747186452150345,
-0.027677122503519058,
0.003053467022255063,
-0.08341364562511444,
0.032207150012254715,
-0.03214980661869049,
0.010292907245457172,
0.020471131429076195,
-0.04124808683991432,
-0.05344283953309059,
0.025612806901335716,
0.019496316090226173,
0.06647861003875732,
0.04140099883079529,
-0.017651811242103577,
0.024714447557926178,
-0.009241635911166668,
-0.008042230270802975,
-0.02654939331114292,
-0.06116491183638573,
0.02379697374999523,
-0.03272322565317154,
0.00809001550078392,
0.044076964259147644,
0.0232617799192667,
-0.012433679774403572,
0.003244607476517558,
-0.057915523648262024,
-0.004776119254529476,
0.05015522614121437,
0.02251633256673813,
-0.0035217609256505966,
0.03503602370619774,
0.04610305279493332,
-0.01615135930478573,
0.0021586911752820015,
-0.04159213975071907,
0.04071289300918579,
-0.026300910860300064,
0.06835179030895233,
0.0550866462290287,
0.003712901147082448,
-0.0069049447774887085,
0.002205281751230359,
0.02756243757903576,
-0.0019962219521403313,
-0.03687097132205963,
-0.01904713548719883,
0.034634631127119064,
0.014670021831989288,
0.039451368153095245,
-0.030697138980031013,
-0.012252096086740494,
0.09274129569530487,
-0.07316852360963821,
-0.014469324611127377,
0.008625208400189877,
-0.005337594076991081,
-0.002969843102619052,
0.013647420331835747,
-0.0006122463964857161,
0.010847214609384537,
-0.025746604427695274,
0.028919534757733345,
-0.00763127813115716,
0.013886346481740475,
-0.022688359022140503,
-0.017537126317620277,
0.06601987779140472,
-0.11239052563905716,
-0.042662523686885834,
0.0377311035990715,
0.005347151309251785,
0.024121912196278572,
0.011038354597985744,
-0.022306079044938087,
0.008787677623331547,
-0.020146192982792854,
-0.014306854456663132,
-0.009480561129748821,
0.0625028908252716,
0.009021824225783348,
-0.011688232421875,
-0.05466613918542862,
-0.013083556666970253,
-0.049772948026657104,
0.023013297468423843,
0.007535708136856556,
0.025727489963173866,
-0.09633473306894302,
0.05279296264052391,
0.02930181473493576,
-0.022306079044938087,
-0.023892544209957123,
0.008462739177048206,
0.01902802102267742,
-0.012796846218407154,
0.025612806901335716,
-0.04457392916083336,
-0.02855636738240719,
-0.06460543721914291,
0.04939066618680954,
0.017001934349536896,
-0.01895156502723694,
0.021101893857121468,
-0.027161043137311935,
-0.029492955654859543,
0.04564431309700012,
0.0067281401716172695,
-0.09985172003507614,
-0.025058498606085777,
-0.027963832020759583,
0.02610977180302143,
-0.034749314188957214,
-0.0028002061881124973,
-0.035743243992328644,
-0.029473841190338135,
0.046485330909490585,
0.008529637940227985,
-0.01668655313551426,
0.018636183813214302,
0.03952782228589058,
0.015501482412219048,
0.025842174887657166,
0.12859922647476196,
0.09572308510541916,
-0.012997543439269066,
-0.00356476753950119,
0.012290324084460735,
-0.012911530211567879,
0.011038354597985744,
-0.08708354085683823,
-0.009313313290476799,
-0.019591884687542915,
0.0560041218996048,
-0.02995169162750244,
-0.02448507770895958,
-0.007062635850161314,
-0.015472810715436935,
-0.0675872266292572,
0.03971896320581436,
0.031079420819878578,
0.022592788562178612,
-0.01443109568208456,
-0.01608446054160595,
0.03547564893960953,
-0.03971896320581436,
-0.028728393837809563,
0.00663734832778573,
-0.059100594371557236,
0.005050883628427982,
0.02018442004919052,
-0.027352184057235718,
-0.017393771559000015,
0.0013654588256031275,
-0.059215277433395386,
0.058106664568185806,
0.04094226285815239,
0.019687455147504807,
0.021579744294285774,
-0.026644963771104813,
-0.0086777713149786,
0.0067329187877476215,
0.029492955654859543,
0.05726564675569534,
0.01355185080319643,
-0.008811569772660732,
-0.012108741328120232,
-0.06322922557592392,
0.015511038713157177,
0.06884875148534775,
0.034634631127119064,
0.017212187871336937,
0.06609632819890976,
-0.01751801185309887,
-0.0033855733927339315,
-0.017489342018961906,
-0.02721838466823101,
0.05959755927324295,
-0.0337936133146286,
0.06127959489822388,
0.026625851169228554,
0.0673578605055809,
0.06154718995094299,
-0.020776955410838127,
0.028174087405204773,
-0.01470824982970953,
0.031098533421754837,
0.006847602780908346,
0.02679787576198578,
-0.0467529296875,
-0.06865761429071426,
0.04216555878520012,
-0.06429961323738098,
-0.01784295216202736,
0.008486631326377392,
-0.0643378421664238,
0.0030415207147598267,
-0.014421539381146431,
-0.015339013189077377,
0.042738981544971466,
-0.0779852643609047,
-0.010512718930840492,
-0.04277721047401428,
-0.016676995903253555,
0.007889317348599434,
0.01519565749913454,
0.037711989134550095,
0.03270411491394043,
0.053175244480371475,
0.005347151309251785,
-0.011688232421875,
0.03096473589539528,
0.007965774275362492,
0.0631909966468811,
-0.008085236884653568,
-0.03719590976834297,
-0.0031131983269006014,
-0.00844840332865715,
-0.027485981583595276,
-0.006455765105783939,
-0.031710185110569,
0.05122561380267143,
-0.013981916010379791,
0.001747739501297474,
-0.05199017375707626,
-0.03937491029500961,
0.05543069913983345,
0.005069997627288103,
-0.007296782918274403,
-0.003559988923370838,
0.028479911386966705,
-0.05034636706113815,
0.002707025269046426,
-0.038801491260528564,
0.012921087443828583,
0.02347203530371189,
0.003963773138821125,
0.046791158616542816,
-0.051110927015542984,
0.02876662276685238,
0.034539058804512024,
0.006990958005189896,
-0.02545989491045475,
0.02393077127635479,
-0.03335399180650711,
0.016982819885015488,
-0.008496188558638096,
0.03797958791255951,
0.023204438388347626,
0.004369946196675301,
0.042624298483133316,
0.027390411123633385,
0.008023115806281567,
0.005825002212077379,
-0.04866433143615723,
0.027390411123633385,
0.03790313005447388,
0.003132312325760722,
-0.03799870237708092,
0.028403455391526222,
-0.048014454543590546,
0.02119746431708336,
0.0014228009385988116,
-0.0063601951114833355,
-0.027677122503519058,
-0.03245563060045242,
0.0003882538294419646,
-0.05497196316719055,
0.008180806413292885,
-0.03339221701025963,
-0.0070913066156208515,
-0.012280766852200031,
0.031996894627809525,
0.02844168432056904,
0.031136762350797653,
0.005786774214357138,
-0.01668655313551426,
-0.014440652914345264,
-0.024542421102523804,
-0.008214256726205349,
-0.03373626992106438,
-0.016782121732831,
-0.004778508562594652,
-0.038151614367961884,
0.014555336907505989,
-0.01668655313551426,
-0.02545989491045475,
0.003184875939041376,
0.06414669752120972,
-0.00877334177494049,
0.011353736743330956,
0.03861035034060478,
-0.021904684603214264,
-0.005113004241138697,
-0.05237245559692383,
0.0025063278153538704,
0.0010022921487689018,
-0.019955052062869072,
-0.032207150012254715,
-0.05179903283715248,
0.013666534796357155,
0.03948959708213806,
0.0015339013189077377,
0.010914113372564316,
0.07897919416427612,
0.008209478110074997,
0.02811674401164055,
0.06498771905899048,
-0.04128631576895714,
-0.0738184005022049,
-0.028995990753173828,
-0.009686036966741085,
-0.021484175696969032,
-0.001089500030502677,
-0.05072864890098572,
-0.015491925179958344,
0.019687455147504807,
0.021121008321642876,
0.05271650850772858,
0.024771789088845253,
0.02545989491045475,
-0.03226448968052864,
-0.06586696207523346,
-0.004857353866100311,
-0.031442586332559586,
0.03752084821462631,
0.013972359709441662,
-0.015673508867621422,
0.010464933700859547,
-0.023682288825511932,
0.03941313922405243,
0.04510912299156189,
-0.03872503340244293,
0.008954925462603569,
-0.0018791485344991088,
0.0358770415186882,
-0.014287740923464298,
-0.05134029686450958,
-0.0009365876903757453,
-0.0025660591199994087,
-0.03478754311800003,
-0.010703859850764275,
0.002042812528088689,
-0.07645613700151443,
0.09082989394664764,
0.0018468935741111636,
0.014555336907505989,
-0.027963832020759583,
0.06682266294956207,
0.02976055257022381,
-0.018225232139229774,
0.042624298483133316,
-0.017164403572678566,
-0.007808083202689886,
-0.012567478232085705,
-0.028957761824131012,
-0.02018442004919052,
0.02811674401164055,
0.031557269394397736,
-0.02458064816892147,
-0.008586980402469635,
-0.013265140354633331,
0.04621773585677147,
-0.02643471024930477,
-0.06353504955768585,
0.02328089438378811,
0.019821254536509514,
0.02249721810221672,
0.019897710531949997,
-0.048893701285123825,
-0.018091434612870216,
-0.062082383781671524,
-0.015520595945417881,
0.031232332810759544,
0.0462941937148571,
0.021044552326202393,
0.018368586897850037,
-0.024848245084285736,
0.037253253161907196,
0.05539247393608093,
-0.015272113494575024,
0.011277280747890472,
0.02272658795118332,
-0.025555463507771492,
-0.0546279102563858,
-0.04228024557232857,
0.007874982431530952,
0.06472012400627136,
0.012443237006664276,
-0.02293684147298336,
-0.033564243465662,
-0.06135605275630951,
-0.04293012246489525,
-0.017279086634516716,
-0.05722741782665253,
0.01955365762114525,
-0.06724317371845245,
0.017040161415934563,
-0.0377311035990715,
0.03467286005616188,
0.041668593883514404,
0.03511248156428337,
-0.007664727978408337,
0.03568590432405472,
0.029473841190338135,
0.0006456960109062493,
-0.027294840663671494,
0.021140122786164284,
0.08241971582174301,
-0.03300993889570236,
-0.07634145766496658,
-0.021312149241566658,
0.00005838740253238939,
0.013446723110973835,
-0.014689135365188122,
-0.019802140071988106,
0.06345859169960022,
-0.07278624176979065,
0.015778634697198868,
-0.0048382398672401905,
0.05026991292834282,
-0.03071625344455242,
0.004006779287010431,
0.02721838466823101,
0.03327753394842148,
-0.008816348388791084,
0.009107837453484535,
-0.014182613231241703,
0.02293684147298336,
0.014689135365188122,
0.003966161981225014,
0.02601420134305954,
-0.045835454016923904,
0.046255964785814285,
0.0006827294128015637,
0.10268059372901917,
0.04816736653447151,
-0.010675188153982162,
0.006594342179596424,
-0.02249721810221672,
0.01798630692064762,
0.010770758613944054,
-0.009294199757277966,
0.043847594410181046,
0.005079554859548807,
-0.0061738332733511925,
0.02293684147298336,
-0.04667647182941437,
-0.007784190587699413,
0.017145289108157158,
-0.04331240430474281,
0.006121269427239895,
0.025612806901335716,
-0.010751644149422646,
0.03788401558995247,
-0.0847133994102478,
0.006685133557766676,
-0.008954925462603569,
-0.044268105179071426,
-0.033105507493019104,
0.05806843563914299,
-0.008926253765821457,
-0.028231428936123848,
0.023089753463864326,
-0.021656202152371407,
0.010235565714538097,
-0.04996408522129059,
-0.016074903309345245,
-0.04369468241930008,
-0.042433157563209534,
0.06632570177316666,
0.049352437257766724,
-0.023013297468423843,
-0.011812473647296429,
-0.010837657377123833,
-0.003617331152781844,
0.009002710692584515,
-0.01927650347352028,
-0.050116997212171555,
0.029435614123940468,
-0.02819320186972618,
0.01262481976300478,
0.05489550903439522,
0.01661965250968933,
0.001570934779010713,
-0.0011277280282229185,
-0.031996894627809525,
0.04793800041079521,
0.03922199830412865,
0.00413102051243186,
0.05929173529148102,
-0.00407845713198185,
0.05436031520366669,
0.00915562268346548,
0.025498121976852417,
0.0560041218996048,
0.03652691841125488,
-0.03149992972612381,
-0.006479657720774412,
0.04036884009838104,
0.04602659493684769,
0.02679787576198578,
-0.001699954504147172,
-0.06135605275630951,
0.04656178876757622,
0.07194522768259048,
0.011172153055667877,
-0.005385379306972027,
-0.00899315346032381,
-0.09388814121484756,
-0.023242665454745293,
-0.011611776426434517,
-0.040559981018304825,
-0.03476842865347862,
0.02402634173631668,
0.003323452780023217,
-0.019458087161183357,
-0.02503938600420952,
-0.0506904199719429,
0.023414691910147667,
-0.04705875366926193,
0.008859355002641678,
0.06200592964887619,
-0.04950534924864769,
-0.011162595823407173,
-0.0024561535101383924,
0.022688359022140503,
0.030238403007388115,
-0.0190949197858572,
0.01519565749913454,
-0.04728812351822853,
-0.0032016008626669645,
0.0858602449297905,
0.022344306111335754,
0.06139427796006203,
-0.022764815017580986,
0.06269403547048569,
-0.053939804434776306,
0.02523052506148815,
-0.022458991035819054,
-0.03455817326903343,
-0.013857674784958363,
0.04124808683991432,
0.03138524666428566,
0.05978870019316673,
0.023414691910147667,
-0.048243824392557144,
-0.008429288864135742,
-0.013475394807755947,
-0.06972800195217133,
-0.057342104613780975,
0.009174736216664314,
-0.008395839482545853,
-0.03446260467171669,
-0.02920624427497387,
-0.08937722444534302,
0.010025311261415482,
0.013867232017219067,
0.022210508584976196,
-0.01246235053986311,
0.044726841151714325,
0.011841144412755966,
-0.007831975817680359,
0.0599416121840477,
0.04052175208926201,
0.04185973480343819,
-0.010570061393082142,
-0.021273920312523842,
-0.004945756401866674,
0.006097377277910709,
0.02108277939260006,
0.0026903003454208374,
-0.0009909432847052813,
0.024217482656240463,
-0.03631666675209999,
-0.0006743670091964304,
-0.004348442889750004,
-0.012577034533023834,
0.0010906945681199431,
-0.0428154394030571,
-0.07087484002113342,
0.012261653319001198,
0.0026592400390654802,
-0.039030857384204865,
0.02360583283007145,
-0.05038459599018097,
0.06674621254205704,
-0.02492470107972622,
-0.05512487515807152,
-0.018846437335014343,
-0.00023952274932526052,
-0.01770915277302265,
0.03169107064604759,
-0.01895156502723694,
-0.03797958791255951,
-0.006589563563466072,
-0.007191655691713095,
-0.04403873533010483,
0.030582455918192863,
0.026816990226507187,
0.011372850276529789,
-0.024752674624323845,
0.020107964053750038,
0.04124808683991432,
0.011927157640457153,
0.007119977846741676,
0.044191647320985794,
0.03557121753692627,
-0.0553160160779953,
0.007879761047661304,
0.009743379428982735,
0.04510912299156189,
-0.008787677623331547,
-0.007874982431530952,
-0.04216555878520012,
-0.007784190587699413,
-0.055698297917842865,
0.021121008321642876,
0.06154718995094299,
-0.002038033911958337,
0.04059820994734764
] |
22,560 | salem.datasets | get_vardata | Return and subset the image. | def get_vardata(self, var_id=0):
"""Return and subset the image."""
return self._img[self.sub_y[0]:self.sub_y[1]+1,
self.sub_x[0]:self.sub_x[1]+1, :]
| (self, var_id=0) | [
0.040580783039331436,
-0.035349927842617035,
-0.021972928196191788,
-0.02568783611059189,
-0.007433979772031307,
0.01702527143061161,
0.024388451129198074,
0.003916895482689142,
0.053474679589271545,
-0.013593563809990883,
-0.023888688534498215,
-0.007600567769259214,
-0.011786085553467274,
-0.013676857575774193,
-0.03000245988368988,
0.017924845218658447,
-0.012344155460596085,
0.04997633770108223,
-0.03336753323674202,
0.011894367635250092,
-0.028536487370729446,
0.010894841514527798,
0.0035483199171721935,
-0.05164221301674843,
0.02780350111424923,
0.001108850003220141,
0.05284164473414421,
-0.05983833223581314,
0.03405054286122322,
-0.03116857446730137,
-0.08722536265850067,
-0.021206624805927277,
0.018574537709355354,
0.03971453011035919,
-0.04727761447429657,
-0.0019115948816761374,
0.04624477028846741,
0.02057359181344509,
-0.021939611062407494,
0.049676477909088135,
-0.030302317813038826,
-0.05737283453345299,
0.01652550883591175,
-0.014459819532930851,
-0.026254234835505486,
-0.04717766121029854,
0.005380785558372736,
-0.06400302797555923,
-0.009753715246915817,
0.009587126784026623,
0.01912427879869938,
-0.027170468121767044,
-0.0013243729481473565,
0.017391765490174294,
0.05160889774560928,
0.0301690474152565,
0.013426975347101688,
0.03226805478334427,
0.005143397953361273,
0.04014765843749046,
-0.014892947860062122,
-0.02856980636715889,
0.0006575011648237705,
-0.01610071025788784,
0.02385537140071392,
-0.05147562548518181,
-0.0468444861471653,
0.04944325610995293,
-0.05470743030309677,
-0.010478371754288673,
-0.05687307193875313,
0.030735446140170097,
0.053974442183971405,
-0.008620917797088623,
-0.024804921820759773,
-0.030985327437520027,
-0.0009974443819373846,
-0.02535466104745865,
0.02385537140071392,
0.028853004798293114,
-0.00820861291140318,
0.03241798281669617,
0.003652437124401331,
0.042613156139850616,
0.009687080048024654,
-0.01201097946614027,
-0.01344363484531641,
0.009395550936460495,
0.008191954344511032,
-0.018324656412005424,
0.04181353375315666,
0.04414576292037964,
-0.02958599105477333,
0.06416961550712585,
-0.01854122057557106,
-0.02225612848997116,
0.039547938853502274,
0.031318504363298416,
-0.008421012200415134,
-0.020023852586746216,
-0.04314623773097992,
-0.03445035591721535,
0.0286531001329422,
0.03396724909543991,
0.0020084239076822996,
0.03844846040010452,
0.011361286975443363,
0.04544514790177345,
-0.04431235045194626,
0.003798201447352767,
0.052208613604307175,
0.08149474859237671,
-0.045478466898202896,
0.041413724422454834,
-0.023822054266929626,
-0.050176240503787994,
-0.044978704303503036,
0.01593412272632122,
-0.06870080530643463,
-0.006888404954224825,
-0.03671594709157944,
0.003989777527749538,
-0.056673165410757065,
0.04257983714342117,
-0.02510477975010872,
0.015251112170517445,
0.027070514857769012,
0.01914093643426895,
-0.09022394567728043,
-0.04081400856375694,
-0.021023379638791084,
-0.06210392713546753,
-0.08949095755815506,
0.023055749014019966,
0.003819025121629238,
-0.038215238600969315,
0.05787259712815285,
0.007030004635453224,
0.04144703969359398,
-0.01600075699388981,
0.0012400378473103046,
0.06403634697198868,
-0.030985327437520027,
0.014243255369365215,
0.005980501417070627,
-0.023322289809584618,
0.08369370549917221,
-0.0021593940909951925,
-0.012127591297030449,
-0.06716819852590561,
-0.06936715543270111,
0.038481779396533966,
-0.0476774238049984,
-0.022439375519752502,
0.03764883801341057,
-0.04387922212481499,
-0.01289389468729496,
-0.04441230371594429,
0.030102413147687912,
-0.014093326404690742,
-0.010636630468070507,
-0.009495504200458527,
-0.007812967523932457,
-0.06816772371530533,
-0.0028882157057523727,
0.017458399757742882,
-0.0018220539204776287,
-0.005930525250732899,
-0.021189967170357704,
0.0473775677382946,
-0.002417605370283127,
-0.03758220374584198,
-0.046644579619169235,
0.02460501529276371,
-0.032734498381614685,
0.016575485467910767,
-0.01987392269074917,
-0.003283861791715026,
0.01695030741393566,
0.06743473559617996,
0.017008613795042038,
-0.02047363854944706,
-0.004889351315796375,
0.04068073630332947,
0.01120302826166153,
-0.013376999646425247,
0.04897680878639221,
0.019740652292966843,
0.04291301220655441,
-0.007438144646584988,
-0.007596402894705534,
-0.005443255882710218,
-0.054574158042669296,
-0.044978704303503036,
0.01331869326531887,
-0.05960511043667793,
0.018574537709355354,
-0.023022431880235672,
0.0008329389384016395,
-0.01592579297721386,
0.027753524482250214,
-0.07089976221323013,
-0.03731566295027733,
-0.003652437124401331,
-0.0620039738714695,
0.05487401783466339,
-0.022372739389538765,
0.032484617084264755,
-0.030785422772169113,
-0.010211830958724022,
-0.0347168929874897,
0.014851300977170467,
0.06910061091184616,
0.01870780810713768,
0.06376980245113373,
-0.06313677132129669,
-0.0650358721613884,
0.009478844702243805,
0.0112946517765522,
0.07583075761795044,
0.029302792623639107,
-0.042946331202983856,
-0.009495504200458527,
0.06007155776023865,
-0.05147562548518181,
-0.00956213939934969,
-0.009220633655786514,
0.03286777064204216,
0.015051206573843956,
-0.07289881259202957,
0.05134235695004463,
0.024654991924762726,
0.03116857446730137,
-0.09095693379640579,
-0.010336772538721561,
0.12380804121494293,
0.00977870263159275,
-0.03238466754555702,
0.053641267120838165,
0.02552124857902527,
-0.04557842016220093,
0.0004898722399957478,
0.05660653114318848,
0.022989114746451378,
-0.02072351984679699,
0.037882063537836075,
-0.0206568855792284,
0.10075229406356812,
-0.0012556554283946753,
-0.011436251923441887,
0.017341788858175278,
-0.010594983585178852,
-0.030718788504600525,
0.07762990891933441,
0.041580311954021454,
0.017658306285738945,
-0.04341277852654457,
-0.0014107903698459268,
0.039148129522800446,
-0.012169238179922104,
-0.011536204256117344,
-0.008083672262728214,
0.006409464869648218,
0.012669000774621964,
-0.0529082827270031,
0.002950686262920499,
-0.003562896279618144,
0.022122858092188835,
-0.05610676482319832,
-0.012960529886186123,
0.03398390859365463,
0.11088082939386368,
-0.010894841514527798,
-0.04291301220655441,
-0.0016044486546888947,
-0.029352767392992973,
-0.005097586195915937,
0.0019178418442606926,
0.039814479649066925,
0.001986559247598052,
0.022805867716670036,
0.006513582542538643,
-0.03376734256744385,
0.032134782522916794,
-0.0030548034701496363,
-0.073831707239151,
0.04467884451150894,
0.010594983585178852,
-0.0010640794644132257,
0.004881022032350302,
-0.03991443291306496,
0.024721628054976463,
-0.024471746757626534,
0.02830326557159424,
-0.025987694039940834,
0.012077614665031433,
-0.03878163546323776,
0.016067391261458397,
-0.014526454731822014,
0.03908149525523186,
-0.009637103416025639,
0.017058588564395905,
-0.05107581615447998,
0.03216810151934624,
-0.06210392713546753,
0.03286777064204216,
0.04324619099497795,
-0.022772550582885742,
0.006609370466321707,
-0.05367458611726761,
0.06323672086000443,
-0.027453666552901268,
-0.008920775726437569,
0.0013618551893159747,
-0.011711121536791325,
-0.06297018378973007,
0.01719185896217823,
-0.014459819532930851,
0.002041741507127881,
0.09495504200458527,
-0.019607381895184517,
-0.029469380155205727,
0.018507903441786766,
-0.01854122057557106,
0.09288935363292694,
0.01344363484531641,
-0.0019896829035133123,
-0.022039564326405525,
-0.0004318267747294158,
0.07849616557359695,
-0.002890298143029213,
0.031318504363298416,
-0.008033695630729198,
0.025721155107021332,
0.06530240923166275,
-0.026021013036370277,
-0.02890298143029213,
0.008012872189283371,
-0.018841078504920006,
-0.00838769506663084,
-0.014859630726277828,
-0.05680643394589424,
-0.0075630852952599525,
0.021023379638791084,
0.09822016209363937,
0.018008138984441757,
0.014701372012495995,
-0.02308906801044941,
0.03326757997274399,
0.02915286272764206,
0.00619290117174387,
0.020606908947229385,
-0.008604259230196476,
-0.00008576668187743053,
0.017225177958607674,
0.005334973800927401,
0.019007666036486626,
0.014251585118472576,
-0.0049309986643493176,
0.002956933109089732,
0.040247607976198196,
0.023738760501146317,
0.005805584602057934,
-0.02916952222585678,
0.020840132609009743,
-0.03371736779808998,
-0.02535466104745865,
0.006992522161453962,
0.01870780810713768,
0.0001081519149011001,
-0.05723956227302551,
0.0043104588985443115,
-0.04021429270505905,
-0.016225650906562805,
-0.005797254852950573,
-0.05377453938126564,
-0.036282818764448166,
-0.05064268782734871,
0.05973837897181511,
0.008512635715305805,
-0.004835210740566254,
0.013085470534861088,
-0.007392332889139652,
0.019007666036486626,
-0.001120302826166153,
0.04274642467498779,
-0.04384590685367584,
-0.03343416750431061,
0.011636156588792801,
-0.007629720494151115,
0.001672124955803156,
0.047144342213869095,
0.02603767067193985,
-0.009512162767350674,
0.04557842016220093,
-0.07243236899375916,
0.03634945675730705,
-0.01787487044930458,
0.038215238600969315,
0.014876289293169975,
-0.025921059772372246,
0.011661144904792309,
-0.05893876031041145,
0.06010487303137779,
0.0164505448192358,
-0.05773932859301567,
-0.0122608607634902,
-0.010503360070288181,
-0.050442781299352646,
-0.09388887882232666,
0.021289918571710587,
0.04154699295759201,
-0.011194699443876743,
0.006005489733070135,
0.05197538807988167,
0.03781542927026749,
0.003910648170858622,
0.024804921820759773,
0.007379838731139898,
0.03216810151934624,
-0.03461694344878197,
0.0067301467061042786,
-0.020940084010362625,
-0.021356554701924324,
-0.06433620303869247,
-0.00258211069740355,
-0.04771074280142784,
0.013851774856448174,
0.010478371754288673,
0.0460115484893322,
-0.02568783611059189,
-0.026520775631070137,
-0.006117936689406633,
-0.022306105121970177,
0.023488877341151237,
-0.01954074762761593,
-0.038381826132535934,
0.029685944318771362,
0.01087818294763565,
0.06523577868938446,
0.04877690225839615,
0.015800852328538895,
0.04211339354515076,
-0.009212304838001728,
-0.05893876031041145,
-0.025304684415459633,
-0.03301769867539406,
0.05090922862291336,
-0.06310345232486725,
-0.05450752377510071,
0.0498763844370842,
0.016667108982801437,
0.02518807351589203,
0.0050309509970247746,
0.0206568855792284,
-0.03505007177591324,
-0.06596876680850983,
0.009453857317566872,
0.03041893057525158,
-0.049843065440654755,
-0.06403634697198868,
0.043612681329250336,
-0.05520719289779663,
-0.011744438670575619,
0.028703074902296066,
-0.06260368973016739,
0.042613156139850616,
-0.012169238179922104,
0.00419384753331542,
0.0005281353369355202,
-0.020523615181446075,
0.020007193088531494,
-0.035449881106615067,
-0.021889634430408478,
0.08895787596702576,
0.04964315891265869,
-0.017558353021740913,
0.017908187583088875,
-0.04148035869002342,
-0.001514907693490386,
-0.005543208681046963,
-0.03724902868270874,
-0.06383644044399261,
-0.03791537880897522,
-0.036016277968883514,
-0.016325602307915688,
-0.030119072645902634,
0.08689218759536743,
-0.02663738653063774,
-0.01508452370762825,
0.013077141717076302,
0.025238050147891045,
-0.07689692080020905,
0.03245130181312561,
-0.02443842776119709,
0.020706862211227417,
0.038315191864967346,
0.004601987544447184,
0.03505007177591324,
0.01087818294763565,
-0.002405111212283373,
0.013635210692882538,
-0.021889634430408478,
0.0028070041444152594,
-0.060204826295375824,
0.0015107429353520274,
-0.006180407013744116,
0.04814387112855911,
0.019174253568053246,
0.0008136772084981203,
0.01995721645653248,
-0.05687307193875313,
-0.04271310940384865,
-0.01686701364815235,
0.035249974578619,
-0.012035967782139778,
-0.04944325610995293,
0.04831045866012573,
-0.059971604496240616,
-0.009470515884459019,
-0.04930998384952545,
0.01880776137113571,
0.021723046898841858,
0.04138040542602539,
0.035616468638181686,
0.06923388689756393,
-0.09961949288845062,
-0.012194225564599037,
-0.02385537140071392,
0.0710996687412262,
-0.05847231298685074,
-0.053541313856840134,
0.059805016964673996,
0.05074264109134674,
-0.0181913860142231,
-0.021506482735276222,
-0.001018267823383212,
-0.06836763024330139,
-0.05604013055562973,
-0.021639753133058548,
-0.013160435482859612,
-0.00258211069740355,
0.0573062002658844,
0.0008870799792930484,
0.019674018025398254,
0.0294860377907753,
-0.014759677462279797,
0.04014765843749046,
0.04974311217665672,
0.0019126359838992357,
0.07942906022071838,
-0.008562612347304821,
0.023988641798496246,
-0.02418854646384716,
0.04407912865281105,
0.024288499727845192,
-0.021456506103277206,
-0.00020654282707255334,
-0.07689692080020905,
-0.02553790807723999,
0.016308944672346115,
-0.014301561750471592,
0.084893137216568,
0.031051963567733765,
-0.05663984641432762,
0.008587600663304329,
-0.011394605040550232,
0.007975390180945396,
-0.009861997328698635,
-0.06603539735078812,
-0.021006720140576363,
0.006563558708876371,
-0.017091907560825348,
0.016633789986371994,
-0.028336582705378532,
0.02695390395820141,
0.01015352550894022,
-0.06560227274894714,
0.0010260766139253974,
0.04221334680914879,
0.003435873193666339,
-0.030285660177469254,
0.058438993990421295,
0.04004770517349243,
-0.02392200566828251,
0.08149474859237671,
0.04544514790177345,
0.03671594709157944,
0.031801607459783554,
0.010819876566529274,
0.038215238600969315,
0.06796781718730927,
0.003604543162509799,
0.022939138114452362,
-0.013685186393558979,
-0.012535731308162212,
-0.006097112782299519,
0.005868054926395416,
0.016792049631476402,
-0.0382818728685379,
0.023988641798496246,
-0.0556403212249279,
-0.0009021770092658699,
0.02973591908812523,
-0.03365073353052139,
-0.04044751450419426,
0.015659252181649208,
0.01246909610927105,
0.006971698720008135,
-0.022206151857972145,
-0.026004353538155556,
-0.024838238954544067,
0.025921059772372246,
-0.01235248427838087,
-0.0057347845286130905,
0.028619781136512756,
0.004012683406472206,
0.032301370054483414,
-0.012077614665031433,
-0.007175768725574017,
-0.01710856519639492,
0.03398390859365463,
-0.011494557373225689,
0.011977662332355976,
0.02580444887280464,
-0.04291301220655441,
0.07563085854053497,
-0.04657794535160065,
-0.016458872705698013,
0.0050017982721328735,
-0.011186369694769382,
0.022056223824620247,
0.02772020734846592,
-0.015717558562755585,
-0.007554756011813879,
0.021006720140576363,
0.034250449389219284,
-0.023455560207366943,
-0.021289918571710587,
0.01905764266848564,
0.02890298143029213,
0.012277520261704922,
0.038581732660532,
0.04237993434071541,
0.052208613604307175,
-0.035449881106615067,
-0.01601741649210453,
-0.005630667321383953,
0.0045853289775550365,
-0.05024287477135658,
-0.008954093791544437,
0.0034421200398355722,
-0.047744058072566986,
0.04148035869002342,
0.0416136309504509,
0.00741732120513916,
0.03918144851922989,
0.022039564326405525,
-0.035849690437316895,
0.001399337430484593,
-0.03365073353052139,
0.03428376838564873,
-0.02392200566828251,
-0.048510365188121796,
0.03326757997274399,
-0.014301561750471592,
-0.00716327503323555,
-0.04661126434803009,
0.04304628446698189,
0.009603786282241344,
0.04481211304664612,
-0.0002532654907554388,
-0.09502167254686356,
-0.02620425820350647,
0.009395550936460495,
-0.05367458611726761,
0.029602650552988052,
-0.0608711764216423,
0.009220633655786514,
0.0199738759547472,
0.021856317296624184,
0.018091432750225067,
0.04254652187228203,
-0.009995266795158386,
0.07409824430942535,
0.022789210081100464,
-0.004247988574206829,
-0.0024696639738976955,
0.010594983585178852,
-0.00353790819644928,
-0.03901486098766327,
0.001641930895857513,
0.037715476006269455,
0.0017908187583088875,
0.009620444849133492,
0.002992333145812154,
0.03283445164561272,
0.011286322958767414,
-0.022039564326405525,
0.030318977311253548,
-0.078229621052742,
-0.04051414877176285,
-0.03631613776087761,
-0.012185896746814251,
-0.0015503076137974858,
-0.022989114746451378,
0.00935390405356884,
-0.030119072645902634,
0.003279697149991989,
-0.026270894333720207,
-0.0031922385096549988,
-0.012594036757946014,
-0.01111973449587822,
-0.028586464002728462,
0.0021552294492721558,
0.08002877235412598,
-0.10834869742393494,
-0.004127212334424257,
-0.01670042611658573,
0.045478466898202896,
0.05150894448161125,
0.02543795481324196,
0.04491206631064415,
0.06100444868206978,
-0.020423661917448044,
0.015692569315433502,
0.07563085854053497,
-0.010586653836071491,
-0.012460766360163689,
0.0014618078712373972,
0.01023681927472353,
-0.004885186906903982,
0.030868716537952423,
-0.03564978763461113,
-0.0360829159617424,
0.03101864643394947,
0.02049029804766178,
-0.05747278779745102,
-0.05107581615447998,
0.011028111912310123,
-0.029769238084554672,
-0.03336753323674202,
0.0030069095082581043,
0.01057832408696413,
-0.015659252181649208,
-0.015967439860105515,
0.05450752377510071,
-0.001411831472069025,
-0.010170184075832367,
-0.02520473301410675,
0.05484069883823395,
0.07196592539548874,
0.002248935168609023,
0.007046663202345371,
0.005355797242373228,
-0.013510269112884998,
0.042613156139850616,
-0.0028694747015833855,
0.03323426470160484,
0.00773383816704154,
-0.07449805736541748,
-0.005168386269360781,
-0.015409369952976704,
0.0022156175691634417,
-0.0355498343706131,
0.02393866516649723,
-0.004968480672687292,
-0.0007704684976488352
] |
22,564 | salem.datasets | GoogleVisibleMap | Google static map automatically sized and zoomed to a selected region.
It's usually more practical to use than GoogleCenterMap.
| class GoogleVisibleMap(GoogleCenterMap):
"""Google static map automatically sized and zoomed to a selected region.
It's usually more practical to use than GoogleCenterMap.
"""
def __init__(self, x, y, crs=wgs84, size_x=640, size_y=640, scale=1,
maptype='satellite', use_cache=True, **kwargs):
"""Initialize
Parameters
----------
x : array
x coordinates of the points to include on the map
y : array
y coordinates of the points to include on the map
crs : proj or Grid
coordinate reference system of x, y
size_x : int
image size
size_y : int
image size
scale : int
image scaling factor. 1, 2. 2 is higher resolution but takes
longer to download
maptype : str, default: 'satellite'
'roadmap', 'satellite', 'hybrid', 'terrain'
use_cache : bool, default: True
store the downloaded image in the cache to avoid future downloads
kwargs : **
any keyword accepted by motionless.CenterMap (e.g. `key` for the API)
Notes
-----
To obtain the exact domain specified in `x` and `y` you may have to
play with the `size_x` and `size_y` kwargs.
"""
global API_KEY
if 'zoom' in kwargs or 'center_ll' in kwargs:
raise ValueError('incompatible kwargs.')
# Transform to lonlat
crs = gis.check_crs(crs)
if isinstance(crs, pyproj.Proj):
lon, lat = gis.transform_proj(crs, wgs84, x, y)
elif isinstance(crs, Grid):
lon, lat = crs.ij_to_crs(x, y, crs=wgs84)
else:
raise NotImplementedError()
# surely not the smartest way to do but should be enough for now
mc = (np.mean(lon), np.mean(lat))
zoom = 20
while zoom >= 0:
grid = gis.googlestatic_mercator_grid(center_ll=mc, nx=size_x,
ny=size_y, zoom=zoom,
scale=scale)
dx, dy = grid.transform(lon, lat, maskout=True)
if np.any(dx.mask):
zoom -= 1
else:
break
if 'key' not in kwargs:
if API_KEY is None:
with open(utils.get_demo_file('.api_key'), 'r') as f:
API_KEY = f.read().replace('\n', '')
kwargs['key'] = API_KEY
GoogleCenterMap.__init__(self, center_ll=mc, size_x=size_x,
size_y=size_y, zoom=zoom, scale=scale,
maptype=maptype, use_cache=use_cache, **kwargs)
| (x, y, crs=<Other Coordinate Operation Transformer: longlat>
Description: PROJ-based coordinate operation
Area of Use:
- undefined, size_x=640, size_y=640, scale=1, maptype='satellite', use_cache=True, **kwargs) | [
0.08783553540706635,
-0.06167749688029289,
-0.0583258755505085,
0.03288054093718529,
-0.0377923958003521,
-0.017884932458400726,
-0.05054395645856857,
-0.0031156574841588736,
-0.015506054274737835,
0.03665592521429062,
0.02265232242643833,
0.021092085167765617,
0.008735397830605507,
0.03956451639533043,
0.01786567084491253,
-0.00602906197309494,
-0.0384087860584259,
-0.017750097438693047,
-0.0031012108083814383,
-0.08352080732584,
0.035943225026130676,
-0.016546212136745453,
0.04391776770353317,
-0.007069219835102558,
0.022498223930597305,
0.052316077053546906,
0.015814248472452164,
0.0015229160198941827,
0.01995561644434929,
-0.01583351008594036,
-0.050659529864788055,
0.009563671424984932,
0.022902730852365494,
0.022035932168364525,
0.019156236201524734,
-0.04418743774294853,
0.07847411930561066,
0.01355094276368618,
-0.11719109863042831,
0.002280160319060087,
-0.03332357108592987,
-0.010103012435138226,
0.05327918753027916,
-0.06352666765451431,
0.0576709620654583,
-0.010854237712919712,
-0.05308656394481659,
0.0205334834754467,
-0.02140028029680252,
-0.03166702017188072,
-0.00752188079059124,
-0.021053561940789223,
-0.014957081526517868,
0.02114987187087536,
-0.016055025160312653,
0.05062100663781166,
0.010391945019364357,
0.1205812394618988,
0.031185466796159744,
-0.04318580403923988,
-0.040180906653404236,
-0.04287761077284813,
0.00657803425565362,
-0.03669445216655731,
0.0013700224226340652,
0.012087017297744751,
-0.04719233885407448,
0.0034358911216259003,
-0.0029398901388049126,
0.051198869943618774,
0.0041967472061514854,
0.01596834696829319,
-0.007545958738774061,
0.0009065262856893241,
0.0048757391050457954,
0.04179892688989639,
-0.05743981897830963,
-0.04811692237854004,
0.06302584707736969,
-0.03293832391500473,
-0.00661174301058054,
-0.03944894298911095,
0.046614471822977066,
-0.06784139573574066,
0.0463833250105381,
-0.04464973136782646,
0.04249236732721329,
-0.05054395645856857,
0.04345547407865524,
-0.027679750695824623,
-0.03908295929431915,
0.05624556168913841,
0.011875133030116558,
-0.006891044322401285,
-0.004040242172777653,
0.051198869943618774,
0.01819312758743763,
-0.00761819165199995,
-0.02134249359369278,
0.0027713458985090256,
0.04268498718738556,
-0.044842351227998734,
0.0072233169339597225,
-0.020321598276495934,
0.017287805676460266,
-0.017374485731124878,
-0.008407941088080406,
-0.0006627393304370344,
-0.08914536237716675,
0.060483239591121674,
-0.035943225026130676,
-0.0006922345492057502,
-0.0768175721168518,
0.008422387763857841,
-0.003980047535151243,
0.019531849771738052,
-0.02392362616956234,
-0.006944015622138977,
-0.048155445605516434,
-0.00593275111168623,
-0.06487502157688141,
0.012635989114642143,
-0.02299904078245163,
-0.025792056694626808,
0.026947788894176483,
0.014148070476949215,
0.03507642820477486,
0.01219295896589756,
0.0031830749940127134,
-0.024559278041124344,
-0.017798252403736115,
-0.03917927294969559,
-0.02305682748556137,
0.02001340314745903,
0.048271019011735916,
-0.012241114862263203,
0.001622838550247252,
-0.009534778073430061,
-0.02438591793179512,
0.09438467770814896,
-0.01368577778339386,
0.0095203323289752,
0.029663754627108574,
0.0781659185886383,
-0.018241282552480698,
-0.024886734783649445,
0.021381018683314323,
-0.011355054564774036,
0.020128976553678513,
-0.07038400322198868,
0.033689551055431366,
-0.05455049127340317,
0.011133539490401745,
0.041837453842163086,
-0.0397571362555027,
-0.058557022362947464,
0.046152181923389435,
0.005412672180682421,
0.0656069815158844,
0.053664430975914,
-0.03407479450106621,
0.01063272263854742,
-0.00680918013677001,
-0.018347226083278656,
-0.018376119434833527,
-0.04865626245737076,
0.021438805386424065,
-0.041644830256700516,
0.016603998839855194,
0.04187597706913948,
0.004061911720782518,
-0.0050129820592701435,
0.0022645099088549614,
-0.04345547407865524,
0.037195269018411636,
0.045497264713048935,
0.0019442761549726129,
-0.03440225124359131,
0.03519200161099434,
0.031782593578100204,
0.01338721439242363,
-0.027005575597286224,
-0.044033341109752655,
0.023403547704219818,
-0.03862066939473152,
0.09954693913459778,
0.027679750695824623,
0.002283771988004446,
-0.02677442878484726,
0.0005941178533248603,
0.008701689541339874,
0.0028098702896386385,
-0.005301914643496275,
0.0003894571855198592,
0.00897617544978857,
-0.0051959725096821785,
0.009939284063875675,
-0.02007118985056877,
0.0021742184180766344,
0.07801182568073273,
-0.07627822458744049,
0.004519388545304537,
0.011191326193511486,
-0.010363052599132061,
0.006944015622138977,
0.04915707930922508,
0.016498055309057236,
-0.00013167505676392466,
-0.012934553436934948,
0.03758051246404648,
-0.0457284115254879,
0.014610362239181995,
-0.022748632356524467,
-0.05050543323159218,
0.05420377105474472,
-0.07758805900812149,
-0.01030526589602232,
0.02425108291208744,
-0.014254012145102024,
0.004521796479821205,
0.027352293953299522,
-0.024771161377429962,
0.011123908683657646,
0.012366319075226784,
-0.02658180706202984,
-0.013801351189613342,
0.047808729112148285,
0.011586200445890427,
-0.0022645099088549614,
-0.08590931445360184,
0.013965079560875893,
-0.03041497990489006,
0.0005023215198889375,
-0.0063517033122479916,
-0.003936707973480225,
-0.09053224325180054,
0.04746200889348984,
0.002821909263730049,
0.018539847806096077,
-0.006765840109437704,
-0.020860940217971802,
0.03517273813486099,
-0.02278715744614601,
0.07450610399246216,
-0.04977346956729889,
-0.016382483765482903,
-0.0940764844417572,
0.061330776661634445,
0.03598174825310707,
-0.0031156574841588736,
0.017095183953642845,
-0.046614471822977066,
-0.041259586811065674,
0.03921779617667198,
0.02199740894138813,
-0.04345547407865524,
-0.07585445791482925,
-0.010623091831803322,
0.009977808222174644,
-0.005730498116463423,
-0.001181012368761003,
-0.012886397540569305,
-0.03532683476805687,
0.023904364556074142,
0.047346435487270355,
-0.012828610837459564,
0.0039728241972625256,
0.05273984372615814,
0.009029146283864975,
0.058557022362947464,
0.13129101693630219,
0.0927666500210762,
-0.02995268814265728,
-0.01517859660089016,
0.012308532372117043,
0.002768938196823001,
0.005176710430532694,
-0.05262427404522896,
-0.011326161213219166,
-0.018742099404335022,
0.039988283067941666,
-0.031840380281209946,
-0.023153139278292656,
-0.017210757359862328,
0.004622922744601965,
-0.07604708522558212,
0.054242294281721115,
0.027352293953299522,
0.05162264034152031,
-0.0013435370055958629,
-0.01792345754802227,
0.014311798848211765,
-0.0032191916834563017,
-0.05863407254219055,
-0.005561954341828823,
-0.07111596316099167,
-0.017258912324905396,
0.01067124679684639,
-0.048733312636613846,
-0.02517566829919815,
0.011046859435737133,
-0.034421514719724655,
0.027949420735239983,
0.03889033943414688,
0.03550019487738609,
0.017721204087138176,
-0.025483863428235054,
-0.025021569803357124,
0.04095139354467392,
0.009659982286393642,
0.0175671074539423,
-0.012934553436934948,
-0.026485495269298553,
-0.03883255273103714,
-0.04796282574534416,
0.0008728174725547433,
0.053895577788352966,
0.03187890723347664,
0.014042127877473831,
0.06117668002843857,
0.00887986458837986,
0.010025964118540287,
-0.035615768283605576,
-0.00742075452581048,
0.06726352870464325,
-0.0761626586318016,
0.06213979050517082,
0.028719909489154816,
0.05004313960671425,
0.03850509598851204,
-0.02365395613014698,
0.013050125911831856,
-0.027275245636701584,
0.02286420576274395,
0.022902730852365494,
0.011981075629591942,
-0.031435877084732056,
-0.0523546002805233,
0.04268498718738556,
-0.08090115338563919,
-0.008961728774011135,
0.0030771330930292606,
-0.07211759686470032,
-0.009640720672905445,
-0.03253382071852684,
0.006375781260430813,
0.04665299877524376,
-0.034094057977199554,
-0.03702190890908241,
-0.08298146724700928,
-0.01037268340587616,
0.02020602487027645,
0.03162849694490433,
0.025926893576979637,
0.002109208609908819,
0.0411054901778698,
0.05266279727220535,
-0.034151844680309296,
0.01643063873052597,
-0.004240087233483791,
0.06653156876564026,
0.013705040328204632,
-0.048540689051151276,
-0.0367714986205101,
-0.049734946340322495,
-0.018607264384627342,
-0.004745719488710165,
-0.04561283811926842,
0.07936017960309982,
-0.019676316529512405,
-0.02430886961519718,
-0.07716428488492966,
-0.0404120497405529,
0.033959221094846725,
0.03734936565160751,
0.004478456452488899,
0.021824048832058907,
0.019724471494555473,
-0.030665388330817223,
-0.013907292857766151,
-0.0190599262714386,
0.006818811409175396,
0.02411624789237976,
-0.0004225640441291034,
0.033419881016016006,
-0.043031707406044006,
0.0709233433008194,
0.054165247827768326,
-0.01593945361673832,
-0.03669445216655731,
0.019560743123292923,
-0.04060467332601547,
0.019502956420183182,
0.0023981411941349506,
0.008273106068372726,
0.011306898668408394,
-0.000286675407551229,
0.05404967442154884,
0.027217458933591843,
0.017509320750832558,
0.030376456677913666,
-0.002605209592729807,
-0.008244212716817856,
0.02332649938762188,
0.001073866500519216,
-0.045497264713048935,
0.02511788159608841,
-0.057093098759651184,
0.013676146976649761,
0.01182697806507349,
-0.048155445605516434,
-0.02829614095389843,
-0.012847873382270336,
-0.0013519641943275928,
-0.02636992186307907,
0.01338721439242363,
-0.052585747092962265,
-0.004307504743337631,
-0.010709770955145359,
-0.004225640557706356,
0.03370881453156471,
-0.0019551110453903675,
0.030183834955096245,
0.011460996232926846,
0.027602702379226685,
-0.04333990067243576,
-0.015650520101189613,
-0.03484528139233589,
-0.011557307094335556,
-0.0014542945427820086,
0.018443536013364792,
-0.015534947626292706,
-0.04333990067243576,
-0.030588340014219284,
-0.0036694451700896025,
0.04152925685048103,
0.017692310735583305,
0.03862066939473152,
0.03068464994430542,
-0.016353590413928032,
-0.021246183663606644,
-0.034151844680309296,
-0.009794818237423897,
0.039988283067941666,
0.013435369357466698,
-0.022613797336816788,
-0.03650182858109474,
0.0037464937195181847,
0.03494159132242203,
-0.004919079132378101,
0.02099577523767948,
0.03166702017188072,
-0.015159334987401962,
0.013531680218875408,
0.058942265808582306,
-0.06552993506193161,
-0.07319627702236176,
-0.014966713264584541,
-0.034228891134262085,
0.0026124329306185246,
0.030376456677913666,
-0.023904364556074142,
-0.030048998072743416,
0.005133370868861675,
-0.0011057694209739566,
0.05890374258160591,
0.015486791729927063,
0.012539678253233433,
-0.056900475174188614,
-0.051121823489665985,
0.02444370463490486,
-0.014321429654955864,
0.03863992914557457,
0.002313869306817651,
-0.008422387763857841,
0.04253089055418968,
-0.04229974374175072,
0.05031280964612961,
0.004656631499528885,
-0.023673217743635178,
-0.0016336735570803285,
0.026870738714933395,
0.021303970366716385,
-0.03461413457989693,
-0.04757758229970932,
-0.01200033724308014,
0.024366656318306923,
-0.011268374510109425,
-0.023750266060233116,
0.012298901565372944,
-0.06552993506193161,
0.08144049346446991,
0.00958774983882904,
0.014581468887627125,
-0.06052176654338837,
0.04888740926980972,
0.028604336082935333,
-0.0036212895065546036,
0.053664430975914,
-0.013464262709021568,
-0.005008166655898094,
-0.03461413457989693,
-0.020918726921081543,
-0.0016421007458120584,
0.01629580371081829,
0.013165699318051338,
-0.03484528139233589,
0.025965416803956032,
0.0033130948431789875,
0.07123153656721115,
-0.0050129820592701435,
-0.06102258339524269,
0.032110050320625305,
0.004418262280523777,
0.05208493024110794,
0.003122880822047591,
-0.06398896127939224,
-0.017114445567131042,
-0.033304307609796524,
-0.03160923719406128,
0.03199448063969612,
0.04002680629491806,
0.028064994141459465,
-0.0009643128141760826,
-0.009987439960241318,
0.059597183018922806,
0.0304727666079998,
-0.01371467113494873,
-0.0007704871241003275,
0.01325237937271595,
-0.018674682825803757,
-0.0328034907579422,
-0.051776736974716187,
0.025599434971809387,
0.0516996867954731,
0.009997070766985416,
-0.012924921698868275,
-0.03338135406374931,
-0.010103012435138226,
-0.02922072447836399,
-0.012443367391824722,
-0.034883804619312286,
0.04665299877524376,
-0.030395718291401863,
0.016989242285490036,
-0.0235191211104393,
0.04102843999862671,
0.02080315351486206,
0.00887986458837986,
-0.024289608001708984,
0.030973583459854126,
0.044957924634218216,
0.035615768283605576,
-0.009356603026390076,
0.013772457838058472,
0.08190278708934784,
-0.017374485731124878,
-0.06337256729602814,
-0.03365102782845497,
0.013146436773240566,
0.042646463960409164,
-0.001790178706869483,
-0.004618107341229916,
0.03220636397600174,
-0.08136343955993652,
0.030838748440146446,
0.0055234297178685665,
0.05312509089708328,
-0.022690847516059875,
0.006197606213390827,
0.010170429944992065,
0.03590470179915428,
-0.0035394253209233284,
-0.004225640557706356,
0.007276288233697414,
0.04942674934864044,
0.031166205182671547,
0.01464888732880354,
0.01357983611524105,
-0.06391190737485886,
0.03889033943414688,
-0.02816130593419075,
0.09322894364595413,
0.004336398094892502,
-0.015429005026817322,
-0.004675894044339657,
-0.033631764352321625,
0.006216868292540312,
-0.003279385855421424,
0.01770194247364998,
0.027679750695824623,
0.0301453098654747,
0.004273795988410711,
0.002867656759917736,
-0.02644697204232216,
-0.002662996295839548,
-0.005475274287164211,
-0.006082032807171345,
0.01835685595870018,
0.022556010633707047,
-0.015534947626292706,
0.008205688558518887,
-0.048348069190979004,
-0.011489889584481716,
0.0048420303501188755,
-0.009424020536243916,
-0.025965416803956032,
-0.0008017881773412228,
-0.018183497712016106,
-0.036887072026729584,
-0.03440225124359131,
-0.02028307504951954,
-0.020379384979605675,
-0.04811692237854004,
-0.01827980764210224,
-0.04014237970113754,
-0.06780286878347397,
0.0755077376961708,
0.06090700998902321,
-0.018597634509205818,
0.000339194928528741,
-0.004644592758268118,
-0.009289185516536236,
-0.0022560826037079096,
-0.016363220289349556,
-0.02696705050766468,
0.028777694329619408,
-0.005398225504904985,
0.004979273304343224,
0.0715397298336029,
0.02802647091448307,
0.03457561135292053,
-0.010584567673504353,
-0.02810351923108101,
0.03370881453156471,
0.033901434391736984,
-0.016334326937794685,
0.04418743774294853,
-0.01086386851966381,
0.0768946185708046,
-0.0006154868169687688,
-0.0032601237762719393,
0.04445710778236389,
0.041644830256700516,
-0.0463833250105381,
-0.015717938542366028,
0.03499937802553177,
0.03858214244246483,
0.04229974374175072,
-0.03519200161099434,
-0.041452210396528244,
0.06025209650397301,
0.07103891670703888,
-0.012934553436934948,
-0.011037228628993034,
-0.036424778401851654,
-0.09168796986341476,
-0.0304727666079998,
0.006934384349733591,
-0.026658855378627777,
-0.009669614024460316,
0.016690677031874657,
-0.01987856812775135,
-0.06518321484327316,
-0.013425738550722599,
-0.04592103511095047,
0.017075922340154648,
-0.05678490176796913,
0.011306898668408394,
0.04152925685048103,
-0.009765924885869026,
-0.048078399151563644,
0.0008643902838230133,
0.01351241860538721,
0.006770655978471041,
-0.014292536303400993,
0.016719570383429527,
-0.03166702017188072,
-0.03324652090668678,
0.04696119204163551,
0.03715674206614494,
0.044842351227998734,
-0.07570036500692368,
0.0954633578658104,
-0.04222269728779793,
-0.013676146976649761,
0.0009673225576989353,
-0.052316077053546906,
-0.015554209239780903,
0.021824048832058907,
0.060675863176584244,
0.02405846118927002,
0.0241932962089777,
-0.03166702017188072,
0.006197606213390827,
-0.011403209529817104,
-0.05493573471903801,
-0.01879025623202324,
0.021496592089533806,
0.0014350323472172022,
-0.026870738714933395,
-0.03617437183856964,
-0.07207906991243362,
0.021361757069826126,
-0.0185494776815176,
0.03365102782845497,
-0.0016408968949690461,
0.039525989443063736,
0.04249236732721329,
-0.036482565104961395,
0.0490415059030056,
0.036482565104961395,
0.0636422410607338,
-0.034960854798555374,
-0.00958774983882904,
-0.03551945835351944,
0.02140028029680252,
0.008422387763857841,
0.029471132904291153,
-0.013175330124795437,
0.03297685086727142,
-0.018636157736182213,
-0.026080990210175514,
-0.00374408601783216,
-0.014128807932138443,
0.0205334834754467,
-0.0530095174908638,
-0.08236507326364517,
0.005480089690536261,
0.024174034595489502,
-0.03305389732122421,
0.020360123366117477,
-0.060406193137168884,
0.08205687999725342,
-0.022575274109840393,
-0.031127680093050003,
-0.04931117594242096,
-0.030337931588292122,
-0.043031707406044006,
0.005687158089131117,
-0.01659436710178852,
-0.029317036271095276,
0.016979610547423363,
-0.0430702306330204,
-0.024366656318306923,
0.037541985511779785,
0.04075876995921135,
0.017181864008307457,
0.007517065387219191,
0.02604246512055397,
0.02737155556678772,
-0.0052152350544929504,
0.00525375921279192,
0.016218755394220352,
0.055166881531476974,
-0.031185466796159744,
-0.02816130593419075,
0.00934215635061264,
0.05354885756969452,
0.0018696351908147335,
-0.006823626812547445,
-0.025888368487358093,
-0.040797293186187744,
-0.030858010053634644,
0.019840044900774956,
0.06533730775117874,
-0.021053561940789223,
0.051468539983034134
] |
22,565 | salem.datasets | __init__ | Initialize
Parameters
----------
x : array
x coordinates of the points to include on the map
y : array
y coordinates of the points to include on the map
crs : proj or Grid
coordinate reference system of x, y
size_x : int
image size
size_y : int
image size
scale : int
image scaling factor. 1, 2. 2 is higher resolution but takes
longer to download
maptype : str, default: 'satellite'
'roadmap', 'satellite', 'hybrid', 'terrain'
use_cache : bool, default: True
store the downloaded image in the cache to avoid future downloads
kwargs : **
any keyword accepted by motionless.CenterMap (e.g. `key` for the API)
Notes
-----
To obtain the exact domain specified in `x` and `y` you may have to
play with the `size_x` and `size_y` kwargs.
| def __init__(self, x, y, crs=wgs84, size_x=640, size_y=640, scale=1,
maptype='satellite', use_cache=True, **kwargs):
"""Initialize
Parameters
----------
x : array
x coordinates of the points to include on the map
y : array
y coordinates of the points to include on the map
crs : proj or Grid
coordinate reference system of x, y
size_x : int
image size
size_y : int
image size
scale : int
image scaling factor. 1, 2. 2 is higher resolution but takes
longer to download
maptype : str, default: 'satellite'
'roadmap', 'satellite', 'hybrid', 'terrain'
use_cache : bool, default: True
store the downloaded image in the cache to avoid future downloads
kwargs : **
any keyword accepted by motionless.CenterMap (e.g. `key` for the API)
Notes
-----
To obtain the exact domain specified in `x` and `y` you may have to
play with the `size_x` and `size_y` kwargs.
"""
global API_KEY
if 'zoom' in kwargs or 'center_ll' in kwargs:
raise ValueError('incompatible kwargs.')
# Transform to lonlat
crs = gis.check_crs(crs)
if isinstance(crs, pyproj.Proj):
lon, lat = gis.transform_proj(crs, wgs84, x, y)
elif isinstance(crs, Grid):
lon, lat = crs.ij_to_crs(x, y, crs=wgs84)
else:
raise NotImplementedError()
# surely not the smartest way to do but should be enough for now
mc = (np.mean(lon), np.mean(lat))
zoom = 20
while zoom >= 0:
grid = gis.googlestatic_mercator_grid(center_ll=mc, nx=size_x,
ny=size_y, zoom=zoom,
scale=scale)
dx, dy = grid.transform(lon, lat, maskout=True)
if np.any(dx.mask):
zoom -= 1
else:
break
if 'key' not in kwargs:
if API_KEY is None:
with open(utils.get_demo_file('.api_key'), 'r') as f:
API_KEY = f.read().replace('\n', '')
kwargs['key'] = API_KEY
GoogleCenterMap.__init__(self, center_ll=mc, size_x=size_x,
size_y=size_y, zoom=zoom, scale=scale,
maptype=maptype, use_cache=use_cache, **kwargs)
| (self, x, y, crs=<Other Coordinate Operation Transformer: longlat>
Description: PROJ-based coordinate operation
Area of Use:
- undefined, size_x=640, size_y=640, scale=1, maptype='satellite', use_cache=True, **kwargs) | [
0.06073380261659622,
-0.04037240520119667,
-0.016224879771471024,
0.03219670057296753,
-0.03336465731263161,
-0.02086751163005829,
-0.06342010200023651,
-0.007353267166763544,
0.009455591440200806,
0.04590073972940445,
0.027349676936864853,
0.04839238151907921,
-0.012954597361385822,
0.06723543256521225,
0.021782411262392998,
-0.0038153284694999456,
-0.06271933019161224,
-0.016030220314860344,
-0.015290512703359127,
-0.07583938539028168,
0.02608438953757286,
-0.01627354510128498,
0.055750515311956406,
-0.0003692449536174536,
0.040333472192287445,
0.04706869646906853,
0.041112110018730164,
0.01304219476878643,
0.010531085543334484,
-0.0076063247397542,
-0.03081461787223816,
0.03603149577975273,
0.0018261505756527185,
0.029354671016335487,
0.018015747889876366,
-0.02522788755595684,
0.05006645247340202,
0.013723502866923809,
-0.1255943924188614,
-0.002433245303109288,
-0.027622200548648834,
-0.001880898606032133,
0.04122890904545784,
-0.02832297421991825,
0.03560324385762215,
-0.012283021584153175,
-0.07533327490091324,
0.0006916499696671963,
-0.028945885598659515,
-0.030658889561891556,
-0.0405670665204525,
-0.02639584429562092,
0.00485919089987874,
0.02600652538239956,
-0.012828068807721138,
0.04998859018087387,
-0.008672086521983147,
0.14988790452480316,
0.03196310997009277,
-0.025597739964723587,
-0.03595363348722458,
-0.020069407299160957,
-0.009903308004140854,
-0.02259998209774494,
0.0050806161016225815,
0.011699043214321136,
-0.05816429480910301,
-0.00875968299806118,
0.007265670225024223,
0.054816149175167084,
0.010326692834496498,
0.03167112171649933,
-0.02680462971329689,
-0.006608693860471249,
0.028809623792767525,
0.04773053899407387,
-0.046990830451250076,
-0.01817147620022297,
0.052519164979457855,
-0.030308503657579422,
-0.03640135005116463,
-0.008487159386277199,
0.018862517550587654,
-0.05504973977804184,
0.03640135005116463,
-0.024488180875778198,
0.07416531443595886,
-0.044810645282268524,
-0.013314718380570412,
-0.013149257749319077,
-0.05968264117836952,
0.029685592278838158,
0.0047715939581394196,
-0.015183450654149055,
0.0017263875342905521,
0.054037511348724365,
0.01831747032701969,
-0.016098350286483765,
0.013489911332726479,
0.014346414245665073,
0.05236343666911125,
-0.07326988130807877,
0.007596591487526894,
-0.023475950583815575,
0.01178663969039917,
-0.016224879771471024,
0.003798295743763447,
-0.020361395552754402,
-0.09382593631744385,
0.06240787357091904,
-0.05181838944554329,
0.021587751805782318,
-0.05162373185157776,
0.01422961801290512,
-0.034746743738651276,
-0.013266053050756454,
-0.032702814787626266,
-0.016769926995038986,
-0.052324507385492325,
-0.01619568094611168,
-0.06252466887235641,
0.03206044062972069,
-0.021821344271302223,
0.00023678518482483923,
0.041462499648332596,
0.01963142305612564,
0.026181718334555626,
0.013947362080216408,
-0.003391943871974945,
-0.055867310613393784,
-0.025909194722771645,
-0.0438762791454792,
-0.016049684956669807,
0.024118326604366302,
0.021062171086668968,
-0.03733571618795395,
0.009533454664051533,
-0.03353985399007797,
-0.021509887650609016,
0.07634550333023071,
-0.008472559973597527,
0.021295761689543724,
0.04453812167048454,
0.04321443662047386,
-0.01567010022699833,
-0.015271047130227089,
0.03416276350617409,
-0.022930903360247612,
0.0019113140879198909,
-0.04979393258690834,
0.02232745848596096,
-0.026629436761140823,
0.02627904899418354,
0.012964330613613129,
-0.049482475966215134,
-0.06770261377096176,
0.03647921234369278,
0.028887487947940826,
0.07953792065382004,
0.06474378705024719,
-0.02324235811829567,
0.03807542100548744,
-0.0071586077101528645,
-0.02633744664490223,
-0.003518472658470273,
-0.05602303892374039,
0.013927895575761795,
-0.038620468229055405,
0.025792399421334267,
0.043175503611564636,
0.002640071092173457,
-0.015290512703359127,
-0.018589993938803673,
-0.04551142081618309,
0.02279464155435562,
0.04473277926445007,
0.019855281338095665,
-0.008676952682435513,
0.031106607988476753,
0.04243579879403114,
-0.0006983414059504867,
-0.023982064798474312,
-0.028089383617043495,
0.034999798983335495,
-0.03449368476867676,
0.09958786517381668,
0.045861806720495224,
0.004944354295730591,
-0.028945885598659515,
0.00023891426098998636,
0.03753037378191948,
0.01290593296289444,
-0.02365114353597164,
-0.007878848351538181,
0.006774154957383871,
0.01063814852386713,
0.016750460490584373,
-0.026512639597058296,
-0.014969324693083763,
0.0896991491317749,
-0.08354790508747101,
-0.012526346370577812,
0.016361141577363014,
-0.006087979767471552,
0.008448227308690548,
0.0017811355646699667,
0.009854643605649471,
0.002273867605254054,
-0.03963270038366318,
0.04321443662047386,
-0.002990458393469453,
0.017898952588438988,
-0.03663494065403938,
-0.05193518474698067,
0.04379841312766075,
-0.0758783221244812,
0.004435806069523096,
0.01910584233701229,
0.004966253414750099,
0.02053659036755562,
0.009664850309491158,
-0.017276041209697723,
-0.003771530231460929,
-0.009134402498602867,
-0.02437138371169567,
-0.002876095939427614,
0.05933225154876709,
0.02727181278169155,
-0.0028493301942944527,
-0.09102284163236618,
0.0075333272106945515,
-0.04216327518224716,
-0.0012135810684412718,
0.009820577688515186,
0.01168930996209383,
-0.1220126524567604,
0.04714655876159668,
0.029082147404551506,
-0.017937883734703064,
-0.013022728264331818,
0.010570017620921135,
0.028147781267762184,
-0.01936863176524639,
0.04340909421443939,
-0.05306421220302582,
-0.023145029321312904,
-0.07058357447385788,
0.04749694839119911,
0.016302743926644325,
-0.011533582583069801,
0.03906818479299545,
-0.015572769567370415,
-0.031573791056871414,
0.04048920050263405,
-0.01122212689369917,
-0.0851830467581749,
-0.04570607841014862,
-0.04231899976730347,
0.02409886009991169,
-0.029997047036886215,
0.014901193790137768,
-0.028692828491330147,
-0.033890239894390106,
0.03986629098653793,
0.026356913149356842,
-0.016001021489501,
-0.0023578146938234568,
0.04730228707194328,
0.018288271501660347,
0.04068386182188988,
0.1153942197561264,
0.06890950351953506,
-0.013022728264331818,
0.008968941867351532,
0.010725744999945164,
0.0058738538064062595,
0.005109814926981926,
-0.07716307044029236,
0.013129791244864464,
0.0011977649992331862,
0.04839238151907921,
-0.024527112022042274,
-0.026123320683836937,
-0.01956329122185707,
-0.0020500090904533863,
-0.064004085958004,
0.0491320863366127,
0.023398086428642273,
0.03490246832370758,
-0.008613687939941883,
-0.020380862057209015,
0.03692692890763283,
-0.03523338958621025,
-0.040528133511543274,
0.010462954640388489,
-0.06517203897237778,
-0.02285303920507431,
-0.003335979301482439,
-0.023222893476486206,
-0.03443528711795807,
-0.00175680301617831,
-0.02277517504990101,
0.04009988158941269,
0.03449368476867676,
0.030542094260454178,
0.015962088480591774,
-0.025111090391874313,
-0.016808858141303062,
0.024858033284544945,
0.028284043073654175,
0.058242157101631165,
-0.004997885785996914,
-0.03315053507685661,
-0.03973002731800079,
-0.05111761763691902,
0.014258816838264465,
0.06711863726377487,
0.04017774388194084,
0.005752191878855228,
0.05960477516055107,
-0.005732725840061903,
-0.01726630888879299,
-0.009280397556722164,
-0.02028353326022625,
0.06007196009159088,
-0.04228007048368454,
0.03708265721797943,
0.028147781267762184,
0.06291399151086807,
0.04601753503084183,
-0.02166561596095562,
0.03858153522014618,
-0.03640135005116463,
0.023923667147755623,
0.005304474849253893,
-0.0008419028599746525,
-0.03918498009443283,
-0.05115654692053795,
0.041462499648332596,
-0.05524440109729767,
-0.03603149577975273,
0.00813677255064249,
-0.07926540076732635,
-0.004041620530188084,
-0.028887487947940826,
-0.007426264695823193,
0.04087851941585541,
-0.06743009388446808,
-0.010122300125658512,
-0.08206849545240402,
-0.023553814738988876,
0.006764421705156565,
0.03198257461190224,
0.017889218404889107,
0.000554475758690387,
0.07264696806669235,
0.011153995990753174,
-0.0330532044172287,
0.029451999813318253,
0.0008625854388810694,
0.06236894056200981,
0.006360502913594246,
-0.04710762947797775,
-0.012331686913967133,
-0.04399307444691658,
-0.011961833573877811,
-0.007927512750029564,
-0.040800657123327255,
0.07642336934804916,
-0.01106639951467514,
-0.009893574751913548,
-0.0395159013569355,
-0.05941011756658554,
0.04045026749372482,
0.005104948300868273,
0.008983541280031204,
0.011952100321650505,
0.021762944757938385,
-0.04710762947797775,
-0.005119548179209232,
-0.00967944972217083,
0.0025208420120179653,
0.012438749894499779,
0.001983094960451126,
0.014122555032372475,
-0.03299480676651001,
0.0587482750415802,
0.038678865879774094,
0.008959208615124226,
-0.029413068667054176,
0.017402570694684982,
-0.032761212438344955,
0.039944153279066086,
-0.01658499985933304,
0.03535018861293793,
0.016088617965579033,
0.022210663184523582,
0.06661251932382584,
0.02639584429562092,
0.011699043214321136,
0.004073252435773611,
-0.0049759866669774055,
0.028537100180983543,
0.01645847037434578,
-0.0028736626263707876,
-0.04944354295730591,
0.032002042979002,
-0.04621219262480736,
0.022755710408091545,
0.03258601948618889,
-0.014268550090491772,
-0.028011519461870193,
-0.024643907323479652,
-0.02147095650434494,
-0.05921545624732971,
-0.0029150277841836214,
-0.05248023197054863,
-0.006715756841003895,
-0.024721771478652954,
0.013918163254857063,
0.025266818702220917,
0.011008001863956451,
-0.010141766630113125,
-0.007173207122832537,
0.01059921644628048,
-0.030931413173675537,
-0.005314207635819912,
-0.03301427140831947,
0.005815456155687571,
-0.008277900516986847,
-0.025383614003658295,
0.014891460537910461,
-0.019835814833641052,
-0.026454241946339607,
0.0114557184278965,
0.03733571618795395,
0.00385182723402977,
0.024643907323479652,
0.035058196634054184,
-0.015845293179154396,
-0.013266053050756454,
-0.022502651438117027,
-0.0015451107174158096,
-0.0001532184105599299,
-0.005635396111756563,
-0.012098095379769802,
-0.044421326369047165,
-0.0002437807561364025,
0.016370873898267746,
0.022016003727912903,
0.006496764719486237,
0.05111761763691902,
0.010521352291107178,
0.011679577641189098,
0.0691041648387909,
-0.056529153138399124,
-0.08160131424665451,
-0.02509162575006485,
-0.015271047130227089,
-0.02956879697740078,
0.0013468012912198901,
-0.054348964244127274,
-0.004136516712605953,
0.006574628874659538,
0.004187615122646093,
0.06365369260311127,
0.0023456483613699675,
0.0163416750729084,
-0.02481910213828087,
-0.05886507034301758,
-0.007912913337349892,
-0.018881982192397118,
0.02824511006474495,
0.008988408371806145,
0.0021181399933993816,
0.025266818702220917,
-0.03353985399007797,
0.050027523189783096,
0.03159325569868088,
-0.031456995755434036,
-0.007786384783685207,
0.010316959582269192,
0.03803648799657822,
-0.026025991886854172,
-0.039807893335819244,
-0.005221744067966938,
0.02226906083524227,
-0.029860785230994225,
-0.00472292909398675,
0.010083368048071861,
-0.06918203085660934,
0.09460457414388657,
-0.001328551908954978,
0.02429352141916752,
-0.05808642879128456,
0.03797809034585953,
0.009173334576189518,
-0.02265837974846363,
0.035136062651872635,
0.0048762233927845955,
0.001585259335115552,
-0.006005249451845884,
-0.034143298864364624,
-0.02376793883740902,
0.02686302736401558,
0.04516103118658066,
-0.06077273190021515,
0.0032556820660829544,
0.002610872033983469,
0.061668168753385544,
-0.01948542706668377,
-0.05637342482805252,
0.01422961801290512,
-0.0060247150249779224,
0.035058196634054184,
0.0219381395727396,
-0.05520546808838844,
-0.010745210573077202,
-0.06357583403587341,
-0.029938649386167526,
0.019183704629540443,
0.05068936571478844,
0.021704547107219696,
0.035389117896556854,
-0.003445475362241268,
0.06486058235168457,
0.04103424772620201,
-0.016244344413280487,
0.028147781267762184,
0.02310609631240368,
-0.013295251876115799,
-0.0682087317109108,
-0.06828659772872925,
0.013606707565486431,
0.041657157242298126,
0.01380136702209711,
-0.025831332430243492,
-0.04231899976730347,
-0.04570607841014862,
-0.04714655876159668,
-0.01857052743434906,
-0.05286955088376999,
0.029919182881712914,
-0.042046476155519485,
0.010239096358418465,
-0.029121078550815582,
0.035058196634054184,
0.019680088385939598,
0.010122300125658512,
-0.01300326269119978,
0.03301427140831947,
0.029140545055270195,
0.014657869003713131,
-0.003408976597711444,
0.018346669152379036,
0.07657909393310547,
-0.02845923602581024,
-0.0712064877152443,
-0.05306421220302582,
0.011202661320567131,
0.017548564821481705,
-0.008107572793960571,
0.0018249339191243052,
0.05477721616625786,
-0.09078924357891083,
0.027700064703822136,
0.0027082019951194525,
0.04625112563371658,
-0.0066914246417582035,
0.00912466924637556,
0.026434775441884995,
0.033617716282606125,
-0.012010498903691769,
0.0026692701503634453,
-0.008774282410740852,
0.027836326509714127,
0.012088362127542496,
-0.008701285347342491,
0.014833062887191772,
-0.040995314717292786,
0.052519164979457855,
-0.030834084376692772,
0.1111895740032196,
0.0053434064611792564,
-0.0055575319565832615,
-0.013772168196737766,
-0.03149592503905296,
0.0015694431494921446,
0.011465451680123806,
0.0016035086009651423,
0.03667387366294861,
0.02409886009991169,
0.000556300685275346,
0.03365664929151535,
-0.049365680664777756,
-0.01102746743708849,
0.007616057526320219,
-0.03390970453619957,
0.013616440817713737,
0.023203426972031593,
-0.01290593296289444,
0.029938649386167526,
-0.06404301524162292,
0.004603699781000614,
-0.02509162575006485,
-0.04998859018087387,
-0.024741237983107567,
0.018667858093976974,
-0.012954597361385822,
-0.02271677739918232,
0.025714535266160965,
-0.02910161390900612,
0.003338412381708622,
-0.05310314521193504,
-0.008949476294219494,
-0.04878170043230057,
-0.029315738007426262,
0.08160131424665451,
0.051857322454452515,
-0.022619448602199554,
0.0013103025266900659,
0.001363834016956389,
-0.018161742016673088,
0.011046933010220528,
-0.012224623933434486,
-0.012292754836380482,
0.0288485549390316,
-0.024604976177215576,
0.018288271501660347,
0.05524440109729767,
0.019865013659000397,
0.005596464034169912,
-0.0062242415733635426,
-0.03560324385762215,
0.033948637545108795,
0.04516103118658066,
0.007956711575388908,
0.05174052715301514,
-0.011932634748518467,
0.07299735397100449,
0.0006910416414029896,
0.0038226281758397818,
0.0501832515001297,
0.037763964384794235,
-0.05294741690158844,
-0.001279887044802308,
0.047458015382289886,
0.03503873199224472,
0.035389117896556854,
0.0005958409165032208,
-0.052986349910497665,
0.03385130688548088,
0.0587482750415802,
0.005859254393726587,
0.005168213043361902,
-0.003975922707468271,
-0.09514962136745453,
-0.00892027746886015,
-0.010316959582269192,
-0.044032007455825806,
-0.019855281338095665,
0.02332022227346897,
-0.010823074728250504,
-0.022891972213983536,
-0.037374645471572876,
-0.08066694438457489,
0.030931413173675537,
-0.047964129596948624,
-0.012769671157002449,
0.08736323565244675,
-0.022366389632225037,
-0.05181838944554329,
0.005075749475508928,
0.024410316720604897,
0.006039314903318882,
-0.020205669105052948,
0.011514116078615189,
-0.036849066615104675,
-0.014745466411113739,
0.0776691883802414,
0.006005249451845884,
0.03449368476867676,
-0.060149822384119034,
0.09063351899385452,
-0.0468740351498127,
0.004742395132780075,
-0.007095342967659235,
-0.018881982192397118,
-0.02271677739918232,
0.03858153522014618,
0.04298084229230881,
0.0543878972530365,
0.02409886009991169,
-0.06392621994018555,
0.0070077464915812016,
-0.011630912311375141,
-0.07038892060518265,
-0.0288485549390316,
0.026123320683836937,
-0.0005687710945494473,
-0.036849066615104675,
-0.029860785230994225,
-0.07463249564170837,
0.018473198637366295,
0.005017351824790239,
0.013577508740127087,
-0.00009124670032178983,
0.05057257041335106,
0.03659600764513016,
-0.020789647474884987,
0.048898495733737946,
0.027155017480254173,
0.07116755843162537,
-0.022950369864702225,
-0.015125052072107792,
-0.012779404409229755,
0.016108082607388496,
0.03285854309797287,
0.018161742016673088,
-0.008613687939941883,
0.022677846252918243,
-0.02014727145433426,
-0.008088107220828533,
-0.0043068439699709415,
0.009509121999144554,
0.007708521094173193,
-0.034007035195827484,
-0.06540562957525253,
0.023923667147755623,
-0.0008084457367658615,
-0.037374645471572876,
0.04002201929688454,
-0.04208540916442871,
0.08502732217311859,
-0.030834084376692772,
-0.05368712171912193,
-0.04839238151907921,
-0.02376793883740902,
-0.02587026357650757,
0.01380136702209711,
-0.020984306931495667,
-0.04154036194086075,
0.006316704675555229,
-0.03649867698550224,
-0.028692828491330147,
0.03587576746940613,
0.022483186796307564,
0.004798359703272581,
-0.016575267538428307,
0.015572769567370415,
0.02365114353597164,
0.003798295743763447,
0.001983094960451126,
0.032177235931158066,
0.02976345643401146,
-0.058047499507665634,
-0.005460202228277922,
0.010365624912083149,
0.04629005864262581,
0.0015584935899823904,
-0.011484917253255844,
-0.039418574422597885,
-0.015845293179154396,
-0.027213415130972862,
0.02725234627723694,
0.061473507434129715,
0.00019177014473825693,
0.054699353873729706
] |
22,570 | salem.gis | Grid | A structured grid on a map projection.
Central class in the library, taking over user concerns about the
gridded representation of georeferenced data. It adds a level of
abstraction by defining a new coordinate system.
A grid requires georeferencing information at instantiation and is
immutable *in principle*. I didn't implement barriers: if you want to mess
with it, you can (not recommended). Note that in most cases, users won't
have to define the grid themselves: most georeferenced datasets contain
enough metadata for Salem to determine the data's grid automatically.
A grid is defined by a projection, a reference point in this projection,
a grid spacing and a number of grid points. The grid can be defined in a
"upper left" convention (reference point at the top left corner,
dy negative - always -). This is the python convention, but not that of all
datasets (for example, the output of the WRF model follows a down-left
corner convention). Therefore, grids can also be defined in a "lower left"
corner convention (dy positive). The use of one or the other convention
depends on the data, so the user should take care of what he is doing.
The reference points of the grid points might be located at the corner of
the pixel (upper left corner for example if dy is negative) or the center
of the pixel (most atmospheric datasets follow this convention). The two
concepts are truly equivalent and each grid instance gives access to one
representation or another ("center_grid" and "corner_grid" properties).
Under the hood, Salem uses the representation it needs to do
the job by accessing either one or the other of these parameters. The user
should know which convention he needs for his purposes: some grid
functions and properties are representation dependant (transform,
ll_coordinates, ...) while some are not (extent,
corner_ll_coordinates ...).
Attributes
----------
proj
nx
ny
dx
dy
x0
y0
origin
pixel_ref
x_coord
y_coord
xy_coordinates
ll_coordinates
xstagg_xy_coordinates
ystagg_xy_coordinates
xstagg_ll_coordinates
ystagg_ll_coordinates
center_grid
corner_grid
extent
| class Grid(object):
"""A structured grid on a map projection.
Central class in the library, taking over user concerns about the
gridded representation of georeferenced data. It adds a level of
abstraction by defining a new coordinate system.
A grid requires georeferencing information at instantiation and is
immutable *in principle*. I didn't implement barriers: if you want to mess
with it, you can (not recommended). Note that in most cases, users won't
have to define the grid themselves: most georeferenced datasets contain
enough metadata for Salem to determine the data's grid automatically.
A grid is defined by a projection, a reference point in this projection,
a grid spacing and a number of grid points. The grid can be defined in a
"upper left" convention (reference point at the top left corner,
dy negative - always -). This is the python convention, but not that of all
datasets (for example, the output of the WRF model follows a down-left
corner convention). Therefore, grids can also be defined in a "lower left"
corner convention (dy positive). The use of one or the other convention
depends on the data, so the user should take care of what he is doing.
The reference points of the grid points might be located at the corner of
the pixel (upper left corner for example if dy is negative) or the center
of the pixel (most atmospheric datasets follow this convention). The two
concepts are truly equivalent and each grid instance gives access to one
representation or another ("center_grid" and "corner_grid" properties).
Under the hood, Salem uses the representation it needs to do
the job by accessing either one or the other of these parameters. The user
should know which convention he needs for his purposes: some grid
functions and properties are representation dependant (transform,
ll_coordinates, ...) while some are not (extent,
corner_ll_coordinates ...).
Attributes
----------
proj
nx
ny
dx
dy
x0
y0
origin
pixel_ref
x_coord
y_coord
xy_coordinates
ll_coordinates
xstagg_xy_coordinates
ystagg_xy_coordinates
xstagg_ll_coordinates
ystagg_ll_coordinates
center_grid
corner_grid
extent
"""
def __init__(self, proj=wgs84, nxny=None, dxdy=None, x0y0=None,
pixel_ref='center',
corner=None, ul_corner=None, ll_corner=None):
"""
Parameters
----------
proj : pyproj.Proj instance
defines the grid's map projection. Defaults to 'PlateCarree'
(wgs84)
nxny : (int, int)
(nx, ny) number of grid points
dxdy : (float, float)
(dx, dy) grid spacing in proj coordinates. dx must be positive,
while dy can be positive or negative depending on the origin
grid point's lecation (upper-left or lower-left)
x0y0 : (float, float)
(x0, y0) cartesian coordinates (in proj) of the upper left
or lower left corner, depending on the sign of dy
pixel_ref : str
either 'center' or 'corner' (default: 'center'). Tells
the Grid object where the (x0, y0) is located in the grid point.
If ``pixel_ref`` is set to 'corner' and dy < 0, the ``x0y0``
kwarg specifies the **grid point's upper left** corner
coordinates. Equivalently, if dy > 0, x0y0 specifies the
**grid point's lower left** coordinate.
corner : (float, float)
DEPRECATED in favor of ``x0y0``
(x0, y0) cartesian coordinates (in proj) of the upper left
or lower left corner, depending on the sign of dy
ul_corner : (float, float)
DEPRECATED in favor of ``x0y0``
(x0, y0) cartesian coordinates (in proj) of the upper left corner
ll_corner : (float, float)
DEPRECATED in favor of ``x0y0``
(x0, y0) cartesian coordinates (in proj) of the lower left corner
Examples
--------
>>> g = Grid(nxny=(3, 2), dxdy=(1, 1), x0y0=(0, 0), proj=wgs84)
>>> lon, lat = g.ll_coordinates
>>> lon
array([[ 0., 1., 2.],
[ 0., 1., 2.]])
>>> lat
array([[ 0., 0., 0.],
[ 1., 1., 1.]])
>>> lon, lat = g.corner_grid.ll_coordinates
>>> lon
array([[-0.5, 0.5, 1.5],
[-0.5, 0.5, 1.5]])
>>> lat
array([[-0.5, -0.5, -0.5],
[ 0.5, 0.5, 0.5]])
>>> g.corner_grid == g.center_grid # the two reprs are equivalent
True
"""
# Check for coordinate system
proj = check_crs(proj)
if proj is None:
raise ValueError('proj must be of type pyproj.Proj')
self._proj = proj
# deprecations
if corner is not None:
warnings.warn('The `corner` kwarg is deprecated: '
'use `x0y0` instead.', DeprecationWarning)
x0y0 = corner
if ul_corner is not None:
warnings.warn('The `ul_corner` kwarg is deprecated: '
'use `x0y0` instead.', DeprecationWarning)
if dxdy[1] > 0.:
raise ValueError('dxdy and input params not compatible')
x0y0 = ul_corner
if ll_corner is not None:
warnings.warn('The `ll_corner` kwarg is deprecated: '
'use `x0y0` instead.', DeprecationWarning)
if dxdy[1] < 0.:
raise ValueError('dxdy and input params not compatible')
x0y0 = ll_corner
# Check for shortcut
if dxdy[1] < 0.:
ul_corner = x0y0
else:
ll_corner = x0y0
# Initialise the rest
self._check_input(nxny=nxny, dxdy=dxdy,
ul_corner=ul_corner,
ll_corner=ll_corner,
pixel_ref=pixel_ref)
def _check_input(self, **kwargs):
"""See which parameter combination we have and set everything."""
combi_a = ['nxny', 'dxdy', 'ul_corner']
combi_b = ['nxny', 'dxdy', 'll_corner']
if all(kwargs[k] is not None for k in combi_a):
nx, ny = kwargs['nxny']
dx, dy = kwargs['dxdy']
x0, y0 = kwargs['ul_corner']
if (dx <= 0.) or (dy >= 0.):
raise ValueError('dxdy and input params not compatible')
origin = 'upper-left'
elif all(kwargs[k] is not None for k in combi_b):
nx, ny = kwargs['nxny']
dx, dy = kwargs['dxdy']
x0, y0 = kwargs['ll_corner']
if (dx <= 0.) or (dy <= 0.):
raise ValueError('dxdy and input params not compatible')
origin = 'lower-left'
else:
raise ValueError('Input params not compatible')
self._nx = int(nx)
self._ny = int(ny)
if (self._nx <= 0) or (self._ny <= 0):
raise ValueError('nxny not valid')
self._dx = float(dx)
self._dy = float(dy)
self._x0 = float(x0)
self._y0 = float(y0)
self._origin = origin
# Check for pixel ref
self._pixel_ref = kwargs['pixel_ref'].lower()
if self._pixel_ref not in ['corner', 'center']:
raise ValueError('pixel_ref not recognized')
def __eq__(self, other):
"""Two grids are considered equal when their defining coordinates
and projection are equal.
Note: equality also means floating point equality, with all the
problems that come with it.
(independent of the grid's cornered or centered representation.)
"""
# Attributes defining the instance
ckeys = ['x0', 'y0', 'nx', 'ny', 'dx', 'dy', 'origin']
a = dict((k, getattr(self.corner_grid, k)) for k in ckeys)
b = dict((k, getattr(other.corner_grid, k)) for k in ckeys)
p1 = self.corner_grid.proj
p2 = other.corner_grid.proj
return (a == b) and proj_is_same(p1, p2)
| (proj=<Other Coordinate Operation Transformer: longlat>
Description: PROJ-based coordinate operation
Area of Use:
- undefined, nxny=None, dxdy=None, x0y0=None, pixel_ref='center', corner=None, ul_corner=None, ll_corner=None) | [
0.02815151773393154,
-0.051019467413425446,
-0.005866619758307934,
0.06348539143800735,
-0.04573589935898781,
-0.05035902187228203,
-0.05097818747162819,
0.02817215770483017,
-0.015479207038879395,
-0.03628326207399368,
-0.00854452233761549,
0.03591176122426987,
0.008503244258463383,
0.07260780036449432,
-0.05803670734167099,
0.0019864982459694147,
-0.020845333114266396,
-0.028399186208844185,
-0.02169152908027172,
-0.0462312325835228,
-0.05407403036952019,
-0.05877970904111862,
0.08090465515851974,
0.04618995264172554,
0.005412562750279903,
0.005299048498272896,
0.03661348298192024,
0.026355929672718048,
0.029369216412305832,
-0.0387805737555027,
-0.07884076237678528,
-0.022393252700567245,
-0.0036685720551759005,
0.008900544606149197,
0.05729370564222336,
-0.059646546840667725,
0.07830414921045303,
0.050400298088788986,
-0.05341358482837677,
0.014756844379007816,
-0.04383711516857147,
-0.03436383977532387,
0.058573320508003235,
-0.004419313743710518,
0.020587345585227013,
0.010432985611259937,
-0.00001861334385466762,
0.002814635867252946,
-0.08016165345907211,
0.022248780354857445,
0.0004817903391085565,
-0.03972996398806572,
-0.003080362221226096,
0.021670890972018242,
-0.03248569741845131,
-0.008905704133212566,
0.031329914927482605,
0.09716814011335373,
0.01571655459702015,
-0.08086337894201279,
-0.04821256920695305,
0.010660014115273952,
0.019679231569170952,
-0.04519928619265556,
0.004416733980178833,
-0.017027128487825394,
-0.041938330978155136,
-0.016820738092064857,
0.04817129299044609,
0.06340283155441284,
-0.022372614592313766,
0.08701378107070923,
0.05390891805291176,
-0.030917135998606682,
0.032238028943538666,
0.02831663005053997,
-0.018719520419836044,
0.032382503151893616,
0.043052833527326584,
-0.05539492145180702,
-0.017202559858560562,
0.03031860664486885,
0.04466267302632332,
-0.01741926744580269,
0.00940103828907013,
0.014385343529284,
0.028873881325125694,
0.09147179871797562,
0.022971143946051598,
-0.04123660922050476,
0.014478218741714954,
0.005665389820933342,
-0.007801520638167858,
0.001078384811989963,
0.004979144781827927,
-0.0017465705750510097,
0.003854322712868452,
-0.034116171300411224,
-0.04251622408628464,
-0.0025669685564935207,
-0.010417506098747253,
-0.03322869911789894,
-0.05589025840163231,
0.013797133229672909,
-0.03477662056684494,
-0.030710747465491295,
0.010598096996545792,
-0.0015969382366165519,
-0.03727393224835396,
0.011114071123301983,
-0.06158660724759102,
0.028543658554553986,
-0.021897917613387108,
0.018090033903717995,
0.0015092226676642895,
-0.04590100795030594,
-0.07091540843248367,
-0.006614781450480223,
-0.014880677685141563,
0.007053358945995569,
0.00999440811574459,
0.023363282904028893,
-0.03677859529852867,
0.04557078704237938,
0.06162788346409798,
-0.019287092611193657,
0.018358340486884117,
0.03372403234243393,
-0.010046005249023438,
-0.10253427177667618,
0.06158660724759102,
-0.03591176122426987,
-0.032403141260147095,
0.015582402236759663,
0.003609235165640712,
0.037500958889722824,
0.000766220735386014,
-0.02660359814763069,
-0.05589025840163231,
0.0133946742862463,
0.06947068125009537,
0.012434963136911392,
0.023487117141485214,
0.04067935794591904,
-0.010608416981995106,
0.06010060012340546,
0.022826671600341797,
-0.0160055011510849,
-0.032403141260147095,
-0.0019413505215197802,
-0.009493913501501083,
-0.08395922183990479,
0.03729457035660744,
0.019937219098210335,
-0.035148121416568756,
-0.061958108097314835,
0.012899339199066162,
-0.02400309033691883,
0.045488230884075165,
0.055807702243328094,
-0.02445714734494686,
-0.030917135998606682,
0.015561763197183609,
0.04222727566957474,
-0.008260737173259258,
0.037480320781469345,
-0.02912154793739319,
-0.11078984290361404,
-0.000010843506970559247,
0.000052363255235832185,
0.0035266794729977846,
-0.018843354657292366,
-0.07091540843248367,
0.010525860823690891,
-0.04121596738696098,
0.04928579553961754,
-0.017429586499929428,
-0.008833467960357666,
-0.03863609954714775,
-0.0013699098490178585,
0.026851264759898186,
-0.012115059420466423,
0.035478342324495316,
0.018884632736444473,
-0.016862016171216965,
0.09576469659805298,
0.0674067884683609,
-0.04647890105843544,
0.04668528959155083,
0.012672310695052147,
-0.03403361514210701,
-0.006470308639109135,
-0.0029204103630036116,
0.0027939968276768923,
0.006212322041392326,
0.00010190477769356221,
0.02075245790183544,
0.021340666338801384,
0.0018342860275879502,
0.06381560862064362,
-0.061504051089286804,
-0.017027128487825394,
0.057623930275440216,
-0.018420256674289703,
0.011186307296156883,
-0.013043811544775963,
-0.02757362835109234,
-0.05217524617910385,
0.04338305816054344,
0.08045060187578201,
0.044415004551410675,
-0.014498857781291008,
-0.0289151594042778,
0.010427826084196568,
0.028068961575627327,
0.0032970712054520845,
0.0035860163625329733,
0.02416820265352726,
-0.025035038590431213,
0.022847309708595276,
0.05820181965827942,
-0.0005769229610450566,
0.029204104095697403,
-0.04585973173379898,
0.022434530779719353,
-0.03873929753899574,
0.021794723346829414,
0.014106717891991138,
0.03684051334857941,
-0.09708558768033981,
0.033311255276203156,
-0.07896459847688675,
-0.040390413254499435,
0.0047624362632632256,
0.008358771912753582,
-0.09171946346759796,
-0.008848946541547775,
-0.01070129219442606,
-0.010448465123772621,
0.01694457232952118,
-0.03196972236037254,
0.020587345585227013,
-0.03217611089348793,
-0.001697553088888526,
-0.047964904457330704,
-0.011341099627315998,
-0.01201186515390873,
0.05551875755190849,
0.011991226114332676,
0.006073008757084608,
-0.01599518023431301,
0.016253167763352394,
-0.04034913331270218,
0.011062473058700562,
0.003562797559425235,
-0.06067849323153496,
-0.05799543112516403,
-0.01815195009112358,
0.03141247108578682,
-0.02614954113960266,
-0.002102592261508107,
-0.021897917613387108,
0.049327075481414795,
0.07438275218009949,
0.05110202357172966,
0.016841378062963486,
-0.02464289776980877,
0.002070344053208828,
0.010649694129824638,
0.0016253167996183038,
0.041773222386837006,
0.07376357913017273,
-0.013766175135970116,
0.021753445267677307,
-0.002969427965581417,
-0.004630862735211849,
0.004759856034070253,
-0.02060798369348049,
-0.004612803924828768,
0.00009327834413852543,
0.014178954064846039,
-0.01723351702094078,
-0.033187419176101685,
0.028213435783982277,
-0.012042823247611523,
-0.039956994354724884,
-0.007925353944301605,
0.003248053602874279,
0.035189397633075714,
-0.006083328276872635,
-0.012507199309766293,
0.007373262196779251,
0.00977769959717989,
-0.018038436770439148,
0.06472372263669968,
-0.01660403050482273,
-0.05799543112516403,
-0.008596119470894337,
-0.007677686866372824,
-0.025530371814966202,
0.03605623170733452,
0.01129982154816389,
0.06637483835220337,
-0.016841378062963486,
0.042392387986183167,
0.012878700159490108,
-0.02001977525651455,
-0.039317186921834946,
0.02264092117547989,
0.007063678465783596,
0.03093777596950531,
-0.006315516773611307,
-0.0021425802260637283,
-0.026211457327008247,
0.028605574741959572,
-0.0541565865278244,
0.013054131530225277,
0.0004730832588393241,
0.018265465274453163,
0.03203164041042328,
-0.012816783972084522,
0.000018704042304307222,
-0.0013376615243032575,
-0.00011480411922093481,
0.017759811133146286,
-0.01650083437561989,
-0.00008731240086490288,
0.0569634810090065,
-0.012197615578770638,
0.04759340360760689,
-0.04175258055329323,
0.03737712651491165,
-0.004816613160073757,
0.047964904457330704,
0.06340283155441284,
-0.025509733706712723,
0.008503244258463383,
0.0074506583623588085,
0.03851226717233658,
-0.07591003179550171,
0.043960947543382645,
0.03324933722615242,
-0.037335846573114395,
-0.002388957655057311,
-0.004138107877224684,
-0.009767379611730576,
0.005737625993788242,
-0.003570537082850933,
0.025798678398132324,
-0.014818761497735977,
-0.016211889684200287,
-0.03880121186375618,
0.010453624650835991,
-0.03308422490954399,
0.00539192371070385,
0.07702453434467316,
-0.01845121569931507,
-0.04573589935898781,
0.03836779668927193,
0.00815754197537899,
0.07636409252882004,
-0.05143224447965622,
-0.015272817574441433,
0.0207937341183424,
-0.07153457403182983,
-0.0012202775105834007,
-0.04602484405040741,
-0.009241086430847645,
0.02957560494542122,
-0.022228142246603966,
-0.018740160390734673,
-0.06542544811964035,
-0.034116171300411224,
-0.01255879644304514,
-0.016129333525896072,
0.054569363594055176,
0.005902737844735384,
0.03000902384519577,
-0.058738432824611664,
-0.04788234829902649,
0.04507545009255409,
-0.0007346173515543342,
0.04573589935898781,
0.05122585594654083,
-0.022558365017175674,
-0.03805821016430855,
0.03628326207399368,
0.05679837241768837,
-0.009989248588681221,
-0.01169196143746376,
-0.03182525187730789,
0.002441844902932644,
0.06468244642019272,
0.008209139108657837,
-0.010825125500559807,
-0.011547488160431385,
0.08816956728696823,
0.05910993367433548,
-0.023053700104355812,
-0.018657604232430458,
-0.012022184208035469,
-0.02383797988295555,
0.023672867566347122,
0.00894182175397873,
0.015066428110003471,
-0.05023518577218056,
0.054569363594055176,
-0.0018394457874819636,
0.024663537740707397,
-0.016077736392617226,
0.003735648700967431,
-0.009653865359723568,
0.009602268226444721,
0.004290320444852114,
-0.05361997336149216,
0.0013634602073580027,
-0.051019467413425446,
0.03925526887178421,
0.03267144784331322,
0.03351764380931854,
-0.011867391876876354,
-0.01340499334037304,
0.00915337074548006,
0.036386456340551376,
-0.010278193280100822,
-0.008028549142181873,
-0.014106717891991138,
-0.020442873239517212,
0.020597664639353752,
0.027016377076506615,
-0.03494172915816307,
-0.008632238022983074,
-0.004945606924593449,
-0.023301366716623306,
0.007739603519439697,
-0.03770734742283821,
0.0007907294784672558,
0.04014274477958679,
-0.004171646200120449,
-0.019926900044083595,
0.028213435783982277,
0.02433331310749054,
-0.00953003205358982,
-0.06579694896936417,
-0.04746956750750542,
-0.03758351504802704,
-0.005077179986983538,
-0.01538633182644844,
-0.0390695184469223,
0.029802633449435234,
0.05205141380429268,
0.05267058312892914,
-0.021464500576257706,
-0.03706753998994827,
0.006145245395600796,
-0.046809121966362,
-0.032382503151893616,
0.02231069654226303,
-0.015076748095452785,
0.004736637230962515,
0.004615383688360453,
-0.00040923155029304326,
-0.016263486817479134,
0.010334950871765614,
-0.008869585581123829,
-0.003237734083086252,
0.030215412378311157,
-0.019173577427864075,
-0.05126713588833809,
-0.024519063532352448,
0.03506556525826454,
-0.04076191410422325,
-0.03648965060710907,
-0.003444123547524214,
0.03186652809381485,
0.004981725011020899,
-0.006506426725536585,
0.0640220046043396,
-0.021959835663437843,
-0.0668288990855217,
-0.04722190275788307,
-0.016593709588050842,
0.02029840089380741,
-0.03397170081734657,
-0.01024207565933466,
0.0023128516040742397,
0.013291479088366032,
-0.0019065223168581724,
-0.013023173436522484,
-0.03124735876917839,
-0.030586913228034973,
0.049946241080760956,
-0.012465921230614185,
0.02169152908027172,
-0.014065439812839031,
0.06575567275285721,
0.013693938963115215,
-0.05593153461813927,
-0.004638602491468191,
-0.022351974621415138,
0.03263016790151596,
0.0004124563711229712,
-0.01695489138364792,
-0.008410369046032429,
0.03419872745871544,
-0.03494172915816307,
-0.002459903946146369,
0.03374467045068741,
-0.0009577759192325175,
0.015376012772321701,
-0.023487117141485214,
-0.03754223883152008,
0.07772625982761383,
-0.03805821016430855,
0.01785268634557724,
0.020257122814655304,
-0.02216622419655323,
-0.007187511771917343,
-0.08016165345907211,
0.005531236529350281,
0.04722190275788307,
0.038574185222387314,
0.015603041276335716,
0.028110239654779434,
-0.008203979581594467,
0.08334004878997803,
0.04049360752105713,
-0.012765185907483101,
0.018822716549038887,
0.012342087924480438,
-0.00907081551849842,
-0.04049360752105713,
-0.008286535739898682,
0.05366125330328941,
0.014994191937148571,
0.0535786971449852,
-0.015788791701197624,
-0.05547747761011124,
-0.017037447541952133,
-0.014963233843445778,
-0.0235490333288908,
0.0047185784205794334,
-0.0017349611734971404,
-0.030236052349209785,
0.04084446653723717,
0.006330995820462704,
0.04152555391192436,
-0.02507631480693817,
-0.005376444663852453,
-0.030752025544643402,
0.09237990528345108,
-0.0019220015965402126,
0.04912068322300911,
-0.017801089212298393,
0.06835617870092392,
0.03620070591568947,
-0.009132732637226582,
-0.0320110023021698,
-0.010494902729988098,
0.038883768022060394,
-0.039936356246471405,
0.0002073568757623434,
-0.00104936130810529,
0.015541124157607555,
-0.041174691170454025,
-0.0020277760922908783,
0.023012422025203705,
0.03613878786563873,
0.004120049066841602,
0.004083930980414152,
-0.004986884538084269,
0.02709893137216568,
-0.006269078701734543,
0.01753278262913227,
-0.03390978276729584,
-0.001776239019818604,
-0.0442911721765995,
0.010587777942419052,
-0.014271829277276993,
-0.076405368745327,
0.05989421159029007,
-0.003093261504545808,
0.016717543825507164,
-0.04722190275788307,
0.005897577852010727,
0.03215547278523445,
-0.09180201590061188,
0.028584936633706093,
0.0013583004474639893,
-0.0687689557671547,
0.0504828542470932,
0.025323983281850815,
0.0322999469935894,
-0.006934684701263905,
-0.012300809845328331,
0.025489093735814095,
-0.01893622986972332,
-0.0034080054610967636,
0.05403275415301323,
-0.056261759251356125,
-0.03972996398806572,
0.0009229477145709097,
-0.017605017870664597,
-0.02245517075061798,
-0.008250417187809944,
-0.05279441550374031,
-0.02941049449145794,
-0.032692085951566696,
-0.033022310584783554,
0.013890008442103863,
0.05291825160384178,
-0.016046777367591858,
-0.0003502170729916543,
-0.054115310311317444,
-0.05927504599094391,
-0.06216449663043022,
-0.07884076237678528,
0.08594056218862534,
0.014034480787813663,
0.006955323740839958,
0.006160724442452192,
0.007285546977072954,
-0.010979917831718922,
-0.024993760511279106,
-0.03960613161325455,
-0.01676914095878601,
0.04800618067383766,
-0.07277291268110275,
0.02984391152858734,
0.04063807800412178,
0.037480320781469345,
-0.03444639593362808,
0.028894519433379173,
-0.028832603245973587,
-0.014756844379007816,
-0.030731385573744774,
0.028729408979415894,
0.00020122968999203295,
-0.0008229778613895178,
0.05803670734167099,
0.01124822348356247,
0.006191683001816273,
-0.0002499246911611408,
0.01570623554289341,
-0.021361306309700012,
-0.027635544538497925,
0.026892542839050293,
-0.03017413429915905,
0.05646814778447151,
-0.011599086225032806,
-0.026995737105607986,
0.06728295236825943,
-0.00861675851047039,
-0.0004717933479696512,
0.0002587930066511035,
0.017512142658233643,
-0.08544522523880005,
0.008781869895756245,
0.020989805459976196,
-0.0015053529059514403,
0.008255577646195889,
0.0103968670591712,
-0.013353396207094193,
-0.04482778534293175,
-0.04986368492245674,
0.002407016698271036,
0.0356847308576107,
0.03991571441292763,
0.004470910876989365,
0.059811655431985855,
-0.026252735406160355,
-0.07211246341466904,
0.014829080551862717,
-0.03310486301779747,
-0.019772106781601906,
-0.043465614318847656,
0.025922512635588646,
-0.010355589911341667,
-0.03300166875123978,
0.022537725046277046,
0.03324933722615242,
0.05341358482837677,
-0.05044157803058624,
0.04321794584393501,
0.07896459847688675,
0.047304458916187286,
-0.0012841292191296816,
-0.018275784328579903,
0.04142235964536667,
0.01880207657814026,
0.014633010141551495,
0.02017456665635109,
0.06360922008752823,
0.002721760654821992,
0.027903851121664047,
-0.06232960894703865,
-0.05130841210484505,
-0.019472843036055565,
-0.01940060593187809,
-0.01000472716987133,
0.032692085951566696,
-0.029204104095697403,
-0.0369437076151371,
0.06930556893348694,
0.005118458066135645,
0.028275351971387863,
-0.009751900099217892,
0.026232097297906876,
0.03221739083528519,
-0.03438447788357735,
-0.006465149112045765,
0.04092702269554138,
0.02972007729113102,
-0.08701378107070923,
0.008719953708350658,
0.018234506249427795,
0.03865674138069153,
0.047964904457330704,
-0.030731385573744774,
-0.04462139308452606,
0.029431132599711418,
-0.013332757167518139,
0.007842798717319965,
-0.015056109055876732,
0.017347032204270363,
0.023322004824876785,
0.006356794387102127,
-0.0874265655875206,
0.009493913501501083,
-0.015458567999303341,
-0.027491072192788124,
0.08924278616905212,
-0.014643330127000809,
0.09295780211687088,
-0.013797133229672909,
-0.021154915913939476,
0.027367237955331802,
-0.031639497727155685,
-0.08437199890613556,
0.028523018583655357,
-0.03205227851867676,
-0.05031774193048477,
0.008038868196308613,
-0.06249471753835678,
-0.05110202357172966,
0.05944015458226204,
0.02416820265352726,
-0.00939071923494339,
-0.005856300238519907,
-0.031763333827257156,
0.0507717989385128,
0.05172119289636612,
0.03644837439060211,
-0.017295435070991516,
0.02233133651316166,
-0.02511759288609028,
-0.013518507592380047,
0.009560990147292614,
0.008178181014955044,
-0.06162788346409798,
-0.05774776265025139,
0.02555101178586483,
-0.020040413364768028,
0.03861546143889427,
-0.006717975717037916,
0.05737626180052757,
0.015293456614017487,
0.061049994081258774
] |
22,571 | salem.gis | __eq__ | Two grids are considered equal when their defining coordinates
and projection are equal.
Note: equality also means floating point equality, with all the
problems that come with it.
(independent of the grid's cornered or centered representation.)
| def __eq__(self, other):
"""Two grids are considered equal when their defining coordinates
and projection are equal.
Note: equality also means floating point equality, with all the
problems that come with it.
(independent of the grid's cornered or centered representation.)
"""
# Attributes defining the instance
ckeys = ['x0', 'y0', 'nx', 'ny', 'dx', 'dy', 'origin']
a = dict((k, getattr(self.corner_grid, k)) for k in ckeys)
b = dict((k, getattr(other.corner_grid, k)) for k in ckeys)
p1 = self.corner_grid.proj
p2 = other.corner_grid.proj
return (a == b) and proj_is_same(p1, p2)
| (self, other) | [
0.03327221795916557,
-0.04771583527326584,
0.016582416370511055,
0.07402576506137848,
-0.06325121968984604,
-0.07445531338453293,
-0.05133121460676193,
0.044565800577402115,
0.002075039315968752,
0.015061093494296074,
0.009933341294527054,
-0.026542603969573975,
0.0732024610042572,
0.08190084993839264,
-0.02734800986945629,
-0.040664058178663254,
-0.025486627593636513,
-0.04098622128367424,
0.010443432256579399,
-0.04374249652028084,
-0.04764424264431,
-0.03409552201628685,
0.0507584810256958,
0.034363992512226105,
0.004118757322430611,
0.025146566331386566,
0.017477311193943024,
0.025719299912452698,
0.01023760624229908,
0.03758561611175537,
-0.08691226691007614,
-0.025951974093914032,
0.03209095820784569,
0.03379125893115997,
0.05254827067255974,
-0.03160771355032921,
0.03266369178891182,
0.03393444046378136,
-0.04334874451160431,
-0.02006356045603752,
-0.029388371855020523,
-0.014023014344274998,
0.01021970808506012,
-0.013459229841828346,
-0.000880353560205549,
-0.010828237049281597,
-0.036386456340551376,
0.023750530555844307,
-0.02432326227426529,
0.0606023333966732,
-0.027151133865118027,
-0.026453115046024323,
0.017011966556310654,
0.0606023333966732,
-0.02292722649872303,
-0.011311480775475502,
0.03495462238788605,
0.05698695406317711,
-0.04134417697787285,
-0.05315680056810379,
-0.06822684407234192,
-0.021334310993552208,
0.0004477274778764695,
-0.036869700998067856,
-0.011427816934883595,
-0.041129402816295624,
-0.0821872130036354,
0.0019486352102831006,
0.03405972942709923,
0.034292399883270264,
-0.029030414298176765,
0.04839595407247543,
0.004930874798446894,
-0.02439485490322113,
-0.029835820198059082,
0.0364222526550293,
-0.013915627263486385,
0.08369063585996628,
0.04259703308343887,
-0.05906311050057411,
-0.022801941260695457,
-0.04381408914923668,
0.022801941260695457,
-0.04342033714056015,
-0.042704418301582336,
0.007418684661388397,
0.02000986598432064,
0.057738665491342545,
0.03941120207309723,
-0.04152315855026245,
0.019329745322465897,
0.010362891480326653,
0.01638553850352764,
-0.05104484781622887,
0.018667522817850113,
0.019777193665504456,
-0.001758469850756228,
-0.01992037706077099,
-0.03402393311262131,
-0.011007215827703476,
0.01192000973969698,
0.007463429588824511,
-0.03323642536997795,
0.028386089950799942,
-0.02963894233107567,
-0.006487993523478508,
0.0065819574519991875,
-0.023714734241366386,
-0.07488486915826797,
-0.005396220833063126,
-0.05942106992006302,
0.0650768131017685,
-0.040198709815740585,
0.044136252254247665,
0.01246589608490467,
-0.044565800577402115,
-0.03447137773036957,
-0.004552781581878662,
0.0019016532460227609,
-0.017665239050984383,
0.029889514669775963,
0.09457256644964218,
0.016000734642148018,
0.030981287360191345,
0.07266552746295929,
-0.0028770894277840853,
0.0398765504360199,
0.013262352906167507,
-0.041272588074207306,
-0.04871811717748642,
0.07152006030082703,
-0.017915809527039528,
0.003270843531936407,
0.048431750386953354,
0.04979199171066284,
0.018703319132328033,
0.004353667143732309,
0.002984476974233985,
0.0064119272865355015,
0.05838299170136452,
0.03744243457913399,
0.014031963422894478,
0.01907917484641075,
0.021280618384480476,
-0.036762312054634094,
0.043635111302137375,
-0.05165337398648262,
-0.0007047302788123488,
-0.005154598969966173,
0.01072979811578989,
-0.013557668775320053,
-0.03135714307427406,
0.06450407952070236,
-0.0012282442767173052,
-0.054839204996824265,
-0.0713052824139595,
0.036386456340551376,
-0.02575509622693062,
0.05641422048211098,
0.043599314987659454,
-0.01733412779867649,
0.027956539765000343,
0.018327461555600166,
0.013709801249206066,
0.0012584469513967633,
0.00042843128903768957,
-0.026023564860224724,
-0.08526565879583359,
0.009324812330305576,
-0.01904337853193283,
-0.007951147854328156,
-0.03549155965447426,
-0.03511570394039154,
-0.015463796444237232,
-0.0303011666983366,
0.012081091292202473,
0.01414829958230257,
-0.008993701077997684,
-0.02477071061730385,
-0.02920939400792122,
0.03491882607340813,
-0.04274021461606026,
-0.0033961290027946234,
0.03017588146030903,
0.01776367798447609,
0.06743933260440826,
0.026667889207601547,
-0.03180459141731262,
0.013960371725261211,
0.005548352841287851,
-0.02432326227426529,
-0.0026600772980600595,
-0.04349192604422569,
-0.006295590661466122,
0.01997406966984272,
-0.031052878126502037,
0.0072710271924734116,
-0.011579949408769608,
0.024269569665193558,
0.10166013985872269,
-0.06278587877750397,
-0.04306237772107124,
-0.006501416675746441,
-0.010523973032832146,
0.008067484013736248,
-0.01514163427054882,
-0.01172313280403614,
-0.03747822716832161,
0.07087573409080505,
0.05115223303437233,
0.010380789637565613,
-0.00008683284249855205,
-0.010300248861312866,
-0.00574075523763895,
0.03448927775025368,
0.051009051501750946,
-0.005414118524640799,
-0.011329378932714462,
-0.021745963022112846,
0.046606164425611496,
0.07373940199613571,
-0.01904337853193283,
0.011571000330150127,
0.01075664535164833,
-0.00671619176864624,
-0.0030471195932477713,
-0.024180080741643906,
0.04621240869164467,
0.004123231396079063,
-0.10337834060192108,
0.026077259331941605,
-0.019848784431815147,
0.0014295957516878843,
-0.028063926845788956,
0.017620494589209557,
-0.028135517612099648,
-0.013235506601631641,
0.004226144403219223,
-0.041773729026317596,
0.007302348501980305,
-0.013423434458673,
0.013298149220645428,
-0.009799106977880001,
0.014309381134808064,
-0.01343238353729248,
-0.09886807203292847,
-0.017844218760728836,
0.03507990762591362,
0.014318330213427544,
0.01811268739402294,
-0.003689207136631012,
-0.005789974704384804,
-0.038695286959409714,
-0.00595553033053875,
0.017871065065264702,
-0.04589024931192398,
-0.09349869191646576,
-0.023750530555844307,
0.05347896367311478,
0.00015646690735593438,
-0.0007992536411620677,
0.0381583496928215,
0.00007047303370200098,
0.015911243855953217,
0.013459229841828346,
0.01072979811578989,
-0.03747822716832161,
0.030945491045713425,
0.04324135556817055,
-0.029513657093048096,
0.036905497312545776,
0.01117724645882845,
-0.017906861379742622,
0.05498238652944565,
-0.011284633539617062,
0.001845722203142941,
0.013423434458673,
-0.02142380177974701,
-0.035777926445007324,
-0.03017588146030903,
0.0100138820707798,
-0.014703135006129742,
-0.047071509063243866,
-0.02090476267039776,
0.0006269862642511725,
-0.009512740187346935,
-0.011150399222970009,
-0.02101214975118637,
0.061210859566926956,
-0.02876194566488266,
-0.011087756603956223,
0.002239476190879941,
0.023553652688860893,
-0.010389737784862518,
-0.009190578013658524,
0.009646974503993988,
-0.014864216558635235,
-0.006908594164997339,
-0.027186928316950798,
0.019401337951421738,
0.015186378732323647,
0.0184706449508667,
0.029585249722003937,
-0.02137010730803013,
0.06199836730957031,
0.044565800577402115,
-0.005270935129374266,
0.05372953414916992,
0.06149722635746002,
0.03230573236942291,
0.03704867884516716,
0.00587499001994729,
0.024538038298487663,
0.03563474491238594,
0.020117253065109253,
0.0032596574164927006,
-0.004693727474659681,
-0.020618395879864693,
-0.0007791185053065419,
0.03320062905550003,
-0.00788850523531437,
0.03959018364548683,
-0.027115337550640106,
0.016483977437019348,
0.001034163753502071,
-0.06475464999675751,
-0.01364715863019228,
0.05394430831074715,
0.02577299438416958,
0.07155585289001465,
-0.029442066326737404,
0.024036897346377373,
0.03751402348279953,
0.03998393565416336,
0.04499535262584686,
-0.023678937926888466,
0.026614196598529816,
0.036261171102523804,
0.03618957847356796,
-0.035777926445007324,
0.03397023677825928,
0.011221990920603275,
-0.00424627959728241,
-0.05716593191027641,
0.006009224336594343,
0.006617753300815821,
-0.0666518285870552,
0.02335677668452263,
0.006537212524563074,
-0.022157615050673485,
-0.09042025357484818,
-0.05208292603492737,
0.050472114235162735,
-0.04785901680588722,
-0.01361136231571436,
0.09757941961288452,
0.004792165942490101,
-0.014962654560804367,
0.003669072175398469,
0.03132134675979614,
0.08154288679361343,
-0.013163914903998375,
0.004586339928209782,
-0.023303082212805748,
-0.05687956511974335,
0.01003178022801876,
-0.023159898817539215,
-0.029585249722003937,
-0.016188662499189377,
-0.0185601357370615,
-0.05666479095816612,
-0.014452564530074596,
-0.019132869318127632,
-0.028135517612099648,
-0.025951974093914032,
0.026596298441290855,
-0.04778742790222168,
0.0390174500644207,
-0.020797373726963997,
-0.055376142263412476,
0.0985817015171051,
-0.0038570002652704716,
0.013468178920447826,
0.05444544926285744,
-0.04478057846426964,
-0.024573834612965584,
0.028654558584094048,
0.018166381865739822,
0.032377324998378754,
0.02926308661699295,
-0.043670907616615295,
-0.03065912425518036,
0.04424364119768143,
0.02967473864555359,
-0.0369412899017334,
-0.0039397780783474445,
-0.008241988718509674,
0.016958272084593773,
-0.06461146473884583,
-0.03130345046520233,
0.011955805122852325,
0.016707701608538628,
0.016671905294060707,
-0.02287353202700615,
0.014568900689482689,
-0.013074425049126148,
0.02928098477423191,
0.02679317444562912,
0.0044677662663161755,
0.016743497923016548,
-0.013933524489402771,
-0.02686476707458496,
0.03169720247387886,
-0.003243996761739254,
-0.06747513264417648,
0.0007298992713913321,
-0.015168480575084686,
-0.025594014674425125,
0.05713013559579849,
0.03266369178891182,
-0.005928683560341597,
0.0398765504360199,
-0.025074975565075874,
-0.026113053783774376,
0.0007360516465269029,
-0.03808675706386566,
0.02008145861327648,
0.015302714891731739,
0.024215875193476677,
-0.005789974704384804,
-0.05981482192873955,
-0.03150032460689545,
0.0429907850921154,
0.011624693870544434,
0.032448913902044296,
-0.001615286571905017,
0.007177062798291445,
-0.008684962056577206,
-0.003572870744392276,
0.02824290655553341,
0.011651541106402874,
-0.006617753300815821,
-0.012832803651690483,
-0.049040280282497406,
-0.0776769369840622,
-0.06722456216812134,
0.03431029990315437,
-0.018864400684833527,
-0.0033401979599148035,
0.03461456298828125,
0.029084108769893646,
0.05791764333844185,
-0.08240199089050293,
-0.05061529576778412,
0.037227656692266464,
-0.027688071131706238,
-0.014855267480015755,
-0.0020112779457122087,
-0.003579582553356886,
0.02430536597967148,
-0.033862851560115814,
0.0005366576951928437,
-0.032466813921928406,
0.009825954213738441,
-0.033844951540231705,
0.025110771879553795,
0.01340553630143404,
0.018237972632050514,
0.007982469163835049,
0.025576116517186165,
0.00255492702126503,
-0.038695286959409714,
-0.053299982100725174,
0.027473295107483864,
-0.0025168939027935266,
0.024162182584404945,
-0.01072979811578989,
0.0776769369840622,
-0.04001973196864128,
-0.025110771879553795,
-0.08727022260427475,
0.026453115046024323,
0.02931678108870983,
-0.05158178508281708,
0.034381888806819916,
-0.02575509622693062,
-0.00009466317715123296,
0.0015839652623981237,
-0.011078807525336742,
-0.020242538303136826,
0.018166381865739822,
-0.009101088158786297,
-0.0776769369840622,
0.04478057846426964,
-0.008747604675590992,
0.024645425379276276,
-0.005651265848428011,
-0.02047521248459816,
-0.02478860877454281,
-0.019186561927199364,
0.02389371395111084,
0.023088308051228523,
-0.018685420975089073,
0.030408553779125214,
0.023177796974778175,
-0.023553652688860893,
-0.01826481893658638,
-0.013530821539461613,
-0.006322437431663275,
0.03568843752145767,
0.013333944603800774,
-0.05269145593047142,
0.03269948437809944,
-0.029889514669775963,
0.07653147727251053,
0.039661772549152374,
-0.02774176374077797,
-0.07538601011037827,
-0.04871811717748642,
-0.009530638344585896,
0.03833732753992081,
0.024126386269927025,
0.027938641607761383,
0.007512648589909077,
-0.06235632672905922,
0.0623205304145813,
0.01099826768040657,
0.01854223757982254,
0.02588038146495819,
-0.04381408914923668,
-0.02140590362250805,
-0.032395221292972565,
-0.025665607303380966,
0.03697708621621132,
-0.045102737843990326,
0.08712703734636307,
-0.05551932379603386,
-0.01023760624229908,
-0.0011320429621264338,
0.032896362245082855,
-0.01581280492246151,
-0.0015537625877186656,
0.01631394773721695,
-0.011758928187191486,
0.01854223757982254,
0.040270302444696426,
0.03354068845510483,
-0.035885315388441086,
0.0037406636402010918,
0.025003382936120033,
0.0780349001288414,
0.0030269843991845846,
0.06453987210988998,
-0.04349192604422569,
0.018014248460531235,
0.06339440494775772,
-0.026596298441290855,
-0.04184531792998314,
0.023231489583849907,
0.03955438733100891,
0.013083374127745628,
-0.0032909787259995937,
0.0830463171005249,
0.0065864319913089275,
-0.05444544926285744,
-0.025647709146142006,
0.027473295107483864,
0.03253840655088425,
0.03447137773036957,
0.04732207953929901,
-0.019741397351026535,
0.017029864713549614,
-0.03073071502149105,
-0.00607634149491787,
0.0072844503447413445,
-0.030498042702674866,
-0.025540322065353394,
0.044207844883203506,
-0.019616112112998962,
-0.059170499444007874,
0.0006320200627669692,
0.027688071131706238,
0.043563518673181534,
-0.007767694070935249,
-0.013736647553741932,
-0.013047577813267708,
-0.06461146473884583,
0.01848854310810566,
0.04399307072162628,
-0.054338064044713974,
0.00669829361140728,
0.044028863310813904,
0.009105563163757324,
-0.040735650807619095,
0.014443615451455116,
-0.03352278843522072,
0.004232856445014477,
0.010112321004271507,
0.014103555120527744,
-0.05698695406317711,
0.016475029289722443,
-0.026685787364840508,
-0.009548536501824856,
-0.04352772235870361,
-0.004423021804541349,
-0.03891006112098694,
-0.027938641607761383,
-0.016931425780057907,
-0.008608896285295486,
0.044207844883203506,
0.0694081038236618,
-0.00008270793478004634,
0.037370841950178146,
-0.0776769369840622,
0.02094055712223053,
-0.06414611637592316,
-0.05108064413070679,
0.07051777839660645,
-0.05641422048211098,
0.03769300505518913,
-0.0023737107403576374,
0.032842669636011124,
-0.01531166397035122,
-0.011651541106402874,
-0.052906230092048645,
-0.01593809202313423,
0.0733814388513565,
-0.059206295758485794,
0.03024747222661972,
0.009870698675513268,
0.017083557322621346,
-0.016770344227552414,
-0.004810064099729061,
-0.0497204028069973,
-0.021155333146452904,
-0.08139970898628235,
-0.005642316769808531,
0.025110771879553795,
-0.0027160083409398794,
0.0806121975183487,
0.001165601541288197,
-0.022998817265033722,
-0.04732207953929901,
0.05133121460676193,
-0.05698695406317711,
-0.03499041870236397,
0.006353758741170168,
-0.053443167358636856,
0.05652160942554474,
-0.04041348770260811,
-0.025701401755213737,
0.055841486901044846,
0.0074410573579370975,
0.0013669530162587762,
-0.04495955631136894,
0.013038629665970802,
-0.03647594526410103,
0.02391161024570465,
0.050865866243839264,
-0.004769793711602688,
0.04012712091207504,
-0.00744553143158555,
-0.027562785893678665,
-0.027151133865118027,
0.030605429783463478,
0.012358509004116058,
0.030354859307408333,
0.014577849768102169,
-0.009114512242376804,
0.026721583679318428,
-0.01728043518960476,
-0.029102005064487457,
-0.020224642008543015,
-0.034417685121297836,
-0.04016291722655296,
-0.049469828605651855,
0.020349927246570587,
0.007906402461230755,
-0.02380422316491604,
-0.0148910628631711,
0.0223544929176569,
0.03219834342598915,
-0.05609205737709999,
0.016895629465579987,
0.053836919367313385,
0.05408749356865883,
-0.009960188530385494,
0.008080907166004181,
0.05752389132976532,
-0.0023110678885132074,
0.004429733380675316,
-0.045138534158468246,
0.04338454082608223,
0.024001101031899452,
0.031124470755457878,
-0.011553102172911167,
-0.04342033714056015,
-0.004360378719866276,
-0.05315680056810379,
0.0072844503447413445,
0.001762944390065968,
-0.02584458515048027,
-0.010926675982773304,
0.0469641238451004,
0.011374123394489288,
0.007624510675668716,
-0.02008145861327648,
0.0326278954744339,
0.05895572528243065,
-0.02736590802669525,
-0.04295498877763748,
0.024717018008232117,
0.02049311064183712,
-0.07824967056512833,
0.017029864713549614,
0.02774176374077797,
0.03819414600729942,
0.003516939701512456,
-0.028063926845788956,
-0.023267285898327827,
-0.03858789801597595,
-0.023750530555844307,
0.022533472627401352,
-0.009888596832752228,
0.034363992512226105,
0.04585445299744606,
0.03959018364548683,
-0.07037459313869476,
-0.029388371855020523,
-0.024699119850993156,
-0.04102201387286186,
0.09135094285011292,
0.00864021759480238,
0.044565800577402115,
-0.05659319832921028,
0.029388371855020523,
-0.032448913902044296,
-0.07033879309892654,
-0.02833239547908306,
0.07538601011037827,
0.004810064099729061,
-0.03361228108406067,
0.05931368097662926,
-0.05508977547287941,
-0.025951974093914032,
0.03805096074938774,
-0.012286917306482792,
0.018014248460531235,
-0.004344718065112829,
-0.03397023677825928,
0.042167481034994125,
0.04621240869164467,
0.05713013559579849,
-0.023195695132017136,
0.011445715092122555,
0.042167481034994125,
-0.02681107260286808,
-0.023249387741088867,
0.03397023677825928,
-0.03762141242623329,
-0.05061529576778412,
0.046069227159023285,
-0.025951974093914032,
0.03959018364548683,
-0.019580315798521042,
0.027491193264722824,
0.021137434989213943,
0.076316699385643
] |
22,572 | salem.gis | __init__ |
Parameters
----------
proj : pyproj.Proj instance
defines the grid's map projection. Defaults to 'PlateCarree'
(wgs84)
nxny : (int, int)
(nx, ny) number of grid points
dxdy : (float, float)
(dx, dy) grid spacing in proj coordinates. dx must be positive,
while dy can be positive or negative depending on the origin
grid point's lecation (upper-left or lower-left)
x0y0 : (float, float)
(x0, y0) cartesian coordinates (in proj) of the upper left
or lower left corner, depending on the sign of dy
pixel_ref : str
either 'center' or 'corner' (default: 'center'). Tells
the Grid object where the (x0, y0) is located in the grid point.
If ``pixel_ref`` is set to 'corner' and dy < 0, the ``x0y0``
kwarg specifies the **grid point's upper left** corner
coordinates. Equivalently, if dy > 0, x0y0 specifies the
**grid point's lower left** coordinate.
corner : (float, float)
DEPRECATED in favor of ``x0y0``
(x0, y0) cartesian coordinates (in proj) of the upper left
or lower left corner, depending on the sign of dy
ul_corner : (float, float)
DEPRECATED in favor of ``x0y0``
(x0, y0) cartesian coordinates (in proj) of the upper left corner
ll_corner : (float, float)
DEPRECATED in favor of ``x0y0``
(x0, y0) cartesian coordinates (in proj) of the lower left corner
Examples
--------
>>> g = Grid(nxny=(3, 2), dxdy=(1, 1), x0y0=(0, 0), proj=wgs84)
>>> lon, lat = g.ll_coordinates
>>> lon
array([[ 0., 1., 2.],
[ 0., 1., 2.]])
>>> lat
array([[ 0., 0., 0.],
[ 1., 1., 1.]])
>>> lon, lat = g.corner_grid.ll_coordinates
>>> lon
array([[-0.5, 0.5, 1.5],
[-0.5, 0.5, 1.5]])
>>> lat
array([[-0.5, -0.5, -0.5],
[ 0.5, 0.5, 0.5]])
>>> g.corner_grid == g.center_grid # the two reprs are equivalent
True
| def __init__(self, proj=wgs84, nxny=None, dxdy=None, x0y0=None,
pixel_ref='center',
corner=None, ul_corner=None, ll_corner=None):
"""
Parameters
----------
proj : pyproj.Proj instance
defines the grid's map projection. Defaults to 'PlateCarree'
(wgs84)
nxny : (int, int)
(nx, ny) number of grid points
dxdy : (float, float)
(dx, dy) grid spacing in proj coordinates. dx must be positive,
while dy can be positive or negative depending on the origin
grid point's lecation (upper-left or lower-left)
x0y0 : (float, float)
(x0, y0) cartesian coordinates (in proj) of the upper left
or lower left corner, depending on the sign of dy
pixel_ref : str
either 'center' or 'corner' (default: 'center'). Tells
the Grid object where the (x0, y0) is located in the grid point.
If ``pixel_ref`` is set to 'corner' and dy < 0, the ``x0y0``
kwarg specifies the **grid point's upper left** corner
coordinates. Equivalently, if dy > 0, x0y0 specifies the
**grid point's lower left** coordinate.
corner : (float, float)
DEPRECATED in favor of ``x0y0``
(x0, y0) cartesian coordinates (in proj) of the upper left
or lower left corner, depending on the sign of dy
ul_corner : (float, float)
DEPRECATED in favor of ``x0y0``
(x0, y0) cartesian coordinates (in proj) of the upper left corner
ll_corner : (float, float)
DEPRECATED in favor of ``x0y0``
(x0, y0) cartesian coordinates (in proj) of the lower left corner
Examples
--------
>>> g = Grid(nxny=(3, 2), dxdy=(1, 1), x0y0=(0, 0), proj=wgs84)
>>> lon, lat = g.ll_coordinates
>>> lon
array([[ 0., 1., 2.],
[ 0., 1., 2.]])
>>> lat
array([[ 0., 0., 0.],
[ 1., 1., 1.]])
>>> lon, lat = g.corner_grid.ll_coordinates
>>> lon
array([[-0.5, 0.5, 1.5],
[-0.5, 0.5, 1.5]])
>>> lat
array([[-0.5, -0.5, -0.5],
[ 0.5, 0.5, 0.5]])
>>> g.corner_grid == g.center_grid # the two reprs are equivalent
True
"""
# Check for coordinate system
proj = check_crs(proj)
if proj is None:
raise ValueError('proj must be of type pyproj.Proj')
self._proj = proj
# deprecations
if corner is not None:
warnings.warn('The `corner` kwarg is deprecated: '
'use `x0y0` instead.', DeprecationWarning)
x0y0 = corner
if ul_corner is not None:
warnings.warn('The `ul_corner` kwarg is deprecated: '
'use `x0y0` instead.', DeprecationWarning)
if dxdy[1] > 0.:
raise ValueError('dxdy and input params not compatible')
x0y0 = ul_corner
if ll_corner is not None:
warnings.warn('The `ll_corner` kwarg is deprecated: '
'use `x0y0` instead.', DeprecationWarning)
if dxdy[1] < 0.:
raise ValueError('dxdy and input params not compatible')
x0y0 = ll_corner
# Check for shortcut
if dxdy[1] < 0.:
ul_corner = x0y0
else:
ll_corner = x0y0
# Initialise the rest
self._check_input(nxny=nxny, dxdy=dxdy,
ul_corner=ul_corner,
ll_corner=ll_corner,
pixel_ref=pixel_ref)
| (self, proj=<Other Coordinate Operation Transformer: longlat>
Description: PROJ-based coordinate operation
Area of Use:
- undefined, nxny=None, dxdy=None, x0y0=None, pixel_ref='center', corner=None, ul_corner=None, ll_corner=None) | [
0.023348037153482437,
-0.053483977913856506,
0.016365082934498787,
0.0494658499956131,
-0.06015484407544136,
-0.0314037948846817,
-0.03245708718895912,
0.04579882323741913,
-0.003203772008419037,
-0.0369238406419754,
0.011947095394134521,
0.04833453521132469,
0.015594616532325745,
0.0575801245868206,
-0.03945954889059067,
-0.02024666965007782,
-0.01160574983805418,
-0.04201476648449898,
-0.03509032726287842,
-0.05426419526338577,
-0.043965309858322144,
-0.05438122898340225,
0.08777457475662231,
0.03312027454376221,
-0.0003085825010202825,
0.0057833692990243435,
0.02194364368915558,
0.02112441509962082,
0.041624654084444046,
-0.05609770864248276,
-0.08067458868026733,
0.005266474559903145,
-0.024401333183050156,
0.01866672746837139,
0.03661175072193146,
-0.04856859892606735,
0.06530428677797318,
0.03253510966897011,
-0.03739197179675102,
0.007616882678121328,
-0.016647912561893463,
-0.03856229782104492,
0.020207658410072327,
-0.004793467465788126,
0.018520435318350792,
-0.0016018860042095184,
0.023835673928260803,
-0.004713007248938084,
-0.0750570148229599,
0.0389719121158123,
-0.015614122152328491,
-0.004191236104816198,
-0.0206562839448452,
-0.0022565380204468966,
-0.03294472396373749,
-0.025162044912576675,
0.021670568734407425,
0.07162405550479889,
0.00386939593590796,
-0.07724162936210632,
-0.060193855315446854,
0.012229925021529198,
0.01113761868327856,
-0.025786221027374268,
0.03354939445853233,
-0.0181888435035944,
-0.03612411394715309,
-0.023191994056105614,
0.05683891475200653,
0.057151004672050476,
-0.006153973285108805,
0.08652622997760773,
0.043419159948825836,
-0.02350408211350441,
0.04583783447742462,
0.028595007956027985,
-0.031910937279462814,
0.05399112030863762,
0.04969991743564606,
-0.03856229782104492,
-0.033139780163764954,
0.036572739481925964,
0.04981695115566254,
-0.006943944375962019,
0.032964229583740234,
-0.0019956526812165976,
0.010084323585033417,
0.05800924450159073,
-0.005900402087718248,
-0.03319829702377319,
0.015448326244950294,
-0.01439503114670515,
-0.02182661183178425,
-0.02042221836745739,
0.025162044912576675,
-0.004973892588168383,
0.024518365040421486,
0.007392569910734892,
-0.04357520118355751,
0.002991650253534317,
0.017496399581432343,
-0.04614992439746857,
-0.06530428677797318,
-0.010484186001121998,
-0.023367542773485184,
-0.027912316843867302,
0.01570189744234085,
0.00666111521422863,
-0.06062297523021698,
0.022840896621346474,
-0.05188452824950218,
0.04353618994355202,
-0.011391189880669117,
0.01422923430800438,
0.009547923691570759,
-0.04166366532444954,
-0.06413395702838898,
-0.019651751965284348,
-0.00123433000408113,
0.0032793558202683926,
0.0019103161757811904,
0.026976054534316063,
-0.03429060056805611,
0.03218401223421097,
0.0395570769906044,
-0.015360550954937935,
-0.010874294675886631,
0.012132396921515465,
0.007109740749001503,
-0.08449766039848328,
0.061520226299762726,
-0.03858180344104767,
-0.037957627326250076,
0.0018713052850216627,
-0.007197515573352575,
0.023055456578731537,
0.004461874254047871,
-0.018715491518378258,
-0.04431641101837158,
0.01311742328107357,
0.08036250621080399,
0.004964140243828297,
0.030174950137734413,
0.05387408658862114,
0.011313168331980705,
0.0529378242790699,
0.01748664677143097,
0.006563588045537472,
-0.024245288223028183,
-0.008460493758320808,
-0.019095847383141518,
-0.08293722569942474,
0.054654303938150406,
0.02717110887169838,
-0.02559116668999195,
-0.04630596563220024,
0.04287300631403923,
-0.01564338058233261,
0.05773616582155228,
0.043029047548770905,
0.0041692922823131084,
0.0034914775751531124,
0.01669667474925518,
0.0605059415102005,
-0.0024857271928340197,
0.04720321670174599,
-0.036962851881980896,
-0.11297563463449478,
0.007704657502472401,
-0.004198550712317228,
-0.004193674307316542,
-0.025240067392587662,
-0.0378015860915184,
-0.002310178242623806,
-0.052625734359025955,
0.043497178703546524,
-0.017418377101421356,
0.007621759083122015,
-0.04607190191745758,
0.015136238187551498,
0.024050233885645866,
0.005037285387516022,
0.06292462348937988,
0.022821391001343727,
-0.022782379761338234,
0.09549874067306519,
0.08020646125078201,
-0.04490157216787338,
0.012405473738908768,
-0.004990960005670786,
-0.01877400651574135,
0.019466450437903404,
-0.002811224665492773,
0.018198596313595772,
0.01972002163529396,
-0.0010398849844932556,
0.023074962198734283,
0.029862862080335617,
-0.020441723987460136,
0.05953066796064377,
-0.05016804859042168,
-0.017155053094029427,
0.034407634288072586,
-0.028204897418618202,
-0.0012105577625334263,
-0.024479353800415993,
-0.03247659280896187,
-0.05504441261291504,
0.05445924773812294,
0.07419877499341965,
0.0645630806684494,
0.0037645541597157717,
-0.02564968168735504,
0.010396411642432213,
0.009343116544187069,
0.030526047572493553,
0.008206923492252827,
0.023484576493501663,
-0.026195835322141647,
0.016004230827093124,
0.05438122898340225,
0.02484995871782303,
0.01866672746837139,
-0.051806505769491196,
0.022840896621346474,
-0.02699556015431881,
0.014307255856692791,
0.015428820624947548,
0.016511373221874237,
-0.08309327065944672,
0.021221943199634552,
-0.0692053809762001,
-0.0354999415576458,
-0.002269948134198785,
0.0049178143963217735,
-0.09261193126440048,
0.008119148202240467,
-0.010952317155897617,
-0.020734306424856186,
0.0036792177706956863,
-0.024576881900429726,
0.03707988187670708,
-0.02508402429521084,
-0.013985415920615196,
-0.02937522530555725,
-0.012200666591525078,
-0.045408714562654495,
0.050753213465213776,
0.03774306923151016,
0.005763864144682884,
-0.0046642436645925045,
0.024401333183050156,
-0.03503181040287018,
0.009338240139186382,
-0.013683081604540348,
-0.044472452253103256,
-0.063977912068367,
-0.03949856013059616,
0.014414536766707897,
-0.0007479125633835793,
0.007455962710082531,
-0.0050811730325222015,
0.05079222097992897,
0.05824330821633339,
0.061520226299762726,
0.004300954286009073,
-0.036163125187158585,
0.0061295912601053715,
0.017876755446195602,
-0.0033890740014612675,
0.052976835519075394,
0.06795702874660492,
0.018832523375749588,
0.012473742477595806,
0.007860701531171799,
-0.026254352182149887,
-0.014346267096698284,
-0.020695295184850693,
-0.006500195246189833,
-0.005071420222520828,
0.016774697229266167,
-0.02455737628042698,
-0.025181550532579422,
0.033432360738515854,
-0.02687852643430233,
-0.04158564656972885,
-0.008197170682251453,
0.027502700686454773,
0.02053925208747387,
-0.007407199125736952,
-0.025981275364756584,
0.022957928478717804,
-0.005934536922723055,
0.0014494996285066009,
0.05340595543384552,
-0.034466151148080826,
-0.05531749129295349,
0.02112441509962082,
-0.02828291989862919,
-0.007807061076164246,
0.039830151945352554,
0.01480464544147253,
0.011683771386742592,
-0.021787600591778755,
0.052742768079042435,
0.047788381576538086,
-0.044823549687862396,
-0.024771936237812042,
0.023601608350872993,
0.012590775266289711,
0.0500510148704052,
-0.021319469437003136,
0.02362111397087574,
-0.032027967274188995,
0.012346957810223103,
-0.051104310899972916,
0.027385668829083443,
0.003991305362433195,
0.004032754339277744,
-0.0005717538297176361,
-0.0059637948870658875,
-0.0017042896943166852,
0.0035963195841759443,
0.005115307401865721,
0.006665991619229317,
-0.007353559136390686,
0.011176629923284054,
0.04404333233833313,
-0.016452856361865997,
0.06596747040748596,
-0.02169007435441017,
0.04178069904446602,
-0.03083813562989235,
0.01657964289188385,
0.06452406942844391,
-0.02071480080485344,
0.007095111533999443,
0.015419067814946175,
0.00666111521422863,
-0.06608450412750244,
0.018764253705739975,
0.023484576493501663,
-0.05165046453475952,
0.0063880388624966145,
-0.02605929784476757,
-0.006919562816619873,
-0.009260217659175396,
-0.010445174761116505,
0.02077331766486168,
-0.03497329354286194,
0.0036597123835235834,
-0.05886748433113098,
0.018549693748354912,
-0.04271696135401726,
0.01230794657021761,
0.08793061971664429,
-0.01619928516447544,
-0.010893800295889378,
0.03514884412288666,
0.0008631167002022266,
0.06709878891706467,
-0.05812627822160721,
0.003289108397439122,
0.00580287491902709,
-0.07806085795164108,
-0.006436802446842194,
-0.046344976872205734,
0.005115307401865721,
-0.001768901594914496,
0.009816124103963375,
-0.004574030637741089,
-0.04591585695743561,
-0.048022445291280746,
0.0019103161757811904,
0.004973892588168383,
0.045993879437446594,
0.0003003536257892847,
0.024654904380440712,
-0.051923539489507675,
-0.05426419526338577,
0.010581713169813156,
-0.012112892232835293,
0.06530428677797318,
0.01690148189663887,
-0.05492737889289856,
-0.039069440215826035,
0.035109832882881165,
0.06206637993454933,
-0.0041595399379730225,
-0.037372466176748276,
-0.04330212622880936,
-0.005500540137290955,
0.04427739977836609,
0.01056220754981041,
0.013702587224543095,
-0.006748890038579702,
0.09822950512170792,
0.051455408334732056,
0.0050811730325222015,
-0.005997929722070694,
-0.018442414700984955,
-0.017769476398825645,
0.029882367700338364,
-0.009855134412646294,
0.028419457376003265,
-0.039303503930568695,
0.025318089872598648,
-0.02804885432124138,
0.030682090669870377,
-0.049894969910383224,
0.016511373221874237,
-0.00259666470810771,
0.02135848067700863,
0.02484995871782303,
-0.0511823333799839,
0.005993053317070007,
-0.05656583979725838,
0.04673508554697037,
0.010552454739809036,
0.005778492894023657,
-0.03973262757062912,
-0.020558757707476616,
-0.004371661692857742,
0.023406554013490677,
0.01285409927368164,
-0.0023906382266432047,
0.009187072515487671,
-0.043965309858322144,
0.0392644964158535,
0.014141459949314594,
-0.05508342385292053,
0.017876755446195602,
0.001464128727093339,
0.008182541467249393,
0.032027967274188995,
-0.034524668008089066,
0.005841885693371296,
0.04720321670174599,
-0.013039400801062584,
-0.004388729110360146,
0.027307646349072456,
0.020207658410072327,
0.01204462256282568,
-0.05278177931904793,
-0.02215820550918579,
-0.028204897418618202,
-0.008899367414414883,
-0.008450740948319435,
-0.02303595095872879,
0.025571661069989204,
0.044823549687862396,
0.057970233261585236,
-0.031852420419454575,
-0.04380926862359047,
0.025318089872598648,
-0.053679030388593674,
-0.07068779319524765,
0.04724222794175148,
-0.006724508013576269,
0.0035134213976562023,
-0.013049153611063957,
0.011147371493279934,
-0.0241477619856596,
-0.0055980677716434,
-0.021729083731770515,
-0.005261598154902458,
0.017320850864052773,
-0.015380056574940681,
-0.053835075348615646,
-0.03128676116466522,
0.0296678077429533,
-0.034700214862823486,
-0.04119553416967392,
0.002254100050777197,
0.01480464544147253,
-0.015750659629702568,
-0.007919217459857464,
0.0698295533657074,
0.0039961813017725945,
-0.03938152641057968,
-0.06588944792747498,
0.008865232579410076,
0.03421258181333542,
-0.030506541952490807,
-0.02740517444908619,
-0.004642299842089415,
0.0007009775144979358,
-0.022314248606562614,
-0.015682391822338104,
-0.03485625982284546,
-0.02670297771692276,
0.05995979160070419,
-0.0360851027071476,
0.03908894583582878,
-0.017242828384041786,
0.06421197950839996,
0.008572650142014027,
-0.049192775040864944,
-0.013595307245850563,
0.005066543817520142,
0.03352988883852959,
0.01840340346097946,
0.011917836964130402,
0.009357745759189129,
0.01096206996589899,
-0.032671649008989334,
0.015204507857561111,
0.027210120111703873,
0.005446900147944689,
0.017496399581432343,
0.0007783898618072271,
-0.025981275364756584,
0.05917957052588463,
-0.03700185939669609,
0.011157124303281307,
0.021046392619609833,
-0.03748949617147446,
-0.03007742203772068,
-0.09081742912530899,
0.03366642817854881,
0.0459548681974411,
0.061403192579746246,
0.028516985476017,
0.04310707002878189,
-0.007197515573352575,
0.0930800661444664,
0.06261253356933594,
-0.0012666359543800354,
0.016647912561893463,
0.032730165868997574,
-0.023348037153482437,
-0.05921858176589012,
-0.02845846861600876,
0.046618055552244186,
-0.013166186399757862,
0.04193674400448799,
-0.017272086814045906,
-0.05172848328948021,
-0.02822440303862095,
-0.01856919936835766,
-0.048724643886089325,
-0.024303805083036423,
0.026800503954291344,
-0.04096147045493126,
0.027249129489064217,
0.00556880934163928,
0.03128676116466522,
-0.02100738324224949,
-0.0052567217499017715,
-0.023348037153482437,
0.10642179846763611,
-0.01422923430800438,
0.03620213642716408,
-0.04111751541495323,
0.0558636412024498,
0.06269055604934692,
-0.005490787327289581,
-0.03782109171152115,
-0.02141699753701687,
0.03288620710372925,
-0.03142330050468445,
0.0035475557669997215,
-0.0019822425674647093,
0.03887438401579857,
-0.05691693723201752,
-0.0016981943044811487,
0.013136928901076317,
0.043965309858322144,
0.013517284765839577,
0.006914686411619186,
-0.0024784128181636333,
-0.004613041877746582,
-0.025162044912576675,
0.012171408161520958,
-0.052625734359025955,
-0.00688055157661438,
-0.027541711926460266,
0.03957658261060715,
-0.005300609394907951,
-0.05044112354516983,
0.0505971685051918,
0.004878803621977568,
0.020324692130088806,
-0.03001890517771244,
-0.03253510966897011,
0.030330993235111237,
-0.08824270963668823,
0.014980195090174675,
0.0013970787404105067,
-0.0883987545967102,
0.08808666467666626,
0.012659044936299324,
0.055590566247701645,
0.01678445003926754,
-0.022489797323942184,
0.01547758374363184,
-0.01913485862314701,
-0.00820204708725214,
0.05344496667385101,
-0.05364001914858818,
-0.019300654530525208,
0.01736961305141449,
-0.012639539316296577,
-0.011888579465448856,
-0.0008661643951199949,
-0.05637078359723091,
-0.021436503157019615,
-0.01763293705880642,
-0.04201476648449898,
0.0424828976392746,
0.05871143937110901,
-0.03672878444194794,
-0.0022333753295242786,
-0.049543872475624084,
-0.06085704267024994,
-0.07060977071523666,
-0.06503120809793472,
0.09386028349399567,
0.0017042896943166852,
0.00856777373701334,
0.012366462498903275,
0.01748664677143097,
-0.0001913973392220214,
-0.009723472408950329,
-0.017291592434048653,
-0.011986106634140015,
0.04275597259402275,
-0.07376965880393982,
0.026741988956928253,
0.08676029741764069,
0.046462010592222214,
-0.03347137197852135,
0.012590775266289711,
-0.018617963418364525,
-0.03973262757062912,
-0.01815958507359028,
0.01480464544147253,
-0.011908084154129028,
0.027093086391687393,
0.038659825921058655,
0.004296077881008387,
-0.006948820780962706,
0.007690028287470341,
0.01853994093835354,
-0.01698925718665123,
-0.05087024345993996,
0.017389118671417236,
-0.0107670146971941,
0.042092785239219666,
-0.022704357281327248,
-0.012025116942822933,
0.053522989153862,
0.008694559335708618,
0.005207958165556192,
-0.023367542773485184,
0.022665346041321754,
-0.10696795582771301,
0.014209728688001633,
0.013234456069767475,
0.008416607044637203,
0.000504094292409718,
0.015145990997552872,
-0.01308816485106945,
-0.03473922610282898,
-0.06124715134501457,
0.006163726095110178,
0.040103230625391006,
0.03659224510192871,
-0.01769145391881466,
0.07224822789430618,
-0.02042221836745739,
-0.08972512185573578,
0.0043253363110125065,
-0.0279318206012249,
-0.01291261613368988,
-0.02931670844554901,
0.018344886600971222,
-0.01204462256282568,
-0.029336214065551758,
0.027853799983859062,
0.021982654929161072,
0.02972632460296154,
-0.06366582959890366,
0.04205377399921417,
0.05188452824950218,
0.04728123918175697,
-0.009206578135490417,
-0.004820287227630615,
0.05445924773812294,
0.03421258181333542,
0.018734995275735855,
0.040454328060150146,
0.06417296826839447,
0.015126485377550125,
0.02828291989862919,
-0.04006421938538551,
-0.04786640405654907,
-0.05087024345993996,
-0.03957658261060715,
0.00910905096679926,
0.011859321035444736,
-0.02426479384303093,
-0.05051914602518082,
0.048841677606105804,
-0.0009167566895484924,
0.02508402429521084,
0.009796618483960629,
0.02914115972816944,
0.0035841285716742277,
-0.019300654530525208,
-0.007036595139652491,
0.039888668805360794,
0.02547413296997547,
-0.10025807470083237,
-0.010211109183728695,
0.02658594399690628,
0.05754111334681511,
0.03397851437330246,
-0.02799033746123314,
-0.0593356154859066,
0.03454417362809181,
-0.029453247785568237,
-0.015770165249705315,
-0.012776077724993229,
0.04318509250879288,
0.0314037948846817,
-0.019827302545309067,
-0.07431580871343613,
-0.0022187463473528624,
-0.02250930294394493,
-0.030818630009889603,
0.06331472843885422,
-0.007699781097471714,
0.05188452824950218,
-0.011439952999353409,
-0.036397192627191544,
0.006124714855104685,
-0.028712039813399315,
-0.08598007261753082,
0.005324990954250097,
-0.026839515194296837,
-0.057970233261585236,
0.005056791007518768,
-0.04786640405654907,
-0.04915376380085945,
0.053679030388593674,
0.029472753405570984,
-0.029940884560346603,
-0.0025088901165872812,
-0.02403072826564312,
0.01748664677143097,
0.0541081503033638,
0.04486256092786789,
-0.007036595139652491,
0.006324646063148975,
-0.029355719685554504,
-0.025864241644740105,
0.013848877511918545,
-0.004956825636327267,
-0.029862862080335617,
-0.046618055552244186,
0.03460269048810005,
-0.034349117428064346,
0.020383207127451897,
-0.013019896112382412,
0.06101308390498161,
0.04369223490357399,
0.052157603204250336
] |
22,573 | salem.gis | __repr__ | null | def __repr__(self):
srs = '+'.join(sorted(self.proj.srs.split('+'))).strip()
summary = ['<salem.Grid>']
summary += [' proj: ' + srs]
summary += [' pixel_ref: ' + self.pixel_ref]
summary += [' origin: ' + str(self.origin)]
summary += [' (nx, ny): (' + str(self.nx) + ', ' + str(self.ny) + ')']
summary += [' (dx, dy): (' + str(self.dx) + ', ' + str(self.dy) + ')']
summary += [' (x0, y0): (' + str(self.x0) + ', ' + str(self.y0) + ')']
return '\n'.join(summary) + '\n'
| (self) | [
0.008471565321087837,
-0.04288673773407936,
0.026858000084757805,
0.019238073378801346,
0.006535207387059927,
-0.047476623207330704,
-0.023917604237794876,
-0.03198576346039772,
0.028346126899123192,
0.0028350609354674816,
-0.026015324518084526,
-0.0007625529542565346,
0.01292698085308075,
0.04310188814997673,
-0.025889821350574493,
0.010963729582726955,
0.01614527963101864,
-0.13167232275009155,
-0.0018814494833350182,
0.005876307841390371,
-0.014065488241612911,
0.013034556992352009,
0.06232203543186188,
0.0019094638992100954,
0.004975363612174988,
0.0017974062357097864,
0.02891986258327961,
-0.01627078466117382,
0.010954764671623707,
-0.037830695509910583,
-0.1054239273071289,
-0.05974022299051285,
0.018323682248592377,
-0.00950249657034874,
0.033420100808143616,
0.0017951650079339743,
0.018879488110542297,
-0.004988810513168573,
-0.018189212307333946,
-0.02067241258919239,
0.007283753249794245,
-0.011044410988688469,
-0.002445099875330925,
0.005168103147298098,
-0.0042806058190763,
-0.02318250574171543,
0.06949372589588165,
0.002071947557851672,
-0.0544690266251564,
-0.012720795348286629,
-0.005683568771928549,
0.07817148417234421,
-0.055078621953725815,
0.03270293027162552,
-0.021604733541607857,
-0.03682665526866913,
0.059058912098407745,
0.03445999696850777,
0.059130627661943436,
-0.021317865699529648,
-0.03969533368945122,
0.015338463708758354,
0.020941350609064102,
-0.04349633306264877,
-0.008597070351243019,
-0.02508300542831421,
-0.04883924499154091,
-0.0013301253784447908,
0.02187367156147957,
0.03854786232113838,
0.006571066100150347,
0.03236227482557297,
0.009834187105298042,
0.007463045418262482,
-0.009484567679464817,
0.0035455068573355675,
-0.02242947742342949,
0.018063707277178764,
0.055903367698192596,
-0.08154217898845673,
-0.024401694536209106,
0.03239813446998596,
0.029386023059487343,
-0.014576471410691738,
0.032864294946193695,
-0.05317812040448189,
0.01774098165333271,
0.02766481600701809,
-0.03451378643512726,
0.0019139462383463979,
0.02841784432530403,
0.05274781957268715,
-0.030156979337334633,
0.00182878237683326,
-0.02122821845114231,
-0.0014948502648621798,
-0.01333935372531414,
-0.009242522530257702,
0.006302127614617348,
-0.012111200951039791,
0.013088344596326351,
-0.04880338907241821,
-0.0573018454015255,
0.010210701264441013,
-0.05364428088068962,
-0.002253481186926365,
0.026140829548239708,
0.027915824204683304,
-0.029780466109514236,
0.05841346085071564,
0.00401839055120945,
0.09524011611938477,
-0.0019273931393399835,
-0.019363578408956528,
0.025800174102187157,
-0.03003147430717945,
-0.03619913384318352,
-0.008821185678243637,
0.04170341044664383,
-0.022967355325818062,
-0.015006773173809052,
0.0019038610626012087,
-0.02918880060315132,
0.04812207818031311,
-0.04134482517838478,
0.018072672188282013,
-0.021479228511452675,
-0.0038346159271895885,
0.00091439118841663,
-0.1285884976387024,
0.040627654641866684,
-0.05321398004889488,
-0.03722110018134117,
0.0002573125821072608,
0.058843761682510376,
0.006396255921572447,
0.05321398004889488,
-0.04346047341823578,
-0.001969975186511874,
0.09172598272562027,
0.01711345836520195,
-0.010614109225571156,
-0.015177100896835327,
0.0440342091023922,
-0.0007793615804985166,
0.015069524757564068,
0.02122821845114231,
0.08125530928373337,
0.00586734339594841,
-0.06465283781290054,
-0.0041909595020115376,
-0.052138227969408035,
0.043209467083215714,
-0.004603331908583641,
-0.019955242052674294,
0.0036508413031697273,
0.040197353810071945,
0.020851705223321915,
0.06816696375608444,
0.024688562378287315,
-0.03973119333386421,
0.0031129640992730856,
0.023146647959947586,
0.029780466109514236,
-0.002071947557851672,
0.016360430046916008,
-0.028346126899123192,
-0.0935906246304512,
-0.017337573692202568,
-0.018000956624746323,
-0.023845886811614037,
-0.07114321738481522,
-0.07422704994678497,
0.03553575277328491,
-0.004374734126031399,
0.039014022797346115,
-0.0019217903027310967,
0.11252390593290329,
-0.06440182775259018,
-0.0014477859949693084,
0.020618624985218048,
-0.026660777628421783,
0.002691627014428377,
0.026320122182369232,
-0.021748166531324387,
0.018736055120825768,
0.051241762936115265,
-0.06526242941617966,
0.0030614174902439117,
-0.0017447390127927065,
0.04381905868649483,
0.03926503285765648,
-0.01435235608369112,
0.008292272686958313,
0.013142132200300694,
-0.040627654641866684,
0.004603331908583641,
-0.039229173213243484,
-0.006907239090651274,
0.009412850253283978,
-0.051026612520217896,
0.0044531747698783875,
-0.00522189075127244,
0.002013677731156349,
-0.002821614034473896,
0.0006275233463384211,
-0.018287822604179382,
-0.054038725793361664,
0.015123313292860985,
0.08283308148384094,
0.0446796640753746,
0.03904988244175911,
0.009708683006465435,
-0.011340243741869926,
0.04105795547366142,
0.026499414816498756,
-0.04840894415974617,
0.03506959229707718,
-0.038189277052879333,
0.0005297529860399663,
0.026230476796627045,
-0.0782431960105896,
0.03465721756219864,
-0.04170341044664383,
-0.06121041998267174,
-0.007736466359347105,
0.023003213107585907,
-0.01613631471991539,
0.014746799133718014,
-0.030838290229439735,
0.013429000042378902,
-0.049986716359853745,
-0.04016149416565895,
0.01690727286040783,
-0.01927393116056919,
-0.003296738723292947,
-0.04141654074192047,
0.006445561535656452,
-0.001001235912553966,
0.00918873492628336,
-0.04876752942800522,
0.007817148230969906,
-0.025943608954548836,
-0.008014369755983353,
0.0085612116381526,
-0.052209943532943726,
-0.023092860355973244,
0.03786655142903328,
0.01550879143178463,
0.006606924347579479,
0.024670632556080818,
0.0178216639906168,
-0.00510086864233017,
0.0005294728325679898,
0.016405252739787102,
-0.07049776613712311,
-0.09610071778297424,
-0.0042783645913004875,
0.02388174645602703,
-0.03707766532897949,
0.008574658073484898,
-0.041452400386333466,
0.008767398074269295,
0.03627084940671921,
0.10520876944065094,
0.038870587944984436,
-0.05525791272521019,
0.02088756300508976,
0.041667550802230835,
0.02320043556392193,
0.09459466487169266,
0.052353378385305405,
-0.026499414816498756,
0.019722161814570427,
0.003760657738894224,
-0.021533016115427017,
-0.0055670286528766155,
-0.0342269167304039,
-0.027915824204683304,
0.002287098439410329,
0.039229173213243484,
-0.024670632556080818,
-0.024778207764029503,
0.007911277003586292,
0.04155997559428215,
-0.04281502217054367,
0.012353245168924332,
-0.0008634048863314092,
0.005293607711791992,
-0.004323187749832869,
0.009439744055271149,
0.05163620784878731,
-0.03288222476840019,
-0.03309737518429756,
0.05321398004889488,
-0.02221432700753212,
0.015410181134939194,
0.054935187101364136,
-0.04381905868649483,
0.02228604443371296,
0.032864294946193695,
-0.035248883068561554,
0.054935187101364136,
-0.002256843028590083,
0.009296310134232044,
0.040412504225969315,
-0.0272345133125782,
-0.012720795348286629,
0.03822513669729233,
-0.0216585211455822,
-0.0056342631578445435,
0.014056523330509663,
0.056190233677625656,
0.011537465266883373,
0.005925613455474377,
-0.0018567967927083373,
-0.04729733243584633,
-0.021640591323375702,
0.023433515802025795,
0.03800998628139496,
-0.011905014514923096,
-0.0053429133258759975,
0.02074413001537323,
-0.00048184828483499587,
0.06153314560651779,
-0.02841784432530403,
-0.041882701218128204,
0.005154656246304512,
0.01844918727874756,
0.04141654074192047,
-0.019184285774827003,
-0.05852103605866432,
0.008529835380613804,
0.04876752942800522,
0.051313482224941254,
-0.011340243741869926,
0.013088344596326351,
0.006266268901526928,
-0.026104971766471863,
-0.0789603665471077,
0.04869581386446953,
-0.0012472026282921433,
-0.023559018969535828,
0.015042630955576897,
-0.007557174190878868,
0.009314239956438541,
-0.022303972393274307,
-0.03472893685102463,
-0.0023980357218533754,
-0.016611440107226372,
-0.026804212480783463,
-0.045791275799274445,
0.024670632556080818,
0.004845376592129469,
0.0233976561576128,
0.0929451733827591,
-0.022949425503611565,
0.016530757769942284,
-0.013993770815432072,
0.017929239198565483,
0.02354109100997448,
-0.004170789383351803,
0.007664749398827553,
0.01563429646193981,
-0.047118037939071655,
-0.02773653157055378,
-0.0022646868601441383,
0.02171230874955654,
0.04643672704696655,
0.026445627212524414,
-0.06465283781290054,
-0.01362622156739235,
-0.03458550199866295,
-0.008583622984588146,
-0.03254156932234764,
0.05679982900619507,
-0.004170789383351803,
-0.015186064876616001,
-0.06440182775259018,
-0.13812685012817383,
-0.0010331723606213927,
0.034119341522455215,
0.03469307720661163,
0.0328463651239872,
0.018969135358929634,
0.024276189506053925,
0.021676449105143547,
0.02904536761343479,
-0.033563535660505295,
-0.03526681289076805,
-0.0398387685418129,
-0.019256003201007843,
0.008955654688179493,
0.031035512685775757,
-0.03627084940671921,
-0.05629780888557434,
0.07286442816257477,
0.0164231825619936,
-0.0425998717546463,
-0.0035275777336210012,
0.005132244434207678,
-0.06684020161628723,
-0.020511049777269363,
-0.03184232860803604,
-0.027126938104629517,
-0.09194113314151764,
0.011196809820830822,
-0.0370418056845665,
0.009592142887413502,
-0.013877230696380138,
0.033348385244607925,
-0.03750796616077423,
-0.027467593550682068,
-0.036073628813028336,
0.017418256029486656,
0.011492641642689705,
-0.05812659114599228,
0.020708270370960236,
0.018843630328774452,
-0.008355025202035904,
-0.034746862947940826,
0.030282484367489815,
0.0060242242179811,
0.016459040343761444,
0.013545540161430836,
0.0012864228338003159,
-0.05809073522686958,
-0.01774098165333271,
0.05045287683606148,
0.05292711406946182,
-0.04733319208025932,
0.010900977067649364,
0.01649489998817444,
0.006907239090651274,
0.04016149416565895,
-0.08433914184570312,
-0.0063424683175981045,
0.011187844909727573,
-0.03519509732723236,
0.020349685102701187,
0.0481937937438488,
-0.004805035889148712,
0.020726200193166733,
-0.010524462908506393,
-0.004545061849057674,
-0.007153766229748726,
-0.052138227969408035,
-0.0384402871131897,
0.013796549290418625,
0.025405731052160263,
0.052640244364738464,
0.04170341044664383,
-0.008767398074269295,
-0.0489109642803669,
0.03605569899082184,
-0.07817148417234421,
-0.007485457230359316,
0.0012696142075583339,
-0.005280160810798407,
0.009663859382271767,
-0.023074930533766747,
0.012227741070091724,
-0.022680487483739853,
0.019327718764543533,
-0.0029112601187080145,
-0.08885730803012848,
0.024634774774312973,
0.008704645559191704,
-0.052138227969408035,
-0.03345596045255661,
0.028830215334892273,
-0.0240968968719244,
-0.033007729798555374,
0.0049036466516554356,
0.004533856175839901,
0.010838224552571774,
-0.02264462783932686,
0.0579831562936306,
-0.006199034396559,
-0.013464858755469322,
-0.08039470762014389,
-0.03306151553988457,
-0.004935022909194231,
0.001444424269720912,
-0.016234925016760826,
0.05708669498562813,
0.024670632556080818,
-0.01801888458430767,
-0.022805992513895035,
-0.020511049777269363,
0.0167548730969429,
0.0446796640753746,
-0.08864215761423111,
0.008305720053613186,
-0.027198655530810356,
0.06741394102573395,
0.038727156817913055,
-0.04378320276737213,
-0.056548818945884705,
0.027826178818941116,
0.03876301273703575,
-0.03324081003665924,
0.04740490764379501,
-0.014657152816653252,
0.024545127525925636,
-0.011887085624039173,
0.05687154456973076,
0.02906329557299614,
0.010766508057713509,
-0.0000736079309717752,
0.005858378950506449,
-0.046006426215171814,
0.011860191822052002,
-0.008399847894906998,
-0.008337096311151981,
-0.022895637899637222,
-0.017095528542995453,
0.002088756300508976,
-0.05999123305082321,
0.030892077833414078,
0.04693874716758728,
0.01271183043718338,
-0.02865092270076275,
0.04112967476248741,
-0.024347906932234764,
0.07243412733078003,
0.015087454579770565,
0.03670115023851395,
-0.04016149416565895,
0.04754834249615669,
0.029314305633306503,
-0.00904978346079588,
-0.00044598980457521975,
0.006978956051170826,
-0.0066786413080990314,
0.06967302411794662,
-0.014522683806717396,
-0.006118352524936199,
0.00665174750611186,
0.0032339864410459995,
-0.010372065007686615,
-0.044249359518289566,
-0.009179770015180111,
-0.053751856088638306,
0.027844108641147614,
0.018664337694644928,
0.07300785928964615,
-0.018951205536723137,
0.029601173475384712,
-0.06160486489534378,
0.041882701218128204,
-0.01359036285430193,
0.005051563028246164,
-0.0544690266251564,
0.069888174533844,
0.099184550344944,
-0.017965096980333328,
-0.019327718764543533,
-0.03506959229707718,
0.022393619641661644,
-0.016817625612020493,
0.015329498797655106,
0.04098623991012573,
0.06422252953052521,
-0.012424962595105171,
0.028113046661019325,
0.028901932761073112,
0.05575993284583092,
-0.032433994114398956,
-0.019040850922465324,
0.007328576408326626,
-0.009825223125517368,
0.019793879240751266,
0.012200847268104553,
-0.0010421370388939977,
-0.01226359885185957,
0.024760277941823006,
0.054935187101364136,
0.033420100808143616,
-0.040484219789505005,
0.00762889115139842,
-0.002342006890103221,
0.03137616813182831,
-0.03666529431939125,
-0.023361798375844955,
0.03697009012103081,
-0.08864215761423111,
-0.0019341165898367763,
0.024114826694130898,
-0.05231751874089241,
0.06920686364173889,
-0.03571504354476929,
0.028794357553124428,
0.016566617414355278,
-0.0018254206515848637,
-0.04518168047070503,
-0.015410181134939194,
0.00807263981550932,
0.01647697016596794,
0.007929205894470215,
-0.022375689819455147,
0.039372608065605164,
0.029583243653178215,
0.03060520999133587,
0.02904536761343479,
-0.06400737911462784,
0.02667870745062828,
0.012980768457055092,
-0.03897816687822342,
0.057660430669784546,
0.028615064918994904,
0.025118863210082054,
-0.037902411073446274,
-0.05855689197778702,
-0.020421402528882027,
-0.04507410526275635,
-0.04091452434659004,
0.037902411073446274,
-0.04170341044664383,
-0.0004622381820809096,
0.052568528801202774,
0.039444323629140854,
-0.07257755845785141,
0.008018852211534977,
-0.007445116527378559,
0.021317865699529648,
0.02718072570860386,
-0.048373084515333176,
0.057516999542713165,
-0.002743173623457551,
0.016925200819969177,
-0.01620803214609623,
0.017489971593022346,
-0.06121041998267174,
-0.05644124373793602,
-0.023594878613948822,
-0.010174842551350594,
0.04163169115781784,
-0.040699370205402374,
0.0008281067130155861,
0.041524115949869156,
0.0023711419198662043,
-0.029439810663461685,
0.003536542411893606,
-0.031680963933467865,
-0.03203954920172691,
0.004199923947453499,
-0.04650844633579254,
0.048444803804159164,
-0.020134534686803818,
-0.017767876386642456,
0.037758976221084595,
0.03186025843024254,
0.009027372114360332,
-0.019471153616905212,
0.06368465721607208,
-0.0803229883313179,
0.011483677662909031,
-0.030748644843697548,
-0.014486825093626976,
-0.02884814515709877,
-0.026355981826782227,
0.015329498797655106,
-0.04457208886742592,
0.048014502972364426,
0.019686304032802582,
0.0089108319953084,
0.07139422744512558,
-0.007377881556749344,
0.010865118354558945,
-0.02689385786652565,
-0.02542366087436676,
0.0050291516818106174,
-0.0233976561576128,
-0.056261952966451645,
0.020708270370960236,
0.012819405645132065,
0.010945800691843033,
-0.04478723928332329,
0.005894237197935581,
-0.005437041632831097,
0.005795626435428858,
-0.05321398004889488,
-0.030067333951592445,
0.015069524757564068,
0.04252815619111061,
-0.0398387685418129,
0.0014500272227451205,
0.030228696763515472,
0.02137165330350399,
-0.014576471410691738,
-0.04227714613080025,
0.057588715106248856,
0.00269835046492517,
0.06662505120038986,
-0.006925168447196484,
0.04855237901210785,
-0.057445280253887177,
0.0286329947412014,
-0.018072672188282013,
0.0321291945874691,
0.014693011529743671,
-0.018736055120825768,
0.04238472133874893,
0.04776349291205406,
0.024061039090156555,
0.05679982900619507,
0.004137171898037195,
-0.02995975874364376,
0.0021044444292783737,
0.021784024313092232,
0.10807745158672333,
0.014782656915485859,
-0.05371600016951561,
0.006539689842611551,
-0.004128207452595234,
0.04102209955453873,
0.02291356772184372,
-0.04880338907241821,
-0.01529364101588726,
-0.008565694093704224,
0.014558541588485241,
0.024688562378287315,
-0.021694378927350044,
0.006665194407105446,
0.09172598272562027,
-0.016028739511966705,
-0.010865118354558945,
0.000940164434723556,
-0.028686782345175743,
-0.04134482517838478,
0.03221884369850159,
-0.019991101697087288,
0.012317387387156487,
-0.014728869311511517,
0.03804584592580795,
-0.025656741112470627,
-0.000652736343909055,
-0.030838290229439735,
-0.0069924029521644115,
0.002321836305782199,
0.018951205536723137,
0.024831995368003845,
-0.021407511085271835,
-0.06852555274963379,
0.020439332351088524,
0.026589060202240944,
0.049843285232782364,
-0.030067333951592445,
0.002487681806087494,
0.05930992215871811,
0.0747290700674057,
0.010327241383492947,
-0.0005031392793171108,
0.011062339879572392,
-0.0621786005795002,
0.039229173213243484,
-0.016459040343761444,
0.011940873228013515,
-0.050883181393146515,
-0.009726611897349358,
-0.011905014514923096,
-0.020134534686803818,
0.02906329557299614,
-0.04008977860212326,
0.06888413429260254,
-0.004168548155575991,
-0.00454282108694315
] |
22,574 | salem.gis | _check_input | See which parameter combination we have and set everything. | def _check_input(self, **kwargs):
"""See which parameter combination we have and set everything."""
combi_a = ['nxny', 'dxdy', 'ul_corner']
combi_b = ['nxny', 'dxdy', 'll_corner']
if all(kwargs[k] is not None for k in combi_a):
nx, ny = kwargs['nxny']
dx, dy = kwargs['dxdy']
x0, y0 = kwargs['ul_corner']
if (dx <= 0.) or (dy >= 0.):
raise ValueError('dxdy and input params not compatible')
origin = 'upper-left'
elif all(kwargs[k] is not None for k in combi_b):
nx, ny = kwargs['nxny']
dx, dy = kwargs['dxdy']
x0, y0 = kwargs['ll_corner']
if (dx <= 0.) or (dy <= 0.):
raise ValueError('dxdy and input params not compatible')
origin = 'lower-left'
else:
raise ValueError('Input params not compatible')
self._nx = int(nx)
self._ny = int(ny)
if (self._nx <= 0) or (self._ny <= 0):
raise ValueError('nxny not valid')
self._dx = float(dx)
self._dy = float(dy)
self._x0 = float(x0)
self._y0 = float(y0)
self._origin = origin
# Check for pixel ref
self._pixel_ref = kwargs['pixel_ref'].lower()
if self._pixel_ref not in ['corner', 'center']:
raise ValueError('pixel_ref not recognized')
| (self, **kwargs) | [
-0.005130690988153219,
-0.03620187193155289,
0.03261397406458855,
0.028667287901043892,
-0.06436685472726822,
-0.029815414920449257,
-0.03419264778494835,
0.007902340963482857,
-0.015302375890314579,
-0.029851295053958893,
0.0254740621894598,
0.07771382480859756,
-0.003733654273673892,
0.03605835512280464,
-0.02988717332482338,
-0.005265237297862768,
-0.008696163073182106,
0.024595025926828384,
-0.011005870997905731,
-0.014217037707567215,
-0.024648845195770264,
-0.01615450158715248,
0.01374164130538702,
0.05356728658080101,
0.015410013496875763,
0.038641639053821564,
0.037744663655757904,
-0.005839300807565451,
0.01533825509250164,
-0.017517901957035065,
-0.07835964858531952,
0.03925158083438873,
0.045422762632369995,
0.07319308072328568,
0.03474877402186394,
-0.036919448524713516,
0.086611807346344,
0.03499992564320564,
-0.07907722890377045,
-0.008660283870995045,
-0.06734480708837509,
-0.05238328129053116,
0.07505878061056137,
0.03083796612918377,
-0.011176295578479767,
-0.005319055635482073,
-0.056114692240953445,
0.018621180206537247,
-0.12026627361774445,
-0.019912822172045708,
0.02249610796570778,
-0.08847751468420029,
0.031824637204408646,
0.007610824424773455,
-0.01122114434838295,
-0.016647838056087494,
0.006417849101126194,
0.08941036462783813,
0.010333140380680561,
-0.02093537338078022,
-0.05719106271862984,
0.0509481243789196,
-0.00489747803658247,
-0.05528947710990906,
-0.022980473935604095,
-0.03760115057229996,
-0.055504750460386276,
-0.017894631251692772,
-0.007637733593583107,
0.1053406223654747,
-0.010978961363434792,
0.04660676792263985,
-0.009229862131178379,
0.0035587442107498646,
0.05898500978946686,
-0.026658067479729652,
0.010799567215144634,
0.043413542211055756,
0.013732671737670898,
-0.02215525694191456,
0.002681952202692628,
0.029851295053958893,
-0.0057540880516171455,
-0.03022802248597145,
-0.012647333554923534,
0.025617577135562897,
-0.01880057528614998,
0.09263947606086731,
0.0712914913892746,
-0.0017031293828040361,
-0.02742946520447731,
-0.01192078460007906,
-0.01787669211626053,
0.019069667905569077,
0.023016352206468582,
0.08560720086097717,
0.012162967585027218,
-0.025886669754981995,
-0.017544811591506004,
-0.0005897603696212173,
-0.0636133924126625,
-0.022926654666662216,
-0.022191137075424194,
0.0005499571561813354,
-0.0026684976182878017,
-0.04183486849069595,
0.013445639982819557,
-0.02312398888170719,
-0.035681623965501785,
-0.01942845620214939,
-0.017311597242951393,
-0.04614034295082092,
-0.021742649376392365,
0.02933104895055294,
-0.027250070124864578,
-0.04714495316147804,
-0.050912242382764816,
-0.023428959771990776,
-0.045638035982847214,
0.013526367954909801,
-0.0055432990193367004,
0.04635561630129814,
-0.009023558348417282,
0.018253421410918236,
0.09249595552682877,
0.006830457132309675,
0.001898221205919981,
0.05765748769044876,
-0.0029577717650681734,
-0.0435570552945137,
0.045530401170253754,
-0.017221899703145027,
-0.03173493966460228,
0.03756527230143547,
-0.03582514077425003,
0.04915417358279228,
-0.02999481000006199,
-0.014064552262425423,
-0.019554032012820244,
-0.00713542802259326,
0.0749870240688324,
0.052419159561395645,
0.02658630907535553,
-0.00968731939792633,
-0.01597510650753975,
0.08223457634449005,
0.04319826886057854,
-0.02726800926029682,
0.01132878102362156,
0.0398615226149559,
-0.004812265280634165,
-0.017589660361409187,
-0.024146540090441704,
-0.02373393252491951,
-0.04086613655090332,
-0.07125561684370041,
-0.002410617657005787,
-0.0673089250922203,
0.02529466710984707,
0.0310173612087965,
-0.03211166709661484,
-0.0575498528778553,
0.03788818046450615,
-0.0003932670224457979,
0.034120891243219376,
0.05769336596131325,
-0.040435586124658585,
-0.03831872716546059,
0.06364927440881729,
0.003213409334421158,
0.016324926167726517,
-0.006516516208648682,
-0.044418152421712875,
-0.014100431464612484,
-0.019284941256046295,
-0.0030407418962568045,
-0.031053239479660988,
-0.06913875788450241,
-0.010207563638687134,
-0.021527376025915146,
0.016988687217235565,
-0.014530978165566921,
0.010763688012957573,
0.018334148451685905,
0.031591422855854034,
0.04997939243912697,
0.005045478697866201,
-0.00530560128390789,
0.0013129456201568246,
0.0026864369865506887,
-0.03767290711402893,
0.01653123088181019,
-0.0028052860870957375,
0.0017748873215168715,
-0.009319559670984745,
-0.001999130705371499,
0.02814704366028309,
0.04090201482176781,
0.058123912662267685,
0.019392577931284904,
0.013589155860245228,
-0.04818544164299965,
0.02922341227531433,
0.03130439296364784,
-0.0198051854968071,
-0.039646249264478683,
-0.0244156327098608,
-0.0023949204478412867,
0.05155806615948677,
0.010952052660286427,
0.021347980946302414,
-0.01763450913131237,
-0.03856988251209259,
-0.004996145144104958,
-0.003063166281208396,
0.03157348558306694,
0.05166570097208023,
0.02127622254192829,
-0.06239350885152817,
0.039072185754776,
0.1116553246974945,
0.019823124632239342,
0.06454624980688095,
-0.04194250330328941,
0.07685273140668869,
-0.0033905617892742157,
0.03180669620633125,
0.03189639374613762,
0.004825720097869635,
-0.035681623965501785,
0.01710529439151287,
-0.07800085842609406,
-0.010449746623635292,
0.06067132204771042,
-0.012629393488168716,
-0.01522164884954691,
0.002612436655908823,
-0.06497679650783539,
-0.011849026195704937,
-0.012728060595691204,
-0.02787795104086399,
0.033277735114097595,
-0.002639346057549119,
-0.03360064700245857,
0.015230618417263031,
-0.011741389520466328,
0.04556627944111824,
0.055504750460386276,
-0.02289077639579773,
-0.021796468645334244,
-0.03112499788403511,
0.05998962000012398,
-0.03813933581113815,
0.002702134195715189,
-0.002336617326363921,
-0.021078888326883316,
-0.019464336335659027,
-0.024505330249667168,
0.06738068908452988,
-0.01018962450325489,
-0.012369271367788315,
0.02502557449042797,
0.04825720191001892,
0.06899523735046387,
-0.009741137735545635,
-0.016809292137622833,
0.024648845195770264,
-0.018405906856060028,
-0.042229536920785904,
-0.0068573663011193275,
-0.03996916115283966,
0.04836483672261238,
-0.03099942021071911,
0.047216709703207016,
0.009534833952784538,
0.02502557449042797,
0.042516566812992096,
-0.01919524371623993,
0.0027380131650716066,
0.00621154485270381,
0.05618644878268242,
-0.005686814896762371,
-0.003581168595701456,
0.0628240555524826,
-0.04438227415084839,
-0.038821034133434296,
0.021347980946302414,
-0.033385373651981354,
0.015463831834495068,
-0.008305978961288929,
-0.019338758662343025,
0.017033535987138748,
0.025940487161278725,
0.004300990141928196,
0.013956915587186813,
-0.004789840895682573,
0.015571468509733677,
-0.04689380154013634,
0.004209050443023443,
-0.012772909365594387,
-0.036076292395591736,
0.008758950978517532,
0.00477190176025033,
-0.011705510318279266,
0.04219365492463112,
-0.02479236014187336,
0.009821864776313305,
-0.05844682455062866,
0.009472045116126537,
-0.004094686359167099,
0.013580186292529106,
0.013176548294723034,
0.014782131649553776,
-0.04624797776341438,
0.020451007410883904,
-0.03230900317430496,
0.0543925017118454,
0.011517145670950413,
-0.010126836597919464,
0.07548932731151581,
-0.012620423920452595,
0.021186525002121925,
-0.031160876154899597,
-0.01650432124733925,
-0.032434578984975815,
-0.005323540419340134,
0.002536193933337927,
0.046319738030433655,
-0.01589437946677208,
0.05536123365163803,
-0.07215258479118347,
0.012997153215110302,
0.0038861397188156843,
0.011911814101040363,
0.050912242382764816,
-0.031196754425764084,
-0.018728816881775856,
0.014934617094695568,
0.056509360671043396,
0.003338985610753298,
0.03067651018500328,
0.021796468645334244,
-0.013006122782826424,
-0.018764695152640343,
0.024648845195770264,
-0.02680158242583275,
0.008238705806434155,
0.02312398888170719,
0.030981481075286865,
0.0242900550365448,
-0.05335201323032379,
0.01298818364739418,
0.01374164130538702,
-0.04208602011203766,
0.04926181212067604,
0.06260878592729568,
-0.02267550304532051,
-0.04929769039154053,
0.05245503783226013,
0.017966389656066895,
0.1053406223654747,
-0.038928672671318054,
-0.012916425243020058,
-0.0010920658241957426,
-0.02048688568174839,
-0.0024778905790299177,
-0.0057092392817139626,
-0.03953861445188522,
0.03939509764313698,
-0.00649409182369709,
-0.032039910554885864,
-0.06404393911361694,
-0.05284970626235008,
-0.056509360671043396,
-0.008983194828033447,
0.08295215666294098,
-0.00264383084140718,
0.022083500400185585,
-0.008404646068811417,
-0.008117614313960075,
0.011158356443047523,
-0.00337934959679842,
0.023662174120545387,
0.038928672671318054,
-0.01969754882156849,
-0.052813827991485596,
-0.03946685418486595,
0.05765748769044876,
0.026658067479729652,
0.01729365810751915,
-0.012701151892542839,
0.026281338185071945,
0.07093270123004913,
-0.021186525002121925,
0.0345873162150383,
-0.018567360937595367,
0.10096339136362076,
0.06989221274852753,
-0.06228587403893471,
-0.01935669779777527,
-0.048723626881837845,
-0.028810804709792137,
-0.01740129478275776,
0.030748268589377403,
0.028200862929224968,
-0.005772027652710676,
0.028918441385030746,
0.035520169883966446,
0.0122078163549304,
-0.006296757608652115,
0.005027539096772671,
-0.01673753373324871,
0.03738587722182274,
0.025940487161278725,
-0.05586354061961174,
0.0015674619935452938,
-0.06827765703201294,
0.03455143794417381,
-0.01032417081296444,
0.0004409187822602689,
0.020451007410883904,
-0.03180669620633125,
0.0121450275182724,
0.054715413600206375,
0.008525737561285496,
0.03410295024514198,
-0.02703479677438736,
0.011992542073130608,
0.028954319655895233,
0.013876187615096569,
-0.04585330933332443,
0.024361813440918922,
-0.03582514077425003,
-0.03532283380627632,
0.0021852529607713223,
-0.012665272690355778,
0.001632492640055716,
0.06425921618938446,
0.010207563638687134,
-0.010844415053725243,
-0.01228854339569807,
-0.01149920653551817,
0.030855905264616013,
0.02077391743659973,
-0.061927083879709244,
-0.025814911350607872,
0.023195747286081314,
0.011678601615130901,
-0.09120431542396545,
-0.0019946459215134382,
0.049010660499334335,
0.034784652292728424,
-0.03978976607322693,
-0.07337247580289841,
0.00012445513857528567,
-0.03017420507967472,
-0.082880400121212,
0.028577590361237526,
-0.014109401032328606,
-0.004906447604298592,
0.019015848636627197,
-0.042337171733379364,
-0.041045527905225754,
0.020612461492419243,
-0.01987694390118122,
-0.003226863918825984,
0.01903378777205944,
-0.0003506607608869672,
-0.01374164130538702,
0.034174710512161255,
-0.03900042921304703,
-0.02502557449042797,
-0.005296631250530481,
0.015257527120411396,
0.01930288039147854,
-0.007749855052679777,
0.038211092352867126,
0.057801004499197006,
-0.0057182093150913715,
-0.035125501453876495,
-0.025814911350607872,
-0.010055078193545341,
-0.006987427361309528,
0.013804430142045021,
-0.011355690658092499,
-0.031142937019467354,
-0.06960517913103104,
0.0038368061650544405,
-0.04269596189260483,
0.005467056296765804,
-0.023805689066648483,
0.019069667905569077,
0.0022031923290342093,
-0.006063544191420078,
0.0010494595626369119,
-0.0033614099957048893,
-0.021814407780766487,
-0.0451357327401638,
0.009364408440887928,
-0.0012120361207053065,
0.007373126223683357,
0.010413868352770805,
0.009848774410784245,
-0.014997405000030994,
0.03360064700245857,
-0.022209076210856438,
-0.025312606245279312,
0.01853148266673088,
-0.0034085011575371027,
0.027465343475341797,
-0.04775489494204521,
-0.012369271367788315,
0.08689884096384048,
-0.001245672581717372,
0.04108140990138054,
0.0060500893741846085,
-0.010198594070971012,
0.030550934374332428,
-0.038641639053821564,
0.006238454021513462,
0.026227518916130066,
0.04348529875278473,
0.02019985392689705,
-0.05048169568181038,
0.018890272825956345,
0.0815887525677681,
0.030407417565584183,
-0.0554329939186573,
0.005484995897859335,
-0.031214695423841476,
-0.018657058477401733,
-0.06289581954479218,
0.013481519185006618,
0.056114692240953445,
-0.0225678663700819,
0.016244199126958847,
0.0029667415656149387,
0.009723197668790817,
-0.06716541200876236,
-0.004220262635499239,
0.018944090232253075,
0.02753710187971592,
-0.016432562842965126,
0.0036596539430320263,
0.03264985233545303,
0.0027940738946199417,
0.011382600292563438,
0.013445639982819557,
-0.033277735114097595,
-0.010243442840874195,
-0.005902088712900877,
-0.0244156327098608,
0.030909724533557892,
0.034174710512161255,
0.037816423922777176,
0.004128322936594486,
0.01747305318713188,
0.01477316115051508,
-0.012494848109781742,
0.027949709445238113,
-0.057908639311790466,
-0.0351075604557991,
-0.0035408048424869776,
-0.0543925017118454,
-0.10282909870147705,
-0.04237305000424385,
-0.0025092847645282745,
-0.010763688012957573,
-0.025779033079743385,
0.03569956496357918,
0.00201931269839406,
0.04205014184117317,
-0.05496656522154808,
0.0011727934470400214,
-0.03831872716546059,
-0.034282345324754715,
-0.013858248479664326,
-0.010153745301067829,
-0.03494610637426376,
-0.022478168830275536,
0.06641195714473724,
0.008005492389202118,
-0.02687334083020687,
-0.06558673828840256,
0.022352591156959534,
0.011624783277511597,
-0.048723626881837845,
-0.02927723154425621,
-0.02687334083020687,
-0.04298299178481102,
-0.004271838814020157,
0.03078414686024189,
-0.009723197668790817,
-0.014871829189360142,
-0.048221319913864136,
0.055612388998270035,
0.009337498806416988,
-0.03627362847328186,
0.04840071499347687,
-0.08115820586681366,
-0.05274207144975662,
0.001129626645706594,
-0.022370532155036926,
-0.02122240513563156,
-0.009714228101074696,
-0.009409257210791111,
-0.04459754750132561,
-0.001835433067753911,
-0.06666310876607895,
-0.03295482322573662,
0.0749870240688324,
-0.012234725058078766,
0.022872837260365486,
-0.006036635022610426,
-0.07125561684370041,
-0.0254740621894598,
-0.06379278749227524,
0.05898500978946686,
0.018459724262356758,
0.03900042921304703,
-0.02495381608605385,
-0.004076746758073568,
-0.019392577931284904,
-0.0017367658438161016,
-0.048938900232315063,
-0.009777016006410122,
0.010342109948396683,
-0.026676006615161896,
0.011086598038673401,
0.0187467560172081,
0.07477175444364548,
-0.005354934837669134,
0.054823048412799835,
-0.03426440805196762,
-0.021527376025915146,
-0.0072789439000189304,
0.029743658378720284,
-0.008005492389202118,
-0.03778054565191269,
0.051127515733242035,
0.024720603600144386,
0.03395943343639374,
0.023249566555023193,
0.01281775813549757,
0.022639622911810875,
-0.0044534760527312756,
-0.013203456997871399,
-0.02357247658073902,
0.06436685472726822,
0.012656303122639656,
-0.011490236967802048,
0.0419783815741539,
0.005296631250530481,
-0.010081987828016281,
0.05844682455062866,
-0.02193998359143734,
-0.05109163746237755,
0.004552143160253763,
0.026783643290400505,
-0.021814407780766487,
-0.025007635354995728,
0.05618644878268242,
0.020971251651644707,
-0.02249610796570778,
-0.042911235243082047,
0.030102446675300598,
-0.008265615440905094,
-0.03134027123451233,
-0.013526367954909801,
0.012333392165601254,
-0.009463075548410416,
-0.04108140990138054,
0.006364030297845602,
0.0016975232865661383,
0.018872331827878952,
-0.06461800634860992,
0.01612759195268154,
-0.028075285255908966,
0.018370026722550392,
-0.012279573827981949,
0.0030250446870923042,
-0.003435410326346755,
-0.022639622911810875,
0.043736450374126434,
0.06379278749227524,
-0.02122240513563156,
0.0213838592171669,
-0.024146540090441704,
0.005677845329046249,
0.03553811088204384,
-0.009911562316119671,
-0.01296127401292324,
0.04337766021490097,
-0.008601980283856392,
0.002486860379576683,
-0.10483831912279129,
-0.06407982110977173,
0.024989696219563484,
0.010135806165635586,
-0.01544589176774025,
0.030102446675300598,
-0.020899493247270584,
-0.06196296215057373,
0.07584811747074127,
-0.022478168830275536,
0.033331554383039474,
-0.025599638000130653,
0.006660032086074352,
0.04736022651195526,
-0.04456166923046112,
0.001601098570972681,
-0.01692589931190014,
-0.006081483792513609,
-0.082378089427948,
0.016118623316287994,
0.04531512409448624,
0.023823628202080727,
0.03223724663257599,
0.005493965465575457,
-0.06709365546703339,
0.018065055832266808,
0.010638111270964146,
-0.03239870071411133,
-0.024361813440918922,
-0.01069192960858345,
0.007781249471008778,
-0.01634286530315876,
-0.1021832749247551,
0.06013313680887222,
-0.013840308412909508,
-0.0012837940594181418,
0.057801004499197006,
-0.029366929084062576,
0.09070201218128204,
0.00008612351666670293,
-0.03062269277870655,
0.03824697062373161,
-0.0019598882645368576,
-0.05453601852059364,
0.024774421006441116,
0.0004585779388435185,
0.006081483792513609,
0.03831872716546059,
-0.02233465202152729,
0.02204762026667595,
0.0773550346493721,
0.02742946520447731,
-0.0435570552945137,
-0.013131699524819851,
-0.05184509605169296,
0.061783567070961,
0.020110156387090683,
0.048221319913864136,
-0.01497049629688263,
0.07104033976793289,
-0.03107117861509323,
-0.025330545380711555,
0.019894883036613464,
0.013445639982819557,
-0.014979465864598751,
-0.05098400264978409,
0.017562750726938248,
0.030820026993751526,
0.020576583221554756,
0.002195343840867281,
0.04915417358279228,
0.020074278116226196,
0.0448845773935318
] |
22,575 | salem.gis | almost_equal | A less strict comparison between grids.
Two grids are considered equal when their defining coordinates
and projection are equal.
grid1 == grid2 uses floating point equality, which is very strict; here
we uses numpy's is close instead.
(independent of the grid's cornered or centered representation.)
| def almost_equal(self, other, rtol=1e-05, atol=1e-08):
"""A less strict comparison between grids.
Two grids are considered equal when their defining coordinates
and projection are equal.
grid1 == grid2 uses floating point equality, which is very strict; here
we uses numpy's is close instead.
(independent of the grid's cornered or centered representation.)
"""
# float attributes defining the instance
fkeys = ['x0', 'y0', 'dx', 'dy']
# unambiguous attributes
ckeys = ['nx', 'ny', 'origin']
ok = True
for k in fkeys:
ok = ok and np.isclose(getattr(self.corner_grid, k),
getattr(other.corner_grid, k),
rtol=rtol, atol=atol)
for k in ckeys:
_ok = getattr(self.corner_grid, k) == getattr(other.corner_grid, k)
ok = ok and _ok
p1 = self.corner_grid.proj
p2 = other.corner_grid.proj
return ok and proj_is_same(p1, p2)
| (self, other, rtol=1e-05, atol=1e-08) | [
0.01603924296796322,
-0.029838770627975464,
-0.007071355357766151,
0.06318160891532898,
-0.06025553122162819,
-0.06271199136972427,
-0.04641988128423691,
0.052524905651807785,
-0.012038462795317173,
-0.00038918419159017503,
0.019507186487317085,
-0.012092649936676025,
0.0382196344435215,
0.03988135978579521,
-0.033975016325712204,
0.003350539831444621,
-0.029405277222394943,
-0.0350768119096756,
0.008868545293807983,
-0.032204918563365936,
-0.05071868374943733,
-0.035130999982357025,
0.027057191357016563,
0.006570128723978996,
0.022740323096513748,
0.02660563588142395,
-0.0016267277533188462,
0.02980264648795128,
0.017565499991178513,
0.028068674728274345,
-0.08279716968536377,
-0.03321640565991402,
0.03628697991371155,
0.02418529987335205,
0.03236747905611992,
-0.04649212956428528,
0.035690926015377045,
0.024998098611831665,
-0.029838770627975464,
-0.040531598031520844,
-0.04349379986524582,
-0.04186820238828659,
0.005716689396649599,
-0.005183854140341282,
-0.001892016502097249,
-0.00944653619080782,
-0.04327705502510071,
0.02960396185517311,
-0.04602251201868057,
0.0965244472026825,
-0.02445623278617859,
-0.009153025224804878,
0.0017012343741953373,
0.08120769262313843,
-0.024347858503460884,
-0.0007653861539438367,
0.01626501977443695,
0.04020648077130318,
-0.053680889308452606,
-0.07167085260152817,
-0.06766103953123093,
-0.01733069121837616,
-0.020645106211304665,
-0.04851509630680084,
0.009708438068628311,
-0.023589245975017548,
-0.092406265437603,
0.0018344431882724166,
0.03937561810016632,
0.043385427445173264,
-0.04566126689314842,
0.053391892462968826,
0.010656704194843769,
-0.016933321952819824,
-0.02902597188949585,
0.0310850627720356,
-0.014187865890562534,
0.06957563012838364,
0.026497261598706245,
-0.03368602320551872,
-0.02917046844959259,
-0.02031998708844185,
0.039122745394706726,
-0.04587801173329353,
-0.03908662125468254,
-0.005928920581936836,
-0.02339056134223938,
0.05834093689918518,
0.05740170180797577,
-0.07600577920675278,
0.010467050597071648,
0.005441240966320038,
0.02254163846373558,
-0.04100121557712555,
0.017375845462083817,
0.028285421431064606,
-0.024022739380598068,
0.004398148041218519,
-0.04566126689314842,
-0.03256616368889809,
0.006786875426769257,
0.01968780905008316,
-0.04114571586251259,
0.02503422275185585,
0.0023796961177140474,
-0.018098333850502968,
0.011821716092526913,
-0.030218077823519707,
-0.05527036264538765,
0.007775781210511923,
-0.05353638902306557,
0.008367318660020828,
-0.05386151000857353,
0.06328998506069183,
0.01498260349035263,
-0.01509097684174776,
-0.04479428008198738,
-0.011893965303897858,
0.05826868861913681,
-0.009419442154467106,
0.04407179355621338,
0.06256749480962753,
0.014124647714197636,
0.011153414845466614,
0.05812419205904007,
0.014594265259802341,
0.05415050685405731,
0.009545877575874329,
-0.051657918840646744,
-0.05498136579990387,
0.08373640477657318,
0.0058837649412453175,
0.008886607363820076,
0.04316868260502815,
0.02360730804502964,
0.03142824396491051,
-0.018495703116059303,
0.02019355073571205,
0.023842116817831993,
0.011297912336885929,
0.03738877549767494,
0.0010413993149995804,
0.014160772785544395,
0.011153414845466614,
-0.04327705502510071,
0.0437827967107296,
-0.07940147817134857,
-0.029278842732310295,
0.005549613852053881,
0.0128783555701375,
-0.020879914984107018,
-0.0437827967107296,
0.06516845524311066,
-0.027364248409867287,
-0.028646664693951607,
-0.06422922015190125,
0.04887634143233299,
-0.013853714801371098,
0.024853600189089775,
0.03673853352665901,
-0.03178948909044266,
0.013221537694334984,
0.061808884143829346,
0.00470520555973053,
0.010385770350694656,
-0.009013042785227299,
-0.01696944609284401,
-0.0967411994934082,
-0.024221424013376236,
-0.010295460000634193,
-0.002747713588178158,
-0.016174709424376488,
-0.03359571099281311,
-0.017881587147712708,
-0.041109587997198105,
-0.034336261451244354,
0.001033497042953968,
-0.036846909672021866,
-0.03560061752796173,
-0.01733069121837616,
0.032331354916095734,
-0.020843790844082832,
0.00700362166389823,
0.03643147647380829,
0.006506911013275385,
0.06466270983219147,
0.006610768847167492,
-0.027996424585580826,
0.01323056872934103,
-0.0019010475371032953,
-0.013844683766365051,
0.021638527512550354,
-0.03587155044078827,
-0.014133679680526257,
0.022939005866646767,
-0.03175336495041847,
0.020283861085772514,
0.01226424053311348,
0.051946915686130524,
0.0827249214053154,
-0.0759335309267044,
-0.03417370095849037,
0.00908980704843998,
-0.04598638787865639,
0.053391892462968826,
-0.010801201686263084,
-0.03354152292013168,
-0.06209787726402283,
0.039772987365722656,
0.05956916883587837,
0.0016707543982192874,
0.014142710715532303,
-0.04024260491132736,
-0.009143994189798832,
0.01655401475727558,
0.06646893173456192,
-0.008380865678191185,
-0.013031884096562862,
-0.01882082223892212,
0.020717354491353035,
0.08308616280555725,
-0.024402044713497162,
0.024131111800670624,
-0.00558122294023633,
-0.005197400692850351,
0.016237927600741386,
-0.018161552026867867,
0.03296353295445442,
0.03901437297463417,
-0.08669860661029816,
0.007708047982305288,
-0.017348753288388252,
0.0030683178920298815,
-0.03587155044078827,
-0.01026836596429348,
-0.027490682899951935,
-0.01465748343616724,
-0.0183873288333416,
-0.006624315399676561,
0.006384991109371185,
-0.0437827967107296,
-0.0076628923416137695,
-0.055956725031137466,
0.033631835132837296,
-0.005319320596754551,
-0.10483306646347046,
-0.04847897216677666,
-0.005129667464643717,
0.041615333408117294,
0.03720815107226372,
-0.02810479886829853,
-0.008069292642176151,
-0.03222298249602318,
-0.013673093169927597,
0.02702106535434723,
-0.03988135978579521,
-0.09110578894615173,
-0.04851509630680084,
0.03538386896252632,
0.012535173445940018,
0.027707429602742195,
0.03608829528093338,
-0.02068123035132885,
0.016499828547239304,
0.0006220173672772944,
0.021367594599723816,
-0.058955054730176926,
0.002327767200767994,
0.042193323373794556,
-0.016445642337203026,
-0.050899308174848557,
0.010774108581244946,
-0.034697506576776505,
0.025341279804706573,
-0.024799413979053497,
0.00798801239579916,
0.0273281242698431,
-0.030561259016394615,
-0.016888165846467018,
-0.024420108646154404,
-0.007608706131577492,
-0.03858087956905365,
-0.04699787124991417,
-0.004791001323610544,
-0.007554519455879927,
-0.004520067945122719,
-0.04472203180193901,
-0.04985170066356659,
0.047395240515470505,
-0.03314415365457535,
-0.03258422762155533,
-0.019453000277280807,
0.020301923155784607,
0.0019303986337035894,
0.012851262465119362,
0.019055631011724472,
-0.024203361943364143,
-0.019073693081736565,
0.004998716525733471,
0.015379971824586391,
0.006773328874260187,
0.012869324535131454,
-0.008177665993571281,
0.003210557857528329,
0.08431439846754074,
0.036846909672021866,
-0.013203475624322891,
0.0534641407430172,
0.0486234687268734,
0.04779260605573654,
0.009681344963610172,
-0.005734751466661692,
0.0541866309940815,
0.020374173298478127,
0.03901437297463417,
0.04540839418768883,
0.0036666286177933216,
-0.012607422657310963,
0.005626378580927849,
0.004149792715907097,
0.003425046568736434,
0.030940566211938858,
-0.006895248778164387,
-0.016951384022831917,
0.007075870875269175,
-0.07492204755544662,
-0.019705871120095253,
0.05115217715501785,
0.024781351909041405,
0.07264620810747147,
-0.03625085577368736,
0.035185184329748154,
0.04298805817961693,
0.031193437054753304,
0.05447562411427498,
0.022415202111005783,
0.03332477807998657,
0.015352878719568253,
0.030651569366455078,
-0.034842003136873245,
0.0366482250392437,
0.013645999133586884,
0.01351956371217966,
-0.04605863615870476,
-0.010864418931305408,
0.005174823105335236,
-0.04876796528697014,
-0.004998716525733471,
0.018513765186071396,
-0.003034451277926564,
-0.08286941796541214,
-0.061808884143829346,
0.029044033959507942,
-0.03879762813448906,
-0.012652577832341194,
0.09804167598485947,
-0.01583152636885643,
-0.016228895634412766,
0.02653338573873043,
0.024998098611831665,
0.011948151513934135,
0.019308501854538918,
0.02283063344657421,
-0.030579321086406708,
-0.05527036264538765,
0.01223714742809534,
-0.004917436745017767,
-0.027617119252681732,
-0.05061031132936478,
0.009636188857257366,
-0.061447639018297195,
-0.014856168068945408,
0.020807666704058647,
-0.03323446586728096,
-0.023697620257735252,
0.03166305273771286,
-0.04259069263935089,
0.03243972733616829,
-0.03359571099281311,
-0.07037036865949631,
0.08221917599439621,
-0.004953560885041952,
0.008940793573856354,
0.03825576230883598,
-0.02133147045969963,
-0.030470948666334152,
0.002521936083212495,
0.008696953766047955,
0.011857841163873672,
0.03625085577368736,
-0.03263841196894646,
-0.042265571653842926,
0.026641760021448135,
0.07102061063051224,
-0.03865312784910202,
0.02125922031700611,
-0.00962715782225132,
0.019145943224430084,
-0.05649859085679054,
-0.025702524930238724,
0.004273970611393452,
0.01990455575287342,
-0.02696687914431095,
-0.03594379872083664,
0.013736310414969921,
0.003689206438139081,
0.029405277222394943,
0.038544755429029465,
0.003820157377049327,
0.03628697991371155,
-0.020645106211304665,
-0.023155752569437027,
0.03368602320551872,
0.01379952859133482,
-0.05920792371034622,
0.025413529947400093,
-0.03486006334424019,
-0.02367955632507801,
0.06282036751508713,
-0.008353771641850471,
-0.0007032973226159811,
-0.0026641760487109423,
0.007780296728014946,
-0.036052171140909195,
-0.0004538130306173116,
-0.03973686322569847,
0.0278158038854599,
-0.006949435453861952,
-0.001927011995576322,
-0.02496197447180748,
-0.020645106211304665,
-0.008787265047430992,
0.010756045579910278,
0.029116282239556313,
0.033053845167160034,
0.007473239209502935,
0.01733069121837616,
0.00801962148398161,
0.009934215806424618,
0.015948930755257607,
0.01355568878352642,
-0.012056524865329266,
0.006565613206475973,
-0.021728837862610817,
-0.06534907221794128,
-0.06668567657470703,
0.05447562411427498,
-0.012499049305915833,
-0.005617347080260515,
0.05100768059492111,
0.012471956200897694,
0.027219749987125397,
-0.0667579248547554,
-0.047684233635663986,
0.021728837862610817,
-0.034823939204216,
-0.006660440005362034,
-0.01400724332779646,
-0.049165334552526474,
0.02945946529507637,
-0.006786875426769257,
0.011776560917496681,
-0.018360236659646034,
0.022017834708094597,
-0.02404080145061016,
0.058666057884693146,
0.023354437202215195,
0.013239599764347076,
-0.004687143489718437,
0.01533481664955616,
0.021783025935292244,
-0.04464978352189064,
-0.026930755004286766,
0.02716556377708912,
0.014142710715532303,
0.03800288960337639,
-0.010665735229849815,
0.08987755328416824,
-0.0215301550924778,
-0.020067114382982254,
-0.05035744234919548,
0.04201269894838333,
0.0073919594287872314,
-0.04876796528697014,
0.038328010588884354,
-0.009708438068628311,
-0.017854494974017143,
-0.021584341302514076,
-0.004908405710011721,
-0.016861073672771454,
0.019579434767365456,
-0.01682494767010212,
-0.07513879239559174,
0.043963417410850525,
0.010214179754257202,
0.03352346271276474,
0.016924289986491203,
-0.014558141119778156,
0.0002689576067496091,
-0.014269146136939526,
0.023661494255065918,
-0.012598391622304916,
-0.03357764706015587,
0.03274678811430931,
0.020807666704058647,
-0.01997680403292179,
-0.028935659676790237,
0.0033437665551900864,
-0.006818484049290419,
0.03767776861786842,
0.020952163264155388,
-0.02019355073571205,
0.023282188922166824,
-0.0069720130413770676,
0.0677332878112793,
0.03175336495041847,
-0.018161552026867867,
-0.07344094663858414,
-0.02181915007531643,
-0.011957182548940182,
-0.011171476915478706,
0.03318027779459953,
0.020229674875736237,
-0.03756939619779587,
-0.050790935754776,
0.020301923155784607,
0.010512205772101879,
0.04215719923377037,
0.03635922819375992,
-0.055378735065460205,
-0.009582002647221088,
-0.03139211982488632,
0.007753203622996807,
0.021313408389687538,
-0.042121075093746185,
0.05512586608529091,
-0.06220624968409538,
0.012751920148730278,
-0.0030502555891871452,
0.018784698098897934,
-0.036919157952070236,
0.0027273937594145536,
0.02474522776901722,
0.0037930640392005444,
-0.0038178996182978153,
0.04898471385240555,
-0.001772354356944561,
0.005079996772110462,
-0.032331354916095734,
0.01761065423488617,
0.05270553007721901,
0.01739390753209591,
0.07997946441173553,
-0.026154080405831337,
-0.013149288482964039,
0.04829834774136543,
-0.017592592164874077,
-0.03131987154483795,
0.0281770471483469,
0.012535173445940018,
0.0356728658080101,
0.003260228782892227,
0.08626511693000793,
0.013826621696352959,
-0.030507072806358337,
-0.019001444801688194,
0.02875503897666931,
0.05989428982138634,
-0.004709721077233553,
0.07094836235046387,
-0.030687695369124413,
0.02931496687233448,
-0.023408623412251472,
-0.021439842879772186,
0.01037673931568861,
-0.016454672440886497,
-0.019218191504478455,
0.04533614590764046,
-0.030290326103568077,
-0.05476462095975876,
0.030127765610814095,
0.0452277734875679,
0.06061677634716034,
-0.00699007511138916,
-0.00504387216642499,
-0.025232907384634018,
-0.061303138732910156,
0.023264126852154732,
0.0524887815117836,
-0.02290288172662258,
0.015163225121796131,
0.04815385118126869,
0.015054851770401001,
-0.0469256229698658,
0.01591280661523342,
-0.03126568719744682,
-0.006664955522865057,
0.038472507148981094,
0.023119628429412842,
-0.039411742240190506,
0.03643147647380829,
-0.04605863615870476,
-0.006696564145386219,
-0.03381245583295822,
-0.00041063304524868727,
0.0013264435110613704,
-0.035474181175231934,
-0.06513232737779617,
-0.008398927748203278,
0.05938854441046715,
0.06354285776615143,
0.01976005733013153,
0.025774773210287094,
-0.09103354066610336,
-0.0030096156988292933,
-0.04255456477403641,
-0.05313901975750923,
0.024727165699005127,
-0.0493459589779377,
0.04121796414256096,
0.02438398264348507,
0.006245009135454893,
0.007870608009397984,
-0.013998212292790413,
-0.02331831306219101,
-0.00949169136583805,
0.058738306164741516,
-0.0573294535279274,
0.004203979391604662,
0.01605730503797531,
0.00677784439176321,
-0.03572705015540123,
-0.0044297571294009686,
-0.049671076238155365,
-0.07557228952646255,
-0.044180165976285934,
-0.008466660976409912,
0.018269924446940422,
0.018026085570454597,
0.06625218689441681,
0.0363953523337841,
-0.002217136323451996,
-0.05014069378376007,
0.06856414675712585,
-0.044613659381866455,
-0.04222944751381874,
-0.005716689396649599,
-0.03218685835599899,
0.03560061752796173,
-0.026009581983089447,
-0.01804414764046669,
0.092406265437603,
0.013384097255766392,
-0.01002452615648508,
-0.029856832697987556,
0.016599170863628387,
-0.03238554298877716,
0.006687533110380173,
0.05812419205904007,
0.0068139685317873955,
0.06325385719537735,
-0.0159669928252697,
-0.010132899507880211,
-0.03713590279221535,
0.024402044713497162,
0.03962848708033562,
0.04566126689314842,
0.01162303239107132,
-0.023805992677807808,
-0.01862213760614395,
-0.009672312997281551,
-0.02573864907026291,
-0.006859124172478914,
-0.03444463387131691,
-0.02853829227387905,
-0.02731006219983101,
0.001028981525450945,
0.03706365451216698,
-0.041615333408117294,
-0.012824169360101223,
0.026695946231484413,
0.04085671901702881,
-0.06614381074905396,
-0.004687143489718437,
0.04869571700692177,
0.04949045553803444,
-0.010774108581244946,
0.059027303010225296,
0.06534907221794128,
0.011297912336885929,
0.0532112717628479,
-0.049454331398010254,
0.026136018335819244,
0.01569605991244316,
0.028899535536766052,
-0.009600064717233181,
-0.019796181470155716,
-0.0031044422648847103,
-0.038328010588884354,
0.009861966595053673,
0.03218685835599899,
-0.025359341874718666,
-0.02183721214532852,
0.026587573811411858,
0.023372499272227287,
0.013971119187772274,
-0.0016267277533188462,
0.0379667654633522,
0.02675013244152069,
-0.04721461609005928,
-0.024709103628993034,
0.032620351761579514,
0.032837096601724625,
-0.09616320580244064,
-0.02738231047987938,
0.021927522495388985,
0.05667921528220177,
0.004632956814020872,
-0.01874857395887375,
-0.012896417640149593,
-0.05555935949087143,
0.0020850563887506723,
0.03746102377772331,
-0.018360236659646034,
0.04985170066356659,
0.06495171040296555,
0.044180165976285934,
-0.06932276487350464,
-0.01301382202655077,
-0.011857841163873672,
-0.015145163051784039,
0.07708951085805893,
-0.011650125496089458,
0.049526579678058624,
-0.06003878638148308,
0.05115217715501785,
-0.06527682393789291,
-0.0570765845477581,
0.021584341302514076,
0.08120769262313843,
0.018586013466119766,
-0.013040915131568909,
0.0660354420542717,
-0.05498136579990387,
-0.041109587997198105,
0.012219085358083248,
-0.009211727418005466,
0.01279707532376051,
-0.010358677245676517,
0.0036124419420957565,
0.034914251416921616,
0.03364989534020424,
0.05541485920548439,
-0.014079492539167404,
0.006344351451843977,
0.06935888528823853,
-0.018423454836010933,
-0.019362689927220345,
0.012995759956538677,
-0.02411304973065853,
0.0021911717485636473,
0.06477108597755432,
-0.026515323668718338,
0.08265267312526703,
-0.041181840002536774,
0.023011256009340286,
-0.0028470559045672417,
0.08713210374116898
] |
22,576 | salem.gis | extent_as_polygon | Get the extent of the grid in a shapely.Polygon and desired crs.
Parameters
----------
crs : crs
the target coordinate reference system.
Returns
-------
[left, right, bottom, top] boundaries of the grid.
| def extent_as_polygon(self, crs=wgs84):
"""Get the extent of the grid in a shapely.Polygon and desired crs.
Parameters
----------
crs : crs
the target coordinate reference system.
Returns
-------
[left, right, bottom, top] boundaries of the grid.
"""
from shapely.geometry import Polygon
# this is not so trivial
# for optimisation we will transform the boundaries only
_i = np.hstack([np.arange(self.nx+1),
np.ones(self.ny+1)*self.nx,
np.arange(self.nx+1)[::-1],
np.zeros(self.ny+1)]).flatten()
_j = np.hstack([np.zeros(self.nx+1),
np.arange(self.ny+1),
np.ones(self.nx+1)*self.ny,
np.arange(self.ny+1)[::-1]]).flatten()
_i, _j = self.corner_grid.ij_to_crs(_i, _j, crs=crs)
return Polygon(zip(_i, _j))
| (self, crs=<Other Coordinate Operation Transformer: longlat>
Description: PROJ-based coordinate operation
Area of Use:
- undefined) | [
0.024662066251039505,
-0.041985247284173965,
0.029952891170978546,
0.0523279570043087,
-0.0016224482096731663,
-0.02169237844645977,
-0.000045134675019653514,
-0.03935690224170685,
-0.013022254221141338,
-0.02763175405561924,
0.07495903223752975,
-0.020565945655107498,
-0.03894729167222977,
-0.011588611640036106,
-0.021828915923833847,
-0.01567619852721691,
-0.018261875957250595,
-0.0686100423336029,
0.000867225811816752,
-0.013875612989068031,
-0.013960948213934898,
-0.07099944353103638,
0.07093117386102676,
-0.0072620827704668045,
-0.010223236866295338,
0.014464430510997772,
0.0416439063847065,
0.010248837992548943,
0.031420666724443436,
-0.06444565206766129,
-0.08711085468530655,
-0.01696477085351944,
0.00029707548674196005,
-0.06789322197437286,
0.03952757641673088,
-0.0091394716873765,
0.02916780114173889,
0.08519933372735977,
-0.042497262358665466,
0.00010586981807136908,
-0.060520198196172714,
0.00365664204582572,
0.013261194340884686,
0.012535839341580868,
0.018176540732383728,
0.005649234633892775,
-0.004068387672305107,
-0.023586833849549294,
-0.05065537244081497,
0.06086154282093048,
0.0046252040192484856,
-0.002880085725337267,
0.0038593148346990347,
-0.017510920763015747,
-0.010581647977232933,
-0.038605947047472,
-0.00866159051656723,
0.06171490252017975,
0.03164254128932953,
-0.010317106731235981,
-0.04567175731062889,
-0.05038229748606682,
0.033246856182813644,
-0.047719817608594894,
0.02662479132413864,
0.047378476709127426,
-0.07509556412696838,
-0.03590933606028557,
0.03867421671748161,
0.04918759688735008,
0.0075607579201459885,
0.031130526214838028,
0.01529218815267086,
-0.03509011119604111,
-0.020753683522343636,
0.022136125713586807,
-0.023859908804297447,
0.07946476340293884,
0.08513106405735016,
-0.02565196342766285,
-0.03580693155527115,
0.04608137160539627,
0.0543418824672699,
0.03638721629977226,
0.080283984541893,
0.0056663015857338905,
0.042394861578941345,
-0.011085129342973232,
-0.046047236770391464,
-0.01904696598649025,
0.042702071368694305,
0.04536454752087593,
0.013227059505879879,
-0.01454976573586464,
0.005474295932799578,
-0.02246040105819702,
-0.019644318148493767,
0.03109639137983322,
-0.03683096170425415,
-0.008589055389165878,
-0.027188008651137352,
0.004736140836030245,
-0.038230471312999725,
0.013363596983253956,
-0.017203710973262787,
0.029748084023594856,
0.06594756245613098,
-0.04495493695139885,
-0.06140769273042679,
-0.011349670588970184,
-0.011358204297721386,
0.026641858741641045,
0.0030038226395845413,
-0.03891315683722496,
0.002417138544842601,
0.0036203742492944,
-0.043043412268161774,
-0.025464223697781563,
0.011870219372212887,
-0.031932681798934937,
0.03628481179475784,
0.029987024143338203,
-0.013773209415376186,
0.04983614757657051,
0.04481839761137962,
0.03570452705025673,
-0.006007645279169083,
0.032786041498184204,
-0.02799016609787941,
-0.061953842639923096,
0.07093117386102676,
-0.008102640509605408,
-0.017075708135962486,
-0.018671488389372826,
0.019490713253617287,
0.030413703992962837,
-0.010095233097672462,
-0.021572908386588097,
-0.016521025449037552,
0.012604108080267906,
0.01853495091199875,
-0.031881481409072876,
0.03285431116819382,
0.04092708230018616,
-0.030550241470336914,
0.044784266501665115,
-0.02220439352095127,
0.003040090436115861,
0.055843792855739594,
-0.013722008094191551,
-0.005636434070765972,
-0.03727470710873604,
-0.010479245334863663,
-0.030976921319961548,
-0.02824617363512516,
-0.037820857018232346,
-0.0144729632884264,
0.028280306607484818,
0.0767340138554573,
0.01961018331348896,
-0.04379436746239662,
0.09830692410469055,
-0.04492080211639404,
0.03128413110971451,
-0.001136033795773983,
0.04393090680241585,
-0.02677839621901512,
-0.09543963521718979,
0.01480577327311039,
0.006404457148164511,
0.028792323544621468,
0.025566626340150833,
-0.05236209183931351,
0.010846189223229885,
0.01822774112224579,
0.038605947047472,
0.02082195319235325,
0.08772527426481247,
-0.04649098217487335,
0.031420666724443436,
0.03952757641673088,
0.0010453644208610058,
0.013679340481758118,
0.05567312240600586,
-0.001729118055664003,
0.03669442608952522,
0.04748087748885155,
-0.04403330758213997,
0.02925313636660576,
-0.04034680128097534,
-0.054273612797260284,
0.017596255987882614,
0.009600285440683365,
-0.016461288556456566,
-0.03461223095655441,
0.0028267507441341877,
-0.02652238868176937,
0.060076452791690826,
-0.0665278434753418,
0.03549972176551819,
-0.08827142417430878,
-0.02392817847430706,
0.023706305772066116,
-0.0015851138159632683,
-0.012834514491260052,
0.018022935837507248,
-0.0066903322003781796,
-0.04454532265663147,
-0.0013504402013495564,
0.05195247754454613,
0.02834857627749443,
-0.014720438048243523,
-0.07277443259954453,
-0.0015232452424243093,
0.02682959847152233,
0.007867967709898949,
-0.020685415714979172,
0.03205215185880661,
0.015121515840291977,
0.06359229236841202,
0.0011797683546319604,
-0.0008432250469923019,
0.028741121292114258,
-0.05318131297826767,
0.04908519238233566,
-0.047822222113609314,
0.043965041637420654,
-0.02123156376183033,
0.013764675706624985,
-0.04679819196462631,
-0.014720438048243523,
-0.031198794022202492,
0.009600285440683365,
-0.0312499962747097,
-0.017971733585000038,
0.040107857435941696,
-0.035943467170000076,
-0.06499180197715759,
0.05847213789820671,
0.001611781306564808,
-0.006856737192720175,
0.0660158321261406,
-0.02372337132692337,
0.006583662237972021,
-0.030345436185598373,
-0.024798603728413582,
-0.02066834829747677,
0.07052156329154968,
0.01966138370335102,
-0.009190673008561134,
-0.02544715628027916,
-0.002065128181129694,
-0.015889538452029228,
-0.017698660492897034,
-0.007432754151523113,
-0.00995869655162096,
-0.035841066390275955,
-0.030055293813347816,
-0.01843254826962948,
0.010342707857489586,
0.06389950215816498,
-0.025925038382411003,
0.03713817149400711,
0.00814957544207573,
0.0436919666826725,
-0.015027646906673908,
0.031215861439704895,
0.021521706134080887,
-0.009736822918057442,
0.05420534685254097,
-0.04485253244638443,
0.025942103937268257,
-0.020651280879974365,
-0.04550108686089516,
0.008909065276384354,
0.02082195319235325,
0.02001979574561119,
-0.007232215255498886,
0.03068677894771099,
0.023586833849549294,
0.010248837992548943,
-0.03986891731619835,
-0.03986891731619835,
0.01668316312134266,
0.03587520122528076,
-0.03881075233221054,
0.04352129250764847,
-0.03727470710873604,
-0.004467332735657692,
-0.01178488414734602,
-0.02382577583193779,
0.030447838827967644,
-0.01506178081035614,
-0.026181045919656754,
0.04184871166944504,
-0.016051677986979485,
0.0426679365336895,
-0.050211627036333084,
0.033298056572675705,
-0.007155412808060646,
0.04526214674115181,
0.05420534685254097,
-0.0016789832152426243,
-0.011409405618906021,
-0.015147116966545582,
0.0067330002784729,
-0.054785627871751785,
-0.011349670588970184,
-0.010547514073550701,
0.009566151537001133,
-0.06280720233917236,
-0.04577416181564331,
0.0018123205518350005,
-0.021607043221592903,
-0.029731016606092453,
-0.016179680824279785,
0.03587520122528076,
0.011921420693397522,
-0.022101990878582,
-0.005807105917483568,
-0.022887080907821655,
0.014515631832182407,
0.08356088399887085,
-0.01287718303501606,
0.017442651093006134,
0.026505321264266968,
-0.020685415714979172,
0.05178180709481239,
0.04195111244916916,
0.044272251427173615,
-0.0528399720788002,
0.009933095425367355,
-0.010675517842173576,
0.0584038682281971,
0.03184734657406807,
0.01269797794520855,
0.09625886380672455,
0.03567039221525192,
-0.002869418589398265,
-0.06570862233638763,
-0.044886667281389236,
0.013850011862814426,
-0.02662479132413864,
0.02051474340260029,
-0.015275120735168457,
-0.01079498790204525,
-0.01711837574839592,
0.020907288417220116,
0.004719073418527842,
0.0701119527220726,
0.0037057101726531982,
-0.08929545432329178,
-0.0167599655687809,
-0.08110321313142776,
-0.06611823290586472,
0.037411246448755264,
-0.01709277555346489,
-0.025669028982520103,
0.027665888890624046,
0.026761328801512718,
0.07461768388748169,
-0.018859228119254112,
0.015846870839595795,
-0.006212451495230198,
-0.05625340715050697,
0.01112779788672924,
-0.016247950494289398,
-0.006566595286130905,
0.004859877750277519,
-0.04120015725493431,
-0.031113458797335625,
0.010120834223926067,
-0.03461223095655441,
0.011025394313037395,
-0.0013984416145831347,
0.010658450424671173,
-0.045228011906147,
-0.0294579416513443,
-0.06915619224309921,
-0.04987028241157532,
-0.028826456516981125,
-0.0289459265768528,
0.05512697249650955,
-0.01381587702780962,
-0.04741261154413223,
-0.01719517819583416,
-0.0038017129991203547,
-0.009617352858185768,
-0.04475013166666031,
-0.02804136648774147,
-0.01950778067111969,
-0.003012356348335743,
-0.03418555110692978,
0.045228011906147,
-0.03246176615357399,
0.011136330664157867,
0.07202347368001938,
0.017920533195137978,
0.08697432279586792,
0.03474876657128334,
-0.03935690224170685,
-0.008234911598265171,
0.04003959149122238,
0.012919850647449493,
0.014080418273806572,
-0.008333047851920128,
0.0187909584492445,
0.012109160423278809,
0.07803112268447876,
-0.0462179072201252,
-0.01323559321463108,
0.02915073372423649,
0.005077484529465437,
0.012672376818954945,
-0.04949480667710304,
-0.04717366769909859,
-0.0340319462120533,
0.03515837714076042,
-0.03444155678153038,
0.03104518912732601,
0.019883258268237114,
0.006366055924445391,
-0.023501498624682426,
0.040107857435941696,
-0.0036609089002013206,
0.006963407155126333,
0.006869537755846977,
-0.020736616104841232,
-0.010453644208610058,
0.05495630204677582,
-0.033144451677799225,
0.00005626833808491938,
-0.04068814218044281,
-0.01814240589737892,
0.00007426887168549001,
-0.05195247754454613,
0.017357315868139267,
0.03189854696393013,
0.013150257989764214,
0.024371923878788948,
0.0578918531537056,
0.09864826500415802,
-0.030464906245470047,
-0.005201221443712711,
0.07591479271650314,
-0.015633530914783478,
-0.018210675567388535,
-0.026027441024780273,
0.010726719163358212,
-0.017135443165898323,
0.03853767737746239,
0.05225968733429909,
0.012604108080267906,
-0.037001632153987885,
0.007343151606619358,
-0.030550241470336914,
-0.005073217675089836,
-0.008354381658136845,
-0.045296281576156616,
-0.007198080886155367,
0.013295328244566917,
-0.0001538712385809049,
0.030567308887839317,
-0.017698660492897034,
0.002498207613825798,
-0.038435276597738266,
0.02732454612851143,
-0.012126226909458637,
-0.008064240217208862,
0.008358648978173733,
0.06789322197437286,
0.012228630483150482,
-0.011844619177281857,
-0.05034816265106201,
0.0848579928278923,
0.037104036659002304,
-0.027665888890624046,
0.0869060531258583,
0.09421080350875854,
-0.011691014282405376,
-0.07332058250904083,
0.0579259879887104,
0.0022614006884396076,
-0.02829737402498722,
-0.0031126257963478565,
0.02667599357664585,
-0.06086154282093048,
-0.0028587516862899065,
-0.035431452095508575,
-0.0029120866674929857,
0.02565196342766285,
0.060622602701187134,
-0.053317852318286896,
0.0380939319729805,
-0.007603425998240709,
0.016538091003894806,
0.04683232679963112,
-0.05253276228904724,
0.012706510722637177,
0.03089158609509468,
0.009506415575742722,
0.01858615316450596,
0.016896503046154976,
-0.006225251592695713,
-0.05150873214006424,
-0.017237845808267593,
0.00393185019493103,
0.03244469687342644,
0.02662479132413864,
0.0007914901943877339,
-0.003505170810967684,
0.0004138789663556963,
0.034407421946525574,
-0.023603901267051697,
-0.01272357814013958,
0.03601173684000969,
0.0322398915886879,
0.02616397850215435,
-0.02850218117237091,
0.05304477736353874,
-0.016828233376145363,
-0.009975763037800789,
0.02077075093984604,
0.06205624341964722,
0.014336425811052322,
0.03498770669102669,
0.055604852735996246,
-0.02727334387600422,
0.03601173684000969,
0.048948656767606735,
-0.016316218301653862,
-0.028177903965115547,
0.023040685802698135,
-0.007782631553709507,
-0.006084447726607323,
0.04048333689570427,
-0.01544579304754734,
-0.014694836921989918,
-0.032990846782922745,
0.014438829384744167,
-0.01593220792710781,
-0.0426679365336895,
0.05287410691380501,
0.002342469757422805,
-0.01115339808166027,
0.016751430928707123,
0.05202074721455574,
-0.03560212627053261,
0.01381587702780962,
-0.01699037104845047,
0.08007918298244476,
0.01046217791736126,
0.020292870700359344,
-0.04597896710038185,
0.005538297817111015,
0.0335199311375618,
-0.03384420648217201,
-0.025361821055412292,
-0.0721600130200386,
0.024115916341543198,
-0.012749179266393185,
0.0006437524571083486,
0.028382711112499237,
0.052908238023519516,
-0.045740026980638504,
0.02804136648774147,
0.03229109197854996,
0.06929272413253784,
0.022272661328315735,
0.006643397733569145,
0.010197636671364307,
0.049597207456827164,
0.01582980342209339,
-0.03084038384258747,
0.010649916715919971,
-0.001697117113508284,
-0.015718868002295494,
-0.016879435628652573,
0.014071885496377945,
-0.009310143068432808,
0.006848203483968973,
-0.05417121201753616,
0.008426916785538197,
-0.05662888288497925,
-0.031267061829566956,
0.03048197366297245,
-0.06727880239486694,
0.01863735355436802,
0.008077040314674377,
-0.02935553900897503,
0.07140905410051346,
0.03331512212753296,
0.06837110221385956,
0.027563486248254776,
0.02763175405561924,
0.0021227297838777304,
-0.06178317219018936,
-0.026983201503753662,
-0.033042050898075104,
-0.035841066390275955,
-0.009583218023180962,
0.028689919039607048,
0.0033110317308455706,
0.02508874610066414,
0.0018400547560304403,
-0.05225968733429909,
-0.007253549061715603,
-0.06345575302839279,
-0.05215728282928467,
0.0021323300898075104,
0.03270070627331734,
-0.040415067225694656,
-0.0009578951285220683,
-0.04761741682887077,
-0.06366056203842163,
-0.02017340064048767,
-0.09086563438177109,
0.04526214674115181,
0.015974875539541245,
0.019166436046361923,
0.015377524308860302,
0.04024439677596092,
0.00027680821949616075,
-0.04485253244638443,
0.010018431581556797,
-0.0041366564109921455,
0.04044920206069946,
-0.0076375603675842285,
0.014438829384744167,
0.06871244311332703,
-0.004386263899505138,
0.002314735436812043,
0.05970097333192825,
-0.06584515422582626,
-0.03683096170425415,
0.01752798818051815,
-0.017161043360829353,
0.014447363093495369,
0.020856086164712906,
0.027665888890624046,
-0.0365920215845108,
0.0327519066631794,
0.01585540547966957,
-0.051440462470054626,
-0.026232246309518814,
0.0027606154326349497,
0.01290278322994709,
-0.022443333640694618,
0.012578506954014301,
-0.0518159419298172,
-0.005056150257587433,
0.03160840645432472,
0.06533314287662506,
-0.01691357046365738,
-0.016000475734472275,
0.075163833796978,
-0.06751774251461029,
-0.004992148373275995,
0.0076930285431444645,
0.006246585864573717,
0.03140360116958618,
-0.055843792855739594,
-0.03043077141046524,
-0.04495493695139885,
-0.021931318566203117,
-0.028212038800120354,
-0.01046217791736126,
0.01354280300438404,
-0.02128276601433754,
0.014336425811052322,
0.04785635694861412,
-0.029731016606092453,
-0.012262764386832714,
-0.017357315868139267,
-0.06983887404203415,
-0.004565468989312649,
-0.008243445307016373,
0.018415480852127075,
-0.009301610291004181,
0.007018875330686569,
0.0006997541640885174,
0.0027030135970562696,
-0.07236482203006744,
0.06970234215259552,
0.0502798967063427,
-0.0018155206926167011,
0.00034294353099539876,
-0.030567308887839317,
0.03922036662697792,
0.038571812212467194,
0.036660291254520416,
0.0028715520165860653,
0.03189854696393013,
0.02829737402498722,
0.0507919117808342,
-0.06151009723544121,
0.016725830733776093,
-0.030976921319961548,
-0.03251296654343605,
0.017801063135266304,
-0.026334648951888084,
-0.04939240217208862,
-0.028638718649744987,
0.029935823753476143,
0.016094345599412918,
-0.02478153631091118,
0.014106019400060177,
-0.02788776345551014,
0.02199958823621273,
-0.0060332459397614,
-0.037308841943740845,
0.034714631736278534,
0.059154827147722244,
-0.06263653188943863,
-0.03017476387321949,
-0.005905242171138525,
0.04485253244638443,
0.044784266501665115,
-0.025259418413043022,
-0.07024849206209183,
0.015718868002295494,
0.019951526075601578,
-0.006263652816414833,
-0.001262970850802958,
0.010496311821043491,
0.05881348252296448,
0.015403124503791332,
-0.02727334387600422,
-0.04106362164020538,
-0.03935690224170685,
-0.04314581677317619,
-0.058847617357969284,
-0.0014507097657769918,
0.061646632850170135,
0.01873975805938244,
0.009898960590362549,
-0.029423808678984642,
-0.021709445863962173,
-0.08854450285434723,
-0.03259830176830292,
0.03206922113895416,
-0.006280720233917236,
0.011545943096280098,
0.000201472663320601,
-0.024013513699173927,
-0.0010618981905281544,
0.041268426924943924,
-0.02112916111946106,
0.014976445585489273,
-0.0635240226984024,
0.01170808169990778,
0.053010642528533936,
0.04840250685811043,
-0.024064715951681137,
-0.0198149885982275,
-0.044067442417144775,
-0.012706510722637177,
0.007995971478521824,
-0.09161659330129623,
0.003313165158033371,
-0.033656466752290726,
0.037206441164016724,
-0.07707535475492477,
0.026249313727021217,
-0.003101958893239498,
0.007859434001147747,
-0.002583543537184596,
-0.003995852079242468
] |
22,577 | salem.gis | extent_in_crs | Get the extent of the grid in a desired crs.
Parameters
----------
crs : crs
the target coordinate reference system.
Returns
-------
[left, right, bottom, top] boundaries of the grid.
| def extent_in_crs(self, crs=wgs84):
"""Get the extent of the grid in a desired crs.
Parameters
----------
crs : crs
the target coordinate reference system.
Returns
-------
[left, right, bottom, top] boundaries of the grid.
"""
# this is not so trivial
# for optimisation we will transform the boundaries only
poly = self.extent_as_polygon(crs=crs)
_i, _j = poly.exterior.xy
return [np.min(_i), np.max(_i), np.min(_j), np.max(_j)]
| (self, crs=<Other Coordinate Operation Transformer: longlat>
Description: PROJ-based coordinate operation
Area of Use:
- undefined) | [
0.05809471383690834,
-0.018530510365962982,
0.02438865415751934,
0.02958623506128788,
-0.001672048238106072,
0.0249275341629982,
0.025327347218990326,
-0.03570512682199478,
0.0015014753444120288,
-0.015027791261672974,
0.049889832735061646,
-0.02897782251238823,
-0.007692073471844196,
-0.02336304448544979,
-0.016496673226356506,
-0.0326804481446743,
-0.014419378712773323,
-0.09379984438419342,
0.026231275871396065,
-0.040155231952667236,
-0.04151112213730812,
-0.042380284518003464,
0.06233621761202812,
-0.03201988711953163,
-0.0194170530885458,
0.022772014141082764,
0.047108519822359085,
-0.0002600692387204617,
0.011846662499010563,
-0.05124572664499283,
-0.10499463230371475,
-0.01646190695464611,
0.00745740020647645,
-0.06386593729257584,
0.008843711577355862,
-0.0023358699399977922,
0.05461806803941727,
0.07342670857906342,
-0.016322841867804527,
0.011820588260889053,
-0.07224465161561966,
0.011907503940165043,
0.0245103370398283,
0.00318547454662621,
0.012724515050649643,
0.008782870136201382,
0.0046500107273459435,
-0.046308889985084534,
-0.020651262253522873,
0.07669475674629211,
0.007418287917971611,
-0.008787216618657112,
0.014280312694609165,
-0.029429787769913673,
0.024527719244360924,
-0.025796694681048393,
-0.017687423154711723,
0.05687788873910904,
0.04689992219209671,
-0.0437014102935791,
-0.02341519296169281,
-0.04467486962676048,
0.011116567067801952,
-0.038695041090250015,
0.0531231127679348,
0.026770154014229774,
-0.055695828050374985,
-0.031237641349434853,
0.0128635810688138,
0.04328421130776405,
-0.048325344920158386,
0.005697349552065134,
0.021989770233631134,
-0.03353222459554672,
-0.019590886309742928,
-0.0018371888436377048,
-0.03876457363367081,
0.09998826682567596,
0.07036726176738739,
-0.012176943942904472,
-0.006944595370441675,
0.060354530811309814,
0.07005436718463898,
0.03175913915038109,
0.05246255174279213,
-0.016731346026062965,
0.02753501571714878,
0.005275806412100792,
-0.026248658075928688,
-0.010117032565176487,
0.034644752740859985,
-0.00035363982897251844,
0.009126189164817333,
0.0035374846775084734,
-0.004719543736428022,
0.021815937012434006,
-0.03414063900709152,
0.056669287383556366,
-0.03709578514099121,
-0.022719865664839745,
-0.011264325119554996,
0.03699148818850517,
-0.014654052443802357,
0.0326804481446743,
-0.037373919039964676,
0.03280213102698326,
0.026283424347639084,
-0.033914655447006226,
-0.06031976267695427,
0.009395629167556763,
-0.03643522411584854,
0.04693468660116196,
-0.003580942749977112,
-0.03643522411584854,
-0.010734137147665024,
-0.008022354915738106,
-0.04255411773920059,
-0.013402460142970085,
-0.010343014262616634,
-0.03292381390929222,
0.02426697127521038,
-0.006158004980534315,
-0.02353687584400177,
0.028908289968967438,
0.0657433271408081,
0.05753844976425171,
0.0041719721630215645,
0.02880399115383625,
-0.038695041090250015,
-0.061327990144491196,
0.0808667242527008,
-0.050863295793533325,
-0.02346734330058098,
0.011412082239985466,
0.007105390075594187,
0.008361327461898327,
-0.016418449580669403,
-0.015940411016345024,
0.0009120756876654923,
0.008209224790334702,
0.025362113490700722,
0.025309965014457703,
0.03212418407201767,
0.02565762959420681,
-0.02256341651082039,
0.026996135711669922,
0.0021598648745566607,
0.039668500423431396,
0.053575076162815094,
-0.0028291186317801476,
-0.012472458183765411,
-0.021572573110461235,
0.015288539230823517,
-0.012359467335045338,
-0.026370340958237648,
-0.022250518202781677,
0.008296140469610691,
0.01219432707875967,
0.047769080847501755,
0.04095486178994179,
-0.05135002359747887,
0.09060133248567581,
-0.0445358045399189,
-0.0010935129830613732,
-0.0029616656247526407,
0.03852120786905289,
-0.07307904213666916,
-0.0759994238615036,
0.011029651388525963,
-0.0025531600695103407,
0.012481150217354298,
0.034940265119075775,
-0.06988053023815155,
-0.008600346744060516,
0.04078102856874466,
0.00470650615170598,
0.004510944709181786,
0.08364804089069366,
-0.037304382771253586,
0.030959509313106537,
0.02178117074072361,
-0.004923796281218529,
0.026213891804218292,
0.040398597717285156,
-0.0024379962123930454,
0.04251934960484505,
0.024301737546920776,
-0.0355660617351532,
-0.008430860005319118,
-0.049472637474536896,
-0.02680492028594017,
-0.001976254628971219,
-0.006683846935629845,
-0.0424845814704895,
-0.03344530984759331,
0.03130717575550079,
-0.022372201085090637,
0.08712468296289444,
-0.05121095851063728,
0.0294124037027359,
-0.06981100142002106,
-0.010030116885900497,
-0.001790471374988556,
-0.0015340689569711685,
-0.010247406549751759,
0.03007296659052372,
-0.008821982890367508,
-0.04689992219209671,
-0.0063752951100468636,
0.045057300478219986,
0.029760068282485008,
0.01301133818924427,
-0.08058859407901764,
-0.003265871899202466,
0.03422755375504494,
0.03158530592918396,
-0.04338851198554039,
0.00497594615444541,
0.029568852856755257,
0.053992271423339844,
0.00789632648229599,
-0.013176478445529938,
0.010325631126761436,
-0.034940265119075775,
0.03128978982567787,
-0.02419743873178959,
0.048255812376737595,
-0.010812360793352127,
-0.002220706082880497,
-0.046135060489177704,
-0.011359932832419872,
-0.009221796877682209,
0.005658237263560295,
-0.037721581757068634,
0.010847127996385098,
0.05082852765917778,
-0.011490306816995144,
-0.0128635810688138,
0.037373919039964676,
0.004889030009508133,
-0.03612232580780983,
0.08190972357988358,
-0.041719723492860794,
0.001649232697673142,
-0.00886109471321106,
-0.05058516189455986,
-0.03744345158338547,
0.07217511534690857,
-0.0045891692861914635,
-0.027395950630307198,
-0.02438865415751934,
-0.014497603289783001,
0.006883753929287195,
-0.03806924447417259,
-0.022406967356801033,
-0.022406967356801033,
-0.09018412977457047,
0.006788146216422319,
0.008643805049359798,
-0.019712569192051888,
0.05513956397771835,
-0.008630767464637756,
0.0022880660835653543,
0.01966041885316372,
0.026457257568836212,
0.004528328310698271,
0.012689748778939247,
0.02324136160314083,
-0.007174923084676266,
0.054791901260614395,
0.03002081625163555,
0.0481862798333168,
-0.056252092123031616,
-0.02511874958872795,
-0.01851312629878521,
-0.001373274135403335,
0.016922561451792717,
-0.032350167632102966,
0.012515916489064693,
0.03299334645271301,
0.00795716792345047,
-0.03643522411584854,
-0.048081979155540466,
0.012307317927479744,
0.01966041885316372,
-0.07005436718463898,
0.026422491297125816,
-0.06859417259693146,
-0.02522304840385914,
0.017452750355005264,
-0.03563559427857399,
0.01219432707875967,
-0.034749049693346024,
-0.03368867561221123,
0.061258457601070404,
-0.049229271709918976,
0.0412677563726902,
-0.04467486962676048,
0.02160733938217163,
0.011307782493531704,
0.02160733938217163,
0.022893697023391724,
-0.027969596907496452,
-0.0013374212430790067,
-0.005254077259451151,
0.023032762110233307,
-0.032402317970991135,
-0.015488446690142155,
0.005988518241792917,
0.004845571704208851,
-0.04676085337996483,
-0.018843406811356544,
0.01348937675356865,
-0.037791114300489426,
-0.025918377563357353,
-0.006496977526694536,
0.021555189043283463,
0.02880399115383625,
-0.04029429703950882,
-0.006727305240929127,
-0.014454144984483719,
0.020546963438391685,
0.05913770571351051,
-0.00801800936460495,
0.021259674802422523,
0.026770154014229774,
-0.030646612867712975,
0.01735714264214039,
0.043666642159223557,
0.011133951134979725,
-0.028352027758955956,
-0.001373274135403335,
0.008087541908025742,
0.034870732575654984,
0.05687788873910904,
-0.012350776232779026,
0.08872394263744354,
0.038382142782211304,
0.0024684169329702854,
-0.08044952899217606,
-0.0359484925866127,
0.026005292311310768,
-0.018582658842206,
0.015271156094968319,
-0.0026661509182304144,
-0.0067316507920622826,
0.004710851702839136,
0.01628807559609413,
-0.02178117074072361,
0.04790814593434334,
-0.023675942793488503,
-0.06094555929303169,
-0.04599599167704582,
-0.09929293394088745,
-0.05955490097403526,
0.07794634997844696,
0.008600346744060516,
-0.01953873597085476,
0.01966041885316372,
0.028004363179206848,
0.07891980558633804,
-0.019399670884013176,
-0.022250518202781677,
-0.044257670640945435,
-0.07996279746294022,
0.01985163427889347,
0.002261991146951914,
0.003383208764716983,
0.050376564264297485,
-0.009308712556958199,
-0.02880399115383625,
0.02663108892738819,
-0.0478038489818573,
0.023571642115712166,
-0.018426209688186646,
0.004658702295273542,
-0.04815151169896126,
-0.03577466309070587,
-0.07238371670246124,
-0.04693468660116196,
-0.010360397398471832,
-0.037791114300489426,
0.03490550071001053,
-0.0329064317047596,
-0.03987710177898407,
-0.00974329374730587,
-0.003941644448786974,
0.014784426428377628,
-0.03417540714144707,
-0.027395950630307198,
0.013254703022539616,
-0.022841548547148705,
-0.06358780711889267,
0.03952943533658981,
-0.034401386976242065,
0.016670504584908485,
0.08691608905792236,
0.03217633441090584,
0.07982373237609863,
-0.00039845594437792897,
-0.040155231952667236,
0.03587896004319191,
0.015436297282576561,
0.006327491253614426,
0.01567966118454933,
0.004728235304355621,
0.011950962245464325,
-0.010195257142186165,
0.04092009365558624,
-0.050863295793533325,
-0.02438865415751934,
0.028091279789805412,
-0.005510479677468538,
-0.0004908042610622942,
-0.05034179612994194,
-0.06998483091592789,
-0.055695828050374985,
0.03156792372465134,
-0.0490206740796566,
0.002175075002014637,
-0.010221331380307674,
-0.028282495215535164,
-0.044014304876327515,
0.04185878857970238,
-0.014202089048922062,
0.02275463193655014,
0.012811431661248207,
-0.04714328423142433,
-0.027030903846025467,
0.04995936527848244,
-0.05211488530039787,
0.015949102118611336,
-0.049716003239154816,
-0.02129444107413292,
-0.019347520545125008,
-0.056425925344228745,
-0.0063318368047475815,
0.04464010149240494,
0.000008700096259417478,
0.03302811458706856,
0.02275463193655014,
0.07495643198490143,
-0.005501788109540939,
0.0030811752658337355,
0.05482666939496994,
-0.006696884520351887,
-0.01035170629620552,
-0.0088915154337883,
0.004967254586517811,
-0.0042002201080322266,
0.015557979233562946,
0.005319264717400074,
0.001287444494664669,
-0.024006223306059837,
0.019208455458283424,
-0.04766478389501572,
-0.032471850514411926,
-0.005549591965973377,
-0.040085699409246445,
-0.0049889832735061646,
0.006031976547092199,
0.008365673013031483,
0.03257615119218826,
-0.016557514667510986,
0.009178338572382927,
-0.012663673609495163,
0.018443593755364418,
-0.022180985659360886,
0.0009680279181338847,
-0.009899741970002651,
0.06605622917413712,
0.03321933001279831,
-0.014375920407474041,
-0.06650818884372711,
0.06327491253614426,
0.04460533708333969,
-0.005471367854624987,
0.07586035877466202,
0.07940653711557388,
-0.009543386287987232,
-0.06553472578525543,
0.03344530984759331,
0.006244920659810305,
-0.02958623506128788,
-0.0012668019626289606,
0.006436136085540056,
-0.053887974470853806,
-0.04509206488728523,
-0.05270591378211975,
-0.034940265119075775,
0.019869018346071243,
0.056912653148174286,
-0.059207238256931305,
0.030994277447462082,
-0.00941301230341196,
-0.010734137147665024,
0.052984047681093216,
-0.04804721102118492,
0.02607482671737671,
0.06077172979712486,
0.028212962672114372,
0.0021533460821956396,
0.032106801867485046,
0.022007152438163757,
-0.03295857831835747,
-0.013211245648562908,
0.009647686034440994,
0.008726375177502632,
0.028212962672114372,
-0.012029186822474003,
0.048325344920158386,
-0.013020030222833157,
0.027309034019708633,
-0.023884540423750877,
-0.003483162261545658,
-0.0015677489573135972,
0.015697045251727104,
0.02444080449640751,
-0.006553472951054573,
0.05962443724274635,
-0.034523069858551025,
-0.029395021498203278,
0.04019000008702278,
0.054305169731378555,
0.03702625259757042,
0.051037125289440155,
0.033723440021276474,
-0.0038112704642117023,
0.015375455841422081,
0.06442220509052277,
0.0071966517716646194,
-0.02317182905972004,
0.02570977807044983,
-0.020842477679252625,
-0.03195035457611084,
0.05155862122774124,
0.005149777978658676,
-0.021937619894742966,
-0.0388341061770916,
0.014619286172091961,
-0.02317182905972004,
-0.05903340503573418,
0.11090492457151413,
0.030577078461647034,
0.00019216602959204465,
0.01687910407781601,
0.029916517436504364,
-0.04022476449608803,
0.02529258094727993,
-0.02160733938217163,
0.0744001716375351,
0.022476499900221825,
0.01596648432314396,
-0.07794634997844696,
0.008926281705498695,
0.02716996893286705,
-0.01700947806239128,
-0.010160490870475769,
-0.07725101709365845,
-0.006127584259957075,
0.010012732818722725,
-0.0028595393523573875,
0.035983260720968246,
0.07245325297117233,
-0.050619930028915405,
0.01152507308870554,
0.032767362892627716,
0.06268388032913208,
0.01809592917561531,
0.020303597673773766,
-0.02099892683327198,
0.06313584744930267,
-0.009986658580601215,
-0.03573989495635033,
0.0189998559653759,
0.0011255632853135467,
-0.0011125259334221482,
-0.011020959354937077,
-0.006557818967849016,
-0.025031832978129387,
0.03560082986950874,
-0.07586035877466202,
0.042206451296806335,
-0.05468760058283806,
-0.016557514667510986,
0.048429641872644424,
-0.07405250519514084,
0.03109857626259327,
-0.007001090794801712,
-0.016079476103186607,
0.08900207281112671,
0.03768681362271309,
0.04578739404678345,
0.016800880432128906,
0.027674082666635513,
0.00022272247588261962,
-0.07384390383958817,
-0.008900207467377186,
-0.04112869128584862,
-0.00014965863374527544,
0.024284355342388153,
0.03601802513003349,
0.005784265697002411,
0.008065813221037388,
0.014888725243508816,
-0.0617104209959507,
0.029395021498203278,
-0.04749095067381859,
-0.05041132867336273,
0.01509732473641634,
0.02438865415751934,
-0.039598967880010605,
0.0007273789960891008,
-0.053088344633579254,
-0.03973803669214249,
-0.0016438005259260535,
-0.042136918753385544,
0.04321467876434326,
0.04519636556506157,
0.028943056240677834,
0.04227598384022713,
0.025692395865917206,
-0.007335717789828777,
-0.03375820815563202,
0.0531231127679348,
0.015653587877750397,
0.030646612867712975,
0.0116467559710145,
0.018321910873055458,
0.06803791224956512,
0.00277696899138391,
0.010177874006330967,
0.04012046754360199,
-0.04870777577161789,
-0.025431647896766663,
0.029151655733585358,
-0.01875649206340313,
-0.010056191124022007,
-0.015471063554286957,
0.039668500423431396,
-0.03417540714144707,
0.041789256036281586,
0.01596648432314396,
-0.03806924447417259,
-0.02480585128068924,
0.010429930873215199,
0.02360640838742256,
0.008669879287481308,
0.023397810757160187,
-0.04787338152527809,
0.005888564977794886,
0.026613706722855568,
0.06737735122442245,
-0.017018169164657593,
-0.01747882552444935,
0.03394942358136177,
-0.06769024580717087,
0.01424554642289877,
0.021277058869600296,
-0.0042002201080322266,
0.03014249913394451,
-0.05673881992697716,
0.012707131914794445,
-0.03387989103794098,
-0.029673151671886444,
-0.0349576510488987,
-0.01146423164755106,
0.025987910106778145,
-0.05513956397771835,
0.04283224791288376,
0.032106801867485046,
-0.06473509967327118,
-0.012307317927479744,
-0.03480120003223419,
-0.05131525918841362,
0.02311967872083187,
0.0038503827527165413,
-0.0008327647810801864,
0.0018078546272590756,
0.019434437155723572,
-0.005958097986876965,
0.014123864471912384,
-0.06880277395248413,
0.04829057678580284,
0.059450604021549225,
0.002385846571996808,
0.005284497980028391,
0.0059059481136500835,
0.057225551456213,
0.04234551638364792,
0.015810037031769753,
-0.009273946285247803,
0.03532269597053528,
0.014549752697348595,
0.06282294541597366,
0.010960118845105171,
0.012472458183765411,
0.0011874909978359938,
-0.010960118845105171,
0.04258888214826584,
-0.028421560302376747,
-0.008039738051593304,
-0.04651749134063721,
0.02136397361755371,
0.014819192700088024,
-0.04338851198554039,
0.024058373644948006,
-0.022528650239109993,
0.014697510749101639,
-0.01125563308596611,
-0.0379997119307518,
0.015384146943688393,
0.04797767847776413,
-0.04616982489824295,
-0.03360176086425781,
-0.021085843443870544,
0.03012511506676674,
0.05726031959056854,
-0.026996135711669922,
-0.05580012872815132,
0.013793583028018475,
0.0014493257040157914,
0.025744544342160225,
0.010473388247191906,
0.02463201992213726,
0.0801018625497818,
0.005797302816063166,
0.00013960896467324346,
-0.029621003195643425,
-0.0261443592607975,
-0.015957793220877647,
-0.04860347509384155,
-0.02795221284031868,
0.06397023797035217,
0.005693003535270691,
0.0036765504628419876,
-0.045474495738744736,
-0.0329064317047596,
-0.07620802521705627,
-0.048081979155540466,
0.045961227267980576,
-0.004463140852749348,
0.023641176521778107,
-0.04022476449608803,
-0.006970670074224472,
0.005771228112280369,
0.0012342084664851427,
-0.004302346147596836,
0.011968345381319523,
-0.04995936527848244,
0.024371270090341568,
0.042867012321949005,
0.0699153020977974,
-0.05173245444893837,
-0.03904270753264427,
-0.032715216279029846,
-0.02158995531499386,
-0.0009995349682867527,
-0.07120165973901749,
0.01640106551349163,
0.002511875005438924,
0.015158165246248245,
-0.09546863287687302,
0.02014714851975441,
-0.026457257568836212,
-0.008926281705498695,
-0.014063023030757904,
0.008543851785361767
] |
22,578 | salem.gis | grid_lookup | Performs forward transformation of any other grid into self.
The principle of forward transform is to obtain, for each grid point of
``self`` , all the indices of ``other`` that are located into the
given grid point. This transformation makes sense ONLY if ``other`` has
a higher resolution than the object grid. If ``other`` has a similar
or coarser resolution than ``self`` , choose the more general
(and much faster) :py:meth:`Grid.map_gridded_data` method.
Parameters
----------
other : salem.Grid
the grid that needs to be transformed into self
Returns
-------
a dict: each key (j, i) contains an array of shape (n, 2) where n is
the number of ``other`` 's grid points found within the grid point
(j, i)
| def grid_lookup(self, other):
"""Performs forward transformation of any other grid into self.
The principle of forward transform is to obtain, for each grid point of
``self`` , all the indices of ``other`` that are located into the
given grid point. This transformation makes sense ONLY if ``other`` has
a higher resolution than the object grid. If ``other`` has a similar
or coarser resolution than ``self`` , choose the more general
(and much faster) :py:meth:`Grid.map_gridded_data` method.
Parameters
----------
other : salem.Grid
the grid that needs to be transformed into self
Returns
-------
a dict: each key (j, i) contains an array of shape (n, 2) where n is
the number of ``other`` 's grid points found within the grid point
(j, i)
"""
# Input checks
other = check_crs(other)
if not isinstance(other, Grid):
raise ValueError('`other` should be a Grid instance')
# Transform the other grid into the local grid (forward transform)
# Work in center grid cause that's what we need
i, j = other.center_grid.ij_coordinates
i, j = i.flatten(), j.flatten()
oi, oj = self.center_grid.transform(i, j, crs=other.center_grid,
nearest=True, maskout=True)
# keep only valid values
oi, oj, i, j = oi[~oi.mask], oj[~oi.mask], i[~oi.mask], j[~oi.mask]
out_inds = oi.flatten() + self.nx * oj.flatten()
# find the links
ris = np.digitize(out_inds, bins=np.arange(self.nx*self.ny+1))
# some optim based on the fact that ris has many duplicates
sort_idx = np.argsort(ris)
unq_items, unq_count = np.unique(ris[sort_idx], return_counts=True)
unq_idx = np.split(sort_idx, np.cumsum(unq_count))
# lets go
out = dict()
for idx, ri in zip(unq_idx, unq_items):
ij = divmod(ri-1, self.nx)
out[ij] = np.stack((j[idx], i[idx]), axis=1)
return out
| (self, other) | [
0.014906548894941807,
-0.035366516560316086,
-0.0372566282749176,
0.06539395451545715,
-0.045284729450941086,
-0.010035127401351929,
-0.026286188513040543,
-0.0009432288934476674,
0.014662977308034897,
-0.009518756531178951,
-0.03222932294011116,
-0.020011797547340393,
0.014351206831634045,
0.03425583243370056,
-0.01333795115351677,
-0.003634080057963729,
-0.016484888270497322,
0.004647335968911648,
0.0006759096868336201,
-0.008140144869685173,
-0.018413972109556198,
-0.10841834545135498,
0.06531601399183273,
-0.00933851394802332,
-0.024064820259809494,
0.010804812423884869,
0.0036901014391332865,
-0.00535369198769331,
0.026422588154673576,
-0.023538706824183464,
-0.047272272408008575,
-0.03801656886935234,
0.03182012215256691,
0.0039409794844686985,
0.05697614327073097,
-0.047389183193445206,
0.02595493197441101,
0.030105382204055786,
-0.026948701590299606,
0.013357436284422874,
0.017663773149251938,
-0.05031203851103783,
0.028721898794174194,
0.015841862186789513,
0.042244963347911835,
0.024396076798439026,
-0.029930012300610542,
-0.020031284540891647,
-0.02275927923619747,
0.06110710650682449,
-0.03203446418046951,
-0.0769294798374176,
0.01732277311384678,
0.02118093892931938,
0.0027085100300610065,
0.02118093892931938,
0.001955875661224127,
0.039653368294239044,
0.011857039295136929,
-0.08698409795761108,
-0.015530090779066086,
-0.027786586433649063,
0.01937851309776306,
0.021765509620308876,
-0.019972827285528183,
-0.030105382204055786,
-0.04364793375134468,
-0.006571547128260136,
0.027182530611753464,
0.046297986060380936,
-0.01941748522222042,
0.04809067025780678,
0.05296209082007408,
-0.02667590230703354,
-0.007380202878266573,
0.06660206615924835,
0.025779560208320618,
0.017761200666427612,
0.06141887605190277,
-0.039575424045324326,
0.0037704799324274063,
-0.014828605577349663,
-0.015296262688934803,
-0.03624337166547775,
-0.0481686107814312,
0.006289004813879728,
0.05834013968706131,
0.06169167533516884,
-0.0035317803267389536,
-0.12813785672187805,
0.0034221734385937452,
0.025487275794148445,
0.011223753914237022,
0.015286519192159176,
0.006717689801007509,
-0.008768557570874691,
-0.01765402965247631,
-0.021843452006578445,
-0.021025054156780243,
-0.033184122294187546,
0.03164475038647652,
0.012655952014029026,
-0.024961162358522415,
0.05604082718491554,
0.015072177164256573,
-0.06508218497037888,
0.011369897052645683,
-0.02291516587138176,
-0.03840628266334534,
0.010970440693199635,
-0.08854295313358307,
0.08955620229244232,
-0.05081866681575775,
0.007838116958737373,
-0.040179479867219925,
-0.052767232060432434,
0.0063766902312636375,
0.03109915181994438,
-0.01671871729195118,
0.03671102970838547,
-0.00924108549952507,
-0.004554778803139925,
0.002065482549369335,
-0.020674310624599457,
-0.005704434122890234,
-0.032170865684747696,
0.04680461436510086,
-0.0072876461781561375,
0.017907343804836273,
-0.0797354206442833,
0.01968054100871086,
-0.04091993719339371,
-0.050623808056116104,
0.07159040123224258,
0.0338076613843441,
-0.004264929331839085,
-0.0011734035797417164,
-0.012110352516174316,
-0.013717921450734138,
0.021239396184682846,
0.009762328118085861,
-0.023012593388557434,
-0.0020021540112793446,
0.02570161782205105,
0.010317670181393623,
0.011584239080548286,
0.0378606840968132,
0.049571581184864044,
0.019846169278025627,
-0.042400848120450974,
-0.006172090768814087,
-0.025409333407878876,
0.0732661709189415,
0.04887009784579277,
-0.057677626609802246,
0.003414866281673312,
0.04395970329642296,
0.02538984641432762,
0.037139713764190674,
0.06465350091457367,
-0.03458708897233009,
-0.010746355168521404,
-0.015033205971121788,
-0.0036170301027595997,
-0.043102335184812546,
-0.026987673714756966,
0.02396739274263382,
-0.0583011694252491,
0.017936572432518005,
-0.028760870918631554,
-0.06738149374723434,
-0.03832834213972092,
-0.06379613280296326,
-0.023051565513014793,
-0.016095174476504326,
0.03955594077706337,
0.00008258580783149227,
-0.019777970388531685,
-0.006732304114848375,
0.05623568594455719,
0.025838017463684082,
-0.027396872639656067,
0.00473258551210165,
-0.020128712058067322,
-0.04271262139081955,
0.1003902480006218,
0.057872481644153595,
-0.053624603897333145,
0.024279162287712097,
0.041192736476659775,
0.0425177626311779,
-0.01376663614064455,
-0.027416357770562172,
0.0004417769960127771,
0.006966132204979658,
0.024727333337068558,
-0.056820254772901535,
0.03335949033498764,
-0.05962619557976723,
0.08511347323656082,
-0.04368690401315689,
0.01481886301189661,
-0.0021957929711788893,
0.03347640484571457,
0.004411072004586458,
-0.0020825325045734644,
0.010746355168521404,
-0.020713282749056816,
0.012626723386347294,
0.08558112382888794,
0.006566675845533609,
-0.032131895422935486,
-0.019466198980808258,
0.00018206935783382505,
0.04910392314195633,
0.03636028617620468,
-0.09197243303060532,
0.01378612220287323,
0.04060816764831543,
-0.016884345561265945,
0.01333795115351677,
-0.0789559930562973,
0.008783171884715557,
-0.02429864928126335,
-0.006386433262377977,
-0.04201113432645798,
0.0269292164593935,
-0.017517630010843277,
0.04376484826207161,
-0.07299337536096573,
0.024279162287712097,
-0.04185524955391884,
-0.023947905749082565,
-0.015919804573059082,
0.0676153227686882,
-0.039692338556051254,
-0.0010229984764009714,
-0.005996719468384981,
-0.007453274447470903,
0.055534202605485916,
-0.038114000111818314,
-0.0033515377435833216,
-0.04754507169127464,
-0.004021358210593462,
-0.08059278875589371,
-0.02396739274263382,
-0.004532857332378626,
0.04166039451956749,
0.0185211431235075,
0.008023230358958244,
-0.014497349038720131,
-0.02983258292078972,
-0.036340802907943726,
0.0016319260466843843,
-0.010356641374528408,
-0.11964210122823715,
-0.0797354206442833,
-0.007097660563886166,
-0.0230710506439209,
-0.05919750779867172,
-0.011252982541918755,
-0.019466198980808258,
-0.03376869112253189,
-0.028877783566713333,
0.01578340493142605,
0.04267364740371704,
-0.029131097719073296,
0.06414687633514404,
0.026305673643946648,
0.018160657957196236,
0.05822322517633438,
0.009504142217338085,
-0.03024178184568882,
0.009231342934072018,
0.025117047131061554,
0.046375930309295654,
0.015880832448601723,
-0.004420814570039511,
-0.014935777522623539,
0.02096659690141678,
0.011486810632050037,
-0.025721102952957153,
-0.07494194060564041,
-0.06223727762699127,
0.007175603415817022,
-0.016553089022636414,
-0.01780017279088497,
-0.036574628204107285,
0.020674310624599457,
-0.040257424116134644,
-0.005363434553146362,
0.011028897017240524,
-0.02878035604953766,
0.004406200256198645,
-0.005246520508080721,
-0.0013189372839406133,
-0.052689291536808014,
-0.014487606473267078,
-0.0011880177771672606,
0.020070254802703857,
0.022895678877830505,
0.014127121306955814,
-0.010317670181393623,
0.011593982577323914,
0.014321978203952312,
0.018803685903549194,
0.0176150593906641,
0.019485684111714363,
0.02971566841006279,
-0.009002386592328548,
0.00943107157945633,
0.004898213781416416,
0.014019950293004513,
-0.023869963362812996,
-0.027026643976569176,
-0.04470016062259674,
-0.027104586362838745,
0.051676034927368164,
0.014721434563398361,
0.07349999994039536,
-0.009932827204465866,
0.034470174461603165,
-0.03669154271483421,
0.00852985866367817,
0.06808298081159592,
0.006854089442640543,
0.013182065449655056,
-0.004450043197721243,
0.04064713791012764,
0.03978976607322693,
-0.006425404455512762,
0.02461041882634163,
0.018053486943244934,
0.021590137854218483,
0.014828605577349663,
-0.006415661424398422,
0.037509944289922714,
0.007838116958737373,
0.021317338570952415,
-0.07092788815498352,
-0.023538706824183464,
0.04041330888867378,
-0.04356998950242996,
-0.04773992672562599,
0.007760173641145229,
-0.01226623822003603,
-0.03534703329205513,
-0.012909266166388988,
-0.013406150974333286,
-0.02291516587138176,
-0.014419406652450562,
-0.041309650987386703,
0.012500066310167313,
-0.0032394949812442064,
-0.012090867385268211,
0.09618134051561356,
-0.013484093360602856,
-0.05491065979003906,
0.012772866524755955,
-0.002058175392448902,
0.02295413613319397,
-0.012353924103081226,
-0.020908139646053314,
-0.0192323699593544,
-0.017459172755479813,
-0.01716688834130764,
-0.05717099830508232,
0.047389183193445206,
0.03406097739934921,
-0.007316874340176582,
-0.02644207328557968,
-0.04828552529215813,
-0.015374205075204372,
0.06293875724077225,
-0.0041285292245447636,
0.029813097789883614,
-0.0404912531375885,
0.013026179745793343,
-0.04828552529215813,
-0.03209292143583298,
0.059041623026132584,
0.03712023049592972,
0.011584239080548286,
0.049454666674137115,
0.020459968596696854,
-0.04306336119771004,
0.08316490054130554,
0.033905092626810074,
0.043258219957351685,
-0.04236187785863876,
-0.015910061076283455,
-0.018881628289818764,
0.07018743455410004,
-0.01534497644752264,
0.016845373436808586,
-0.024025848135352135,
0.03244366496801376,
0.036048516631126404,
-0.041153766214847565,
-0.034957319498062134,
-0.013143094256520271,
-0.011973952874541283,
-0.00970874261111021,
0.0012202910147607327,
-0.006011333782225847,
-0.03801656886935234,
0.026500530540943146,
-0.026052359491586685,
0.0315668098628521,
0.013980978168547153,
-0.07053817808628082,
0.00414314353838563,
0.0329892635345459,
-0.0683947503566742,
-0.04294645041227341,
0.0016416689613834023,
-0.008052458986639977,
0.04594724252820015,
0.037509944289922714,
0.04590827226638794,
0.035814687609672546,
-0.018131429329514503,
-0.02121991105377674,
-0.04442736133933067,
-0.0182191152125597,
-0.06383509933948517,
-0.053507689386606216,
-0.013562036678195,
-0.03497680276632309,
0.0329892635345459,
-0.03068995289504528,
-0.049610551446676254,
0.03470400348305702,
-0.04154348000884056,
-0.014926034025847912,
-0.002065482549369335,
0.030943267047405243,
0.05537831410765648,
0.02125888131558895,
0.004323386121541262,
0.03922468423843384,
0.017566343769431114,
0.012012924067676067,
-0.054715801030397415,
-0.025896474719047546,
-0.0441155880689621,
-0.006137990392744541,
-0.012373409233987331,
-0.04723329842090607,
-0.0005169795476831496,
0.06991463899612427,
0.014078406617045403,
0.010249470360577106,
-0.03850371390581131,
0.023908935487270355,
-0.04875318333506584,
-0.019738998264074326,
-0.003400251967832446,
-0.030475610867142677,
0.08885472267866135,
0.0111360689625144,
0.016884345561265945,
-0.020031284540891647,
0.029442869126796722,
-0.0021215039305388927,
-0.03571726009249687,
-0.010044869966804981,
-0.01746891625225544,
-0.029170069843530655,
-0.03951696678996086,
0.023947905749082565,
-0.03493783250451088,
-0.021395280957221985,
-0.024162249639630318,
-0.002438146388158202,
0.007857602089643478,
-0.02254493720829487,
0.04158245027065277,
0.00384111562743783,
-0.026286188513040543,
-0.030397668480873108,
-0.034314289689064026,
0.07427942752838135,
-0.04618107154965401,
0.0023127072490751743,
-0.011350410990417004,
0.057677626609802246,
-0.0015028334455564618,
-0.048519354313611984,
0.026695387437939644,
0.02404533512890339,
0.0018779328092932701,
-0.011818068102002144,
0.057638656347990036,
-0.004559650085866451,
0.02351922169327736,
0.029696183279156685,
-0.01303592324256897,
0.022525452077388763,
-0.009591828100383282,
0.0012957979924976826,
-0.04462221637368202,
-0.019563626497983932,
0.0341973751783371,
0.022369565442204475,
-0.007687102537602186,
-0.0029861810617148876,
0.04618107154965401,
-0.012363666668534279,
0.03865959867835045,
-0.029170069843530655,
-0.0570930540561676,
0.052572377026081085,
-0.00011805584654211998,
0.04201113432645798,
0.011613467708230019,
-0.03505474701523781,
-0.0018024258315563202,
-0.04286850616335869,
0.003984822425991297,
0.020908139646053314,
0.022934651002287865,
0.0020228575449436903,
0.00958208553493023,
-0.0222721379250288,
0.05643054097890854,
0.0449339896440506,
0.010191013105213642,
-0.019787712022662163,
-0.013201551511883736,
-0.05537831410765648,
-0.026656417176127434,
-0.002091057598590851,
0.02817630022764206,
0.01674794591963291,
0.06636824458837509,
0.0037120229098945856,
-0.03772428631782532,
-0.024025848135352135,
0.0010485734092071652,
-0.016923317685723305,
-0.01175961084663868,
-0.005840833764523268,
-0.03772428631782532,
0.06449761241674423,
0.034918345510959625,
-0.005563162732869387,
-0.003838679753243923,
-0.01247083768248558,
-0.03258006274700165,
0.013250265270471573,
0.013659465126693249,
0.06749840825796127,
-0.002128811087459326,
0.032170865684747696,
0.057911455631256104,
-0.0489870123565197,
-0.06434173136949539,
-0.011632953770458698,
0.04294645041227341,
-0.001797554432414472,
0.02133682370185852,
0.049415696412324905,
0.04279056191444397,
-0.043297190219163895,
-0.01151603925973177,
0.0461421012878418,
0.015091662295162678,
-0.015491119585931301,
0.027942471206188202,
-0.026208246126770973,
0.004501193296164274,
-0.04871421307325363,
0.014253778383135796,
0.008266801945865154,
0.02708510123193264,
0.012363666668534279,
-0.041309650987386703,
0.02858549915254116,
-0.08277519047260284,
-0.0025453176349401474,
-0.00924108549952507,
0.0696418359875679,
0.030222296714782715,
0.03930262476205826,
0.013435379602015018,
-0.10155938565731049,
0.050428953021764755,
0.021239396184682846,
-0.04189421981573105,
0.013942006975412369,
-0.02118093892931938,
0.013912778347730637,
0.006035690661519766,
-0.007881958968937397,
-0.005100377835333347,
-0.05752174183726311,
-4.0912325971476093e-7,
0.06048356369137764,
-0.032326750457286835,
0.006430275738239288,
-0.01589057594537735,
-0.02100556716322899,
-0.012353924103081226,
0.015413176268339157,
-0.0704602375626564,
-0.008797786198556423,
-0.06040562316775322,
0.014448635280132294,
0.04259570688009262,
0.008690615184605122,
-0.005217291880398989,
0.03433377668261528,
-0.04797375574707985,
-0.020070254802703857,
-0.035736747086048126,
-0.001828000764362514,
0.024259677156805992,
0.001114337588660419,
-0.01141861081123352,
0.010346898809075356,
-0.005762891378253698,
-0.012646209448575974,
-0.021648595109581947,
0.0008080469560809433,
0.033223092555999756,
0.06738149374723434,
-0.026812301948666573,
0.015354719012975693,
0.10124761611223221,
-0.042283933609724045,
-0.033340007066726685,
0.06325053423643112,
0.012090867385268211,
0.02283722162246704,
-0.042089078575372696,
0.03599005937576294,
0.04364793375134468,
-0.02396739274263382,
0.06738149374723434,
-0.018949829041957855,
0.025233961641788483,
-0.008978028781712055,
0.0028132456354796886,
-0.05970413610339165,
-0.08472375571727753,
0.0728764608502388,
-0.03891291096806526,
0.02381150610744953,
0.005738534033298492,
-0.0277281291782856,
0.05966516584157944,
-0.02441556192934513,
0.015306005254387856,
-0.005806733854115009,
0.008676000870764256,
-0.0570930540561676,
0.013961493037641048,
0.020908139646053314,
-0.02441556192934513,
0.03254109248518944,
0.03170320764183998,
-0.009528500027954578,
-0.09142683446407318,
-0.0013749586651101708,
0.0031688595190644264,
0.08020307868719101,
0.013026179745793343,
-0.036905884742736816,
0.08371049910783768,
-0.019885141402482986,
-0.08651643991470337,
-0.0348014310002327,
-0.01354255061596632,
0.014117378741502762,
-0.015461890958249569,
0.006454633083194494,
0.005124735180288553,
-0.08035895973443985,
0.024707848206162453,
0.0269292164593935,
0.05514448881149292,
-0.04976643994450569,
0.10327412933111191,
0.02036254107952118,
0.06593955308198929,
0.018754972144961357,
-0.042205993086099625,
0.035035260021686554,
0.011798582039773464,
0.06052253767848015,
0.0014066228177398443,
0.0615357905626297,
-0.007126889191567898,
-0.0091631431132555,
0.02542881853878498,
-0.011399125680327415,
-0.04473913088440895,
0.001915686414577067,
0.007102531846612692,
0.039010342210531235,
-0.0142732635140419,
0.008373972959816456,
0.008632157929241657,
-0.018082715570926666,
-0.0038606012240052223,
-0.007804016582667828,
0.026052359491586685,
0.02340230718255043,
0.01664077490568161,
-0.008588314987719059,
-0.019846169278025627,
0.0489870123565197,
-0.01206163875758648,
-0.01046381238847971,
0.016923317685723305,
0.01656283251941204,
0.03195652365684509,
-0.03511320427060127,
0.012597494758665562,
0.04173833504319191,
-0.026870759204030037,
0.06352332979440689,
0.009679513983428478,
-0.014156349934637547,
0.03891291096806526,
0.049571581184864044,
-0.04302439093589783,
0.0038240656722337008,
-0.02453247644007206,
-0.028156813234090805,
0.019787712022662163,
-0.006693332456052303,
0.09267391264438629,
-0.034275319427251816,
0.008490887470543385,
0.018501657992601395,
-0.031917549669742584,
-0.0344117172062397,
0.04676564410328865,
0.008115787990391254,
-0.018735485151410103,
-0.029540298506617546,
-0.04462221637368202,
0.00767248822376132,
0.06971977651119232,
-0.01592954620718956,
0.0027840172406286,
-0.00184261507820338,
-0.03729559853672981,
0.04867523908615112,
0.05537831410765648,
0.04922083765268326,
-0.014624006114900112,
-0.002491731895133853,
0.02291516587138176,
0.01489680539816618,
-0.03977028280496597,
-0.020654825493693352,
-0.028039900586009026,
-0.039010342210531235,
0.040140509605407715,
-0.07521474361419678,
0.04696049913764,
-0.013903035782277584,
0.01927134208381176,
0.05194883421063423,
0.04894803836941719
] |
22,579 | salem.gis | ij_to_crs | Converts local i, j to cartesian coordinates in a specified crs
Parameters
----------
i : array of floats
the grid coordinates of the point(s) you want to convert
j : array of floats
the grid coordinates of the point(s) you want to convert
crs: crs
the target crs (default: self.proj)
nearest: bool
(for Grid crs only) convert to the nearest grid point
Returns
-------
(x, y) coordinates of the points in the specified crs.
| def ij_to_crs(self, i, j, crs=None, nearest=False):
"""Converts local i, j to cartesian coordinates in a specified crs
Parameters
----------
i : array of floats
the grid coordinates of the point(s) you want to convert
j : array of floats
the grid coordinates of the point(s) you want to convert
crs: crs
the target crs (default: self.proj)
nearest: bool
(for Grid crs only) convert to the nearest grid point
Returns
-------
(x, y) coordinates of the points in the specified crs.
"""
# Default
if crs is None:
crs = self.proj
# Convert i, j to x, y
try:
x = i * self.dx + self.x0
y = j * self.dy + self.y0
except TypeError:
x = np.asarray(i) * self.dx + self.x0
y = np.asarray(j) * self.dy + self.y0
# Convert x, y to crs
_crs = check_crs(crs, raise_on_error=True)
if isinstance(_crs, pyproj.Proj):
ret = transform_proj(self.proj, _crs, x, y)
elif isinstance(_crs, Grid):
ret = _crs.transform(x, y, crs=self.proj, nearest=nearest)
return ret
| (self, i, j, crs=None, nearest=False) | [
-0.009839652106165886,
-0.018875353038311005,
0.013763278722763062,
0.034692201763391495,
-0.01615765132009983,
-0.03539128601551056,
-0.011167917400598526,
0.04914582520723343,
0.019906505942344666,
-0.0037379316054284573,
0.007633158005774021,
0.0004107136919628829,
0.014768215827643871,
0.05019445717334747,
-0.05141786113381386,
-0.008437108248472214,
0.0012124793138355017,
-0.04330844804644585,
-0.07480232417583466,
-0.02939661405980587,
-0.02172413282096386,
-0.12066244333982468,
0.09172023087739944,
-0.020378390327095985,
0.0021595240104943514,
-0.028225643560290337,
0.0822126492857933,
0.019731733947992325,
0.021182341501116753,
-0.03345131874084473,
-0.054703570902347565,
0.009175518527626991,
-0.016681967303156853,
-0.018962739035487175,
0.020623071119189262,
0.032629892230033875,
0.0019115664763376117,
0.051662541925907135,
0.03341636434197426,
0.01161358505487442,
-0.0413859598338604,
0.033923204988241196,
-0.021234773099422455,
-0.011797095648944378,
0.012452489696443081,
0.01773933693766594,
-0.024415619671344757,
-0.011019361205399036,
-0.010381444357335567,
0.035111650824546814,
-0.038030341267585754,
-0.026775037869811058,
-0.029361659660935402,
-0.006947178393602371,
-0.010966929607093334,
0.021392066031694412,
-0.0010311536025255919,
0.0947263091802597,
0.0071350582875311375,
-0.07340414822101593,
-0.05407439172267914,
-0.04963518679141998,
0.00968235731124878,
0.06298775225877762,
0.040651917457580566,
0.00267837755382061,
-0.03614280745387077,
-0.021287204697728157,
0.026460448279976845,
0.015572166070342064,
-0.021566838026046753,
0.025446772575378418,
0.03561849147081375,
-0.03865952044725418,
-0.010573693551123142,
0.06609869003295898,
-0.003110937774181366,
0.0331542082130909,
-0.0005049266037531197,
-0.030270474031567574,
-0.016463503241539,
-0.012618523091077805,
-0.020885229110717773,
-0.0014669906813651323,
-0.017468439415097237,
0.03219296410679817,
0.03817015886306763,
0.010154240764677525,
-0.06746190786361694,
-0.04799233376979828,
0.001406912924721837,
-0.025639021769165993,
-0.006396647542715073,
-0.04739810898900032,
0.0360029898583889,
0.06756677478551865,
-0.01425263937562704,
0.010940713807940483,
-0.04662911221385002,
-0.00535675510764122,
0.016979079693555832,
-0.04362303763628006,
-0.017346100881695747,
-0.013282655738294125,
0.008515755645930767,
-0.024922456592321396,
0.02927427366375923,
0.031039468944072723,
-0.0024839439429342747,
-0.010407660156488419,
-0.047677744179964066,
0.12345878779888153,
0.0019006432266905904,
-0.0500546395778656,
-0.05348016694188118,
-0.030952082946896553,
-0.004793116357177496,
0.009376506321132183,
-0.013728324323892593,
-0.002179185627028346,
-0.033695999532938004,
0.03004327043890953,
-0.006719975266605616,
0.0383099764585495,
0.017931586131453514,
0.014768215827643871,
0.005068381782621145,
0.03360861539840698,
-0.026722606271505356,
-0.05001968517899513,
-0.009498846717178822,
-0.05417925491929054,
0.011561153456568718,
0.008284182287752628,
-0.024992365390062332,
-0.011115485802292824,
-0.06784640997648239,
-0.03142396733164787,
-0.021671701222658157,
0.023087352514266968,
0.01859571784734726,
-0.010530000552535057,
-0.007052041590213776,
0.058723319321870804,
0.0508236363530159,
0.027544034644961357,
0.01503911241889,
0.0057849460281431675,
0.009411460720002651,
-0.01808888092637062,
0.007633158005774021,
0.0022086785174906254,
0.0281557347625494,
-0.005881070625036955,
0.00457465136423707,
-0.06693759560585022,
0.0679512694478035,
0.011823311448097229,
0.06309261918067932,
0.037820614874362946,
-0.031598739326000214,
0.0019738287664949894,
-0.018368514254689217,
0.06913971900939941,
-0.013509859330952168,
0.015519734472036362,
-0.01680430769920349,
-0.021671701222658157,
0.010835850611329079,
-0.011141701601445675,
-0.04306376725435257,
-0.006872900761663914,
-0.044252216815948486,
0.004080921411514282,
-0.04037228226661682,
-0.011989344842731953,
-0.0009077209979295731,
0.028645096346735954,
0.041036415845155716,
0.015799369663000107,
-0.015109021216630936,
-0.022126108407974243,
0.007239921484142542,
0.03628262132406235,
-0.021444497630000114,
0.06253334879875183,
0.05991176888346672,
-0.04565039277076721,
0.013064190745353699,
-0.035933081060647964,
0.06910476833581924,
0.04365799203515053,
-0.052606306970119476,
0.011202871799468994,
-0.025481726974248886,
0.012443751096725464,
-0.0073491535149514675,
-0.014340025372803211,
-0.07375369220972061,
0.10129772871732712,
-0.04344826564192772,
0.0032179856207221746,
0.029449045658111572,
0.01422642357647419,
0.01581684686243534,
0.012435012497007847,
-0.043553128838539124,
-0.03775070607662201,
0.06274307519197464,
0.06207893788814545,
0.06732209026813507,
0.00517324497923255,
-0.08291173726320267,
-0.0036745767574757338,
0.005544635001569986,
0.1077992394566536,
-0.057534873485565186,
-0.011001884005963802,
0.021147387102246284,
0.020256049931049347,
-0.009359029121696949,
-0.01124656479805708,
0.01868310384452343,
-0.05760478228330612,
-0.008380306884646416,
-0.0407218262553215,
0.04243459179997444,
0.028400415554642677,
0.0005557196564041078,
-0.05512302368879318,
0.012155378237366676,
-0.07990565896034241,
-0.009411460720002651,
-0.02532443217933178,
0.009166779927909374,
-0.07773849368095398,
-0.04320358484983444,
0.003211431670933962,
-0.033958159387111664,
0.051872268319129944,
-0.03338140994310379,
0.023541759699583054,
-0.041071370244026184,
-0.006064581219106913,
-0.00953380111604929,
-0.03030542843043804,
-0.044252216815948486,
0.026215767487883568,
0.0031677386723458767,
0.015196407213807106,
0.038554657250642776,
0.01440119557082653,
-0.029134457930922508,
-0.03900906443595886,
-0.019207419827580452,
-0.07522177696228027,
-0.04795737937092781,
-0.026582788676023483,
-0.017241237685084343,
-0.018665626645088196,
0.004166122525930405,
0.0038908568676561117,
-0.013684631325304508,
0.012059253640472889,
0.00514265988022089,
0.02048325352370739,
-0.022999966517090797,
0.03659721091389656,
0.049006007611751556,
0.023454373702406883,
0.0570804663002491,
0.026075949892401695,
-0.031738556921482086,
0.04565039277076721,
0.0366671197116375,
0.017284929752349854,
-0.022912580519914627,
0.010984406806528568,
-0.005090228281915188,
0.01898021623492241,
0.017599519342184067,
-0.012802033685147762,
-0.046559203416109085,
-0.012129162438213825,
-0.007864730432629585,
-0.02605847269296646,
0.02245817519724369,
-0.01341373473405838,
0.013850663788616657,
-0.037086572498083115,
0.022895103320479393,
0.04173550382256508,
-0.031126854941248894,
-0.003967319615185261,
0.010730987414717674,
-0.009140564128756523,
-0.049425460398197174,
-0.0164110716432333,
0.03411545231938362,
0.001629746868275106,
0.008825975470244884,
0.012251501902937889,
-0.021881427615880966,
-0.013702108524739742,
0.0037903632037341595,
0.009839652106165886,
-0.0656442865729332,
-0.004310309421271086,
-0.02357671409845352,
0.04530084878206253,
-0.005037796683609486,
-0.040651917457580566,
-0.0027919793501496315,
-0.03068992681801319,
0.00036073988303542137,
-0.019993891939520836,
0.02027352713048458,
-0.01536244060844183,
0.012863203883171082,
0.0041333530098199844,
0.017809245735406876,
-0.006999609991908073,
0.03355618193745613,
-0.014436149969696999,
-0.001946520758792758,
0.03817015886306763,
-0.060191404074430466,
0.0293092280626297,
0.050718773156404495,
0.025219568982720375,
0.04327349364757538,
0.06557437777519226,
0.010162979364395142,
0.01723249815404415,
0.05652119591832161,
0.0033228485845029354,
0.023541759699583054,
-0.03719143569469452,
0.03191332891583443,
-0.03869447484612465,
-0.02939661405980587,
-0.013719585724174976,
-0.04645434021949768,
-0.027404217049479485,
-0.036317575722932816,
0.025429295375943184,
-0.02880239114165306,
-0.030952082946896553,
0.0005114805535413325,
-0.04054705426096916,
-0.005037796683609486,
-0.03768079727888107,
0.03004327043890953,
-0.026495402678847313,
-0.06435097008943558,
0.1619085818529129,
-0.03865952044725418,
-0.022143585607409477,
0.013483643531799316,
-0.019137511029839516,
0.024450572207570076,
-0.049425460398197174,
0.009787220507860184,
-0.05379475653171539,
-0.053025759756565094,
-0.007838514633476734,
0.007786083035171032,
-0.022947534918785095,
0.02570893056690693,
-0.0032573090866208076,
0.005763099528849125,
0.033661045134067535,
-0.031686123460531235,
0.011648539453744888,
-0.04229477420449257,
0.056591104716062546,
-0.02957138605415821,
-0.013702108524739742,
-0.06599383056163788,
-0.07130689173936844,
0.006143228150904179,
-0.06207893788814545,
0.025167137384414673,
0.03834493085741997,
-0.00985712930560112,
-0.004085290711373091,
0.07172634452581406,
0.018246173858642578,
-0.04572030156850815,
-0.012478705495595932,
-0.06137985363602638,
-0.004941672086715698,
0.04659415781497955,
-0.014270116575062275,
0.04907591640949249,
-0.028557710349559784,
0.08920352160930634,
0.07962602376937866,
0.023646622896194458,
0.028085825964808464,
-0.033695999532938004,
-0.029676249250769615,
0.05743001028895378,
0.007283614482730627,
-0.012102946639060974,
0.0013184347189962864,
0.002820379799231887,
-0.03021804243326187,
0.033695999532938004,
-0.05361998453736305,
-0.018997693434357643,
0.03030542843043804,
0.02121729589998722,
-0.03046272322535515,
-0.04935555160045624,
0.03750602528452873,
-0.03137153759598732,
0.04117623344063759,
-0.021863950416445732,
0.04362303763628006,
-0.0317210778594017,
-0.028120780363678932,
-0.058898091316223145,
-0.010757203213870525,
-0.05480843409895897,
-0.02373400889337063,
0.03624767065048218,
-0.022056199610233307,
0.020885229110717773,
0.03346879780292511,
-0.07361387461423874,
0.002194478176534176,
-0.013160315342247486,
-0.010468830354511738,
-0.000814873434137553,
-0.002562591340392828,
0.006851054262369871,
0.047887470573186874,
0.008454585447907448,
0.009490108117461205,
0.0195394866168499,
0.03883429244160652,
-0.02785862237215042,
-0.049809958785772324,
-0.033066824078559875,
0.006130120251327753,
-0.0028181951493024826,
0.07085248082876205,
-0.07067771255970001,
0.014785693027079105,
0.0822126492857933,
0.015109021216630936,
0.0029339813627302647,
-0.058898091316223145,
0.028085825964808464,
-0.04229477420449257,
-0.006995240692049265,
-0.012583568692207336,
-0.016227560117840767,
0.03491940349340439,
0.021863950416445732,
-0.01527505461126566,
0.016734398901462555,
-0.011019361205399036,
-0.026984764263033867,
0.00063190923538059,
-0.014969203621149063,
-0.04187532141804695,
-0.024118507280945778,
-0.0003145892114844173,
0.02399616688489914,
-0.005203830078244209,
-0.011718448251485825,
-0.0476427897810936,
0.016979079693555832,
0.041246142238378525,
-0.030585063621401787,
0.03332898020744324,
0.042749177664518356,
-0.021759087219834328,
-0.1349238157272339,
-0.003078168025240302,
0.006667543668299913,
-0.004596497863531113,
0.007738020736724138,
0.0032507553696632385,
0.03813520446419716,
-0.04093155264854431,
-0.012705909088253975,
-0.03879933804273605,
0.023157261312007904,
0.07990565896034241,
-0.012592307291924953,
0.005653867498040199,
0.006055842619389296,
0.0422598198056221,
-0.027264399453997612,
-0.011963129043579102,
-0.03949842229485512,
0.05008959397673607,
0.01011054776608944,
0.008528863079845905,
0.007738020736724138,
0.01950453221797943,
0.023069875314831734,
-0.04453185200691223,
0.021654224023222923,
-0.03483201563358307,
-0.02348932810127735,
0.015572166070342064,
0.02048325352370739,
-0.02429327927529812,
0.011709709651768208,
-0.04736315459012985,
0.034692201763391495,
-0.03621271625161171,
-0.012164116837084293,
0.019871551543474197,
-0.07029321044683456,
0.014558490365743637,
0.0014189284993335605,
-0.02824312075972557,
-0.007532664109021425,
0.12961076200008392,
-0.04327349364757538,
0.05361998453736305,
0.04547562077641487,
0.037051618099212646,
0.0030628754757344723,
-0.007851622998714447,
-0.056975603103637695,
-0.009393983520567417,
-0.049775004386901855,
-0.006890377961099148,
-0.025219568982720375,
0.02237078920006752,
0.04358808323740959,
-0.019434623420238495,
0.019679304212331772,
-0.03542624041438103,
-0.05599687993526459,
0.025167137384414673,
0.001456067431718111,
0.0009705295669846237,
0.03824006766080856,
0.017625734210014343,
-0.03722639009356499,
-0.01748591661453247,
0.006851054262369871,
-0.018700581043958664,
0.0437978096306324,
0.0406169630587101,
0.018718058243393898,
-0.018351037055253983,
0.053759802132844925,
0.050544001162052155,
-0.003619960742071271,
-0.04781756177544594,
-0.07696949690580368,
0.03397563472390175,
-0.0046707759611308575,
0.01859571784734726,
0.05501816049218178,
0.02086775191128254,
-0.0032791555859148502,
0.0011502167908474803,
0.07494214177131653,
0.00030421215342357755,
0.025009842589497566,
-0.031126854941248894,
-0.00442391075193882,
0.03030542843043804,
-0.0005767468828707933,
-0.03603794425725937,
0.0011294627329334617,
-0.008078825660049915,
0.011596107855439186,
-0.0540044829249382,
0.016935385763645172,
0.016044050455093384,
0.017468439415097237,
-0.02065802551805973,
0.03883429244160652,
0.029903452843427658,
0.04778260737657547,
0.027911053970456123,
-0.02656531147658825,
0.044252216815948486,
0.022999966517090797,
-0.051837313920259476,
0.08717616647481918,
0.023297078907489777,
0.04554552957415581,
0.022475652396678925,
-0.03659721091389656,
-0.04865646734833717,
-0.015344963409006596,
-0.005662606097757816,
0.044461943209171295,
-0.06354702264070511,
-0.028120780363678932,
-0.0187704898416996,
-0.0230523981153965,
0.013142838142812252,
-0.00033097408595494926,
-0.044112399220466614,
-0.039148882031440735,
-0.025272000581026077,
-0.0176169965416193,
0.045195985585451126,
0.06417620182037354,
-0.008472062647342682,
0.03946346789598465,
-0.04152577742934227,
-0.029798589646816254,
0.01791410893201828,
0.014995419420301914,
0.018543286249041557,
-0.037995386868715286,
-0.03222791850566864,
-0.008008916862308979,
-0.019609395414590836,
-0.027264399453997612,
0.008904622867703438,
0.0055708508007228374,
0.033066824078559875,
0.04736315459012985,
0.0057150376960635185,
0.04575525224208832,
0.11961381137371063,
-0.0006215321482159197,
-0.014610921032726765,
0.0344649963080883,
-0.014820647425949574,
-0.046349477022886276,
0.013457427732646465,
0.00953380111604929,
0.049390505999326706,
-0.020116232335567474,
0.08186310529708862,
0.03222791850566864,
0.01214663963764906,
0.008620618842542171,
-0.0030322906095534563,
-0.02022109553217888,
-0.052816033363342285,
0.05061390995979309,
-0.03911392763257027,
-0.0015696691116318107,
-0.0485166497528553,
-0.0076025729067623615,
0.07242543250322342,
-0.021060001105070114,
-0.00019812020764220506,
0.010093070566654205,
0.01615765132009983,
-0.07067771255970001,
-0.007218074984848499,
0.00562328239902854,
-0.01260104589164257,
0.0579543262720108,
0.0261808130890131,
0.020203618332743645,
-0.013107883743941784,
-0.038379885256290436,
0.016166390851140022,
0.04376285523176193,
0.008367199450731277,
-0.05407439172267914,
0.07015339285135269,
-0.032332781702280045,
-0.054493844509124756,
0.037471070885658264,
-0.029763635247945786,
-0.020151186734437943,
0.01950453221797943,
0.035111650824546814,
-0.00014568866754416376,
-0.04187532141804695,
0.030952082946896553,
-0.02836546115577221,
0.025359386578202248,
-0.005509680602699518,
0.05599687993526459,
-0.02151440642774105,
-0.03217548504471779,
0.03806529566645622,
-0.01142133679240942,
0.010486307553946972,
-0.012845726683735847,
0.0061257509514689445,
0.06061085686087608,
0.04855160415172577,
-0.02674008347094059,
0.07787831127643585,
-0.03925374522805214,
-0.005522788502275944,
-0.01146502885967493,
-0.03736620768904686,
0.03977805748581886,
0.02151440642774105,
-0.020168663933873177,
-0.005155767779797316,
0.03757593408226967,
0.041246142238378525,
-0.012330149300396442,
0.022860150784254074,
0.038414839655160904,
0.07074762135744095,
-0.030410291627049446,
-0.02473020739853382,
-0.031091900542378426,
0.009350290521979332,
-0.012234024703502655,
-0.01549351867288351,
0.022003768011927605,
0.010573693551123142,
0.03378338739275932,
-0.001373050850816071,
-0.004500373732298613,
0.0704679861664772,
-0.04914582520723343,
0.03324159234762192,
-0.02343689650297165,
0.009262904524803162,
0.019294805824756622,
0.03851970285177231,
0.005649498198181391,
-0.0077817137353122234,
0.010407660156488419,
-0.04897105321288109,
0.014934249222278595,
-0.013107883743941784,
0.06791631877422333,
-0.019871551543474197,
-0.042749177664518356,
0.007432170212268829,
-0.03214053064584732,
-0.05064886435866356,
0.011858265846967697,
0.001381789450533688,
-0.0398479662835598,
0.04229477420449257,
-0.04488139599561691,
-0.014147776179015636,
0.0207454115152359,
-0.007392846513539553,
-0.028033394366502762,
-0.011325212195515633,
-0.02653035707771778,
0.020972615107893944,
0.06913971900939941,
0.0414908230304718,
-0.0617993026971817,
-0.030410291627049446,
-0.025009842589497566,
-0.03081226535141468,
0.0829816460609436,
-0.07536159455776215,
-0.010468830354511738,
-0.032455120235681534,
0.02777123637497425,
-0.061519671231508255,
0.020797843113541603,
0.005767468828707933,
0.014584706164896488,
0.05599687993526459,
0.014951726421713829
] |
22,580 | salem.gis | lookup_transform | Performs the forward transformation of gridded data into self.
This method is suitable when the data grid is of higher resolution
than ``self``. ``lookup_transform`` performs aggregation of data
according to a user given rule (e.g. ``np.mean``, ``len``, ``np.std``),
applied to all grid points found below a grid point in ``self``.
See also :py:meth:`Grid.grid_lookup` and examples in the docs
Parameters
----------
data : ndarray
an ndarray of dimensions 2, 3, or 4, the two last ones being y, x.
grid : Grid
a Grid instance matching the data
method : function, default: np.mean
the aggregation method. Possibilities: np.std, np.median, np.sum,
and more. Use ``len`` to count the number of grid points!
lut : ndarray, optional
computing the lookup table can be expensive. If you have several
operations to do with the same grid, set ``lut`` to an existing
table obtained from a previous call to :py:meth:`Grid.grid_lookup`
return_lut : bool, optional
set to True if you want to return the lookup table for later use.
in this case, returns a tuple
Returns
-------
An aggregated ndarray of the data, in ``self`` coordinates.
If ``return_lut==True``, also return the lookup table
| def lookup_transform(self, data, grid=None, method=np.mean, lut=None,
return_lut=False):
"""Performs the forward transformation of gridded data into self.
This method is suitable when the data grid is of higher resolution
than ``self``. ``lookup_transform`` performs aggregation of data
according to a user given rule (e.g. ``np.mean``, ``len``, ``np.std``),
applied to all grid points found below a grid point in ``self``.
See also :py:meth:`Grid.grid_lookup` and examples in the docs
Parameters
----------
data : ndarray
an ndarray of dimensions 2, 3, or 4, the two last ones being y, x.
grid : Grid
a Grid instance matching the data
method : function, default: np.mean
the aggregation method. Possibilities: np.std, np.median, np.sum,
and more. Use ``len`` to count the number of grid points!
lut : ndarray, optional
computing the lookup table can be expensive. If you have several
operations to do with the same grid, set ``lut`` to an existing
table obtained from a previous call to :py:meth:`Grid.grid_lookup`
return_lut : bool, optional
set to True if you want to return the lookup table for later use.
in this case, returns a tuple
Returns
-------
An aggregated ndarray of the data, in ``self`` coordinates.
If ``return_lut==True``, also return the lookup table
"""
# Input checks
if grid is None:
grid = check_crs(data) # xarray
if not isinstance(grid, Grid):
raise ValueError('grid should be a Grid instance')
if hasattr(data, 'values'):
data = data.values # xarray
# dimensional check
in_shape = data.shape
ndims = len(in_shape)
if (ndims < 2) or (ndims > 4):
raise ValueError('data dimension not accepted')
if (in_shape[-1] != grid.nx) or (in_shape[-2] != grid.ny):
raise ValueError('data dimension not compatible')
if lut is None:
lut = self.grid_lookup(grid)
# Prepare the output
out_shape = list(in_shape)
out_shape[-2:] = [self.ny, self.nx]
if data.dtype.kind == 'i':
out_data = np.zeros(out_shape, dtype=float) * np.NaN
else:
out_data = np.zeros(out_shape, dtype=data.dtype) * np.NaN
def _2d_trafo(ind, outd):
for ji, l in lut.items():
outd[ji] = method(ind[l[:, 0], l[:, 1]])
return outd
if ndims == 2:
_2d_trafo(data, out_data)
if ndims == 3:
for dimi, cdata in enumerate(data):
out_data[dimi, ...] = _2d_trafo(cdata, out_data[dimi, ...])
if ndims == 4:
for dimj, cdata in enumerate(data):
for dimi, ccdata in enumerate(cdata):
tmp = _2d_trafo(ccdata, out_data[dimj, dimi, ...])
out_data[dimj, dimi, ...] = tmp
# prepare output
if method is len:
out_data[~np.isfinite(out_data)] = 0
out_data = out_data.astype(int)
else:
out_data = np.ma.masked_invalid(out_data)
if return_lut:
return out_data, lut
else:
return out_data
| (self, data, grid=None, method=<function mean at 0x7f9b3c8b9c70>, lut=None, return_lut=False) | [
-0.020378952845931053,
-0.011392642743885517,
0.022006472572684288,
-0.008357267826795578,
0.008327312767505646,
0.006065758876502514,
-0.018122389912605286,
-0.04692850261926651,
0.0401388481259346,
-0.005801161751151085,
0.005152150522917509,
-0.024023400619626045,
0.020528724417090416,
0.0032924837432801723,
-0.018212253227829933,
0.03644447773694992,
-0.04505136236548424,
0.020049454644322395,
-0.011642263270914555,
-0.003597019938752055,
-0.013798977248370647,
-0.08523014932870865,
0.03430773317813873,
0.01136268861591816,
-0.008272397331893444,
0.01589578203856945,
0.017952648922801018,
-0.032410621643066406,
0.019849758595228195,
-0.04996388033032417,
-0.07109168916940689,
0.006834587547928095,
0.01721377484500408,
-0.008457115851342678,
0.05359834060072899,
-0.059149883687496185,
0.011352703906595707,
-0.04049830138683319,
0.023544130846858025,
0.02027910389006138,
0.023264555260539055,
-0.038681067526340485,
-0.015096999704837799,
0.027198562398552895,
0.0076333703473210335,
0.0270188357681036,
-0.02769780158996582,
0.009924879297614098,
-0.05667365714907646,
0.024942001327872276,
-0.03492678701877594,
-0.07396730780601501,
0.03802207112312317,
-0.003929014317691326,
0.03207113966345787,
0.020568663254380226,
0.013629235327243805,
0.024143217131495476,
0.00881157536059618,
-0.08722710609436035,
0.03203120082616806,
0.011772065423429012,
0.0063603101298213005,
0.004360856022685766,
-0.007258940953761339,
0.002753305248916149,
-0.02717859297990799,
-0.010424118489027023,
0.0381418913602829,
0.059389520436525345,
-0.05255992338061333,
0.05459682270884514,
0.06258465349674225,
-0.01376902312040329,
0.049844060093164444,
0.05415749177336693,
0.025441240519285202,
-0.016444945707917213,
0.06310386210680008,
-0.01650485396385193,
-0.00935075432062149,
0.022226138040423393,
0.00813260953873396,
0.00011451303726062179,
-0.03115253895521164,
-0.004408284090459347,
0.023344434797763824,
0.04521112143993378,
-0.0387609489262104,
-0.07185053825378418,
-0.003726822091266513,
-0.043933067470788956,
0.024981940165162086,
0.01919076219201088,
0.007882989943027496,
-0.012101562693715096,
-0.021666990593075752,
0.018971096724271774,
-0.00012473184324335307,
-0.03640453889966011,
0.058590736240148544,
0.043453797698020935,
0.02606029622256756,
0.035146452486515045,
0.02452263981103897,
-0.0200694240629673,
-0.0049998825415968895,
0.0381418913602829,
-0.042575135827064514,
0.03564569354057312,
-0.03832161799073219,
0.06885509938001633,
-0.008377237245440483,
0.00881157536059618,
-0.03758274391293526,
-0.06362307071685791,
-0.04593002423644066,
0.03464721515774727,
-0.07911945879459381,
0.0369437150657177,
0.01037419494241476,
-0.006350324954837561,
-0.0018571706023067236,
-0.0222461074590683,
-0.023584069684147835,
-0.043733373284339905,
0.044252581894397736,
0.0039115408435463905,
0.01694418489933014,
-0.08235453069210052,
-0.004358360078185797,
0.0037842346355319023,
-0.05559530109167099,
0.03504660725593567,
0.006010842509567738,
-0.01248098537325859,
0.03961963951587677,
-0.012530908919870853,
-0.032450560480356216,
0.027198562398552895,
0.04545075446367264,
0.019640078768134117,
0.03400818631052971,
0.019759895280003548,
0.08203501999378204,
0.010543935932219028,
0.09225944429636002,
0.07836061716079712,
0.014687622897326946,
-0.025920510292053223,
-0.035146452486515045,
0.0022228634916245937,
0.08291368186473846,
0.04868582636117935,
0.019799834117293358,
-0.0037218297366052866,
0.00612067524343729,
-0.022625530138611794,
0.01589578203856945,
0.002918054349720478,
-0.03758274391293526,
-0.007833066396415234,
-0.0651407539844513,
0.008796597830951214,
-0.013958733528852463,
0.00911111943423748,
-0.01866156794130802,
-0.02260556071996689,
0.050562966614961624,
-0.01146253664046526,
-0.0611867792904377,
-0.043214160948991776,
-0.0564340204000473,
0.04073793441057205,
0.021487263962626457,
0.022665468975901604,
-0.01653480902314186,
0.002347673289477825,
0.010294316336512566,
0.04820655658841133,
-0.018851280212402344,
-0.023224616423249245,
-0.019849758595228195,
-0.021467294543981552,
-0.06494106352329254,
0.07041272521018982,
0.059629153460264206,
-0.043333981186151505,
-0.024922030046582222,
0.024582548066973686,
-0.021487263962626457,
-0.027797650545835495,
-0.020339014008641243,
0.0024050858337432146,
0.04720807820558548,
0.018851280212402344,
-0.03878091648221016,
0.09162041544914246,
-0.01721377484500408,
0.029075702652335167,
-0.0313921719789505,
-0.015706071630120277,
0.06082732975482941,
0.027677832171320915,
-0.06418221443891525,
-0.02653956599533558,
0.018012557178735733,
0.014657668769359589,
-0.029095672070980072,
0.06577978283166885,
0.0949753001332283,
-0.0343676395714283,
-0.019699987024068832,
0.031332265585660934,
0.014787470921874046,
0.04868582636117935,
-0.030154060572385788,
-0.029275398701429367,
0.028197040781378746,
0.029075702652335167,
0.02689901925623417,
-0.058430980890989304,
-0.017493348568677902,
0.008721712045371532,
0.007074222434312105,
-0.013779007829725742,
0.043333981186151505,
0.031571898609399796,
0.06773680448532104,
-0.050602905452251434,
0.007328834384679794,
-0.025321422144770622,
-0.025760753080248833,
-0.003938999027013779,
0.04996388033032417,
-0.043853189796209335,
0.02102796360850334,
0.029255429282784462,
0.017034048214554787,
0.07364779710769653,
-0.025720814242959023,
-0.029195521026849747,
-0.020728420466184616,
-0.030193999409675598,
-0.04577026888728142,
-0.010159521363675594,
0.03151199221611023,
0.03332922235131264,
0.03792222589254379,
-0.014268262311816216,
-0.028756190091371536,
0.027158623561263084,
-0.025221575051546097,
0.025800691917538643,
-0.03564569354057312,
-0.08419173210859299,
-0.012740589678287506,
-0.016634656116366386,
0.02753804624080658,
-0.04960442706942558,
-0.0036519363056868315,
0.006899488624185324,
0.0037692575715482235,
0.029974333941936493,
-0.027078745886683464,
-0.017852801829576492,
-0.003978937864303589,
-0.0005351222353056073,
0.019739925861358643,
0.03612496331334114,
0.018441904336214066,
0.04197604954242706,
-0.014098520390689373,
0.010069658979773521,
-0.004018877167254686,
0.058071527630090714,
0.0560346320271492,
-0.03850134089589119,
0.011871912516653538,
0.0027308394201099873,
0.028556494042277336,
0.0029904439579695463,
-0.05359834060072899,
-0.08986309170722961,
-0.006355317775160074,
-0.04149677976965904,
-0.04169647395610809,
0.03155193105340004,
0.0417364127933979,
-0.014238307252526283,
0.01418838370591402,
-0.016564764082431793,
-0.059149883687496185,
0.010923357680439949,
0.059269700199365616,
-0.026839111000299454,
-0.06697795540094376,
0.002658449811860919,
0.025141695514321327,
-0.06350325047969818,
-0.031412143260240555,
0.005014859605580568,
0.02797737531363964,
-0.005851085763424635,
0.00925589818507433,
0.011023205704987049,
-0.03386840224266052,
-0.01112305372953415,
-0.004812667611986399,
-0.0092908451333642,
0.05639408156275749,
-0.021527202799916267,
0.0059609184972941875,
-0.09082163125276566,
-0.004053824115544558,
-0.04892546311020851,
0.014667653478682041,
0.07776153087615967,
0.03702359274029732,
0.04908521845936775,
-0.01718381978571415,
0.029375245794653893,
0.032131046056747437,
-0.017882755026221275,
0.03842146322131157,
0.0456903912127018,
0.029035763815045357,
-0.012461015023291111,
0.0019195755012333393,
-0.010573890060186386,
-0.01682436838746071,
0.04089769348502159,
0.032330743968486786,
0.03239065408706665,
0.0021142789628356695,
-0.03985927253961563,
0.01959015429019928,
-0.02086820639669895,
0.031092630699276924,
-0.027677832171320915,
-0.03918030858039856,
0.08538990467786789,
-0.05667365714907646,
-0.04201598837971687,
0.01850181259214878,
-0.009700221940875053,
-0.082674041390419,
0.01882132515311241,
0.014987166970968246,
0.029035763815045357,
0.03374858200550079,
-0.11510463804006577,
0.002588556380942464,
-0.0006745972204953432,
0.00089301448315382,
0.03091290406882763,
0.013349661603569984,
-0.06138647720217705,
0.05791177228093147,
-0.0030179021414369345,
0.022345956414937973,
-0.0375627726316452,
-0.03652435541152954,
0.004615468438714743,
0.021706929430365562,
-0.042215682566165924,
-0.004056320060044527,
0.0643819123506546,
0.007643355056643486,
0.027717771008610725,
0.0369437150657177,
-0.04481172934174538,
-0.01846187375485897,
0.037802405655384064,
-0.006065758876502514,
-0.010109597817063332,
0.02520160563290119,
-0.012670695781707764,
-0.0659395381808281,
-0.02070845104753971,
0.036304689943790436,
0.06058769300580025,
-0.023424312472343445,
0.02809719368815422,
0.04740777239203453,
-0.003973945509642363,
0.021287567913532257,
0.05307913199067116,
-0.009405670687556267,
-0.031252387911081314,
0.014258277602493763,
0.003726822091266513,
0.059109944850206375,
-0.07101181149482727,
-0.025800691917538643,
0.015156907960772514,
0.00847209244966507,
0.044731851667165756,
0.0015588750829920173,
-0.023863643407821655,
-0.07840055227279663,
-0.0452909991145134,
0.009285853244364262,
-0.005666367243975401,
-0.002865634160116315,
-0.03257037699222565,
0.05311907082796097,
-0.051641322672367096,
0.0036943715531378984,
-0.02625999227166176,
-0.03364873677492142,
0.03227083384990692,
0.050722721964120865,
-0.034986697137355804,
-0.012840437702834606,
0.03941994160413742,
-0.05755231902003288,
0.044052883982658386,
0.0031352234072983265,
0.06394258141517639,
0.011552399955689907,
-0.017123911529779434,
-0.04145684093236923,
0.010064666159451008,
0.0034597290214151144,
-0.058510858565568924,
-0.0667383223772049,
-0.038281675428152084,
-0.02376379631459713,
0.059429459273815155,
-0.019250670447945595,
-0.08906430751085281,
0.00039627126534469426,
-0.03464721515774727,
-0.017093956470489502,
-0.02606029622256756,
-0.015256755985319614,
0.06550020724534988,
0.0194703359156847,
-0.0023688909132033587,
-0.00019704355509020388,
0.018651584163308144,
0.042734891176223755,
-0.03914036974310875,
-0.03318943455815315,
-0.04049830138683319,
-0.029095672070980072,
-0.0067297471687197685,
-0.08986309170722961,
-0.006195561029016972,
0.06018830090761185,
0.025141695514321327,
-0.0046454225666821,
-0.008177541196346283,
0.035865359008312225,
-0.02468239516019821,
-0.03910043090581894,
0.0018684034002944827,
-0.014457972720265388,
0.05659377947449684,
-0.027198562398552895,
-0.009830024093389511,
0.032410621643066406,
-0.004989897832274437,
-0.017872771248221397,
-0.03993915393948555,
-0.013858885504305363,
-0.03318943455815315,
-0.00724396388977766,
-0.07037278264760971,
-0.03961963951587677,
-0.015626193955540657,
-0.040038999170064926,
-0.017453409731388092,
-0.008312336169183254,
0.06338343769311905,
-0.014577790163457394,
0.022046411409974098,
-0.011292795650660992,
-0.04561050981283188,
-0.017792891710996628,
-0.03408806771039963,
0.06881515681743622,
-0.029515033587813377,
-0.01887124963104725,
0.019879713654518127,
0.05295931547880173,
-0.0010633799247443676,
-0.01376902312040329,
-0.006195561029016972,
0.007613400928676128,
0.013050117529928684,
-0.009869962930679321,
0.04844618961215019,
-0.04960442706942558,
0.043453797698020935,
0.03762268275022507,
-0.026180114597082138,
-0.01746339350938797,
0.016285188496112823,
0.04612972214818001,
-0.013289752416312695,
-0.008237450383603573,
0.015146923251450062,
0.0476873479783535,
-0.022186199203133583,
0.02070845104753971,
0.050682783126831055,
-0.012111547403037548,
0.017792891710996628,
-0.07340816408395767,
-0.0663389340043068,
0.022066380828619003,
-0.025820661336183548,
0.030813055112957954,
-0.01438807975500822,
-0.03568563237786293,
-0.03175162523984909,
-0.0921795666217804,
0.027158623561263084,
-0.008242442272603512,
0.029295368120074272,
0.017593195661902428,
0.05579499527812004,
0.02436288259923458,
0.06581972539424896,
0.0444922149181366,
0.027917467057704926,
-0.030094150453805923,
0.006285423878580332,
-0.05339864641427994,
-0.051361750811338425,
0.01994960568845272,
0.04800686240196228,
0.01170217152684927,
0.04457209259271622,
-0.03750286251306534,
-0.06609929352998734,
-0.021127810701727867,
-0.012920315377414227,
-0.007858028635382652,
0.002913061995059252,
0.00709419185295701,
-0.07404718548059464,
0.03552587702870369,
-0.029794607311487198,
-0.012431060895323753,
-0.011103084310889244,
0.03886079415678978,
-0.01228128932416439,
-0.03544599562883377,
-0.013699129223823547,
0.09154053777456284,
0.030174029991030693,
0.06094714626669884,
0.0456903912127018,
-0.02058863267302513,
0.013759037479758263,
-0.050083696842193604,
-0.006849564611911774,
-0.05635414272546768,
0.00921595934778452,
-0.020688481628894806,
0.029934395104646683,
-0.0488855205476284,
-0.0006415226380340755,
0.0059109944850206375,
0.03366870433092117,
-0.030213968828320503,
-0.04640929400920868,
-0.028895976021885872,
0.033788520842790604,
-0.06809625774621964,
-0.00909114908427,
-0.024422790855169296,
0.029275398701429367,
0.0026509612798690796,
-0.08163562417030334,
0.043853189796209335,
-0.10416130721569061,
0.010124575346708298,
-0.027478136122226715,
-0.007853035815060139,
-0.03576551005244255,
0.020129332318902016,
-0.0003404188610147685,
-0.08323319256305695,
0.07161089777946472,
-0.007803111802786589,
-0.05251998454332352,
0.051082175225019455,
-0.005271967966109514,
-0.021627051755785942,
0.014897303655743599,
0.0198697280138731,
0.0014490423491224647,
-0.051561444997787476,
0.00431592483073473,
0.035985175520181656,
-0.039240218698978424,
-0.011512460187077522,
0.019699987024068832,
-0.042295560240745544,
-0.013389600440859795,
-0.003337415400892496,
-0.09170029312372208,
-0.027418227866292,
-0.011242871172726154,
0.016844337806105614,
-0.001512695336714387,
0.025860600173473358,
0.0013404578203335404,
0.02050875499844551,
-0.015915751457214355,
0.00671477010473609,
-0.023344434797763824,
-0.007204024586826563,
0.0026035334449261427,
0.02007940784096718,
-0.007508560549467802,
0.017453409731388092,
0.001023440738208592,
-0.0009859978454187512,
0.016834352165460587,
-0.00010234407818643376,
0.029175549745559692,
0.07424688339233398,
-0.03632465749979019,
0.006320370826870203,
-0.010523966513574123,
-0.013958733528852463,
-0.06789655983448029,
0.03328928351402283,
0.017912710085511208,
-0.002725847065448761,
-0.01677444390952587,
-0.006510081700980663,
0.05519590899348259,
-0.021766837686300278,
-0.039439912885427475,
0.00203315238468349,
-0.016524823382496834,
0.0456903912127018,
0.005336869042366743,
-0.011632277630269527,
-0.08435148745775223,
0.05667365714907646,
-0.01326978299766779,
-0.0014415538171306252,
0.0034422557801008224,
0.003424782305955887,
0.02086820639669895,
-0.007014313712716103,
0.03700362518429756,
0.03406809642910957,
0.014597760513424873,
0.011722140945494175,
0.030094150453805923,
-0.004031358286738396,
0.0038366548251360655,
-0.011772065423429012,
0.05331876873970032,
-0.007034283131361008,
-0.04193611070513725,
0.011482506059110165,
0.0033024686854332685,
0.06482124328613281,
0.050962358713150024,
-0.035426028072834015,
0.10336252301931381,
-0.037802405655384064,
-0.025660905987024307,
-0.043254103511571884,
0.01982978917658329,
0.051880959421396255,
-0.03412800654768944,
0.013070087879896164,
-0.0460897833108902,
-0.058550797402858734,
0.03055345080792904,
-0.018282147124409676,
0.03257037699222565,
-0.025101756677031517,
0.09090150892734528,
0.04241538047790527,
0.04521112143993378,
0.03282998129725456,
-0.042814772576093674,
0.02388361282646656,
-0.021367445588111877,
0.059309639036655426,
0.01214150246232748,
0.03686383739113808,
-0.03798213228583336,
-0.002205390017479658,
0.01204165443778038,
-0.025521118193864822,
-0.039280157536268234,
0.014767501503229141,
-0.011482506059110165,
0.042455319315195084,
-0.01738351583480835,
0.015486406162381172,
-0.004610476084053516,
0.005132181104272604,
0.02316470816731453,
-0.02364397794008255,
-0.008172549307346344,
-0.008417176082730293,
0.024702366441488266,
0.01303014811128378,
-0.01551636029034853,
0.025920510292053223,
-0.022106321528553963,
-0.008596902713179588,
-0.03087296523153782,
0.009665274992585182,
0.07979842275381088,
-0.03652435541152954,
0.03087296523153782,
0.05451694130897522,
-0.011821988970041275,
0.032410621643066406,
-0.026719292625784874,
0.0032725143246352673,
0.0635831281542778,
0.03492678701877594,
-0.02745816670358181,
-0.026399780064821243,
-0.020908145233988762,
0.007868013344705105,
0.025301452726125717,
0.016275204718112946,
0.0751255452632904,
-0.006415226496756077,
-0.02705877460539341,
-0.0015613712603226304,
-0.022026441991329193,
-0.030213968828320503,
0.015456452034413815,
-0.026040326803922653,
-0.020928116515278816,
0.009550449438393116,
-0.057871829718351364,
-0.01657474786043167,
0.03736307844519615,
0.008826552890241146,
-0.04593002423644066,
-0.00411622878164053,
-0.02248574234545231,
0.04644923284649849,
0.04089769348502159,
0.006195561029016972,
-0.043134283274412155,
0.04205592721700668,
0.0019732436630874872,
0.010803540237247944,
-0.058191344141960144,
-0.0011607316555455327,
-0.0059409490786492825,
-0.02821701020002365,
0.021427355706691742,
-0.005586489103734493,
0.03652435541152954,
-0.0024300478398799896,
-0.0007357540889643133,
0.058590736240148544,
0.03850134089589119
] |
22,581 | salem.gis | map_gridded_data | Reprojects any structured data onto the local grid.
The z and time dimensions of the data (if provided) are conserved, but
the projected data will have the x, y dimensions of the local grid.
Currently, nearest neighbor, linear, and spline interpolation are
available. The dtype of the input data is guaranteed to be conserved,
except for int which will be converted to floats if non nearest
neighbor interpolation is asked.
Parameters
----------
data : ndarray
an ndarray of dimensions 2, 3, or 4, the two last ones being y, x.
grid : Grid
a Grid instance matching the data
interp : str
'nearest' (default), 'linear', or 'spline'
ks : int
Degree of the bivariate spline. Default is 3.
missing : int
integer value to attribute to invalid data (for integer data
only, floats invalids are forced to NaNs)
out : ndarray
output array to fill instead of creating a new one (useful for
overwriting stuffs)
Returns
-------
A projected ndarray of the data, in ``self`` coordinates.
| def map_gridded_data(self, data, grid=None, interp='nearest',
ks=3, out=None):
"""Reprojects any structured data onto the local grid.
The z and time dimensions of the data (if provided) are conserved, but
the projected data will have the x, y dimensions of the local grid.
Currently, nearest neighbor, linear, and spline interpolation are
available. The dtype of the input data is guaranteed to be conserved,
except for int which will be converted to floats if non nearest
neighbor interpolation is asked.
Parameters
----------
data : ndarray
an ndarray of dimensions 2, 3, or 4, the two last ones being y, x.
grid : Grid
a Grid instance matching the data
interp : str
'nearest' (default), 'linear', or 'spline'
ks : int
Degree of the bivariate spline. Default is 3.
missing : int
integer value to attribute to invalid data (for integer data
only, floats invalids are forced to NaNs)
out : ndarray
output array to fill instead of creating a new one (useful for
overwriting stuffs)
Returns
-------
A projected ndarray of the data, in ``self`` coordinates.
"""
if grid is None:
try:
grid = data.salem.grid # try xarray
except AttributeError:
pass
# Input checks
if not isinstance(grid, Grid):
raise ValueError('grid should be a Grid instance')
try: # in case someone gave an xarray dataarray
data = data.values
except AttributeError:
pass
try: # in case someone gave a masked array (won't work with scipy)
data = data.filled(np.nan)
except AttributeError:
pass
if data.dtype == np.float32:
# New in scipy - issue with float32
data = data.astype(np.float64)
in_shape = data.shape
ndims = len(in_shape)
if (ndims < 2) or (ndims > 4):
raise ValueError('data dimension not accepted')
if (in_shape[-1] != grid.nx) or (in_shape[-2] != grid.ny):
raise ValueError('data dimension not compatible')
interp = interp.lower()
use_nn = False
if interp == 'nearest':
use_nn = True
# Transform the local grid into the input grid (backwards transform)
# Work in center grid cause that's what we need
# TODO: this stage could be optimized when many variables need transfo
i, j = self.center_grid.ij_coordinates
oi, oj = grid.center_grid.transform(i, j, crs=self.center_grid,
nearest=use_nn, maskout=False)
pv = np.nonzero((oi >= 0) & (oi < grid.nx) &
(oj >= 0) & (oj < grid.ny))
# Prepare the output
if out is not None:
out_data = np.ma.asarray(out)
else:
out_shape = list(in_shape)
out_shape[-2:] = [self.ny, self.nx]
if (data.dtype.kind == 'i') and (interp == 'nearest'):
# We dont do integer arithmetics other than nearest
out_data = np.ma.masked_all(out_shape, dtype=data.dtype)
elif data.dtype.kind == 'i':
out_data = np.ma.masked_all(out_shape, dtype=float)
else:
out_data = np.ma.masked_all(out_shape, dtype=data.dtype)
# Spare us the trouble
if len(pv[0]) == 0:
return out_data
i, j, oi, oj = i[pv], j[pv], oi[pv], oj[pv]
# Interpolate
if interp == 'nearest':
if out is not None:
if ndims > 2:
raise ValueError('Need 2D for now.')
vok = np.isfinite(data[oj, oi])
out_data[j[vok], i[vok]] = data[oj[vok], oi[vok]]
else:
out_data[..., j, i] = data[..., oj, oi]
elif interp == 'linear':
points = (np.arange(grid.ny), np.arange(grid.nx))
if ndims == 2:
f = RegularGridInterpolator(points, data, bounds_error=False)
if out is not None:
tmp = f((oj, oi))
vok = np.isfinite(tmp)
out_data[j[vok], i[vok]] = tmp[vok]
else:
out_data[j, i] = f((oj, oi))
if ndims == 3:
for dimi, cdata in enumerate(data):
f = RegularGridInterpolator(points, cdata,
bounds_error=False)
if out is not None:
tmp = f((oj, oi))
vok = np.isfinite(tmp)
out_data[dimi, j[vok], i[vok]] = tmp[vok]
else:
out_data[dimi, j, i] = f((oj, oi))
if ndims == 4:
for dimj, cdata in enumerate(data):
for dimi, ccdata in enumerate(cdata):
f = RegularGridInterpolator(points, ccdata,
bounds_error=False)
if out is not None:
tmp = f((oj, oi))
vok = np.isfinite(tmp)
out_data[dimj, dimi, j[vok], i[vok]] = tmp[vok]
else:
out_data[dimj, dimi, j, i] = f((oj, oi))
elif interp == 'spline':
px, py = np.arange(grid.ny), np.arange(grid.nx)
if ndims == 2:
f = RectBivariateSpline(px, py, data, kx=ks, ky=ks)
if out is not None:
tmp = f(oj, oi, grid=False)
vok = np.isfinite(tmp)
out_data[j[vok], i[vok]] = tmp[vok]
else:
out_data[j, i] = f(oj, oi, grid=False)
if ndims == 3:
for dimi, cdata in enumerate(data):
f = RectBivariateSpline(px, py, cdata, kx=ks, ky=ks)
if out is not None:
tmp = f(oj, oi, grid=False)
vok = np.isfinite(tmp)
out_data[dimi, j[vok], i[vok]] = tmp[vok]
else:
out_data[dimi, j, i] = f(oj, oi, grid=False)
if ndims == 4:
for dimj, cdata in enumerate(data):
for dimi, ccdata in enumerate(cdata):
f = RectBivariateSpline(px, py, ccdata, kx=ks, ky=ks)
if out is not None:
tmp = f(oj, oi, grid=False)
vok = np.isfinite(tmp)
out_data[dimj, dimi, j[vok], i[vok]] = tmp[vok]
else:
out_data[dimj, dimi, j, i] = f(oj, oi, grid=False)
else:
msg = 'interpolation not understood: {}'.format(interp)
raise ValueError(msg)
# we have to catch a warning for an unexplained reason
with warnings.catch_warnings():
mess = "invalid value encountered in isfinite"
warnings.filterwarnings("ignore", message=mess)
out_data = np.ma.masked_invalid(out_data)
return out_data
| (self, data, grid=None, interp='nearest', ks=3, out=None) | [
0.028155822306871414,
-0.0315408930182457,
-0.04261206462979317,
-0.005988588090986013,
-0.018428722396492958,
-0.003967501688748598,
0.0022077627945691347,
-0.014565759338438511,
0.01466532051563263,
-0.01821964420378208,
-0.02230164036154747,
-0.023595932871103287,
-0.03821147233247757,
-0.01356019452214241,
-0.027478808537125587,
0.04392626881599426,
-0.021744100376963615,
0.035941485315561295,
-0.027180125936865807,
-0.018647756427526474,
-0.015700753778219223,
-0.12011026591062546,
-0.0014610561775043607,
0.026383638381958008,
0.028275294229388237,
-0.0521300844848156,
0.05726742744445801,
-0.01528259739279747,
0.0012003310257568955,
-0.04101908951997757,
-0.03695700690150261,
-0.014884354546666145,
0.029410289600491524,
-0.028952309861779213,
0.07287857681512833,
-0.017891094088554382,
0.018528282642364502,
-0.03279535844922066,
-0.022719796746969223,
0.02570662461221218,
0.001711202901788056,
-0.05866128206253052,
-0.03835085779428482,
0.016566934064030647,
0.019374551251530647,
0.04205452278256416,
0.01191743928939104,
0.03164045140147209,
0.020240729674696922,
0.06280301511287689,
-0.0073675066232681274,
-0.06069232150912285,
-0.007636320777237415,
0.030824054032564163,
-0.007437198888510466,
0.0861002653837204,
0.012514804489910603,
0.0703696459531784,
0.003066475735977292,
-0.1128622367978096,
-0.030346160754561424,
-0.009866485372185707,
0.027518631890416145,
0.006083170883357525,
-0.0072281211614608765,
0.033890530467033386,
-0.020768404006958008,
-0.03854997828602791,
0.0038530067540705204,
0.03072449378669262,
-0.03430868685245514,
0.04926273226737976,
0.015790358185768127,
-0.00037024207995273173,
0.020051565021276474,
0.03381088003516197,
-0.01006560679525137,
0.024830488488078117,
0.03042581118643284,
-0.03086387738585472,
-0.007910112850368023,
0.011429591104388237,
-0.005874093156307936,
0.00004783589974977076,
-0.02837485633790493,
0.003915232140570879,
0.0037957592867314816,
0.06965280324220657,
-0.0291514303535223,
-0.023576021194458008,
0.010543499141931534,
0.0021729166619479656,
0.009692253544926643,
0.03215816989541054,
0.03183957561850548,
-0.011110995896160603,
-0.009856528602540493,
-0.015710709616541862,
-0.0004732254019472748,
0.002170427469536662,
0.057307250797748566,
-0.013281423598527908,
-0.044643107801675797,
0.017711883410811424,
0.013908657245337963,
-0.03978453576564789,
0.03510517254471779,
0.0380919985473156,
-0.002355859847739339,
-0.022580411285161972,
-0.028175733983516693,
0.05447972193360329,
-0.07176349312067032,
0.003076431807130575,
-0.035483505576848984,
-0.03510517254471779,
-0.051054827868938446,
0.051253948360681534,
-0.02417338639497757,
0.009298987686634064,
-0.041855402290821075,
0.025129171088337898,
-0.06559071689844131,
0.022699885070323944,
0.03910752013325691,
-0.03793270140886307,
0.02901204489171505,
-0.01231568306684494,
0.0024168407544493675,
-0.07988766580820084,
0.005565454252064228,
0.008383027277886868,
-0.013779228553175926,
-0.00262840767391026,
-0.045758187770843506,
0.013271467760205269,
-0.014735013246536255,
-0.008472632616758347,
-0.026881441473960876,
0.0009439617861062288,
0.02196313440799713,
-0.020210862159729004,
-0.03369140625,
0.013908657245337963,
0.07901152968406677,
0.01889665797352791,
0.12170324474573135,
0.05702848359942436,
0.007631342858076096,
0.0020646441262215376,
-0.01697513274848461,
0.002269988413900137,
0.01052358653396368,
0.0377136692404747,
0.03259623795747757,
-0.06937403231859207,
0.023277338594198227,
-0.00018574329442344606,
-0.003243196289986372,
0.02262023650109768,
-0.03526446968317032,
-0.02602521888911724,
0.015680842101573944,
0.02558715082705021,
-0.01402813009917736,
0.032516587525606155,
-0.02807617373764515,
-0.05659041553735733,
0.04058102145791054,
0.011708361096680164,
-0.027538543567061424,
0.009562823921442032,
-0.07379453629255295,
0.009458284825086594,
-0.04376697167754173,
0.04097926616668701,
-0.03379096835851669,
-0.02777749113738537,
0.019434286281466484,
0.019772794097661972,
-0.026761969551444054,
-0.02777749113738537,
-0.03245685249567032,
0.010702796280384064,
-0.060732148587703705,
0.10760542005300522,
0.04440416023135185,
-0.07901152968406677,
-0.022958742454648018,
-0.001709958421997726,
-0.005032803397625685,
-0.011101040057837963,
-0.00787028856575489,
0.013430764898657799,
0.008193861693143845,
0.014077911153435707,
-0.0070538897998631,
0.028773099184036255,
0.018826965242624283,
0.02136576920747757,
-0.043886445462703705,
-0.08203817903995514,
0.045160822570323944,
-0.00755667220801115,
-0.04870519042015076,
-0.014406462199985981,
0.002606006572023034,
-0.0072828796692192554,
0.029509849846363068,
0.10083527863025665,
0.0041716014966368675,
-0.039187170565128326,
-0.023615844547748566,
0.014067954383790493,
0.03884866088628769,
0.07467067241668701,
-0.03602113202214241,
-0.014167515560984612,
0.03942611441016197,
0.027180125936865807,
0.0021642050705850124,
-0.021624626591801643,
0.027359334751963615,
0.0207285787910223,
0.0077557940967381,
-0.0004844259819947183,
0.039027873426675797,
0.04946185275912285,
0.05969671532511711,
-0.05491778999567032,
0.012086693197488785,
-0.003243196289986372,
-0.02604513056576252,
-0.030983351171016693,
0.03321351483464241,
-0.07435207813978195,
-0.0029942940454930067,
-0.01915551722049713,
-0.00245293159969151,
0.04798835143446922,
-0.02337689884006977,
-0.04149698093533516,
-0.059178996831178665,
-0.04476257786154747,
-0.018817009404301643,
-0.02387470379471779,
0.0004887817776761949,
0.027717754244804382,
0.05316551774740219,
0.01747293770313263,
0.007536760065704584,
0.0465148501098156,
-0.03402991592884064,
0.009323878213763237,
-0.03179975226521492,
-0.06192687898874283,
-0.005172188859432936,
-0.021863572299480438,
0.026144690811634064,
-0.0411783866584301,
-0.006023434456437826,
-0.030624931678175926,
-0.01107117161154747,
0.07013069838285446,
0.028494328260421753,
0.010384202003479004,
-0.020011739805340767,
-0.03231746703386307,
0.05228938162326813,
-0.00004157445437158458,
0.008900743909180164,
0.05133359879255295,
-0.039306640625,
-0.010264728218317032,
0.010344377718865871,
0.05368323624134064,
0.06332073360681534,
-0.06101091951131821,
0.02477075159549713,
0.013241599313914776,
0.045479416847229004,
-0.006292248610407114,
-0.022241905331611633,
-0.05913917347788811,
0.029231078922748566,
-0.03289492055773735,
-0.03197896108031273,
-0.030843965709209442,
0.057904619723558426,
-0.02463136613368988,
-0.006924460642039776,
-0.01395843829959631,
-0.01425712089985609,
0.01200704462826252,
0.04910343512892723,
-0.0033377790823578835,
-0.045120999217033386,
-0.045758187770843506,
0.011847746558487415,
-0.04595731198787689,
0.0540018305182457,
-0.0377136692404747,
0.051253948360681534,
0.001731115160509944,
0.048267122358083725,
0.009493131190538406,
-0.02745889499783516,
0.009065019898116589,
-0.007158428430557251,
-0.02275962196290493,
0.05929847061634064,
-0.05101500451564789,
-0.009776880033314228,
-0.0775778517127037,
0.023516284301877022,
-0.07825486361980438,
0.014456242322921753,
0.07439190149307251,
0.018448634073138237,
0.0030988329090178013,
-0.018617887049913406,
-0.009990936145186424,
0.03695700690150261,
-0.0005519406986422837,
0.01051363069564104,
0.037335336208343506,
0.03560297563672066,
0.01822960004210472,
-0.017044825479388237,
0.0386495403945446,
0.021764012053608894,
0.009448328986763954,
-0.013819052837789059,
0.04460328072309494,
0.05300622060894966,
-0.046236079186201096,
0.010822269134223461,
-0.052010614424943924,
0.0521300844848156,
-0.04910343512892723,
-0.012733838520944118,
0.061807405203580856,
-0.026264164596796036,
0.0020422430243343115,
-0.020200906321406364,
-0.004875994753092527,
-0.004457839298993349,
-0.015471763908863068,
0.03201878443360329,
0.06742264330387115,
-0.017273815348744392,
-0.04189522564411163,
0.025168994441628456,
0.03168027848005295,
0.008517434820532799,
0.04408556595444679,
0.03526446968317032,
-0.026284076273441315,
0.04400591552257538,
0.0022426091600209475,
0.032835185527801514,
0.010110408999025822,
0.00017314261640422046,
0.03944602608680725,
0.005709817633032799,
-0.0175924114882946,
-0.036399465054273605,
0.052647802978754044,
0.023914527148008347,
0.024711014702916145,
-0.012226078659296036,
-0.060572851449251175,
-0.01608904078602791,
0.021863572299480438,
-0.011937351897358894,
-0.0022525652311742306,
0.015312465839087963,
-0.006411721929907799,
-0.027857139706611633,
-0.01981261931359768,
-0.007969849742949009,
-0.0054658930748701096,
0.000799598463345319,
0.006839833687990904,
0.0389283113181591,
0.01995200477540493,
0.03944602608680725,
0.0035169885959476233,
0.0031759925186634064,
-0.061369337141513824,
-0.018428722396492958,
-0.009687275625765324,
0.0788920521736145,
0.01592974364757538,
-0.013042477890849113,
0.019673233851790428,
0.06264371424913406,
0.030445722863078117,
0.008532368578016758,
-0.00009924976620823145,
-0.06109056621789932,
-0.050258342176675797,
0.0001485635293647647,
0.02524864301085472,
0.018508370965719223,
-0.07558663189411163,
0.07913099974393845,
-0.07379453629255295,
0.04954150319099426,
0.002892244141548872,
0.014496066607534885,
0.05611252039670944,
0.023356987163424492,
-0.03399008885025978,
-0.029669146984815598,
0.06403756886720657,
-0.04324925318360329,
0.02851424179971218,
0.01216634176671505,
0.02508934587240219,
0.00935374666005373,
-0.028613802045583725,
0.005485805682837963,
-0.012942916713654995,
-0.02620442770421505,
-0.06929438561201096,
-0.08458694070577621,
-0.02602521888911724,
0.007745837792754173,
0.03432859852910042,
-0.04400591552257538,
-0.08315326273441315,
-0.04631572961807251,
-0.05161236971616745,
-0.03412947431206703,
-0.0033925375901162624,
0.010075562633574009,
0.03309404104948044,
0.048585716634988785,
-0.009393570944666862,
-0.016417592763900757,
0.06463493406772614,
0.02731950953602791,
-0.06989175081253052,
-0.03448789566755295,
-0.01527264155447483,
-0.007496935781091452,
0.011379810981452465,
-0.06921473890542984,
-0.016925351694226265,
0.05674971267580986,
0.011738229542970657,
-0.016188601031899452,
-0.008915678597986698,
0.02761819213628769,
-0.07108648121356964,
-0.012285814620554447,
0.022998567670583725,
-0.025348205119371414,
0.025368116796016693,
-0.04424486309289932,
0.017233991995453835,
0.000006431595011235913,
-0.004734120797365904,
0.01697513274848461,
0.013361072167754173,
0.01107117161154747,
-0.03741498664021492,
-0.018757272511720657,
-0.0542806014418602,
-0.03480648994445801,
-0.034248948097229004,
-0.0430501326918602,
-0.012793575413525105,
-0.004564867354929447,
0.03494587540626526,
-0.004930753260850906,
0.07777697592973709,
0.02182374894618988,
-0.01903604343533516,
-0.023118039593100548,
-0.03253650292754173,
0.002501467475667596,
0.011977176181972027,
-0.026224341243505478,
0.017502805218100548,
0.05443989858031273,
-0.007382440380752087,
-0.018050391227006912,
-0.0007243055151775479,
0.0002975937386509031,
0.008313334546983242,
0.008313334546983242,
0.0006060769665054977,
-0.04970080032944679,
0.0660686120390892,
0.02929081581532955,
-0.020808227360248566,
0.0817992314696312,
-0.032496675848960876,
0.017502805218100548,
-0.0069841970689594746,
-0.030206777155399323,
-0.004798835143446922,
0.02449198067188263,
-0.052807100117206573,
0.017064737156033516,
0.06124986335635185,
-0.030286425724625587,
-0.007531781680881977,
-0.06037372723221779,
-0.03992392122745514,
0.02933064103126526,
-0.017243947833776474,
0.02445215731859207,
-0.012494892813265324,
-0.033273253589868546,
-0.02885274775326252,
-0.1433676928281784,
-0.01317190658301115,
0.01108112744987011,
0.030744405463337898,
0.021744100376963615,
0.06348002701997757,
-0.020947612822055817,
0.09995914250612259,
0.043727144598960876,
-0.0038057153578847647,
-0.01933472603559494,
0.001940193003974855,
-0.056072697043418884,
-0.03197896108031273,
0.05647094175219536,
0.04902378469705582,
0.025188907980918884,
0.0009676074841991067,
0.009846572764217854,
-0.06762176007032394,
-0.04659450054168701,
-0.02901204489171505,
-0.04376697167754173,
0.017373377457261086,
0.018179818987846375,
-0.06559071689844131,
0.05579392611980438,
0.005928851664066315,
0.010742620564997196,
0.03347237408161163,
0.018528282642364502,
-0.015402071177959442,
0.003365158336237073,
-0.04245276749134064,
0.09366688877344131,
0.016108952462673187,
0.05348411574959755,
0.02134585566818714,
-0.02917134389281273,
-0.004301030654460192,
-0.04064076021313667,
0.005774531979113817,
-0.02759828045964241,
0.04221381992101669,
0.027638105675578117,
0.03731542453169823,
-0.07550698518753052,
0.0003198393969796598,
-0.001357761793769896,
0.03233737871050835,
-0.005070138722658157,
-0.004992979113012552,
-0.0016589334700256586,
0.007910112850368023,
-0.039505764842033386,
-0.012654189951717854,
0.03480648994445801,
0.030624931678175926,
0.003604104509577155,
-0.07347594201564789,
0.01636781170964241,
-0.07936994731426239,
0.03631981462240219,
-0.027219949290156364,
0.02652302384376526,
-0.030445722863078117,
-0.008980393409729004,
-0.0021754056215286255,
-0.1224997267127037,
0.0436076745390892,
0.025368116796016693,
-0.007790640462189913,
0.08259572088718414,
0.03990400955080986,
0.005704839248210192,
0.010195035487413406,
0.009249207563698292,
-0.003713621525093913,
-0.03277544677257538,
0.020708667114377022,
0.06443580985069275,
-0.06873684376478195,
-0.03261614963412285,
0.009184492751955986,
-0.0754273384809494,
0.0034348510671406984,
0.009065019898116589,
-0.0666261538863182,
-0.014545846730470657,
-0.013251555152237415,
0.027817314490675926,
0.0040098149329423904,
0.028494328260421753,
0.02496987394988537,
0.021445417776703835,
-0.019842486828565598,
-0.013082302175462246,
0.010424026288092136,
-0.02367558144032955,
0.008870876394212246,
0.01962345279753208,
-0.01873736083507538,
0.045917484909296036,
-0.02399417571723461,
0.021126821637153625,
0.02369549311697483,
0.026602672412991524,
-0.013142038136720657,
0.06101091951131821,
-0.08096291869878769,
-0.008188883773982525,
0.01638772338628769,
-0.01621847040951252,
-0.04615643247961998,
-0.0023533706553280354,
0.013948481529951096,
-0.034687016159296036,
0.031003262847661972,
0.010931786149740219,
0.03168027848005295,
-0.002956958720460534,
0.010155211202800274,
0.02479066327214241,
-0.04583783820271492,
0.039187170565128326,
-0.003969990648329258,
0.013779228553175926,
-0.0623251236975193,
0.04898396134376526,
-0.015242773108184338,
0.0260650422424078,
0.027478808537125587,
-0.0071484725922346115,
0.036100782454013824,
-0.02540794014930725,
0.0094981100410223,
0.0020472209434956312,
0.03146124258637428,
0.008139103651046753,
0.011001478880643845,
0.004768967162817717,
0.0024392420891672373,
-0.010832225903868675,
0.04133768379688263,
-0.021465329453349113,
-0.056192170828580856,
0.015242773108184338,
-0.006894592195749283,
0.015103388577699661,
0.0430501326918602,
-0.017582453787326813,
0.06909526139497757,
-0.06499335169792175,
-0.020629018545150757,
-0.03494587540626526,
0.005993566010147333,
0.02465127781033516,
-0.04898396134376526,
0.00015478608838748187,
-0.039505764842033386,
-0.08896762132644653,
0.020768404006958008,
0.07104665786027908,
0.018826965242624283,
-0.014286988414824009,
0.06101091951131821,
0.05133359879255295,
0.02558715082705021,
0.022022871300578117,
-0.06586948782205582,
0.031222296878695488,
0.012833399698138237,
0.0703696459531784,
0.015043651685118675,
0.04097926616668701,
-0.024870311841368675,
0.016875572502613068,
-0.06985192745923996,
-0.017831357195973396,
0.007925047539174557,
-0.046554677188396454,
0.005913917440921068,
-0.003982435911893845,
-0.017423156648874283,
0.006396787706762552,
-0.012136473320424557,
0.016248337924480438,
0.03600122034549713,
-0.013600018806755543,
0.008183905854821205,
-0.02761819213628769,
-0.014466198161244392,
0.00705886771902442,
0.02823547087609768,
-0.009079953655600548,
-0.0327555350959301,
-0.011230469681322575,
-0.0014286988880485296,
-0.014565759338438511,
0.03739507496356964,
-0.013789184391498566,
0.017871180549263954,
0.034567542374134064,
0.03534412011504173,
-0.01668640598654747,
-0.01886679045855999,
-0.045160822570323944,
0.027538543567061424,
-0.025487590581178665,
-0.04460328072309494,
0.011369854211807251,
0.007277901750057936,
-0.00015354156494140625,
0.054200951009988785,
0.0026981004048138857,
0.05479831621050835,
-0.011738229542970657,
-0.039864182472229004,
0.02602521888911724,
0.004500152543187141,
-0.0545593723654747,
0.04209434613585472,
-0.03365158289670944,
-0.0561523474752903,
0.013291379436850548,
-0.030624931678175926,
-0.0408996157348156,
0.04818747565150261,
0.014306901022791862,
-0.017682015895843506,
-0.04571836441755295,
0.006561063230037689,
0.041536808013916016,
0.049979571253061295,
0.004913330078125,
-0.01889665797352791,
0.03319360315799713,
-0.011549063958227634,
-0.02574644796550274,
-0.004584779497236013,
-0.013132082298398018,
0.0039849248714745045,
-0.04054119810461998,
0.055913399904966354,
0.0070090871304273605,
0.08896762132644653,
-0.020320380106568336,
0.024272946640849113,
-0.0019924624357372522,
0.04257224127650261
] |
22,582 | salem.gis | region_of_interest | Computes a region of interest (ROI).
A ROI is simply a mask of the same size as the grid.
Parameters
----------
shape : str
path to a shapefile
geometry : geometry
a shapely geometry (don't forget the crs keyword)
grid : Grid
a Grid object which extent will form the ROI
corners : tuple
a ((x0, y0), (x1, y1)) tuple of the corners of the square
to subset the dataset to (don't forget the crs keyword)
crs : crs, default wgs84
coordinate reference system of the geometry and corners
roi : ndarray
add the new region_of_interest to a previous one (useful for
multiple geometries for example)
all_touched : boolean
pass-through argument for rasterio.features.rasterize, indicating
that all grid cells which are clipped by the shapefile defining
the region of interest should be included (default=False)
| def region_of_interest(self, shape=None, geometry=None, grid=None,
corners=None, crs=wgs84, roi=None,
all_touched=False):
"""Computes a region of interest (ROI).
A ROI is simply a mask of the same size as the grid.
Parameters
----------
shape : str
path to a shapefile
geometry : geometry
a shapely geometry (don't forget the crs keyword)
grid : Grid
a Grid object which extent will form the ROI
corners : tuple
a ((x0, y0), (x1, y1)) tuple of the corners of the square
to subset the dataset to (don't forget the crs keyword)
crs : crs, default wgs84
coordinate reference system of the geometry and corners
roi : ndarray
add the new region_of_interest to a previous one (useful for
multiple geometries for example)
all_touched : boolean
pass-through argument for rasterio.features.rasterize, indicating
that all grid cells which are clipped by the shapefile defining
the region of interest should be included (default=False)
"""
# Initial mask
if roi is not None:
mask = np.array(roi, dtype=np.int16)
else:
mask = np.zeros((self.ny, self.nx), dtype=np.int16)
# Collect keyword arguments, overriding anything the user
# inadvertently added
rasterize_kws = dict(out=mask, all_touched=all_touched)
# Several cases
if shape is not None:
import pandas as pd
inplace = False
if not isinstance(shape, pd.DataFrame):
from salem.sio import read_shapefile
shape = read_shapefile(shape)
inplace = True
# corner grid is needed for rasterio
shape = transform_geopandas(shape, to_crs=self.corner_grid,
inplace=inplace)
import rasterio
from rasterio.features import rasterize
with rasterio.Env():
mask = rasterize(shape.geometry, **rasterize_kws)
if geometry is not None:
import rasterio
from rasterio.features import rasterize
# corner grid is needed for rasterio
geom = transform_geometry(geometry, crs=crs,
to_crs=self.corner_grid)
with rasterio.Env():
mask = rasterize(np.atleast_1d(geom), **rasterize_kws)
if grid is not None:
_tmp = np.ones((grid.ny, grid.nx), dtype=np.int16)
mask = self.map_gridded_data(_tmp, grid, out=mask).filled(0)
if corners is not None:
cgrid = self.center_grid
xy0, xy1 = corners
x0, y0 = cgrid.transform(*xy0, crs=crs, nearest=True)
x1, y1 = cgrid.transform(*xy1, crs=crs, nearest=True)
mask[np.min([y0, y1]):np.max([y0, y1]) + 1,
np.min([x0, x1]):np.max([x0, x1]) + 1] = 1
return mask
| (self, shape=None, geometry=None, grid=None, corners=None, crs=<Other Coordinate Operation Transformer: longlat>
Description: PROJ-based coordinate operation
Area of Use:
- undefined, roi=None, all_touched=False) | [
0.023674659430980682,
-0.09328756481409073,
0.011141592636704445,
0.00948554277420044,
-0.06871139258146286,
-0.04629101604223251,
-0.004372854717075825,
0.009201368317008018,
-0.007408130448311567,
-0.03778538480401039,
0.0240666251629591,
0.051425751298666,
0.004066632594913244,
-0.0020994602236896753,
-0.05569816753268242,
-0.008608521893620491,
-0.034061722457408905,
-0.008755508810281754,
-0.04499753192067146,
-0.056834861636161804,
-0.03970601037144661,
-0.05902986600995064,
0.0495443232357502,
0.010524248704314232,
0.040921103209257126,
0.03094560280442238,
0.00041462501394562423,
-0.027574706822633743,
0.04872119799256325,
-0.03129837289452553,
-0.0382753387093544,
-0.044723156839609146,
-0.019245460629463196,
-0.015374810434877872,
0.03711904585361481,
-0.04382164031267166,
0.031709935516119,
0.09046542644500732,
0.04209699481725693,
0.035492390394210815,
-0.07494362443685532,
-0.040333155542612076,
0.022341981530189514,
-0.024674169719219208,
0.003731012810021639,
0.010455654934048653,
0.033806946128606796,
0.00841743964701891,
0.0016462511848658323,
0.024203812703490257,
0.010445855557918549,
-0.03400292620062828,
-0.050014678388834,
0.01168054435402155,
-0.013062219135463238,
-0.012895634397864342,
-0.025889260694384575,
0.04731012508273125,
0.03094560280442238,
-0.053855933248996735,
-0.05781477317214012,
0.0045835357159376144,
0.07086719572544098,
0.016687892377376556,
0.019382648169994354,
-0.001658500055782497,
-0.06757469475269318,
-0.04691816121339798,
0.018108762800693512,
0.03958842158317566,
-0.012542866170406342,
0.053385574370622635,
0.06894657015800476,
-0.00034235656494274735,
-0.018343942239880562,
-0.004850561730563641,
-0.03745221346616745,
0.027907878160476685,
0.015835369005799294,
-0.026986761018633842,
0.007511021103709936,
0.030494844540953636,
0.05264084041118622,
0.019010281190276146,
0.019715817645192146,
0.017481619492173195,
0.02524251863360405,
0.020813317969441414,
0.050524234771728516,
-0.08983828127384186,
0.02820185013115406,
0.012689853087067604,
-0.01452228706330061,
-0.016521306708455086,
0.023635463789105415,
0.019029879942536354,
-0.014149921014904976,
-0.017755994573235512,
-0.026751581579446793,
-0.03586475923657417,
-0.06291031092405319,
-0.027809886261820793,
-0.035590384155511856,
0.014169519767165184,
0.012964228168129921,
0.05342477187514305,
0.031572747975587845,
0.010230275802314281,
-0.0554237924516201,
0.0026702587492763996,
0.008824102580547333,
0.02749631553888321,
-0.06243995577096939,
0.019245460629463196,
-0.03676627576351166,
-0.016942668706178665,
-0.025262117385864258,
0.01440469827502966,
-0.07423809170722961,
-0.04382164031267166,
0.0026874071918427944,
0.032395873218774796,
0.0004565774870570749,
0.028182253241539,
0.06679075956344604,
0.018873093649744987,
0.02132287248969078,
0.0709063932299614,
-0.01634492352604866,
-0.054326288402080536,
-0.03296422213315964,
-0.011886325664818287,
-0.005247425753623247,
0.0024779511149972677,
-0.02608524262905121,
0.04393922910094261,
0.0013253302313387394,
-0.042724139988422394,
-0.040450744330883026,
0.024811357259750366,
0.06867219507694244,
-0.0012640857603400946,
0.03184712305665016,
0.012836840003728867,
0.017246441915631294,
0.032160691916942596,
0.021538453176617622,
-0.018873093649744987,
0.06149924173951149,
-0.0036526198964565992,
-0.0011875301133841276,
-0.01765800453722477,
0.004208719823509455,
0.05946102738380432,
-0.0046741776168346405,
-0.04444878175854683,
0.054796647280454636,
-0.006021555978804827,
-0.013601170852780342,
0.014728068374097347,
-0.028045065701007843,
0.02759430557489395,
0.010769226588308811,
-0.017217043787240982,
-0.045781463384628296,
0.06189120560884476,
-0.025673680007457733,
-0.07270942628383636,
0.03647230193018913,
-0.005193530581891537,
-0.03331698849797249,
-0.01799117401242256,
-0.052092090249061584,
-0.018167557194828987,
-0.05224887654185295,
0.06369424611330032,
-0.04127386957406998,
-0.011817731894552708,
-0.029926495626568794,
0.012934830971062183,
0.017246441915631294,
0.005252325441688299,
-0.022910328581929207,
0.040921103209257126,
-0.019412046298384666,
0.1016756072640419,
0.06451737135648727,
-0.08780006319284439,
0.04252815619111061,
0.002545319963246584,
-0.0008243505144491792,
0.04456637054681778,
-0.045311104506254196,
0.019578630104660988,
0.021616846323013306,
-0.05201369896531105,
0.036295920610427856,
0.005649189464747906,
-0.04942673444747925,
0.051425751298666,
-0.007373833563178778,
-0.010651636868715286,
0.0009002936421893537,
0.03468886390328407,
-0.0043018111027777195,
0.016315525397658348,
0.005159233696758747,
-0.003317000111564994,
0.024909349158406258,
0.06196960061788559,
0.0392160564661026,
-0.031945113092660904,
-0.05722682923078537,
0.04464476555585861,
0.04350806772708893,
0.08536988496780396,
-0.04146985337138176,
0.051229771226644516,
-0.011513959616422653,
0.04919155314564705,
-0.0059480625204741955,
0.03815774992108345,
-0.04903476685285568,
-0.04335128143429756,
0.014796663075685501,
-0.004990199115127325,
0.0359235517680645,
-0.01291523315012455,
0.06906415522098541,
-0.08160702139139175,
-0.002138656796887517,
-0.046996552497148514,
0.010818222537636757,
-0.02822144888341427,
-0.0335717648267746,
0.010210677050054073,
0.013748157769441605,
-0.03470846265554428,
0.008373343385756016,
0.025575688108801842,
-0.020342960953712463,
-0.0033390482421964407,
-0.016727088019251823,
-0.04064672440290451,
-0.032395873218774796,
-0.06467415392398834,
-0.03553158789873123,
0.060872096568346024,
0.06126406416296959,
-0.00259186583571136,
-0.01558059174567461,
0.0030573236290365458,
-0.050289053469896317,
-0.010112686082720757,
0.040921103209257126,
-0.03468886390328407,
-0.007515920791774988,
-0.02559528686106205,
0.019245460629463196,
-0.0073052397929131985,
0.0387456975877285,
-0.015551194548606873,
0.06389022618532181,
-0.003802056424319744,
0.002907887101173401,
0.0060313548892736435,
0.0031014196574687958,
0.023027919232845306,
-0.005090639926493168,
-0.04335128143429756,
0.0012604111107066274,
0.05099458992481232,
-0.03200390562415123,
-0.01274864748120308,
-0.00157643249258399,
-0.021499257534742355,
0.01136697269976139,
0.02228318527340889,
-0.0030720222275704145,
-0.018108762800693512,
0.011092597618699074,
0.037393420934677124,
0.01848112978041172,
0.005698184948414564,
-0.017902981489896774,
-0.053973522037267685,
0.016099944710731506,
0.022126400843262672,
-0.007442427333444357,
-0.03139636293053627,
-0.003084271214902401,
0.033728551119565964,
-0.046643782407045364,
-0.023498276248574257,
0.04244976490736008,
0.027045555412769318,
-0.06451737135648727,
-0.03896128013730049,
-0.002631062176078558,
-0.053032808005809784,
0.011582553386688232,
0.0056638880632817745,
-0.02822144888341427,
-0.07713862508535385,
0.06651638448238373,
-0.003000978846102953,
0.010240074247121811,
0.013248402625322342,
-0.009632529690861702,
0.04150904715061188,
0.022243989631533623,
-0.08560506254434586,
0.01445369329303503,
-0.08356684446334839,
0.005732481833547354,
-0.05036744847893715,
0.045899052172899246,
0.015374810434877872,
0.0005692673148587346,
0.021871622651815414,
-0.008089168928563595,
-0.03255265951156616,
-0.0399215929210186,
-0.03794217109680176,
0.015031841583549976,
-0.040333155542612076,
-0.0558941476047039,
0.04801566153764725,
-0.05036744847893715,
0.07760898768901825,
-0.005644289776682854,
0.025144526734948158,
-0.005752080120146275,
0.036687884479761124,
0.02843702957034111,
0.004725622944533825,
0.04029395803809166,
0.011200387962162495,
-0.013904943130910397,
-0.017795192077755928,
-0.004612932913005352,
0.02549729496240616,
-0.02098970301449299,
0.03688386455178261,
0.0029593324288725853,
0.011817731894552708,
-0.005982359405606985,
-0.0024914247915148735,
0.023733455687761307,
0.002417931566014886,
0.03496323898434639,
-0.003517881967127323,
0.020088184624910355,
-0.03647230193018913,
-0.0002275231818202883,
0.054953433573246,
-0.032885827124118805,
-0.012905433773994446,
0.03317980095744133,
-0.007447327021509409,
0.030063683167099953,
-0.06079370528459549,
0.06980889290571213,
-0.02085251547396183,
-0.05130816251039505,
0.02122488245368004,
-0.05710923671722412,
0.05981379374861717,
-0.025301313027739525,
-0.04832923039793968,
-0.018686911091208458,
-0.031357165426015854,
-0.08584024012088776,
0.008789805695414543,
0.012944630347192287,
0.03125917539000511,
0.0065654064528644085,
-0.03813815116882324,
-0.0751396119594574,
-0.004718273412436247,
-0.028828993439674377,
0.047819677740335464,
0.04241056740283966,
0.00016658494132570922,
-0.01787358522415161,
-0.027574706822633743,
0.02608524262905121,
0.04926994815468788,
-0.043429676443338394,
-0.03125917539000511,
-0.04194020852446556,
-0.0354531966149807,
0.03008328191936016,
-0.03723663464188576,
0.0021043599117547274,
0.0004029885749332607,
0.03813815116882324,
0.07604112476110458,
0.019108273088932037,
0.028064662590622902,
0.004713374190032482,
-0.05699164792895317,
0.042371369898319244,
-0.019078874960541725,
0.049348339438438416,
-0.0036991657689213753,
0.008378243073821068,
-0.06828022748231888,
0.044487979263067245,
-0.058716293424367905,
0.006707493681460619,
0.005531600210815668,
0.07239585369825363,
0.0547182559967041,
-0.05499263107776642,
0.01090641412883997,
0.01740322634577751,
0.05832432955503464,
-0.023380687460303307,
0.04339047893881798,
0.014443894848227501,
-0.019696218892931938,
0.009999996051192284,
0.08152863383293152,
0.008951490744948387,
-0.01861831732094288,
0.01767760142683983,
-0.022557560354471207,
0.05072021484375,
0.027986271306872368,
-0.034198909997940063,
-0.019578630104660988,
-0.04362565651535988,
0.012660455889999866,
-0.00598725862801075,
-0.029710914939641953,
-0.028848592191934586,
-0.00417932216078043,
0.014826060272753239,
-0.010857419110834599,
0.035257212817668915,
0.02880939655005932,
-0.00453209038823843,
-0.06933853030204773,
-0.021518854424357414,
-0.055267006158828735,
-0.017442423850297928,
0.04962271451950073,
0.00755511736497283,
-0.015453203581273556,
0.06302790343761444,
0.0029666819609701633,
-0.056834861636161804,
0.00825575366616249,
0.01671728864312172,
-0.03829493746161461,
0.018353741616010666,
0.02665359154343605,
-0.0013326795306056738,
-0.05914745479822159,
0.02510533109307289,
0.02098970301449299,
-0.05726602301001549,
-0.01979421079158783,
0.06730031967163086,
-0.05365994945168495,
0.005614892579615116,
-0.02726113609969616,
-0.008804503828287125,
-0.022322382777929306,
0.04974030330777168,
-0.040450744330883026,
-0.03721703588962555,
-0.024438990280032158,
0.0988534688949585,
0.03674667701125145,
-0.01043605711311102,
0.06937772780656815,
-0.011778535321354866,
-0.007501222193241119,
0.004524740856140852,
0.009706023149192333,
-0.020323362201452255,
-0.040921103209257126,
0.0009419398847967386,
-0.03337578475475311,
-0.02416461519896984,
0.013405187986791134,
-0.008789805695414543,
-0.038667306303977966,
0.027280734851956367,
0.03457127511501312,
-0.0523664653301239,
0.03553158789873123,
0.01634492352604866,
0.031357165426015854,
0.016942668706178665,
0.015316016040742397,
0.030475245788693428,
0.00462028244510293,
0.01592356152832508,
-0.01789318211376667,
-0.001380450208671391,
0.03753060847520828,
-0.022087203338742256,
-0.029103370383381844,
-0.011886325664818287,
-0.03345417603850365,
0.017618807032704353,
0.0003855339018628001,
-0.010779025964438915,
0.036687884479761124,
0.058363523334264755,
-0.032631050795316696,
0.013463983312249184,
-0.008672215975821018,
-0.035374801605939865,
0.012219495140016079,
-0.05342477187514305,
-0.005908865947276354,
-0.02724153734743595,
-0.0027045556344091892,
0.037040650844573975,
0.1063791885972023,
-0.005962761119008064,
0.03225868567824364,
0.052915219217538834,
-0.04146985337138176,
0.02998529002070427,
-0.008069571107625961,
-0.029220959171652794,
-0.03923565521836281,
-0.011827531270682812,
0.01627632975578308,
0.010749628767371178,
0.0258304663002491,
0.025654081255197525,
-0.08043113350868225,
0.05032825097441673,
-0.004622732289135456,
-0.01848112978041172,
-0.013650165870785713,
-0.044958338141441345,
-0.007804994471371174,
0.013855948112905025,
0.06385102868080139,
0.011141592636704445,
-0.06177361682057381,
0.03843212500214577,
-0.024360598996281624,
0.052562449127435684,
-0.02857421711087227,
0.05624691769480705,
0.0017123952275142074,
0.06561487168073654,
0.033356186002492905,
0.0018030370119959116,
-0.033238597214221954,
-0.06275352835655212,
0.03843212500214577,
-0.03149435296654701,
-0.005805975291877985,
0.011033802293241024,
0.02308671362698078,
-0.07282701879739761,
0.022479169070720673,
0.00672709196805954,
0.04727092757821083,
0.021616846323013306,
0.004732972010970116,
-0.00850073155015707,
0.029220959171652794,
0.006452716886997223,
-0.021009301766753197,
-0.035590384155511856,
0.03564917668700218,
0.003515432355925441,
-0.04903476685285568,
-0.012934830971062183,
-0.021499257534742355,
-0.005487503949552774,
-0.05436548590660095,
0.07921604067087173,
-0.06922094523906708,
0.008304749615490437,
0.06914255023002625,
-0.09705042839050293,
0.04621262475848198,
-0.00803037453442812,
0.03268984705209732,
0.10786864906549454,
0.03316020220518112,
0.02761390432715416,
-0.01190592348575592,
-0.034061722457408905,
0.04844682291150093,
0.004269964061677456,
-0.08286131173372269,
0.03055363893508911,
-0.014443894848227501,
-0.03225868567824364,
0.0006139757460914552,
-0.03247426450252533,
-0.04197940602898598,
-0.04327289015054703,
0.012239093892276287,
-0.03657029569149017,
-0.006874078884720802,
-0.012072509154677391,
-0.02549729496240616,
0.03208230063319206,
0.009103377349674702,
0.071847103536129,
-0.035492390394210815,
0.001854482339695096,
0.013679563999176025,
-0.04405681788921356,
0.073258176445961,
-0.010406658984720707,
-0.0074816239066421986,
0.011602151207625866,
-0.029318949207663536,
-0.0070161656476557255,
-0.06439977884292603,
-0.015521797351539135,
-0.008275352418422699,
-0.002780498703941703,
-0.052915219217538834,
-0.020950505509972572,
0.06008816882967949,
-0.011758937500417233,
-0.05060262605547905,
0.026222430169582367,
-0.05389512702822685,
0.03125917539000511,
-0.024674169719219208,
0.019519835710525513,
0.04123467206954956,
-0.05734441801905632,
0.04997548460960388,
-0.03937284275889397,
-0.012572263367474079,
0.0476628914475441,
0.006790786050260067,
-0.021538453176617622,
-0.04444878175854683,
0.014247911982238293,
-0.02890738658607006,
-0.007981378585100174,
-0.0019475739682093263,
-0.03400292620062828,
0.05021066218614578,
-0.015267020091414452,
-0.0014723169151693583,
0.019480640068650246,
0.03186671808362007,
-0.031121987849473953,
-0.0013424786739051342,
0.0359235517680645,
0.019451241940259933,
-0.019617827609181404,
0.03345417603850365,
-0.00930915866047144,
-0.01747182011604309,
-0.008201858960092068,
0.0009694998734630644,
0.004541889298707247,
-0.0021521304734051228,
0.08184220641851425,
0.051425751298666,
0.02122488245368004,
-0.013072018511593342,
-0.009657027199864388,
0.022224390879273415,
-0.005286622326821089,
0.008873097598552704,
-0.0028858392033725977,
-0.027319930493831635,
-0.029593326151371002,
0.012836840003728867,
0.016080345958471298,
0.008187159895896912,
-0.0247721616178751,
0.02392943762242794,
0.09375792741775513,
0.035609982907772064,
0.020068585872650146,
-0.03400292620062828,
0.03670748323202133,
0.030475245788693428,
0.03365015983581543,
-0.016384119167923927,
0.05820674076676369,
0.03907886892557144,
0.06726112216711044,
0.032395873218774796,
-0.05009307339787483,
-0.016207735985517502,
-0.004118077922612429,
0.024948544800281525,
0.010475252754986286,
0.009774616919457912,
-0.021891221404075623,
0.011925522238016129,
-0.014238113537430763,
0.050171464681625366,
-0.053738344460725784,
0.023909838870167732,
0.030710425227880478,
-0.03414011374115944,
-0.029220959171652794,
0.04825083911418915,
0.0034247904550284147,
-0.029220959171652794,
-0.04244976490736008,
0.001176506164483726,
0.03200390562415123,
-0.0029593324288725853,
0.033944133669137955,
-0.05573736131191254,
0.0363939106464386,
-0.00729054119437933,
-0.0551886111497879,
-0.01803036965429783,
-0.027809886261820793,
0.028476227074861526,
0.010896614752709866,
-0.039882395416498184,
-0.016991663724184036,
-0.004171973094344139,
-0.005100438836961985,
0.028182253241539,
-0.0375698059797287,
0.06616362184286118,
0.0021092593669891357,
-0.03813815116882324,
0.012699652463197708,
-0.022812338545918465,
-0.06455656886100769,
0.008407640270888805,
0.006962270941585302,
-0.062243975698947906,
0.02108769491314888,
0.01610974408686161,
-0.06122486665844917,
0.010338065214455128,
0.03813815116882324,
-0.020950505509972572,
-0.002863791072741151,
0.022949526086449623,
-0.01601175218820572,
0.06969130039215088,
0.07949041575193405,
-0.03723663464188576,
-0.025085732340812683,
0.0019096024334430695,
-0.021773632615804672,
0.009877507574856281,
0.0022317483089864254,
0.0488387867808342,
-0.037981368601322174,
-0.0035864757373929024,
-0.018098963424563408,
0.01897108554840088,
0.04174422845244408,
0.019853005185723305,
-0.013072018511593342,
-0.003170013427734375
] |
22,583 | salem.gis | regrid | Make a copy of the grid with an updated spatial resolution.
The keyword parameters are mutually exclusive, because the x/y ratio
of the grid has to be preserved.
Parameters
----------
nx : int
the new number of x pixels
nx : int
the new number of y pixels
factor : int
multiplication factor (factor=3 will generate a grid with
a spatial resolution 3 times finer)
Returns
-------
a new Grid object.
| def regrid(self, nx=None, ny=None, factor=1):
"""Make a copy of the grid with an updated spatial resolution.
The keyword parameters are mutually exclusive, because the x/y ratio
of the grid has to be preserved.
Parameters
----------
nx : int
the new number of x pixels
nx : int
the new number of y pixels
factor : int
multiplication factor (factor=3 will generate a grid with
a spatial resolution 3 times finer)
Returns
-------
a new Grid object.
"""
if nx is not None:
factor = nx / self.nx
if ny is not None:
factor = ny / self.ny
nx = self.nx * factor
ny = self.ny * factor
dx = self.dx / factor
dy = self.dy / factor
x0 = self.corner_grid.x0
y0 = self.corner_grid.y0
args = dict(nxny=(nx, ny), dxdy=(dx, dy), x0y0=(x0, y0),
proj=self.proj, pixel_ref='corner')
g = Grid(**args)
if self.pixel_ref == 'center':
g = g.center_grid
return g
| (self, nx=None, ny=None, factor=1) | [
0.02784476988017559,
-0.023240091279149055,
0.0008622488821856678,
-0.006866390351206064,
-0.07916437834501266,
0.014879436232149601,
-0.01789505034685135,
-0.01385918352752924,
-0.04449385032057762,
-0.010545619763433933,
0.02829620987176895,
0.011285980232059956,
-0.01489749364554882,
0.08537618070840836,
-0.011304037645459175,
-0.059156592935323715,
-0.0011020760284736753,
-0.005114806350320578,
-0.05904825031757355,
-0.041460178792476654,
0.0023226547054946423,
-0.048683203756809235,
0.05727860704064369,
0.017100516706705093,
-0.0006297577056102455,
0.0010637036757543683,
0.03976276516914368,
0.011385297402739525,
0.02107318304479122,
-0.01757904328405857,
-0.05012781172990799,
0.02118152752518654,
0.03447189927101135,
0.023637358099222183,
0.03328009694814682,
-0.04203801974654198,
0.005800994113087654,
0.062443070113658905,
-0.017669331282377243,
0.022662248462438583,
0.024449948221445084,
0.007827956229448318,
0.021380161866545677,
0.00035184042644686997,
0.040521182119846344,
-0.00783247034996748,
0.0588676743209362,
0.007078567054122686,
-0.047346945852041245,
0.043699316680431366,
-0.05475054681301117,
-0.02898239716887474,
-0.023402608931064606,
0.007868585176765919,
0.0025890038814395666,
-0.015186415053904057,
0.0064555807039141655,
0.04102679714560509,
0.033424559980630875,
-0.0774308517575264,
-0.05612292140722275,
-0.05048895999789238,
-0.028801821172237396,
-0.039148807525634766,
0.008171049878001213,
-0.0686187595129013,
-0.07526394724845886,
-0.023023400455713272,
0.040412839502096176,
0.024576351046562195,
-0.030065851286053658,
0.07649186253547668,
0.07078567147254944,
-0.057495299726724625,
0.0323772206902504,
0.07555286586284637,
0.00385077646933496,
0.059120479971170425,
0.06721027195453644,
-0.048358168452978134,
-0.0035844272933900356,
0.05475054681301117,
0.00637432187795639,
0.007372002117335796,
0.0021522364113479853,
0.002487430116161704,
-0.0023226547054946423,
0.0000630956856184639,
0.01595386117696762,
-0.08725417405366898,
0.042796436697244644,
-0.0294338371604681,
0.029108799993991852,
-0.0520419143140316,
0.03519419953227043,
-0.006383350584656,
-0.010825511999428272,
-0.012550010345876217,
-0.03288283199071884,
-0.0442410446703434,
-0.012568067759275436,
-0.027014123275876045,
-0.06063731387257576,
-0.019863326102495193,
-0.005128349643200636,
0.019610518589615822,
0.048683203756809235,
-0.005674590822309256,
-0.06609070301055908,
0.05872321128845215,
-0.05233083292841911,
0.0731692686676979,
-0.0630931407213211,
0.02641822211444378,
-0.010220583528280258,
-0.0010857112938538194,
-0.06692134588956833,
-0.027014123275876045,
0.06193745881319046,
0.013723752461373806,
-0.05872321128845215,
0.0354650653898716,
0.0022865396458655596,
0.052547525614500046,
0.025298653170466423,
0.01514127105474472,
0.0221205223351717,
0.001783184939995408,
-0.01874375529587269,
-0.0634181797504425,
-0.02017030492424965,
-0.00548047199845314,
-0.037234704941511154,
-0.0011133619118481874,
-0.007326858583837748,
0.035537295043468475,
-0.016712279990315437,
-0.04185744374990463,
0.011385297402739525,
-0.0006359649705700576,
0.017434582114219666,
0.05247529596090317,
0.025190308690071106,
0.06767977029085159,
0.0006416079704649746,
0.02354707010090351,
0.012811845168471336,
0.03559146821498871,
-0.016080264002084732,
0.015132242813706398,
-0.013561233878135681,
-0.019827209413051605,
0.09794425219297409,
0.002839552704244852,
-0.034074630588293076,
0.036909669637680054,
-0.01029281411319971,
0.028639303520321846,
0.015493393875658512,
0.043121472001075745,
-0.026039013639092445,
0.002760550705716014,
0.025027789175510406,
0.035898447036743164,
0.013398716226220131,
-0.020278649404644966,
-0.024504121392965317,
-0.1187465712428093,
-0.011845764704048634,
0.0036273139994591475,
-0.014807206578552723,
-0.028837935999035835,
0.0037920894101262093,
-0.044421616941690445,
0.0018080139998346567,
0.043699316680431366,
0.0023948850575834513,
-0.02983110398054123,
-0.008658603765070438,
0.06287645548582077,
0.05330594256520271,
-0.05247529596090317,
0.059842780232429504,
0.0002206409117206931,
-0.03598873317241669,
0.05922882631421089,
0.03474276140332222,
-0.04492723196744919,
-0.004503106232732534,
-0.009480223059654236,
0.05413658916950226,
0.03698189929127693,
-0.030101966112852097,
-0.018454834818840027,
0.0036318283528089523,
-0.023529011756181717,
0.022626133635640144,
0.016775481402873993,
0.02107318304479122,
0.09592180699110031,
-0.08573733270168304,
0.009868461638689041,
0.03161880373954773,
-0.020441167056560516,
0.0396905355155468,
-0.00874889176338911,
-0.00017733096319716424,
-0.06421271711587906,
0.06327372044324875,
0.0826314315199852,
0.031149305403232574,
0.034634415060281754,
0.041785214096307755,
0.016730336472392082,
-0.018617352470755577,
0.0022143092937767506,
-0.031438227742910385,
0.0063111199997365475,
0.021976061165332794,
-0.0002903318381868303,
0.0012843445874750614,
-0.010690080933272839,
-0.035898447036743164,
-0.05511169880628586,
0.00988651905208826,
-0.031763263046741486,
-0.0008724062936380506,
-0.0068799336440861225,
-0.020098073408007622,
-0.07150796800851822,
-0.0010411316761747003,
-0.02322203293442726,
-0.002239138586446643,
-0.0322147011756897,
0.05966220796108246,
-0.0533420592546463,
-0.03900434821844101,
0.006076371762901545,
0.007642865646630526,
0.059517744928598404,
-0.031925782561302185,
0.023601241409778595,
-0.02780865505337715,
-0.018012424930930138,
-0.03145628422498703,
0.029650527983903885,
-0.0497666597366333,
0.08443719148635864,
0.03268419951200485,
0.025786207988858223,
-0.011493642814457417,
-0.009669828228652477,
-0.0271585825830698,
0.024161025881767273,
0.014012672938406467,
0.017217891290783882,
-0.09909993410110474,
-0.022662248462438583,
-0.005200579762458801,
0.001238072058185935,
0.033424559980630875,
0.04250751808285713,
0.003805632470175624,
0.012486808933317661,
0.06489890068769455,
0.012739614583551884,
-0.07038839906454086,
0.09187690913677216,
0.006135059054940939,
0.035338662564754486,
0.018328431993722916,
0.06854653358459473,
0.045396726578474045,
-0.0005524487351067364,
0.02800728939473629,
0.03438160941004753,
0.000951408117543906,
-0.00872632022947073,
-0.0069792503491044044,
-0.042435284703969955,
-0.005408241879194975,
-0.04922493174672127,
0.005466928705573082,
0.010879685170948505,
0.008834665641188622,
-0.033623192459344864,
0.024486063048243523,
0.06674077361822128,
-0.0037424310576170683,
0.0138230687007308,
-0.04861097410321236,
0.007480347529053688,
-0.007913729175925255,
0.029289375990629196,
-0.0067580449394881725,
-0.014617601409554482,
-0.04853874444961548,
0.0026386622339487076,
-0.04579399526119232,
0.035862330347299576,
0.03669298067688942,
0.0005194372497498989,
-0.0491165854036808,
0.023348435759544373,
0.08515949547290802,
0.04322981834411621,
-0.023077571764588356,
0.014148104935884476,
0.042760323733091354,
0.025334767997264862,
0.005561731290072203,
-0.0206578578799963,
-0.041821327060461044,
-0.03331621363759041,
0.021235700696706772,
-0.0754806399345398,
0.017714474350214005,
0.031239593401551247,
-0.023113688454031944,
-0.0005360840586945415,
-0.01278475858271122,
0.020350879058241844,
0.0002444825368002057,
0.034760817885398865,
-0.021524621173739433,
0.0032819630578160286,
-0.00783247034996748,
0.06182911619544029,
-0.0601678192615509,
0.05200579762458801,
-0.034237150102853775,
0.027447504922747612,
-0.03132988139986992,
0.0224455576390028,
-0.018563181161880493,
-0.03470664843916893,
0.0318896658718586,
-0.019068792462348938,
0.028512900695204735,
-0.04460219293832779,
0.005020004231482744,
0.027465561404824257,
-0.041424062103033066,
-0.05045284703373909,
-0.019556347280740738,
0.013335514813661575,
-0.024287430569529533,
-0.012324290350079536,
-0.002519030822440982,
-0.027862828224897385,
-0.005746821407228708,
-0.07555286586284637,
0.03795700892806053,
-0.05001946538686752,
0.0037537170574069023,
0.08414827287197113,
-0.04315758869051933,
-0.034074630588293076,
-0.008545744232833385,
-0.04265197739005089,
-0.0019784322939813137,
-0.0064330087043344975,
0.005078691057860851,
0.024052681401371956,
-0.04492723196744919,
-0.01099705882370472,
-0.06287645548582077,
0.04203801974654198,
0.0049477736465632915,
0.00385077646933496,
-0.026779374107718468,
-0.011818679049611092,
-0.06121515855193138,
0.03344261646270752,
-0.008559287525713444,
0.03044505976140499,
-0.044421616941690445,
0.0029388691764324903,
-0.012820873409509659,
0.0015269931172952056,
0.055906232446432114,
-0.02593066915869713,
0.04583010822534561,
-0.007119196467101574,
-0.007213998585939407,
-0.02042311057448387,
0.05352263152599335,
0.033225927501916885,
0.022698363289237022,
-0.048069246113300323,
-0.015330875292420387,
0.005277324467897415,
0.033352330327034,
0.06323760747909546,
-0.014816234819591045,
0.0010247670579701662,
0.07085789740085602,
0.030047794803977013,
-0.01769641786813736,
0.006302091293036938,
-0.006762559525668621,
-0.013019506819546223,
0.04120737314224243,
0.0400155708193779,
0.018193000927567482,
-0.03420103341341019,
0.0533420592546463,
0.010021950118243694,
0.023005342110991478,
-0.03420103341341019,
0.025226423516869545,
-0.010130295529961586,
0.002415199764072895,
0.015655912458896637,
-0.008401283994317055,
0.027935057878494263,
-0.037162475287914276,
0.012875046581029892,
0.023438723757863045,
0.03658463433384895,
0.010473390109837055,
-0.0018497721757739782,
-0.03828204423189163,
0.04413269832730293,
0.019556347280740738,
-0.0419657900929451,
0.0022820252925157547,
-0.06193745881319046,
-0.021452391520142555,
0.03035477176308632,
-0.04810536280274391,
-0.00822070799767971,
0.020712031051516533,
0.029162973165512085,
0.04626348987221718,
-0.09556065499782562,
0.017073430120944977,
0.010617850348353386,
-0.0237457025796175,
-0.009615655057132244,
0.03246750682592392,
0.0112227788195014,
0.0048665148206055164,
-0.09902770817279816,
-0.019411886110901833,
0.012243031524121761,
0.032900888472795486,
-0.018978504464030266,
-0.07338596135377884,
0.0037875750567764044,
0.0445660799741745,
0.029813045635819435,
-0.021723255515098572,
-0.01320911105722189,
0.025804266333580017,
-0.08443719148635864,
-0.05630349740386009,
0.0052141230553388596,
-0.004218699410557747,
0.03132988139986992,
0.018942389637231827,
-0.0063336919993162155,
-0.018490949645638466,
0.03503168374300003,
-0.02889210917055607,
-0.05832594633102417,
0.0406656451523304,
0.01053659152239561,
0.003153302939608693,
-0.03566369786858559,
-0.004934230819344521,
-0.02110929787158966,
-0.01717274822294712,
-0.0250458475202322,
-0.008690204471349716,
-0.020766204223036766,
-0.0070379371754825115,
0.04297701269388199,
0.013795982114970684,
-0.030986787751317024,
-0.08183690160512924,
0.049586083739995956,
0.023854048922657967,
-0.008974611759185791,
-0.011683247052133083,
0.0031939323525875807,
0.03344261646270752,
0.010374072939157486,
-0.05103068798780441,
-0.0012177572352811694,
-0.004983888939023018,
0.0007843756466172636,
-0.07475833594799042,
0.05861486867070198,
-0.03976276516914368,
0.043916005641222,
-0.023077571764588356,
-0.0359526202082634,
-0.021235700696706772,
-0.0140668461099267,
0.030824270099401474,
-0.036223482340574265,
0.02966858446598053,
0.04774421080946922,
0.002040505176410079,
0.03907657787203789,
-0.00898815505206585,
0.0317271463572979,
0.004703996703028679,
0.034110747277736664,
0.020405052229762077,
-0.04792478680610657,
-0.011845764704048634,
0.0016703250585123897,
0.030860384926199913,
-0.03420103341341019,
-0.046696871519088745,
-0.032160528004169464,
-0.05702580139040947,
0.011601988226175308,
0.01172839105129242,
0.011899937875568867,
0.0387154258787632,
0.032774485647678375,
0.022662248462438583,
0.0751194879412651,
0.05872321128845215,
0.00280569470487535,
0.05153629928827286,
-0.012486808933317661,
-0.015719113871455193,
-0.02995750680565834,
0.012125656940042973,
0.050669535994529724,
0.026273762807250023,
-0.02719469740986824,
-0.02101900987327099,
-0.049622196704149246,
-0.002206409117206931,
-0.02950606681406498,
-0.05099457502365112,
-0.0038530337624251842,
0.01083454117178917,
-0.050272271037101746,
-0.026779374107718468,
0.031564630568027496,
0.03842650726437569,
-0.06255141645669937,
0.012658355757594109,
-0.06421271711587906,
0.024648580700159073,
-0.008265851996839046,
0.010419216938316822,
-0.06027616187930107,
0.014762062579393387,
0.05251140892505646,
-0.017750589177012444,
-0.03263002634048462,
-0.005512072704732418,
0.009724000468850136,
0.003460281528532505,
0.006229861173778772,
0.07053286582231522,
0.04434938728809357,
0.001320459647104144,
-0.020477281883358955,
0.0096788564696908,
0.08638741075992584,
0.0006139573524706066,
0.01915908046066761,
0.0011472199112176895,
0.055256158113479614,
0.03167297691106796,
0.011899937875568867,
-0.04792478680610657,
-0.017633216455578804,
0.03203412517905235,
-0.03555535152554512,
-0.012351376935839653,
-0.034110747277736664,
-0.0036318283528089523,
-0.02609318681061268,
0.0046453094109892845,
-0.041460178792476654,
-0.027248870581388474,
0.044060468673706055,
-0.09577734023332596,
0.050561193376779556,
0.05135572329163551,
-0.07197746634483337,
0.07118293642997742,
0.06518781930208206,
0.059517744928598404,
-0.003415137529373169,
-0.06721027195453644,
0.00030133567634038627,
-0.05662853643298149,
-0.00797693058848381,
-0.011069289408624172,
-0.019791094586253166,
-0.0448911152780056,
0.04106291010975838,
-0.00003278224539826624,
0.006550382822751999,
0.003543797880411148,
-0.05955386161804199,
0.007362973410636187,
-0.006726444233208895,
-0.019989728927612305,
0.03631376847624779,
0.03420103341341019,
-0.014400910586118698,
0.04496334493160248,
-0.03490528091788292,
-0.040123917162418365,
-0.026923835277557373,
-0.031077075749635696,
-0.011990225873887539,
-0.004288672469556332,
-0.039437729865312576,
-0.027700310572981834,
0.01912296563386917,
-0.006035742349922657,
-0.01136723905801773,
-0.009633712470531464,
0.016531703993678093,
0.037162475287914276,
-0.08508726209402084,
-0.006234375759959221,
0.059120479971170425,
-0.010365044698119164,
-0.05150018632411957,
-0.014969724230468273,
-0.007665437646210194,
-0.032088298350572586,
-0.005137378349900246,
-0.0409906804561615,
0.017353324219584465,
0.0060176849365234375,
0.004033609293401241,
0.044999461621046066,
0.005945454351603985,
0.012847959995269775,
-0.0232581477612257,
-0.05709803104400635,
-0.08725417405366898,
0.04387989267706871,
-0.018454834818840027,
0.005958997644484043,
-0.016739366576075554,
-0.018942389637231827,
0.06334595382213593,
0.040123917162418365,
0.03067980892956257,
0.03658463433384895,
0.0530170202255249,
-0.07461387664079666,
-0.020098073408007622,
0.05507558211684227,
-0.031221535056829453,
0.055834002792835236,
0.019068792462348938,
0.00966079905629158,
-0.03748751059174538,
-0.019574403762817383,
0.01761515811085701,
0.030986787751317024,
-0.000786632823292166,
-0.06168465316295624,
0.06302091479301453,
-0.015105156227946281,
-0.07356653362512589,
-0.02273447811603546,
-0.022824766114354134,
-0.024774983525276184,
-0.03187160938978195,
-0.04124348610639572,
0.003306792350485921,
-0.06901602447032928,
0.06226249784231186,
-0.030697867274284363,
-0.010256699286401272,
-0.06287645548582077,
0.014039759524166584,
0.040810104459524155,
0.05081399902701378,
-0.020350879058241844,
0.029776930809020996,
0.006107972469180822,
0.05005557835102081,
0.027591964229941368,
0.040521182119846344,
0.024829156696796417,
0.02118152752518654,
-0.004875543527305126,
-0.004112611059099436,
-0.0016443673521280289,
-0.03458024188876152,
0.0017786704702302814,
-0.020712031051516533,
-0.0020122902933508158,
0.005746821407228708,
-0.018581237643957138,
0.0323772206902504,
-0.001116747735068202,
0.029235202819108963,
-0.010464360937476158,
0.006482667289674282,
-0.013200082816183567,
0.038498736917972565,
-0.0025167735293507576,
0.011105404235422611,
0.03730693832039833,
-0.016296954825520515,
0.013245226815342903,
0.027935057878494263,
0.08942107856273651,
0.016251811757683754,
-0.007543549407273531,
-0.024034623056650162,
0.01997167058289051,
-0.015195444226264954,
0.012811845168471336,
-0.017317207530140877,
0.03353290632367134,
0.030824270099401474,
0.005638475995510817,
-0.022301096469163895,
0.008468999527394772,
-0.05937328562140465,
-0.002733464352786541,
0.016161523759365082,
-0.0002906139998231083,
-0.0008819993818178773,
0.011791592463850975,
-0.0037379167042672634,
0.012595154345035553,
-0.02658074162900448,
-0.039112694561481476,
0.027104409411549568,
-0.02614735998213291,
-0.05373932421207428,
0.013326485641300678,
-0.0442410446703434,
-0.04528838023543358,
0.028747649863362312,
0.023763760924339294,
-0.019502174109220505,
-0.0067354729399085045,
-0.018193000927567482,
0.030499232932925224,
0.021127354353666306,
0.06186522915959358,
0.0032774487044662237,
-0.008202650584280491,
-0.045035574585199356,
-0.001843000529333949,
-0.007615779526531696,
-0.001387046999298036,
-0.020116131752729416,
-0.028765706345438957,
0.009087471291422844,
-0.037523627281188965,
0.03896823152899742,
-0.04330204799771309,
0.009435079991817474,
0.11137907952070236,
0.016324041411280632
] |
22,584 | salem.gis | to_dataset | Creates an empty dataset based on the Grid's geolocalisation.
Returns
-------
An xarray.Dataset object ready to be filled with data
| def to_dataset(self):
"""Creates an empty dataset based on the Grid's geolocalisation.
Returns
-------
An xarray.Dataset object ready to be filled with data
"""
import xarray as xr
ds = xr.Dataset(coords={'x': (['x', ], self.center_grid.x_coord),
'y': (['y', ], self.center_grid.y_coord)}
)
ds.attrs['pyproj_srs'] = self.proj.srs
return ds
| (self) | [
-0.015988029539585114,
-0.0075374748557806015,
0.01530321966856718,
0.00012918654829263687,
0.0015807696618139744,
0.010573465377092361,
-0.043133895844221115,
-0.002226773649454117,
0.03860501945018768,
-0.00783422589302063,
0.04412002116441727,
-0.0064919982105493546,
-0.006071981508284807,
0.0244157575070858,
-0.015321481041610241,
-0.01990514248609543,
-0.07052629441022873,
-0.0016081620706245303,
-0.00831359252333641,
0.004252669867128134,
-0.012801380828022957,
-0.04371826723217964,
0.013404013589024544,
0.042184293270111084,
-0.0037755854427814484,
0.004980850964784622,
0.02016080543398857,
0.00611307006329298,
0.05818145349621773,
-0.0041864714585244656,
-0.07242549955844879,
-0.009934309870004654,
-0.022078271955251694,
0.04437568411231041,
0.02017906680703163,
0.013376620598137379,
0.02803155407309532,
0.026442794129252434,
0.005350648425519466,
-0.008144672960042953,
-0.047407109290361404,
-0.05927714705467224,
-0.03683364391326904,
0.03150125592947006,
0.016718493774533272,
-0.04254952445626259,
0.037034522742033005,
-0.05116900056600571,
-0.0021343242842704058,
0.02786719985306263,
0.002545210300013423,
0.09138103574514389,
0.029912497848272324,
0.04696883261203766,
-0.015376266092061996,
-0.009587339125573635,
0.020599083974957466,
0.11249144375324249,
-0.011157836765050888,
-0.002784893848001957,
-0.024981867522001266,
0.005195424892008305,
0.006893753539770842,
-0.051789894700050354,
-0.015129734762012959,
0.032596953213214874,
-0.06077459827065468,
-0.0037276488728821278,
0.023192230612039566,
0.03772846236824989,
-0.02353920042514801,
0.0382763110101223,
0.0018946408526971936,
0.017805058509111404,
0.03038729913532734,
0.06592436879873276,
-0.03856849670410156,
0.043937407433986664,
-0.020562559366226196,
-0.014435793273150921,
-0.04616532102227211,
0.02445228025317192,
-0.011112182401120663,
0.030935147777199745,
-0.004702361766248941,
-0.022297412157058716,
0.012143963016569614,
0.04948893189430237,
-0.007802268024533987,
-0.02704542689025402,
0.02960205078125,
0.0452522411942482,
-0.025547975674271584,
0.022808736190199852,
0.027556752786040306,
-0.0346970371901989,
-0.014326224103569984,
0.04978111758828163,
-0.038824159651994705,
0.021165192127227783,
-0.008350116200745106,
-0.01222614012658596,
-0.00216742348857224,
0.01922946237027645,
-0.034313544631004333,
-0.006907449569553137,
0.07268115878105164,
-0.0245070643723011,
-0.032706521451473236,
0.020361682400107384,
-0.07070890814065933,
0.12023436278104782,
0.0183802992105484,
0.01573236659169197,
-0.040577273815870285,
-0.011249144561588764,
0.0038052606396377087,
-0.013029650785028934,
-0.02260785922408104,
-0.013632283546030521,
-0.058765824884176254,
0.11292972415685654,
-0.030222944915294647,
0.03761889412999153,
-0.008213154040277004,
0.016882847994565964,
0.040431179106235504,
-0.019485125318169594,
-0.01910163275897503,
-0.05679357051849365,
0.032596953213214874,
-0.03834935650229454,
-0.0450696237385273,
-0.019539911299943924,
0.018663354218006134,
-0.014737109653651714,
0.10387197136878967,
-0.007263551000505686,
0.002921855775639415,
0.04192863032221794,
-0.005706749390810728,
0.018772922456264496,
0.04459482431411743,
0.06300251185894012,
0.028104599565267563,
0.018900753930211067,
-0.0012235271278768778,
0.025456668809056282,
-0.04357217252254486,
-0.07257159054279327,
-0.00610393937677145,
-0.027465444058179855,
-0.003704821690917015,
-0.03044208511710167,
-0.047480154782533646,
-0.03405788168311119,
-0.029382912442088127,
0.010308672674000263,
0.08283460885286331,
0.002227914985269308,
-0.062308575958013535,
0.04810104891657829,
-0.02794024534523487,
0.034423112869262695,
-0.053652577102184296,
-0.016289345920085907,
-0.02861592546105385,
-0.11241839826107025,
-0.02255307510495186,
-0.006382428575307131,
0.0059624118730425835,
0.009870394133031368,
-0.009961701929569244,
-0.005031070206314325,
-0.035263147205114365,
0.017083724960684776,
0.03502574563026428,
0.03206736594438553,
-0.008587516844272614,
0.060518939048051834,
0.04200167581439018,
-0.008770132437348366,
0.00870621670037508,
0.046859260648489,
0.024744465947151184,
0.004907804541289806,
0.03203084319829941,
-0.03714409098029137,
-0.0032277374994009733,
0.011787861585617065,
0.07132980227470398,
0.012390494346618652,
-0.04806452617049217,
0.004880412016063929,
0.008404900319874287,
-0.019430341199040413,
0.03055165521800518,
-0.032651737332344055,
-0.07925533503293991,
0.015001903288066387,
-0.04273214191198349,
-0.01003474835306406,
0.04342608153820038,
-0.031793441623449326,
-0.0645730122923851,
0.007345728110522032,
-0.039700716733932495,
-0.042403433471918106,
-0.0329074002802372,
0.0416729673743248,
0.08641388267278671,
0.0001403147034579888,
-0.03053339198231697,
-0.012554848566651344,
-0.007249854505062103,
-0.025748854503035545,
-0.01218961738049984,
-0.0019996450282633305,
0.061432018876075745,
0.017859842628240585,
0.01733025722205639,
-0.03668755292892456,
0.036084920167922974,
-0.019612956792116165,
-0.012746595777571201,
-0.040394656360149384,
0.011185228824615479,
-0.029309865087270737,
-0.015394527465105057,
-0.10299541801214218,
0.022133057937026024,
-0.03471529856324196,
-0.017887236550450325,
-0.08787481486797333,
0.04788191244006157,
-0.0332726314663887,
0.04470439255237579,
-0.009952571243047714,
-0.0006927993963472545,
0.00039604841731488705,
-0.02167651802301407,
-0.005811753682792187,
0.003097623586654663,
-0.012390494346618652,
-0.03588404133915901,
0.009687777608633041,
-0.05577092245221138,
0.03922591358423233,
0.031702134758234024,
-0.036103181540966034,
0.009144495241343975,
-0.013668806292116642,
-0.003677429398521781,
0.019594695419073105,
0.02348441630601883,
-0.06826185435056686,
0.0053963023237884045,
0.025876685976982117,
0.027392398566007614,
-0.029802929610013962,
-0.018736399710178375,
-0.016015421599149704,
-0.02363050915300846,
0.0667278841137886,
0.04813757538795471,
0.008231415413320065,
-0.029182033613324165,
0.03056991659104824,
0.06643569469451904,
0.017056332901120186,
0.08181196451187134,
0.10628250241279602,
0.035317931324243546,
-0.051826417446136475,
0.025602761656045914,
-0.007464428432285786,
0.0006106222281232476,
-0.10350674390792847,
-0.00965125486254692,
0.039554622024297714,
0.009295153431594372,
-0.03252390772104263,
-0.003663733135908842,
0.013778376393020153,
0.010975221171975136,
-0.06983235478401184,
-0.022151319310069084,
-0.016289345920085907,
-0.011030005291104317,
-0.025894947350025177,
-0.03907982259988785,
0.0470418781042099,
-0.04459482431411743,
-0.018453344702720642,
0.003010881133377552,
-0.030241206288337708,
-0.025767115876078606,
-0.033674389123916626,
0.004232125356793404,
0.03593882545828819,
0.02699064277112484,
0.012518325820565224,
0.04773581773042679,
0.03907982259988785,
0.016006290912628174,
0.03663276508450508,
-0.04287823289632797,
0.019759049639105797,
-0.012518325820565224,
0.003962766844779253,
0.0008274787105619907,
-0.003618079237639904,
0.03911634534597397,
-0.03805717080831528,
0.00042543819290585816,
-0.027666321024298668,
0.041490353643894196,
0.0033669823314994574,
-0.004316585138440132,
0.01440840121358633,
-0.02881680242717266,
-0.008829482831060886,
-0.003631775500252843,
-0.017987674102187157,
0.018635962158441544,
0.08626779168844223,
0.02162173204123974,
-0.009226672351360321,
0.021968703716993332,
0.024050524458289146,
0.027209781110286713,
0.013568367809057236,
-0.012655287981033325,
0.04430263862013817,
0.04718796908855438,
0.011130444705486298,
0.031117763370275497,
-0.021146930754184723,
0.05317777395248413,
-0.0068846228532493114,
-0.04948893189430237,
0.023265276104211807,
-0.02713673561811447,
-0.003033708082512021,
-0.02107388526201248,
-0.029127249494194984,
-0.05745098739862442,
-0.045727044343948364,
0.015412788838148117,
0.006423517130315304,
-0.00414310023188591,
0.0022895478177815676,
-0.018042460083961487,
0.012043524533510208,
0.03820326551795006,
0.04324346408247948,
0.011203491128981113,
0.06943059712648392,
-0.03201258182525635,
0.030168160796165466,
0.024890558794140816,
0.009788217023015022,
0.028049815446138382,
0.009541685692965984,
-0.00913992989808321,
-0.03915286809206009,
-0.006519390735775232,
0.010235626250505447,
-0.01390620693564415,
0.004332564305514097,
0.003211758565157652,
-0.014801025390625,
-0.035464026033878326,
0.05427347123622894,
0.0016606641001999378,
-0.009934309870004654,
-0.011523068882524967,
-0.05394476279616356,
-0.028287217020988464,
-0.011422629468142986,
-0.021293023601174355,
-0.054309993982315063,
0.0450696237385273,
-0.00241281371563673,
0.032779570668935776,
-0.01573236659169197,
0.029784666374325752,
-0.0071996352635324,
-0.03650493547320366,
-0.015604536049067974,
0.012381363660097122,
-0.04426611587405205,
-0.02271742932498455,
0.06530347466468811,
-0.02277221344411373,
0.012171355076134205,
-0.007564867381006479,
0.010253887623548508,
0.026734979823231697,
0.03237781301140785,
-0.05215512588620186,
-0.03234129026532173,
0.05058462917804718,
0.005428260192275047,
-0.020507775247097015,
-0.028415046632289886,
0.03223172202706337,
-0.1092774048447609,
0.04788191244006157,
0.007998580113053322,
0.0540178082883358,
0.03164735063910484,
0.02341136895120144,
0.008190327323973179,
0.013303574174642563,
0.042403433471918106,
0.003282522317022085,
0.022973090410232544,
0.06559566408395767,
0.0278124138712883,
0.004332564305514097,
-0.006770487874746323,
-0.036011870950460434,
-0.02691759541630745,
0.029163772240281105,
-0.012563980184495449,
-0.016800669953227043,
-0.015138865448534489,
0.04002942517399788,
0.04539833217859268,
-0.04674969241023064,
-0.037911079823970795,
-0.0420381985604763,
-0.03739975392818451,
0.017120247706770897,
0.02775762975215912,
0.02251655049622059,
0.0012680398067459464,
-0.016124991700053215,
0.05109595134854317,
-0.005848276894539595,
-0.0037299315445125103,
0.025566237047314644,
-0.06986887753009796,
-0.03999290242791176,
-0.05993456766009331,
-0.086925208568573,
0.01310269720852375,
0.006962234620004892,
-0.010573465377092361,
0.07224288582801819,
0.05672052502632141,
0.07206026464700699,
-0.06676440685987473,
0.001274887821637094,
-0.022352196276187897,
0.001412991201505065,
-0.029419435188174248,
-0.002102366415783763,
-0.001979100750759244,
-0.0007430188124999404,
-0.01170568447560072,
0.009733431972563267,
-0.07304639369249344,
0.0190468467772007,
-0.015093211084604263,
-0.03948157653212547,
-0.0278124138712883,
-0.0008993837400339544,
-0.057085756212472916,
0.012883557938039303,
-0.00013246791786514223,
0.015358004719018936,
-0.03734496980905533,
0.017823319882154465,
-0.017138510942459106,
-0.043937407433986664,
0.06289294362068176,
0.02255307510495186,
-0.02883506380021572,
-0.05405433103442192,
0.016910240054130554,
0.03761889412999153,
0.030898625031113625,
-0.005250209476798773,
0.020562559366226196,
0.016362391412258148,
-0.014171000570058823,
-0.039591144770383835,
0.0023443326354026794,
-0.002056712517514825,
0.055259596556425095,
-0.03464225307106972,
-0.026826288551092148,
0.012500064447522163,
0.07063586264848709,
0.07125675678253174,
0.012399625033140182,
0.01575975865125656,
0.025547975674271584,
0.02960205078125,
-0.038751110434532166,
-0.02794024534523487,
-0.003650037106126547,
-0.0002566610637586564,
0.014180131256580353,
0.019521648064255714,
0.022224364802241325,
-0.018453344702720642,
-0.0014152738731354475,
-0.06124940142035484,
-0.019010324031114578,
-0.02339310757815838,
-0.03201258182525635,
0.00007889581320341676,
0.034313544631004333,
-0.0522281713783741,
-0.016015421599149704,
-0.10708601027727127,
0.023228753358125687,
-0.018033329397439957,
0.10000051558017731,
0.017604181542992592,
0.05566135048866272,
-0.04616532102227211,
0.06588784605264664,
-0.001033492386341095,
0.026734979823231697,
-0.016170645132660866,
0.03897025063633919,
0.005519567988812923,
-0.03592056408524513,
0.053579531610012054,
0.022808736190199852,
0.02691759541630745,
0.01741243340075016,
-0.026789765805006027,
-0.032578691840171814,
-0.005108681973069906,
-0.02954726666212082,
-0.023210491985082626,
-0.040504224598407745,
0.023009615018963814,
-0.07721003890037537,
0.01999645121395588,
-0.0574144646525383,
0.02775762975215912,
0.032797832041978836,
0.05230121687054634,
0.025876685976982117,
0.02538362145423889,
-0.03761889412999153,
0.02600451558828354,
-0.07176808267831802,
0.04861237481236458,
-0.001964263152331114,
-0.029182033613324165,
0.019357293844223022,
-0.028488093987107277,
0.012162224389612675,
-0.012737465091049671,
-0.04390088468790054,
0.03502574563026428,
0.1171664148569107,
-0.061541587114334106,
0.052739497274160385,
-0.002094377065077424,
0.05332386866211891,
-0.02350267767906189,
-0.046494029462337494,
0.010546073317527771,
0.0008497349917888641,
-0.029949022457003593,
0.02271742932498455,
0.0034172015730291605,
0.012728334404528141,
-0.021475639194250107,
-0.040394656360149384,
-0.014837549068033695,
-0.00502650486305356,
0.010299541987478733,
0.03606665879487991,
0.0009981105104088783,
-0.010984351858496666,
-0.014673194848001003,
0.01994166523218155,
-0.023886170238256454,
0.02452532760798931,
0.06267380714416504,
-0.03995637595653534,
0.0710010975599289,
-0.011020874604582787,
0.04086945578455925,
0.051022905856370926,
0.004316585138440132,
-0.030332515016198158,
-0.03471529856324196,
-0.037071045488119125,
0.038714587688446045,
-0.057962313294410706,
-0.015558881685137749,
0.07111066579818726,
-0.049196746200323105,
0.020635606721043587,
0.05569787696003914,
-0.08502600342035294,
-0.0837111696600914,
0.001767951063811779,
-0.008418597280979156,
-0.008770132437348366,
0.01309356652200222,
-0.03221346065402031,
-0.03453268110752106,
-0.025000128895044327,
0.01930250972509384,
-0.050109826028347015,
-0.01660892367362976,
0.01669110171496868,
-0.047553203999996185,
0.0029401173815131187,
0.002816851483657956,
-0.015431051142513752,
-0.005734141916036606,
-0.014271439053118229,
-0.017284603789448738,
-0.04254952445626259,
0.0735211968421936,
-0.024141833186149597,
0.003015446476638317,
0.023886170238256454,
0.007195069920271635,
-0.06771400570869446,
-0.04448525235056877,
-0.013778376393020153,
0.02260785922408104,
-0.008290765807032585,
-0.03372917324304581,
0.06252771615982056,
0.03860501945018768,
-0.017850711941719055,
0.034550946205854416,
0.05482131987810135,
0.03206736594438553,
-0.01181525457650423,
-0.05500393360853195,
-0.08115454763174057,
0.005053897388279438,
-0.01670023240149021,
-0.015522358939051628,
-0.032706521451473236,
-0.021329546347260475,
-0.02516448311507702,
0.03221346065402031,
0.01642630808055401,
-0.009505162015557289,
0.09948918968439102,
-0.09357243031263351,
0.004738884977996349,
-0.0007350293453782797,
-0.05325082316994667,
0.009669516235589981,
0.04430263862013817,
-0.005090420600026846,
0.003015446476638317,
0.06753139197826385,
0.0021799784153699875,
-0.039518099278211594,
0.04192863032221794,
-0.003933091647922993,
0.02176782488822937,
-0.040540747344493866,
0.023320062085986137,
-0.005496741272509098,
-0.008856874890625477,
-0.0051497709937393665,
-0.023703554645180702,
-0.022078271955251694,
-0.03573794662952423,
-0.0380936935544014,
0.05942324176430702,
-0.029182033613324165,
0.0575970821082592,
0.0019676871597766876,
0.0053141252137720585,
-0.020635606721043587,
-0.028378523886203766,
-0.01518451888114214,
-0.04689578339457512,
0.05683009326457977,
0.04101555049419403,
0.031903013586997986,
0.04090598225593567,
0.05416390299797058,
0.021384332329034805,
0.05657443404197693,
-0.04956197738647461,
-0.012472671456634998,
-0.03491617739200592,
-0.04989068582653999,
0.03665102645754814,
-0.005766099784523249,
-0.004337129648774862,
-0.05065767467021942,
0.04857585206627846,
0.07187765091657639,
-0.019357293844223022,
0.00436452217400074,
0.04448525235056877,
-0.03124559484422207,
-0.007546605542302132,
0.05120552331209183,
0.01924772560596466,
-0.03224998340010643,
-0.0059624118730425835,
-0.0086286049336195,
0.0054099983535707,
0.012892688624560833,
0.02883506380021572,
-0.03539097681641579,
0.02258959785103798,
0.0032619780395179987,
-0.026844549924135208,
0.0034445940982550383,
0.042330384254455566,
-0.014097954146564007,
0.04287823289632797,
-0.000743589480407536,
-0.022169580683112144,
-0.008733609691262245,
-0.04726101830601692,
-0.049342840909957886,
0.0006168996333144605,
0.008089887909591198,
0.00417277542874217,
0.007090065628290176,
-0.004884977824985981,
-0.011796992272138596,
0.03162908926606178,
-0.07111066579818726,
0.012308317236602306,
-0.03860501945018768,
-0.02604104019701481,
-0.010874781757593155,
-0.031793441623449326,
-0.04265909269452095,
0.0030017502140253782,
0.03234129026532173,
-0.013723591342568398,
-0.024653157219290733,
0.028871586546301842,
0.023247014731168747,
0.06767748296260834,
0.02786719985306263,
0.012728334404528141,
0.01665457710623741,
-0.02952900528907776,
0.003862328128889203,
0.005738707259297371,
-0.023867908865213394,
-0.0368519052863121,
-0.03508052974939346,
0.04503310099244118,
-0.025967992842197418,
-0.03228650614619255,
-0.022114796563982964,
-0.013851422816514969,
0.06351383775472641,
0.021256500855088234
] |
22,585 | salem.gis | to_dict | Serialize this grid to a dictionary.
Returns
-------
a grid dictionary
See Also
--------
from_dict : create a Grid from a dict
| def to_dict(self):
"""Serialize this grid to a dictionary.
Returns
-------
a grid dictionary
See Also
--------
from_dict : create a Grid from a dict
"""
return dict(proj=self.proj.srs, x0y0=(self.x0, self.y0),
nxny=(self.nx, self.ny), dxdy=(self.dx, self.dy),
pixel_ref=self.pixel_ref)
| (self) | [
0.026190703734755516,
-0.03350357338786125,
-0.021315457299351692,
-0.015762075781822205,
-0.042887505143880844,
-0.003269256092607975,
-0.05175825580954552,
0.051025137305259705,
-0.019555969163775444,
-0.0039703017100691795,
0.01631191559135914,
-0.04285085201263428,
-0.0009656561887823045,
0.033393606543540955,
-0.0028774950187653303,
-0.026062408462166786,
0.01622943952679634,
-0.06755698472261429,
-0.050292015075683594,
-0.022103561088442802,
0.0020275344140827656,
-0.0646611675620079,
0.07690426707267761,
0.053444430232048035,
-0.013828471302986145,
-0.01638522744178772,
0.028994886204600334,
-0.0032623829320073128,
0.03170742839574814,
-0.020655648782849312,
-0.09904447942972183,
-0.020362401381134987,
0.03661933168768883,
0.04589329659938812,
0.0301495511084795,
0.0010996796190738678,
0.011409176513552666,
0.022580089047551155,
-0.08130298554897308,
-0.02648395113646984,
-0.019171081483364105,
0.0176865141838789,
-0.04600326716899872,
0.0039107357151806355,
0.07067274302244186,
-0.0020974099170416594,
0.042960818856954575,
-0.009713836945593357,
0.009191488847136497,
0.005163912195712328,
-0.006827177945524454,
-0.0003213126619812101,
-0.002104282844811678,
0.03498814254999161,
-0.0226900577545166,
-0.0580630861222744,
0.041311297565698624,
0.027382023632526398,
0.0055213081650435925,
-0.04332737997174263,
-0.050108738243579865,
-0.0003762966371141374,
0.011060944758355618,
-0.053517743945121765,
-0.00999792106449604,
-0.01380097959190607,
-0.051538318395614624,
-0.009585540741682053,
0.02589745633304119,
0.03823219612240791,
0.00973216537386179,
0.009585540741682053,
0.0649910643696785,
0.0024192952550947666,
-0.03729746863245964,
0.03238556534051895,
-0.0244495440274477,
0.035684604197740555,
0.025585880503058434,
-0.04417046532034874,
-0.03689425438642502,
0.01507477555423975,
-0.01966593787074089,
-0.021388769149780273,
-0.013315288349986076,
-0.02063732221722603,
0.028280096128582954,
0.04706628993153572,
-0.03550132364034653,
-0.05546051263809204,
0.03731579706072807,
0.03167077526450157,
-0.023973016068339348,
0.010272840969264507,
0.04508686438202858,
-0.04534345865249634,
0.0036816359497606754,
0.038892004638910294,
-0.0011139983544126153,
-0.013846799731254578,
-0.054177552461624146,
-0.017484907060861588,
-0.04310744255781174,
0.011638276278972626,
-0.05395761504769325,
-0.05820970982313156,
0.014644067734479904,
-0.029471414163708687,
-0.049009058624506,
0.024504529312253,
-0.01386512815952301,
0.10850172489881516,
-0.026777200400829315,
0.01793394237756729,
0.04439040273427963,
-0.03786563500761986,
-0.03550132364034653,
-0.00867372378706932,
0.030882669612765312,
-0.0061902799643576145,
-0.03628942742943764,
0.057183343917131424,
0.001008612453006208,
0.07485152781009674,
-0.02162703312933445,
0.02752864733338356,
-0.02083892934024334,
0.0026942151598632336,
0.02419295161962509,
-0.05564378947019577,
0.029453087598085403,
-0.06286501884460449,
-0.0352080762386322,
0.00822926964610815,
0.05183156952261925,
0.018987802788615227,
0.04805600270628929,
-0.01153747271746397,
0.026117391884326935,
0.04006499424576759,
0.06612740457057953,
0.00389240775257349,
-0.0016884665237739682,
0.012692135758697987,
0.041457924991846085,
0.0010326679330319166,
0.020600665360689163,
0.052528031170368195,
-0.044207122176885605,
-0.07646439224481583,
0.014992299489676952,
-0.016467703506350517,
0.06609074771404266,
-0.0005801955703645945,
-0.027620287612080574,
-0.025915784761309624,
0.02870163880288601,
-0.002957680029794574,
0.08108304440975189,
0.011684096418321133,
-0.024541184306144714,
0.027088776230812073,
0.025072695687413216,
0.005869540385901928,
-0.007894783280789852,
0.032733798027038574,
-0.009113594889640808,
-0.10666892677545547,
0.0022612162865698338,
-0.04175117239356041,
-0.04816596955060959,
-0.037334125488996506,
-0.061582062393426895,
0.03229392692446709,
-0.031890708953142166,
0.046956323087215424,
0.025402599945664406,
0.05208816006779671,
-0.03834216296672821,
0.03645437955856323,
0.05762321501970291,
-0.022525105625391006,
-0.0013493986334651709,
0.056523535400629044,
-0.00989711657166481,
0.015468827448785305,
0.05432417616248131,
-0.012921236455440521,
-0.0105202691629529,
0.006657644174993038,
0.061508748680353165,
0.04490358754992485,
-0.02221352979540825,
0.00751905981451273,
0.008540845476090908,
-0.010071232914924622,
0.01403007935732603,
-0.023679768666625023,
-0.022396808490157127,
0.07100264728069305,
-0.008779109455645084,
-0.04625985771417618,
0.017209986224770546,
-0.013636027462780476,
-0.053517743945121765,
-0.02109552174806595,
-0.02747366391122341,
-0.0771242007613182,
0.04094474017620087,
0.06766695529222488,
0.019189409911632538,
-0.016678474843502045,
0.013608535751700401,
-0.026318999007344246,
0.06825345009565353,
-0.016146963462233543,
-0.030900998041033745,
0.028041832149028778,
-0.0010137672070413828,
-0.0011821556836366653,
0.041201330721378326,
0.02188362553715706,
0.01699921488761902,
-0.06308495998382568,
-0.047946032136678696,
-0.061911966651678085,
-0.025659192353487015,
-0.04461033642292023,
-0.012068984098732471,
-0.07837050408124924,
0.028041832149028778,
-0.028719967231154442,
-0.04457368329167366,
-0.015780402347445488,
0.012353068217635155,
0.0062452638521790504,
-0.039368532598018646,
-0.018502110615372658,
-0.01199567224830389,
-0.008389639668166637,
0.03958846628665924,
0.02437623217701912,
-0.018859505653381348,
-0.01622943952679634,
-0.00996126513928175,
-0.022048577666282654,
0.019775906577706337,
0.0680701732635498,
0.028481703251600266,
-0.0011059798998758197,
0.041457924991846085,
-0.010575252585113049,
-0.01651352271437645,
0.0376090444624424,
-0.0284450463950634,
-0.05707337334752083,
-0.0773441344499588,
0.01681593433022499,
-0.00029439342324621975,
-0.003890116699039936,
0.012536347843706608,
-0.00880201905965805,
0.006937145721167326,
0.0318540558218956,
0.12279756367206573,
0.048605840653181076,
-0.02569584734737873,
0.042704228311777115,
0.028078487142920494,
0.020692305639386177,
0.11392681300640106,
0.016348570585250854,
0.0027033791411668062,
-0.0353180468082428,
0.028023503720760345,
-0.04292416200041771,
0.021517066285014153,
-0.06290167570114136,
0.002804183168336749,
0.053774334490299225,
0.030387815088033676,
-0.04413381218910217,
-0.016091978177428246,
-0.024284591898322105,
0.04050486907362938,
-0.007322033867239952,
-0.017979761585593224,
0.02312992885708809,
0.04563670605421066,
-0.027363695204257965,
0.0040161218494176865,
0.016522686928510666,
-0.06015247851610184,
-0.004506395664066076,
0.04662641882896423,
-0.02465115301311016,
-0.04343734681606293,
-0.0023310917895287275,
0.002568210242316127,
0.05736662074923515,
0.06656727194786072,
0.033778492361307144,
0.04640648141503334,
0.0410180501639843,
0.008554591797292233,
0.06546759605407715,
0.0052372245118021965,
0.015578795224428177,
-0.005484652239829302,
-0.023881375789642334,
0.007234975695610046,
-0.0093610230833292,
0.07166245579719543,
0.03533637151122093,
-0.03198235109448433,
-0.07125924527645111,
-0.0020263888873159885,
-0.015587959438562393,
-0.0021753038745373487,
0.05516726151108742,
-0.043217409402132034,
0.0022383062168955803,
0.021535392850637436,
-0.03282543644309044,
0.07243223488330841,
-0.018465453758835793,
0.029453087598085403,
0.022653400897979736,
0.02221352979540825,
0.06403801590204239,
0.02281835302710533,
-0.027308711782097816,
0.030186206102371216,
0.04457368329167366,
0.030296174809336662,
-0.010703548789024353,
0.00612613232806325,
0.049705520272254944,
-0.032935407012701035,
-0.050108738243579865,
0.01380097959190607,
0.011564964428544044,
0.012114804238080978,
-0.015477991662919521,
-0.051868222653865814,
-0.019775906577706337,
-0.05787980556488037,
-0.02897655963897705,
-0.01297621987760067,
-0.010831844992935658,
-0.016220275312662125,
-0.005177658516913652,
0.0022875627037137747,
0.036014508455991745,
-0.04318075627088547,
0.030571093782782555,
0.027895206585526466,
-0.021187162026762962,
-0.005883286241441965,
-0.03053443878889084,
0.027162088081240654,
0.013975095935165882,
-0.005768736358731985,
-0.0033150759991258383,
-0.007706921547651291,
0.01946433074772358,
-0.034108396619558334,
-0.006327739916741848,
0.046113234013319016,
0.020454041659832,
-0.014543263241648674,
0.0175765473395586,
-0.05370102450251579,
0.04098139703273773,
-0.009278547018766403,
0.03361354023218155,
-0.029214823618531227,
0.039478499442338943,
-0.03650936484336853,
-0.08841424435377121,
0.0176865141838789,
-0.02195693738758564,
0.05403092876076698,
0.030644405633211136,
0.03053443878889084,
-0.016366899013519287,
0.07939687371253967,
-0.015193907544016838,
-0.028335079550743103,
-0.05886951833963394,
-0.07166245579719543,
-0.019904201850295067,
-0.010227020829916,
0.05828302353620529,
-0.011693260632455349,
-0.010914321057498455,
0.07085602730512619,
0.057843148708343506,
-0.009273964911699295,
0.019116098061203957,
-0.03126755729317665,
-0.07807725667953491,
0.020948898047208786,
-0.02274504117667675,
0.0069508920423686504,
-0.057513244450092316,
0.027180416509509087,
-0.011555800214409828,
0.06576084345579147,
-0.03390679135918617,
-0.011060944758355618,
-0.0034639909863471985,
-0.016751786693930626,
0.011354192160069942,
0.006176534108817577,
0.023753080517053604,
-0.015707090497016907,
-0.0007898220210336149,
0.019574297592043877,
0.015468827448785305,
-0.028609998524188995,
0.052198126912117004,
-0.014460787177085876,
0.00567251443862915,
0.009136505424976349,
-0.0119590163230896,
-0.03557463735342026,
0.011363356374204159,
0.02976466342806816,
0.06293833255767822,
-0.04189779609441757,
-0.013122843578457832,
0.029013214632868767,
-0.028756622225046158,
0.023221569135785103,
-0.017668185755610466,
0.05157497525215149,
-0.0034021339379251003,
0.00560378422960639,
0.07015956193208694,
0.026978807523846626,
0.01376432366669178,
0.01019036490470171,
-0.026593919843435287,
0.0045132688246667385,
-0.025659192353487015,
-0.04955889657139778,
0.000051010531024076045,
0.04259425774216652,
0.01140001229941845,
0.08951392769813538,
0.028939902782440186,
0.02307494543492794,
-0.08218272775411606,
0.028463374823331833,
-0.048275936394929886,
-0.04002834111452103,
-0.010694384574890137,
0.016632655635476112,
-0.010996796190738678,
0.006822595838457346,
0.0006191425491124392,
-0.03440164402127266,
-0.012829596176743507,
-0.03170742839574814,
-0.06297498941421509,
-0.009979592636227608,
-0.013159499503672123,
-0.034236691892147064,
-0.008055153302848339,
0.03495148569345474,
0.013186992146074772,
-0.03275212645530701,
-0.036142803728580475,
-0.024981055408716202,
0.01946433074772358,
0.017155002802610397,
0.06257177144289017,
-0.011601620353758335,
-0.027382023632526398,
-0.05480070412158966,
-0.029874630272388458,
-0.00006024612230248749,
0.004116925876587629,
-0.001084215473383665,
0.04222770035266876,
-0.0031867800280451775,
-0.01763153076171875,
-0.0444270595908165,
-0.009805477224290371,
-0.025787487626075745,
0.012838760390877724,
-0.045453425496816635,
0.020985553041100502,
-0.005658768117427826,
0.08152291923761368,
0.028335079550743103,
-0.005594620481133461,
-0.061765339225530624,
0.030900998041033745,
0.01602783054113388,
-0.004437665455043316,
-0.013636027462780476,
0.027235399931669235,
-0.03944184258580208,
-0.030241191387176514,
0.029416430741548538,
0.03363186866044998,
-0.0003934791311621666,
0.02549424022436142,
-0.04142126813530922,
-0.03159746155142784,
0.03244055062532425,
-0.0170725267380476,
-0.01497397106140852,
0.023954689502716064,
-0.06235183775424957,
-0.005434250459074974,
-0.09486570209264755,
-0.004870664328336716,
0.03357688710093498,
0.06037241220474243,
0.045196834951639175,
0.038378819823265076,
-0.029929615557193756,
0.10454288125038147,
0.04600326716899872,
-0.0049027386121451855,
0.009273964911699295,
0.04006499424576759,
0.019959185272455215,
-0.02773025631904602,
0.00006035351179889403,
0.040284931659698486,
-0.026758871972560883,
0.024816105142235756,
0.0453801155090332,
-0.00989711657166481,
-0.06744702160358429,
-0.007299123797565699,
-0.003120341105386615,
-0.05183156952261925,
0.038048915565013885,
-0.06462451070547104,
0.06777692586183548,
0.015514647588133812,
0.04816596955060959,
-0.04116467386484146,
-0.01870371773838997,
-0.0410180501639843,
0.03363186866044998,
-0.028756622225046158,
-0.012618823908269405,
-0.09581875801086426,
0.04083476960659027,
0.05183156952261925,
-0.001727413502521813,
-0.04186113923788071,
-0.004135253839194775,
0.00976882129907608,
-0.013553551398217678,
-0.0014685305068269372,
0.0041306717321276665,
0.026373984292149544,
-0.07444830983877182,
0.02017912268638611,
0.021407097578048706,
0.07895699888467789,
-0.04490358754992485,
-0.0021397932432591915,
0.012536347843706608,
0.00907235685735941,
0.037004221230745316,
-0.021810313686728477,
0.0006025328184477985,
-0.005924524273723364,
-0.007674847729504108,
0.04523349180817604,
-0.013599371537566185,
-0.06070231646299362,
0.024816105142235756,
0.032220613211393356,
0.024229608476161957,
-0.003017246024683118,
-0.04955889657139778,
0.03498814254999161,
-0.08540845662355423,
0.03511643782258034,
0.03605116531252861,
-0.055020637810230255,
0.0740450993180275,
-0.0130770243704319,
0.044280435889959335,
0.009906280785799026,
0.006593496073037386,
-0.045783329755067825,
-0.013022040016949177,
-0.004834008403122425,
0.012701299972832203,
-0.049852143973112106,
-0.004774442408233881,
0.0067996857687830925,
-0.007377017755061388,
0.044537026435136795,
0.019372690469026566,
-0.04006499424576759,
0.02221352979540825,
0.001570480060763657,
-0.015468827448785305,
0.017970599234104156,
0.0014983135042712092,
-0.05553382262587547,
-0.023698097094893456,
-0.07162579894065857,
-0.026062408462166786,
-0.03841547667980194,
-0.02221352979540825,
0.04351065680384636,
-0.05388430505990982,
-0.020747289061546326,
0.050035424530506134,
-0.003134086960926652,
-0.02327655255794525,
-0.003140960121527314,
0.010602744296193123,
-0.027950191870331764,
0.03387013450264931,
-0.024302920326590538,
0.01697172224521637,
0.016348570585250854,
-0.003035573987290263,
-0.028133470565080643,
0.007491567637771368,
-0.034768205136060715,
-0.05201484635472298,
-0.020032497122883797,
-0.006185698322951794,
0.00578706432133913,
0.004307078663259745,
0.01311368029564619,
0.04633317142724991,
0.01895114593207836,
-0.018254682421684265,
0.005777900107204914,
-0.0579531192779541,
-0.06139878183603287,
0.030039582401514053,
-0.02890324778854847,
0.03370518237352371,
-0.07056277990341187,
-0.016220275312662125,
0.005058526527136564,
0.009003627113997936,
-0.03551965206861496,
-0.04966886341571808,
0.055937040597200394,
-0.08841424435377121,
0.002101991791278124,
-0.047286223620176315,
-0.0010653146309778094,
-0.030296174809336662,
0.043034132570028305,
-0.07558465003967285,
-0.06286501884460449,
0.028591671958565712,
0.024412889033555984,
-0.040284931659698486,
0.050292015075683594,
-0.0052463882602751255,
0.02182864211499691,
-0.02241513691842556,
-0.042704228311777115,
-0.000015679026546422392,
-0.00970467273145914,
-0.04662641882896423,
0.0034937739837914705,
-0.009988756850361824,
0.022653400897979736,
-0.02419295161962509,
0.004714876413345337,
-0.04175117239356041,
0.08218272775411606,
-0.049522239714860916,
0.06081228703260422,
0.014451623894274235,
0.035098109394311905,
-0.01608281582593918,
-0.027052119374275208,
0.06777692586183548,
0.046699728816747665,
0.020270761102437973,
0.0012233935995027423,
0.03112093359231949,
0.01248136442154646,
0.03233058378100395,
-0.03134087100625038,
0.04123798757791519,
-0.01852043904364109,
-0.013122843578457832,
-0.004291041754186153,
-0.014818183146417141,
-0.030241191387176514,
-0.0015051865484565496,
0.050108738243579865,
0.059675950556993484,
-0.028756622225046158,
0.017649859189987183,
0.00778481550514698,
-0.002060753758996725,
-0.025475911796092987,
-0.018786193802952766,
0.054764047265052795,
0.009576377458870411,
-0.029343118891119957,
-0.02300163358449936,
0.05271131172776222,
0.05740327760577202,
0.02378973737359047,
-0.04035824537277222,
-0.01549631915986538,
-0.026557262986898422,
0.013599371537566185,
-0.013617699965834618,
-0.010813516564667225,
-0.009777984581887722,
0.03099263831973076,
0.007816889323294163,
-0.040798116475343704,
-0.029324790462851524,
-0.0352630615234375,
-0.047102946788072586,
-0.0036793448962271214,
-0.039845060557127,
-0.001482276595197618,
-0.0199225302785635,
0.007454911712557077,
0.016266094520688057,
-0.015505483373999596,
-0.026777200400829315,
0.03366852551698685,
-0.0063506499864161015,
0.03368685394525528,
-0.010575252585113049,
-0.026318999007344246,
-0.03564794734120369,
0.005049362313002348,
0.04651644825935364,
0.028133470565080643,
0.004501813556998968,
-0.02254343219101429,
0.05949266999959946,
0.08856087177991867,
0.021077193319797516,
-0.0021397932432591915,
0.013370271772146225,
-0.035299718379974365,
0.0008264780044555664,
0.009200653061270714,
0.018428798764944077,
-0.016861755400896072,
-0.05989588424563408,
-0.00928771123290062,
-0.038892004638910294,
-0.006763029843568802,
-0.04156789183616638,
0.026099063456058502,
0.052931249141693115,
-0.0051226746290922165
] |
22,586 | salem.gis | to_geometry | Makes a geometrical representation of the grid (e.g. for drawing).
This can come also handy when doing shape-to-raster operations.
TODO: currently returns one polygon for each grid point, but this
could do more.
Returns
-------
a geopandas.GeoDataFrame
| def to_geometry(self, to_crs=None):
"""Makes a geometrical representation of the grid (e.g. for drawing).
This can come also handy when doing shape-to-raster operations.
TODO: currently returns one polygon for each grid point, but this
could do more.
Returns
-------
a geopandas.GeoDataFrame
"""
from geopandas import GeoDataFrame
from shapely.geometry import Polygon
out = GeoDataFrame()
geoms = []
ii = []
jj = []
xx = self.corner_grid.x0 + np.arange(self.nx+1) * self.dx
yy = self.corner_grid.y0 + np.arange(self.ny+1) * self.dy
for j, (y0, y1) in enumerate(zip(yy[:-1], yy[1:])):
for i, (x0, x1) in enumerate(zip(xx[:-1], xx[1:])):
coords = [(x0, y0), (x1, y0), (x1, y1), (x0, y1), (x0, y0)]
geoms.append(Polygon(coords))
jj.append(j)
ii.append(i)
out['j'] = jj
out['i'] = ii
out.set_geometry(geoms, crs=self.proj.srs, inplace=True)
if check_crs(to_crs):
transform_geopandas(out, to_crs=to_crs, inplace=True)
return out
| (self, to_crs=None) | [
-0.007974626496434212,
-0.020563112571835518,
-0.0019515916937962174,
0.032890353351831436,
-0.06471801549196243,
-0.018331456929445267,
-0.03255383297801018,
0.0221925750374794,
-0.013726453296840191,
-0.036521222442388535,
0.030180485919117928,
0.00470684515312314,
-0.04130334034562111,
0.020173458382487297,
-0.01722448505461216,
-0.023343825712800026,
-0.027683157473802567,
-0.03673376142978668,
0.007934775203466415,
-0.013513914309442043,
0.009192295372486115,
-0.08784930408000946,
0.07353836297988892,
0.02259994111955166,
0.00944911316037178,
0.007443279959261417,
-0.002490687184035778,
0.02628394402563572,
0.03985099494457245,
-0.028303060680627823,
-0.04247230291366577,
-0.02771857939660549,
0.0073148710653185844,
0.0022958600893616676,
0.04116164892911911,
-0.011857884004712105,
0.015116809867322445,
0.05348888784646988,
0.0122829619795084,
-0.02904694527387619,
-0.05703119933605194,
-0.02858644537627697,
-0.032695524394512177,
0.01673741638660431,
0.02449507638812065,
-0.01333679910749197,
0.00027798835071735084,
0.0026567329186946154,
-0.030286755412817,
0.02265307493507862,
-0.02107674814760685,
0.01804807223379612,
-0.019730670377612114,
0.021253863349556923,
-0.00805432815104723,
-0.028179079294204712,
0.0030065360479056835,
0.04558953642845154,
0.03476777672767639,
-0.045022767037153244,
-0.06156535819172859,
0.01909305341541767,
-0.015949252992868423,
-0.04162214696407318,
0.009891902096569538,
0.00778865534812212,
-0.06454090029001236,
-0.04296822473406792,
0.048706769943237305,
0.02963142655789852,
-0.01247778907418251,
0.05267415568232536,
0.0706336721777916,
-0.01000702753663063,
-0.040276069194078445,
0.06999605894088745,
-0.008736222982406616,
0.024087712168693542,
0.04392465204000473,
-0.051080118864774704,
-0.049238115549087524,
0.03719425946474075,
0.00015359236567746848,
0.01679055206477642,
0.027913406491279602,
-0.003323130076751113,
0.02805509977042675,
0.06149451062083244,
-0.03069412149488926,
-0.07963114231824875,
0.04016980156302452,
0.018986783921718597,
0.004363683983683586,
-0.017313042655587196,
0.029560580849647522,
-0.06177789717912674,
-0.018136629834771156,
0.047714922577142715,
-0.06415124237537384,
-0.010812902823090553,
-0.02047455497086048,
-0.005428590811789036,
-0.06528478115797043,
0.02812594547867775,
-0.008780501782894135,
-0.020332861691713333,
0.06818947941064835,
-0.01983693800866604,
-0.05302838981151581,
0.0020578610710799694,
-0.08636152744293213,
0.07205059379339218,
0.0221925750374794,
-0.04233061149716377,
-0.0054994369857013226,
-0.021909190341830254,
-0.017162494361400604,
-0.029684562236070633,
0.0027010117191821337,
-0.055755969136953354,
-0.02621309831738472,
0.07013774663209915,
0.027771715074777603,
0.02213944122195244,
-0.013708741404116154,
0.01761413924396038,
0.004022736568003893,
-0.002302501816302538,
-0.0123538076877594,
-0.05901489406824112,
0.024052288383245468,
0.005623417906463146,
-0.024937866255640984,
0.005114210769534111,
0.030286755412817,
-0.0038810439873486757,
0.0180746391415596,
-0.026496483013033867,
-0.008510400541126728,
0.012035000137984753,
0.03466150909662247,
-0.05221365764737129,
0.028338484466075897,
0.018915938213467598,
-0.00012695585610345006,
0.05405565723776817,
-0.009077170863747597,
0.01756100356578827,
-0.04055945575237274,
-0.05302838981151581,
-0.0030973078683018684,
-0.03156198561191559,
0.04558953642845154,
-0.022281132638454437,
0.0020191168878227472,
-0.035068873316049576,
0.014009837992489338,
-0.006889794021844864,
0.08338598906993866,
0.021838344633579254,
-0.026124540716409683,
0.05497666075825691,
-0.032695524394512177,
0.049238115549087524,
-0.032376717776060104,
0.014638598076999187,
0.016480600461363792,
-0.11370816826820374,
0.0016870254185050726,
-0.014151530340313911,
-0.0007361363968811929,
0.049096424132585526,
-0.026514194905757904,
0.04031149297952652,
-0.05302838981151581,
0.04612088203430176,
0.03195163980126381,
0.042118072509765625,
-0.03666291385889053,
0.028887541964650154,
0.022227998822927475,
-0.0077620879746973515,
0.006460289005190134,
0.07778913527727127,
0.012575202621519566,
0.007939203642308712,
0.031845372170209885,
-0.05030081048607826,
0.0019980845972895622,
0.0057562547735869884,
0.020067188888788223,
-0.003622012445703149,
-0.021289285272359848,
0.0018641408532857895,
0.0023667062632739544,
-0.027559176087379456,
0.009759065695106983,
0.02075793966650963,
-0.08253583312034607,
0.08614899218082428,
-0.03871745243668556,
-0.015497608110308647,
0.044881075620651245,
-0.012734605930745602,
-0.016392040997743607,
-0.005663268733769655,
-0.027311213314533234,
-0.0672684758901596,
0.015161088667809963,
0.060821469873189926,
0.05922743305563927,
-0.02265307493507862,
-0.03443125635385513,
0.023591788485646248,
0.019518131390213966,
0.00803218875080347,
-0.01838459074497223,
0.01802150532603264,
0.04268484190106392,
0.038504913449287415,
-0.011432806961238384,
-0.0028294206131249666,
-0.036592066287994385,
-0.05557885020971298,
0.021962326020002365,
-0.04728984460234642,
0.01935872621834278,
0.0007422247435897589,
0.015001685358583927,
-0.0893370732665062,
0.030127350240945816,
-0.09210007637739182,
-0.003520171158015728,
-0.04966319352388382,
0.0005451837205328047,
-0.026390213519334793,
-0.021501824259757996,
-0.030463870614767075,
-0.006402726285159588,
-0.006367302965372801,
0.013956703245639801,
0.015391339547932148,
-0.014576607383787632,
0.012451221235096455,
-0.03333314135670662,
-0.0055525717325508595,
-0.026850713416934013,
0.05207196623086929,
0.049769461154937744,
0.017410455271601677,
-0.009776776656508446,
-0.0034094739239662886,
-0.021360132843255997,
0.0029755409341305494,
-0.02865729294717312,
-0.07771829515695572,
-0.04233061149716377,
-0.005313465837389231,
-0.021236151456832886,
0.0021674511954188347,
0.037973567843437195,
0.00022568392159882933,
0.023627210408449173,
0.009360555559396744,
0.08260668069124222,
-0.01690567657351494,
-0.029454311355948448,
0.02490244247019291,
0.04420803487300873,
0.04519988223910332,
-0.034218721091747284,
0.0022349765058606863,
0.029082369059324265,
-0.017844390124082565,
0.03634410724043846,
-0.03271323814988136,
-0.0060794902965426445,
-0.037513069808483124,
-0.0025438216980546713,
0.002736434806138277,
0.015931541100144386,
-0.0470418818295002,
-0.026921559125185013,
-0.008262439630925655,
-0.013513914309442043,
-0.004080298822373152,
0.0013361152959987521,
0.022741634398698807,
0.03273094817996025,
-0.024548212066292763,
-0.0376901850104332,
0.028427042067050934,
-0.03347483277320862,
-0.0013372221728786826,
0.014036405831575394,
0.004469953011721373,
0.02635478973388672,
-0.06694966554641724,
0.018083496019244194,
0.0030220337212085724,
0.055543430149555206,
0.03409473970532417,
0.01935872621834278,
0.03588360548019409,
0.013283664360642433,
0.02628394402563572,
-0.05816473811864853,
-0.015639301389455795,
0.004848537500947714,
0.0053843120113015175,
-0.017932947725057602,
-0.002044577384367585,
0.012566346675157547,
-0.011751615442335606,
0.02075793966650963,
-0.03338627517223358,
0.007447707932442427,
-0.05072588473558426,
0.010821758769452572,
0.018862804397940636,
-0.06152993440628052,
0.00018956896383315325,
0.05012369528412819,
-0.018101206049323082,
0.049167271703481674,
0.03386448696255684,
-0.009063887409865856,
0.027913406491279602,
0.05313465744256973,
0.052922118455171585,
-0.0010527303675189614,
0.04498734325170517,
0.039744723588228226,
0.05093842372298241,
0.01695881225168705,
-0.002521682297810912,
0.041586726903915405,
0.01586955040693283,
-0.02417626976966858,
-0.05770424008369446,
-0.0075938282534480095,
0.055295467376708984,
-0.007996765896677971,
-0.028568733483552933,
-0.04509361460804939,
-0.0011601067380979657,
-0.05462242662906647,
-0.030534716323018074,
-0.002025758847594261,
-0.008838064968585968,
-0.010157575830817223,
-0.044881075620651245,
-0.016152935102581978,
0.015099098905920982,
-0.030658697709441185,
0.0802687555551529,
0.0016228209715336561,
0.009192295372486115,
0.012646048329770565,
-0.021714363247156143,
0.06500139832496643,
-0.02311357669532299,
0.05869608372449875,
-0.008784930221736431,
-0.03793814405798912,
-0.01676398515701294,
-0.03127860277891159,
0.01498397346585989,
-0.013664462603628635,
0.0035245988983660936,
0.013779588043689728,
-0.005495009012520313,
0.024813884869217873,
0.009555382654070854,
-0.022688498720526695,
0.038363222032785416,
-0.04155130311846733,
-0.02020888216793537,
-0.07389260083436966,
-0.031721390783786774,
0.008953189477324486,
-0.035068873316049576,
0.05455158278346062,
0.015231935307383537,
0.0424368791282177,
-0.06988978385925293,
0.018278323113918304,
-0.01664000377058983,
-0.005579139105975628,
-0.05681866034865379,
-0.07162551581859589,
0.021112170070409775,
0.003542310558259487,
0.06861455738544464,
-0.003010964021086693,
-0.012761173769831657,
0.0660286694765091,
0.03301433473825455,
0.06152993440628052,
0.03328000754117966,
-0.025238962844014168,
-0.07116501778364182,
0.06942928582429886,
0.009980459697544575,
-0.008634381927549839,
-0.00408915476873517,
0.04509361460804939,
-0.050088271498680115,
0.04902557656168938,
-0.03450210392475128,
0.01254863478243351,
0.042649418115615845,
-0.019854649901390076,
0.01957126520574093,
-0.022086305543780327,
0.032359007745981216,
0.007673530373722315,
0.02259994111955166,
0.012460077181458473,
0.0561101995408535,
0.020509978756308556,
0.02699240669608116,
-0.04222434014081955,
0.049556925892829895,
0.028692714869976044,
-0.020102612674236298,
-0.004697989206761122,
-0.004441171884536743,
0.0010815117275342345,
0.06677255034446716,
-0.05051334947347641,
-0.026124540716409683,
-0.013195106759667397,
-0.0027541464660316706,
0.010609219782054424,
-0.006230038590729237,
0.013407645747065544,
0.03466150909662247,
-0.0004840235342271626,
0.041586726903915405,
0.07686813920736313,
0.02279476821422577,
-0.0351751446723938,
-0.0586252398788929,
0.046333421021699905,
-0.029348041862249374,
-0.018455438315868378,
-0.002408771077170968,
-0.017339609563350677,
-0.012043856084346771,
0.10223107784986496,
0.06117570400238037,
0.026230810210108757,
-0.04966319352388382,
0.006398298311978579,
-0.033758219331502914,
0.005773966200649738,
-0.006624120753258467,
-0.0075938282534480095,
0.049486078321933746,
0.025858866050839424,
0.011973009444773197,
0.01432864647358656,
-0.000443065568106249,
0.0016139652580022812,
-0.05051334947347641,
0.022564517334103584,
-0.026248520240187645,
-0.049556925892829895,
-0.018101206049323082,
0.07127128541469574,
-0.05830642953515053,
-0.032695524394512177,
-0.038044415414333344,
0.044810228049755096,
0.026974694803357124,
-0.05168231204152107,
0.04286195710301399,
0.04636884480714798,
-0.018880514428019524,
-0.06907505542039871,
0.016223782673478127,
0.012176692485809326,
0.02754146419465542,
-0.023414673283696175,
0.055755969136953354,
0.0012851945357397199,
-0.003223502542823553,
-0.06659543514251709,
-0.03528141230344772,
-0.01729533076286316,
0.028019675984978676,
-0.03129631280899048,
0.023662634193897247,
0.005632273852825165,
0.09542984515428543,
0.04371211305260658,
-0.02800196409225464,
-0.03818610683083534,
0.0034094739239662886,
0.029560580849647522,
0.02121843956410885,
-0.041976381093263626,
0.04473938047885895,
0.014665165916085243,
-0.027435194700956345,
0.004503162112087011,
0.056216467171907425,
-0.028072811663150787,
0.008320001885294914,
-0.026567328721284866,
-0.028338484466075897,
0.02515040524303913,
-0.002645663218572736,
-0.020651670172810555,
0.027771715074777603,
-0.026000559329986572,
-0.023875173181295395,
-0.10251446813344955,
0.020456843078136444,
-0.008497117087244987,
0.030587852001190186,
0.01695881225168705,
0.054161928594112396,
-0.03074725531041622,
0.06624120473861694,
0.07360921055078506,
0.049238115549087524,
0.04392465204000473,
0.007850646041333675,
0.008966473862528801,
-0.005043364595621824,
0.04984030872583389,
0.026531904935836792,
0.013345655053853989,
-0.00429505156353116,
0.017047369852662086,
-0.044420573860406876,
-0.01817205362021923,
-0.04314534366130829,
-0.021590381860733032,
-0.010998873971402645,
0.005233763717114925,
-0.06425751000642776,
0.01046752743422985,
0.0053488886915147305,
0.03076496720314026,
-0.02306044101715088,
0.04881303757429123,
-0.016268061473965645,
0.0635136291384697,
0.025929713621735573,
0.03669833764433861,
-0.01673741638660431,
0.0291000809520483,
0.0587669312953949,
-0.012229827232658863,
-0.007199746090918779,
-0.02160809375345707,
-0.00757168885320425,
-0.012610625475645065,
-0.03227045014500618,
0.06106943264603615,
0.08317345380783081,
-0.07587628811597824,
0.03871745243668556,
0.039496760815382004,
0.10449816286563873,
-0.02904694527387619,
-0.029489735141396523,
0.025788020342588425,
-0.0046935612335801125,
-0.001772262272424996,
-0.05214281007647514,
-0.006500139832496643,
-0.0022427253425121307,
-0.029542868956923485,
-0.006805663928389549,
-0.0005374349420890212,
-0.03662749007344246,
-0.007952487096190453,
-0.0235209409147501,
0.028161369264125824,
-0.027877984568476677,
-0.020775651559233665,
0.018083496019244194,
-0.08289006352424622,
0.042507726699113846,
0.04105537757277489,
-0.069783516228199,
0.07729321718215942,
0.013230529613792896,
0.08650322258472443,
0.0028537739999592304,
-0.0220508836209774,
0.00918344035744667,
-0.056676968932151794,
-0.03345712274312973,
0.020297439768910408,
-0.023219846189022064,
-0.042259763926267624,
0.04881303757429123,
-0.019323304295539856,
0.012628337368369102,
0.019588977098464966,
-0.04491649568080902,
-0.00882035307586193,
-0.017189061269164085,
-0.021643517538905144,
0.00967936310917139,
0.054161928594112396,
-0.00716432323679328,
0.004578436259180307,
-0.0583418533205986,
-0.02548692375421524,
-0.037583913654088974,
-0.08395276218652725,
0.004381395410746336,
-0.023822037503123283,
-0.03439583629369736,
0.009821055456995964,
0.01836688071489334,
-0.01630348339676857,
-0.004786547273397446,
-0.002789569552987814,
-0.033882200717926025,
0.07240482419729233,
-0.02996794693171978,
-0.013292520307004452,
0.06390327960252762,
-0.0007903780206106603,
-0.07375090569257736,
0.024070000275969505,
-0.04523530602455139,
-0.03351025655865669,
-0.0209350548684597,
-0.026974694803357124,
0.03903626278042793,
0.003095093881711364,
0.021395554766058922,
-0.0028936248272657394,
0.004011666867882013,
0.027045540511608124,
-0.05370142683386803,
-0.031455717980861664,
-0.09769692271947861,
0.03496260568499565,
-0.05398481339216232,
0.005273614544421434,
-0.055826812982559204,
-0.020509978756308556,
0.040276069194078445,
0.031969353556632996,
-0.02233426831662655,
0.001975945197045803,
0.0843069925904274,
-0.07084620743989944,
-0.010423248633742332,
0.0073502943851053715,
0.0028382763266563416,
0.04753780737519264,
-0.02192690223455429,
0.017941802740097046,
-0.05731458589434624,
0.0023268552031368017,
-0.001778904115781188,
-0.0011800321517512202,
0.05076130852103233,
0.01787981204688549,
0.07208602130413055,
-0.0026412352453917265,
-0.01736617647111416,
-0.03485633432865143,
0.0002789569552987814,
-0.028940677642822266,
-0.004425674211233854,
-0.015975819900631905,
-0.0036286544054746628,
-0.03242985159158707,
0.01989007368683815,
-0.023166710510849953,
0.09691761434078217,
-0.07892268151044846,
0.03143800422549248,
0.02601827122271061,
-0.011866739951074123,
0.013124260120093822,
-0.024317961186170578,
0.09153330326080322,
0.01494855061173439,
0.012203259393572807,
0.04891930893063545,
0.021289285272359848,
0.04576665163040161,
0.02107674814760685,
-0.025788020342588425,
-0.0057606822811067104,
-0.061671625822782516,
-0.0076336790807545185,
0.035989873111248016,
-0.008461694233119488,
-0.03156198561191559,
0.011627634055912495,
0.07963114231824875,
0.07251109927892685,
-0.027027828618884087,
-0.002137562958523631,
0.014842281118035316,
0.004385823383927345,
-0.03907168656587601,
-0.029684562236070633,
0.050619617104530334,
0.00783736165612936,
-0.01630348339676857,
-0.015045964159071445,
0.0016604580450803041,
0.028869830071926117,
0.062132127583026886,
-0.021838344633579254,
-0.04629799723625183,
0.034944891929626465,
-0.018296033143997192,
0.02449507638812065,
-0.0168171189725399,
0.008426271378993988,
0.036910876631736755,
-0.007337010465562344,
-0.017800109460949898,
-0.012654904276132584,
-0.0561101995408535,
-0.05543715879321098,
-0.02904694527387619,
0.018650265410542488,
0.045022767037153244,
0.015417906455695629,
0.015072531066834927,
0.0009968283120542765,
-0.03149114176630974,
-0.09011638164520264,
0.016808263957500458,
-0.01754329353570938,
0.001710271812044084,
-0.021448690444231033,
0.0009940608870238066,
-0.010804046876728535,
-0.005561427678912878,
0.04973404109477997,
-0.01843772642314434,
-0.008483833633363247,
-0.021165305748581886,
0.018127774819731712,
0.028816696256399155,
0.03505116328597069,
-0.026638174429535866,
-0.015949252992868423,
0.0122829619795084,
-0.014027549885213375,
0.005720831453800201,
-0.05419735237956047,
-0.04583749920129776,
-0.057066623121500015,
0.06677255034446716,
-0.04796288534998894,
0.031987063586711884,
-0.0074654193595051765,
0.0110608646646142,
0.007399001158773899,
0.015639301389455795
] |
22,587 | salem.gis | to_json | Serialize this grid to a json file.
Parameters
----------
fpath : str, required
the path to the file to create
See Also
--------
from_json : read a json file
| def to_json(self, fpath):
"""Serialize this grid to a json file.
Parameters
----------
fpath : str, required
the path to the file to create
See Also
--------
from_json : read a json file
"""
import json
with open(fpath, 'w') as fp:
json.dump(self.to_dict(), fp)
| (self, fpath) | [
-0.009202880784869194,
-0.03532802313566208,
-0.020510263741016388,
-0.02439151518046856,
-0.015611260198056698,
-0.012963383458554745,
-0.06713704764842987,
0.06020253896713257,
-0.04288352653384209,
-0.027013517916202545,
0.034776024520397186,
-0.031636521220207214,
-0.010764007456600666,
0.009366756305098534,
-0.004286627750843763,
-0.0049981907941401005,
0.04674753174185753,
-0.04512602835893631,
0.004023564979434013,
0.05085303261876106,
0.0036591587122529745,
-0.06068554148077965,
0.054234035313129425,
0.058615539222955704,
0.017940010875463486,
-0.007805630099028349,
0.012333758175373077,
0.018198762089014053,
0.05433753505349159,
-0.029204269871115685,
-0.06472203880548477,
-0.06596404314041138,
0.014731509611010551,
0.059650540351867676,
-0.011393632739782333,
0.017871011048555374,
-0.007085442077368498,
0.010134381242096424,
-0.07438205182552338,
-0.001963266870006919,
0.0028484081849455833,
0.06827554106712341,
-0.04802403226494789,
-0.00849994271993637,
0.06613654643297195,
0.020113512873649597,
-0.013687883503735065,
-0.002315813908353448,
0.023046014830470085,
0.013687883503735065,
-0.015611260198056698,
-0.029842520132660866,
-0.03272327035665512,
0.04374602809548378,
-0.03901952505111694,
-0.028238268569111824,
0.028790269047021866,
-0.021683264523744583,
0.0037087523378431797,
-0.018992261961102486,
-0.05533803626894951,
-0.026202766224741936,
0.0643080398440361,
-0.026358017697930336,
-0.012989258393645287,
0.02625451795756817,
-0.08845806121826172,
-0.008085942827165127,
0.00992738176137209,
0.020044513046741486,
0.024891765788197517,
-0.026996267959475517,
0.0688275471329689,
0.022994264960289,
-0.019734013825654984,
0.07100104540586472,
-0.05413053557276726,
-0.017517386004328728,
-0.029928769916296005,
-0.03142952173948288,
0.0007767895585857332,
-0.03029101900756359,
0.0030510956421494484,
-0.02737576700747013,
-0.01992376334965229,
-0.021441763266921043,
0.06799954175949097,
0.03044627048075199,
-0.02916976995766163,
-0.029204269871115685,
0.031722769141197205,
0.032516270875930786,
-0.02715151757001877,
-0.0034737209789454937,
0.044919028878211975,
-0.08838906139135361,
0.014973009936511517,
0.008482692763209343,
-0.03563852235674858,
-0.001977282576262951,
-0.03629402443766594,
-0.026392517611384392,
0.003389627207070589,
0.012989258393645287,
0.004183127544820309,
-0.0751410499215126,
-0.0025724079459905624,
0.004075315315276384,
-0.07769405096769333,
0.020268762484192848,
-0.05751153826713562,
0.08135105669498444,
0.0045151906087994576,
-0.01637888513505459,
0.09570306539535522,
-0.016154635697603226,
0.004140002653002739,
0.015300760045647621,
0.06996604800224304,
-0.03460352122783661,
0.011609257198870182,
0.04278002679347992,
0.03513827174901962,
0.05968504026532173,
0.009461631067097187,
0.03399977087974548,
-0.007559817284345627,
0.025944016873836517,
0.08376605808734894,
-0.025944016873836517,
0.023684265092015266,
-0.03801902383565903,
-0.018819762393832207,
-0.01944076269865036,
0.06986254453659058,
0.02285626530647278,
-0.0017886105924844742,
-0.008215317502617836,
0.05016303434967995,
0.04074452817440033,
0.04447053000330925,
-0.05865003913640976,
-0.007167379837483168,
-0.02309776470065117,
0.06965554505586624,
0.016180509701371193,
-0.015663010999560356,
0.017353510484099388,
-0.05361303687095642,
-0.0691380426287651,
0.008784567937254906,
0.01348088402301073,
0.007085442077368498,
-0.06534304469823837,
0.033741023391485214,
-0.03177452087402344,
-0.013187633827328682,
0.018733512610197067,
0.01975126378238201,
-0.013601633720099926,
0.0129978833720088,
0.05340603366494179,
0.031464021652936935,
0.04181402921676636,
-0.029635518789291382,
0.018026262521743774,
-0.014921260066330433,
-0.03705302253365517,
-0.032447271049022675,
-0.004340534098446369,
-0.012282008305191994,
-0.044436030089855194,
-0.058857038617134094,
0.026306267827749252,
-0.023943016305565834,
-0.0008765162201598287,
0.049783531576395035,
0.039985526353120804,
0.04409102723002434,
0.06717154383659363,
-0.012808132916688919,
-0.006287629250437021,
0.0276345182210207,
0.07707305252552032,
0.048955533653497696,
-0.0032386896200478077,
0.03070501983165741,
-0.004004159010946751,
0.03377552330493927,
0.05150853469967842,
0.06230704113841057,
0.04122752696275711,
-0.025564515963196754,
-0.0009983443887904286,
0.0336720235645771,
-0.06082354113459587,
0.023270266130566597,
-0.02309776470065117,
-0.061030540615320206,
0.04761002957820892,
0.0003148126997984946,
-0.0011190944351255894,
0.011212507262825966,
-0.0051965657621622086,
-0.008379193022847176,
-0.01895776204764843,
0.000487582350615412,
-0.10108506679534912,
0.026841018348932266,
0.044436030089855194,
0.014740134589374065,
-0.02706526778638363,
0.003113626968115568,
-0.007844442501664162,
0.07824604958295822,
0.0023869702126830816,
-0.0597885400056839,
0.04788603261113167,
-0.015688885003328323,
0.01612013578414917,
0.005045628175139427,
0.05678703635931015,
-0.030567020177841187,
-0.0021379233803600073,
-0.013860384002327919,
-0.05030103400349617,
0.0045151906087994576,
-0.07079404592514038,
-0.00516637833788991,
-0.028290018439292908,
-0.00910800602287054,
-0.022632014006376266,
0.03601802513003349,
-0.02777251787483692,
-0.004838628228753805,
0.0555795356631279,
-0.0555795356631279,
-0.043780528008937836,
0.0013778446009382606,
-0.0017390167340636253,
0.043297529220581055,
-0.031481269747018814,
-0.02608201652765274,
-0.0643080398440361,
0.020682763308286667,
0.004428940359503031,
0.03508652374148369,
0.028134768828749657,
0.0014910479076206684,
-0.00017533019126858562,
0.06993154436349869,
0.0009994225110858679,
-0.007012129761278629,
0.06410104036331177,
-0.04874853044748306,
-0.11233207583427429,
-0.04591953009366989,
0.003691502381116152,
-0.01806076243519783,
-0.0004226252785883844,
-0.009660006500780582,
-0.04874853044748306,
0.0034650960005819798,
0.038916025310754776,
0.03732902556657791,
-0.008694006130099297,
-0.03801902383565903,
0.016232261434197426,
0.021114014089107513,
-0.0014015634078532457,
-0.008241192437708378,
0.041158527135849,
0.0004509260761551559,
-0.05516553670167923,
-0.0030036582611501217,
-0.04916253313422203,
-0.03977852687239647,
-0.04381502792239189,
-0.007098379544913769,
0.010341381654143333,
-0.006628316827118397,
-0.03456902131438255,
0.01830226182937622,
-0.0026910018641501665,
-0.006658504251390696,
-0.019785763695836067,
-0.023235764354467392,
-0.017051635310053825,
-0.010582881979644299,
-0.009453006088733673,
0.03612152487039566,
0.010548382066190243,
-0.07424405217170715,
-0.006007316522300243,
0.04174502566456795,
-0.030567020177841187,
-0.03101552091538906,
-0.041607026010751724,
0.053820036351680756,
0.03594902530312538,
0.03826052322983742,
0.028962768614292145,
0.05606253817677498,
0.024650266394019127,
-0.005144815891981125,
0.012937508523464203,
-0.02471926622092724,
-0.003669939935207367,
-0.027979519218206406,
0.039261024445295334,
0.006994879804551601,
-0.03943352401256561,
0.028393518179655075,
0.07521004974842072,
0.012583883479237556,
0.015895884484052658,
-0.026996267959475517,
-0.010574257001280785,
0.02009626291692257,
0.016887761652469635,
-0.055441536009311676,
0.02056201361119747,
-0.014835009351372719,
-0.051163531839847565,
0.08466305583715439,
-0.0387435257434845,
0.0429525263607502,
0.04502252861857414,
-0.006787879392504692,
0.039157524704933167,
0.0627555400133133,
-0.015249010175466537,
0.10060206800699234,
0.042642027139663696,
0.019320013001561165,
0.010108506307005882,
0.02777251787483692,
0.02202826365828514,
-0.005006815772503614,
0.0059857540763914585,
0.049611032009124756,
-0.0010689616901800036,
0.003307689679786563,
-0.012144007720053196,
-0.05233653262257576,
0.03622502461075783,
-0.01227338332682848,
0.011945633217692375,
0.002253282815217972,
-0.02415001578629017,
0.0034650960005819798,
0.043263029307127,
0.013101383112370968,
0.05005953460931778,
-0.06972454488277435,
0.006041816435754299,
0.013179008848965168,
-0.012445882894098759,
-0.010945132002234459,
-0.04174502566456795,
-0.012713258154690266,
-0.0040170964784920216,
-0.013394633308053017,
-0.016965385526418686,
0.03224027156829834,
0.04754102975130081,
0.00015983213961590081,
0.0002474298526067287,
0.0456780306994915,
-0.010789882391691208,
-0.009996381588280201,
0.0010269146878272295,
0.03539702296257019,
0.03246452286839485,
-0.013455009087920189,
0.030084019526839256,
0.006917254533618689,
0.013791384175419807,
-0.0450570285320282,
-0.03653552383184433,
0.02777251787483692,
-0.046540532261133194,
0.019458012655377388,
0.0032645645551383495,
0.030187519267201424,
-0.028945518657565117,
0.04867953062057495,
-0.04854153096675873,
-0.02972176857292652,
-0.0555795356631279,
-0.02406376600265503,
-0.006636941805481911,
-0.004661815706640482,
0.04692003130912781,
-0.0214762631803751,
-0.00508012855425477,
0.017612261697649956,
0.04657503217458725,
0.012092257849872112,
0.06544654071331024,
-0.019492512568831444,
-0.07583104819059372,
0.008754380978643894,
-0.002779408125206828,
0.007521004881709814,
0.015663010999560356,
0.014274383895099163,
0.000046089873649179935,
0.03591452166438103,
-0.012394133023917675,
0.005019753240048885,
0.017612261697649956,
-0.027669018134474754,
0.014766009524464607,
0.020303262397646904,
0.06768904626369476,
-0.08307605236768723,
-0.02145901322364807,
0.012135382741689682,
0.03619052469730377,
-0.032861270010471344,
0.09901506453752518,
-0.004088252782821655,
0.03970952704548836,
-0.013351508416235447,
-0.03895052522420883,
-0.02437426522374153,
0.04271102696657181,
0.019716762006282806,
0.09473706036806107,
-0.011488507501780987,
-0.0225285142660141,
-0.00027047478943131864,
-0.06675754487514496,
0.032361019402742386,
0.0013821572065353394,
0.03739802539348602,
-0.06420454382896423,
-0.01692226156592369,
0.06510154157876968,
0.06265204399824142,
0.003896346315741539,
-0.011367757804691792,
-0.02818651869893074,
-0.006011629011482,
-0.035276271402835846,
-0.017206886783242226,
0.032205771654844284,
0.06082354113459587,
-0.013920758850872517,
0.052612535655498505,
0.009867006912827492,
0.0015147665981203318,
-0.08286905288696289,
0.007736630272120237,
-0.03493127226829529,
0.007628817576915026,
-0.061030540615320206,
0.032775022089481354,
0.013627508655190468,
0.001990220043808222,
0.046471528708934784,
0.027358517050743103,
-0.051405034959316254,
-0.0011773132719099522,
-0.09694506227970123,
-0.03705302253365517,
0.02542651630938053,
-0.005998691543936729,
-0.0186300128698349,
0.022149015218019485,
0.025547266006469727,
-0.10260307043790817,
-0.024270765483379364,
-0.00613669166341424,
0.04243502765893936,
0.010850257240235806,
0.041986528784036636,
-0.016430635005235672,
-0.02009626291692257,
0.002697470597922802,
-0.059892039746046066,
-0.03225751966238022,
0.02973901852965355,
0.0604095384478569,
0.012264758348464966,
0.002466751728206873,
-0.03030826896429062,
-0.0186300128698349,
-0.04554003104567528,
-0.008629318326711655,
-0.017077511176466942,
-0.04968003183603287,
0.0061884415335953236,
0.03864002600312233,
0.05119803175330162,
0.024408765137195587,
0.03189527243375778,
-0.05626953765749931,
0.01166100800037384,
0.0012549383100122213,
0.04074452817440033,
-0.06644704192876816,
0.039054024964571,
-0.059271037578582764,
0.017146511003375053,
0.058857038617134094,
0.028738519176840782,
-0.045816030353307724,
-0.007301067467778921,
-0.017715761438012123,
0.006753379479050636,
-0.001326094614341855,
0.0030942207667976618,
-0.03337877243757248,
0.0408480279147625,
-0.06099604070186615,
0.007999693043529987,
-0.05030103400349617,
0.0195270124822855,
-0.011505757458508015,
-0.00415294012054801,
0.04398752748966217,
0.011514382436871529,
-0.05896053835749626,
0.06472203880548477,
0.05533803626894951,
0.020993264392018318,
0.007999693043529987,
0.07941905409097672,
0.00024985562777146697,
0.0031287209130823612,
0.03158476948738098,
0.02777251787483692,
-0.03296476975083351,
0.011367757804691792,
0.026133766397833824,
0.016491010785102844,
-0.030411770567297935,
-0.042331527918577194,
-0.0008678911835886538,
-0.040951527655124664,
0.022097265347838402,
-0.08528405427932739,
0.029049018397927284,
-0.014377884566783905,
0.027117017656564713,
-0.06817204505205154,
0.05782203748822212,
-0.020458513870835304,
0.028134768828749657,
-0.014395134523510933,
-0.00114928197581321,
-0.05402703583240509,
0.04019252583384514,
-0.008681068196892738,
0.005420816130936146,
-0.04453952983021736,
0.02542651630938053,
-0.033896271139383316,
-0.029376769438385963,
0.03781202435493469,
0.005632128566503525,
0.011367757804691792,
-0.04153802618384361,
0.0387435257434845,
0.006606754381209612,
0.09087306261062622,
-0.0393645241856575,
-0.0017066729487851262,
0.018681762740015984,
0.04253852739930153,
0.036984022706747055,
-0.0519915334880352,
-0.005420816130936146,
-0.045988529920578,
0.02948026917874813,
0.061996541917324066,
0.015283510088920593,
-0.05996103957295418,
-0.04140002653002739,
0.015378384850919247,
-0.0018123292829841375,
-0.0011287976521998644,
-0.041917528957128525,
0.0408480279147625,
-0.04560903087258339,
0.028238268569111824,
0.026461517438292503,
0.011316007003188133,
0.04105502739548683,
-0.013101383112370968,
0.04522952809929848,
-0.045402031391859055,
0.04709253087639809,
-0.010341381654143333,
-0.015050634741783142,
-0.00879319291561842,
0.013101383112370968,
-0.017802011221647263,
-0.052440036088228226,
-0.006434254348278046,
-0.050680533051490784,
-0.015680260956287384,
-0.001389704062603414,
-0.007917755283415318,
-0.007762505207210779,
0.0074606300331652164,
-0.029997769743204117,
0.042987026274204254,
-0.020631013438105583,
-0.026858268305659294,
0.002693158108741045,
-0.0333615206182003,
-0.0291525200009346,
0.018423011526465416,
-0.00032020334037952125,
-0.012023258022964,
-0.042745526880025864,
-0.043263029307127,
0.02835901826620102,
-0.013662008568644524,
0.0216315146535635,
0.002540064277127385,
-0.022425014525651932,
-0.035362523049116135,
-0.000902930274605751,
-0.011893882416188717,
-0.020199762657284737,
0.0114971324801445,
-0.01081575732678175,
-0.08418005704879761,
0.02777251787483692,
-0.010945132002234459,
0.008616380393505096,
-0.059271037578582764,
-0.05564853549003601,
-0.019734013825654984,
0.004211158957332373,
-0.023235764354467392,
-0.029273269698023796,
0.016715260222554207,
-0.0372600257396698,
-0.05319903418421745,
-0.05216403305530548,
-0.05161203444004059,
0.011635133065283298,
-0.05178453400731087,
0.06254854053258896,
-0.09549606591463089,
-0.04488452896475792,
-0.010833007283508778,
-0.031878020614385605,
0.021683264523744583,
0.00045469950418919325,
0.019803013652563095,
-0.004842940717935562,
0.04150352627038956,
0.006313504185527563,
0.01725863665342331,
-0.005813253577798605,
0.026910018175840378,
-0.06182403862476349,
-0.02171776443719864,
0.006227253936231136,
-0.00963413156569004,
-0.020682763308286667,
-0.020889762789011,
0.010194757021963596,
0.0396750271320343,
-0.009582381695508957,
0.023943016305565834,
0.013834509067237377,
0.007007817272096872,
-0.037467025220394135,
-0.006084941327571869,
-0.013446384109556675,
0.03781202435493469,
-0.0076633174903690815,
0.01373100932687521,
-0.0630660429596901,
0.0628245398402214,
-0.012497632764279842,
0.03901952505111694,
0.005787378642708063,
0.038916025310754776,
0.013092758134007454,
0.03513827174901962,
0.0366390235722065,
0.054958537220954895,
-0.022908015176653862,
-0.01563713513314724,
-0.04736853018403053,
0.04157252609729767,
0.0366390235722065,
-0.019647762179374695,
0.07024204730987549,
0.01740526221692562,
-0.0028656581416726112,
0.003447846043854952,
0.003381002228707075,
-0.01686188578605652,
0.0387435257434845,
0.04502252861857414,
0.043297529220581055,
-0.03736352548003197,
-0.008448192849755287,
-0.011410882696509361,
-0.05095653235912323,
-0.06786154210567474,
-0.04905903339385986,
0.044194530695676804,
0.03805352374911308,
0.014067384414374828,
-0.02932501956820488,
0.04616102948784828,
0.03460352122783661,
0.007973818108439445,
-0.003743252484127879,
-0.03781202435493469,
-0.020303262397646904,
0.030515270307660103,
-0.025012515485286713,
-0.02452951669692993,
0.010393131524324417,
-0.012730508111417294,
-0.034310273826122284,
-0.0124717578291893,
0.0013153133913874626,
-0.027099767699837685,
-0.029825270175933838,
-0.044850029051303864,
-0.04947303235530853,
-0.017362136393785477,
0.008676755242049694,
-0.0029087832663208246,
0.01060875691473484,
-0.018164262175559998,
-0.025254016742110252,
0.05871903896331787,
-0.028255518525838852,
0.052440036088228226,
-0.011065882630646229,
-0.03493127226829529,
0.022097265347838402,
0.013601633720099926,
0.06389404088258743,
0.04850703105330467,
-0.07027654349803925,
0.034965772181749344,
0.02722051739692688,
0.05751153826713562,
-0.01109175756573677,
0.03850202634930611,
0.028962768614292145,
-0.018423011526465416,
0.02194201387465,
0.007715067360550165,
0.013860384002327919,
-0.01365338359028101,
-0.052681535482406616,
-0.004855878185480833,
-0.004640253260731697,
-0.016991261392831802,
0.043470028787851334,
0.051163531839847565,
0.015102384611964226,
-0.017310386523604393
] |
22,588 | salem.gis | transform | Converts any coordinates into the local grid.
Parameters
----------
x : ndarray
the grid coordinates of the point(s) you want to convert
y : ndarray
the grid coordinates of the point(s) you want to convert
z : None
ignored (but necessary since some shapes have a z dimension)
crs : crs
reference system of x, y. Could be a pyproj.Proj instance or a
Grid instance. In the latter case (x, y) are actually (i, j).
(Default: lonlat in wgs84).
nearest : bool
set to True if you wish to return the closest i, j coordinates
instead of subpixel coords.
maskout : bool
set to true if you want to mask out the transformed
coordinates that are not within the grid.
Returns
-------
(i, j) coordinates of the points in the local grid.
| def transform(self, x, y, z=None, crs=wgs84, nearest=False, maskout=False):
"""Converts any coordinates into the local grid.
Parameters
----------
x : ndarray
the grid coordinates of the point(s) you want to convert
y : ndarray
the grid coordinates of the point(s) you want to convert
z : None
ignored (but necessary since some shapes have a z dimension)
crs : crs
reference system of x, y. Could be a pyproj.Proj instance or a
Grid instance. In the latter case (x, y) are actually (i, j).
(Default: lonlat in wgs84).
nearest : bool
set to True if you wish to return the closest i, j coordinates
instead of subpixel coords.
maskout : bool
set to true if you want to mask out the transformed
coordinates that are not within the grid.
Returns
-------
(i, j) coordinates of the points in the local grid.
"""
x, y = np.ma.array(x), np.ma.array(y)
# First to local proj
_crs = check_crs(crs, raise_on_error=True)
if isinstance(_crs, pyproj.Proj):
x, y = transform_proj(_crs, self.proj, x, y)
elif isinstance(_crs, Grid):
x, y = _crs.ij_to_crs(x, y, crs=self.proj)
# Then to local grid
x = (x - self.x0) / self.dx
y = (y - self.y0) / self.dy
# See if we need to round
if nearest:
f = np.rint if self.pixel_ref == 'center' else np.floor
x = f(x).astype(int)
y = f(y).astype(int)
# Mask?
if maskout:
if self.pixel_ref == 'center':
mask = ~((x >= -0.5) & (x < self.nx-0.5) &
(y >= -0.5) & (y < self.ny-0.5))
else:
mask = ~((x >= 0) & (x < self.nx) &
(y >= 0) & (y < self.ny))
x = np.ma.array(x, mask=mask)
y = np.ma.array(y, mask=mask)
return x, y
| (self, x, y, z=None, crs=<Other Coordinate Operation Transformer: longlat>
Description: PROJ-based coordinate operation
Area of Use:
- undefined, nearest=False, maskout=False) | [
0.010120010934770107,
-0.017717158421874046,
0.0261235274374485,
0.02751348167657852,
-0.009029943495988846,
-0.014546920545399189,
-0.033320825546979904,
0.011348120868206024,
0.014061388559639454,
0.001299512223340571,
-0.014937249943614006,
-0.020792195573449135,
0.0011329080443829298,
0.05788303539156914,
-0.030940767377614975,
0.011738451197743416,
-0.023876750841736794,
-0.0208493173122406,
-0.015422781929373741,
-0.03187375143170357,
-0.007697110529989004,
-0.10068601369857788,
0.08278796821832657,
0.031093090772628784,
0.00563597958534956,
0.014775406569242477,
0.03421572595834732,
-0.01820269040763378,
0.008092200383543968,
-0.04626834765076637,
-0.033035218715667725,
0.02684706449508667,
0.0065070814453065395,
-0.02488589659333229,
0.029569853097200394,
-0.026332972571253777,
-0.000264037778833881,
0.0782182589173317,
-0.0028489306569099426,
-0.03059803880751133,
-0.020354263484477997,
0.002220595022663474,
-0.02460028976202011,
0.04006115347146988,
0.021934622898697853,
0.011529006063938141,
-0.016593771055340767,
-0.021230125799775124,
-0.023305537179112434,
0.050152603536844254,
-0.01778380014002323,
-0.016498569399118423,
0.013966185972094536,
-0.00549317616969347,
-0.010043849237263203,
-0.01683177798986435,
0.014413637109100819,
0.10190460830926895,
0.009720160625874996,
-0.08789081871509552,
-0.02404811605811119,
-0.0035867488477379084,
0.006307156290858984,
0.007406743708997965,
0.023400740697979927,
-0.009282230399549007,
-0.03853791579604149,
-0.024695491418242455,
0.019268957898020744,
0.0547603964805603,
-0.04466894641518593,
0.054988883435726166,
0.0539226159453392,
-0.04211752489209175,
0.015489423647522926,
0.06393790245056152,
-0.0006616563769057393,
0.064471036195755,
0.041508227586746216,
-0.03615785762667656,
-0.026485295966267586,
0.011862213723361492,
0.016060637310147285,
0.011529006063938141,
-0.013271208852529526,
0.011938375420868397,
0.036253057420253754,
0.01642240770161152,
-0.0703354999423027,
-0.03333986550569534,
0.025780798867344856,
-0.015318059362471104,
0.0031964192166924477,
0.020259061828255653,
0.006840289570391178,
0.024505088105797768,
0.019373679533600807,
0.02572367712855339,
-0.008849059231579304,
-0.02322937548160553,
0.031112130731344223,
-0.0025228625163435936,
-0.05411301925778389,
-0.0165366493165493,
0.01904047094285488,
0.009010903537273407,
0.03229264169931412,
-0.006497561000287533,
-0.04794390872120857,
0.054303426295518875,
-0.05300867184996605,
0.061805371195077896,
-0.057349901646375656,
-0.0559409074485302,
-0.03333986550569534,
-0.0817217081785202,
-0.04105125740170479,
-0.0017695738933980465,
-0.024657411500811577,
-0.015032452531158924,
-0.013404492288827896,
0.04158439114689827,
-0.0010513910092413425,
-0.0034748860634863377,
0.003858075710013509,
-0.01766003668308258,
0.04912441596388817,
-0.002925092587247491,
-0.022467756643891335,
-0.06671781092882156,
-0.0442119762301445,
-0.02616160735487938,
-0.0067593674175441265,
0.03322562202811241,
-0.022163109853863716,
0.02738019824028015,
-0.010929230600595474,
-0.006687965709716082,
-0.033568352460861206,
0.004893401172012091,
0.033149462193250656,
0.01643192768096924,
0.048324719071388245,
0.04405965283513069,
0.03836655244231224,
-0.0021837041713297367,
0.07806593179702759,
0.0126428734511137,
0.004786298610270023,
-0.02962697483599186,
0.0002790619037114084,
-0.04127974435687065,
0.04497359320521355,
0.04969562962651253,
-0.013671059161424637,
-0.013680579140782356,
0.07044974714517593,
-0.02585696056485176,
0.07463864982128143,
0.05297059193253517,
-0.03646250441670418,
0.04059428721666336,
-0.010691224597394466,
0.060167890042066574,
0.002608544658869505,
0.006564202718436718,
-0.02640913426876068,
-0.06256698817014694,
0.023153213784098625,
-0.012128780595958233,
-0.02225831151008606,
0.004369788337498903,
-0.06150072440505028,
0.036234017461538315,
-0.02627585083246231,
0.021896542981266975,
0.004150822758674622,
0.0014815867180004716,
0.02751348167657852,
0.017450591549277306,
0.020354263484477997,
-0.014994371682405472,
0.04238409176468849,
0.013642498292028904,
-0.036253057420253754,
0.08819546550512314,
0.06161496788263321,
-0.054036859422922134,
-0.040975093841552734,
-0.018726304173469543,
0.04565905034542084,
0.03031243197619915,
0.00024291477166116238,
0.004172243177890778,
-0.009686839766800404,
0.02907480113208294,
-0.023724427446722984,
0.02044946700334549,
-0.027741966769099236,
0.00821120385080576,
-0.0597870796918869,
-0.048058152198791504,
0.058911219239234924,
0.0022646260913461447,
-0.012776156887412071,
-0.005288491025567055,
-0.0062452745623886585,
0.001914757420308888,
0.0048315199092030525,
0.07791361212730408,
0.07094480097293854,
-0.01847877725958824,
-0.055826663970947266,
-0.002570463577285409,
0.011719410307705402,
0.07517178356647491,
-0.012709515169262886,
0.004055620636790991,
0.042764898389577866,
0.0597870796918869,
-0.00660228356719017,
-0.03202607482671738,
-0.0003183328954037279,
-0.005531257018446922,
0.044021569192409515,
-0.011586126871407032,
0.04950522631406784,
0.016060637310147285,
0.03103596903383732,
-0.11987881362438202,
0.0525897815823555,
-0.07749471813440323,
-0.06911691278219223,
-0.020220981910824776,
0.03461557626724243,
-0.09413608908653259,
0.019440321251749992,
-0.011481404304504395,
-0.005417014006525278,
0.03895680606365204,
-0.006635604426264763,
0.026732822880148888,
-0.029170002788305283,
0.007473384961485863,
-0.020106738433241844,
-0.010767387226223946,
-0.03994690999388695,
0.019249916076660156,
0.05323715880513191,
-0.009215588681399822,
0.016470007598400116,
0.035948410630226135,
-0.04927673935890198,
-0.0058977860026061535,
-0.013832902535796165,
-0.08187402784824371,
-0.043031465262174606,
-0.02282952517271042,
-0.0008401608210988343,
-0.019145194441080093,
-0.013442573137581348,
-0.027132673189044,
-0.008077920414507389,
0.008782417513430119,
0.03829038888216019,
-0.027094591408967972,
-0.060434456914663315,
0.033435069024562836,
0.035510480403900146,
0.0020444707479327917,
0.09505003690719604,
0.060015566647052765,
-0.027323076501488686,
-0.0017969445325434208,
0.009891524910926819,
0.032045114785432816,
0.0043174270540475845,
-0.019307037815451622,
0.015917833894491196,
-0.00522184930741787,
0.005240889731794596,
-0.03160718455910683,
-0.0669843778014183,
-0.012595271691679955,
0.012461989186704159,
-0.038442712277173996,
0.0056883408688008785,
0.000902042374946177,
0.031188292428851128,
-0.0412035807967186,
-0.005374173168092966,
0.02404811605811119,
-0.034577496349811554,
-0.07391510903835297,
0.00038259447319433093,
-0.033987242728471756,
-0.07757088541984558,
-0.04063236713409424,
0.0003947922959923744,
-0.03907104954123497,
0.010472259484231472,
-0.010624582879245281,
0.022220229730010033,
0.025933122262358665,
0.022582000121474266,
0.03731932491064072,
-0.03046475537121296,
-0.021382449194788933,
-0.007121136412024498,
0.015803592279553413,
0.033568352460861206,
-0.0555981770157814,
-0.025133423507213593,
-0.07589531689882278,
0.002975073643028736,
-0.030350511893630028,
0.04809623211622238,
0.056550201028585434,
0.010129530914127827,
0.014661163091659546,
0.008644374087452888,
0.013014162890613079,
0.014889649115502834,
0.02404811605811119,
0.014699243940412998,
0.030826523900032043,
-0.01446123793721199,
0.026047365739941597,
0.019687848165631294,
0.055407773703336716,
0.00798747781664133,
0.05190432444214821,
-0.03964226320385933,
0.02823701873421669,
0.013118885457515717,
-0.013509214855730534,
-0.00917750783264637,
0.010529381223022938,
0.0514092743396759,
-0.05700717121362686,
-0.051942408084869385,
0.05243745818734169,
-0.04127974435687065,
-0.03910912945866585,
-0.047486934810876846,
0.012442948296666145,
-0.03465365990996361,
0.016907939687371254,
0.0014339855406433344,
0.00605486985296011,
0.027780048549175262,
-0.0453924834728241,
0.0053598927333951,
-0.05072381719946861,
-0.04364076256752014,
0.10144763439893723,
-0.0018278852803632617,
-0.02349594235420227,
0.04306954890489578,
-0.006954532116651535,
0.04230792820453644,
-0.03280673176050186,
0.013747220858931541,
-0.04562097042798996,
-0.05156159773468971,
-0.03305425867438316,
-0.016660412773489952,
0.016907939687371254,
0.02223927155137062,
0.006530881859362125,
0.005893026012927294,
-0.003977078478783369,
-0.05434150621294975,
0.0038414152804762125,
-0.003627209924161434,
0.009206067770719528,
-0.017450591549277306,
0.0097963223233819,
-0.0783705785870552,
0.00424602534621954,
0.039984989911317825,
0.0010079549392685294,
0.030388593673706055,
0.022201189771294594,
-0.0029227123595774174,
-0.007606668397784233,
0.0676698386669159,
0.046382591128349304,
-0.058225762099027634,
-0.03229264169931412,
-0.014651643112301826,
-0.023572104051709175,
0.055712420493364334,
-0.018126528710126877,
0.021096842363476753,
-0.026028325781226158,
0.03417764604091644,
0.09337447583675385,
-0.014327955432236195,
-0.01113867573440075,
-0.05087614059448242,
0.010929230600595474,
0.00869197491556406,
-0.0020551809575408697,
-0.0035462877713143826,
-0.013861463405191898,
0.020354263484477997,
-0.01029137521982193,
0.025209585204720497,
-0.013994746841490269,
-0.008173122070729733,
0.02519054338335991,
0.059748999774456024,
-0.039299532771110535,
-0.03825230896472931,
0.0517520010471344,
-0.05312291532754898,
0.03745260834693909,
-0.035110630095005035,
0.02490493655204773,
0.01224302314221859,
-0.04009923338890076,
-0.04908633604645729,
0.008839539252221584,
-0.006397598423063755,
-0.052361298352479935,
-0.010491300374269485,
-0.04809623211622238,
0.01459452137351036,
0.027837170287966728,
-0.032882895320653915,
-0.06747943162918091,
0.005150447599589825,
0.004641115199774504,
0.02490493655204773,
-0.00618815328925848,
0.03547240048646927,
0.04242217168211937,
-0.021077802404761314,
0.02460028976202011,
0.006583243142813444,
0.03172142431139946,
-0.011205317452549934,
-0.07722815126180649,
-0.04493551328778267,
0.0005105226300656796,
-0.04048004373908043,
0.04063236713409424,
-0.0690026730298996,
0.010062889195978642,
0.07102096080780029,
0.02616160735487938,
0.024695491418242455,
-0.058073438704013824,
0.04893401265144348,
-0.0475630983710289,
-0.05464615300297737,
-0.0034487054217606783,
-0.038861602544784546,
0.052475541830062866,
-0.005602658726274967,
-0.009415512904524803,
-0.012690474279224873,
-0.020354263484477997,
-0.010929230600595474,
-0.025780798867344856,
-0.005545537453144789,
-0.0403658002614975,
-0.006278595421463251,
-0.042612574994564056,
0.008987102657556534,
-0.056550201028585434,
-0.032901935279369354,
0.0010829268721863627,
0.03611977398395538,
0.013785301707684994,
-0.03712892159819603,
0.03758589178323746,
0.01642240770161152,
-0.015051492489874363,
-0.1011429876089096,
-0.015003891661763191,
0.04257449507713318,
-0.000029564795113401487,
-0.010748346336185932,
0.01835501566529274,
0.0631382018327713,
-0.009553556330502033,
-0.022067906334996223,
-0.006588003132492304,
0.011062514036893845,
0.06801256537437439,
0.0011132726212963462,
0.0279704537242651,
-0.07330581545829773,
0.020696992054581642,
0.005531257018446922,
-0.024695491418242455,
-0.008020798675715923,
0.008035078644752502,
0.03783341869711876,
-0.0029917340725660324,
-0.024257561191916466,
0.008677694946527481,
0.03404436260461807,
0.02380058914422989,
0.003836655057966709,
0.007697110529989004,
-0.014689723961055279,
0.04242217168211937,
-0.041127417236566544,
-0.04489743337035179,
0.0208493173122406,
-0.037071797996759415,
0.017222106456756592,
0.01724114641547203,
-0.024695491418242455,
-0.010415137745440006,
-0.05384645238518715,
-0.01904047094285488,
0.015765510499477386,
0.006873610429465771,
-0.013947146013379097,
0.0678221583366394,
0.006816488690674305,
0.0792083591222763,
0.045544806867837906,
0.02406715601682663,
0.01209069974720478,
0.017469633370637894,
-0.027456359937787056,
-0.02557135373353958,
-0.01666993275284767,
0.014965810813009739,
0.015679828822612762,
0.021668056026101112,
-0.0013744840398430824,
-0.030236268416047096,
-0.007054494693875313,
-0.02600928395986557,
-0.03811902552843094,
0.01111963577568531,
-0.012538150884211063,
-0.021896542981266975,
0.03115021251142025,
-0.025552313774824142,
0.003931857645511627,
-0.006640364415943623,
0.016774656251072884,
-0.01656521111726761,
0.031131170690059662,
-0.018459737300872803,
0.031473901122808456,
0.014489798806607723,
0.07364854216575623,
0.06591811031103134,
-0.01711738482117653,
-0.02128724753856659,
-0.09885813295841217,
0.031492941081523895,
-0.02031618356704712,
0.017688598483800888,
0.07322965562343597,
0.046801481395959854,
-0.07231571525335312,
0.021763259544968605,
0.01807892881333828,
0.03808094188570976,
0.027304036542773247,
-0.03236880153417587,
-0.017041223123669624,
0.03960417956113815,
-0.024409884586930275,
-0.008525371551513672,
-0.010653143748641014,
0.028541667386889458,
0.007197298109531403,
-0.05357988923788071,
0.01167180947959423,
-0.007716151420027018,
0.01453740056604147,
-0.0653088167309761,
0.04607794061303139,
-0.025399988517165184,
-0.01002480834722519,
-0.008392088115215302,
-0.052247054874897,
0.05327523872256279,
0.00896806176751852,
-0.01384242344647646,
0.048895932734012604,
0.04238409176468849,
0.0420413613319397,
0.04059428721666336,
-0.019497442990541458,
-0.057349901646375656,
-0.04565905034542084,
0.00035819888580590487,
0.06416638940572739,
-0.029379447922110558,
-0.02640913426876068,
-0.004838659893721342,
-0.015898793935775757,
-0.0005337282200343907,
-0.012195422314107418,
-0.1162230372428894,
-0.0408608540892601,
-0.06953579932451248,
-0.036234017461538315,
0.008168362081050873,
0.0294746495783329,
-0.009434553794562817,
-0.011871733702719212,
-0.04855320230126381,
-0.008672934956848621,
-0.025914082303643227,
-0.04546864703297615,
0.06172921136021614,
0.0016124899266287684,
-0.01613679900765419,
0.007173497695475817,
0.01765051670372486,
-0.027323076501488686,
-0.004576853476464748,
0.014794446527957916,
0.019992494955658913,
0.05913970619440079,
-0.027018429711461067,
0.011586126871407032,
0.09794418513774872,
-0.009767762385308743,
-0.045697133988142014,
-0.0050409650430083275,
0.014385076239705086,
-0.01961168646812439,
-0.0225248783826828,
0.015165735967457294,
0.02532382681965828,
-0.005117126740515232,
0.05601706728339195,
0.03878544270992279,
-0.01711738482117653,
0.040403880178928375,
-0.019992494955658913,
-0.00147682661190629,
-0.0555981770157814,
0.053465645760297775,
-0.02560943365097046,
0.007925596088171005,
-0.002332457806915045,
-0.01468020398169756,
0.07132560759782791,
0.009167986921966076,
0.01417563110589981,
0.01536566112190485,
0.01987825334072113,
-0.10411330312490463,
0.025514231994748116,
0.0023562584538012743,
-0.017869483679533005,
0.008972822688519955,
0.02793237194418907,
-0.020278101786971092,
-0.002936992794275284,
-0.040137313306331635,
-0.0032559207174926996,
0.0058073438704013824,
0.02157285436987877,
-0.07113520056009293,
0.06885034590959549,
-0.004857700318098068,
-0.07540027052164078,
-0.008787177503108978,
-0.00674508698284626,
-0.005421774461865425,
-0.04447854310274124,
0.0069259717129170895,
-0.006611804012209177,
-0.08042695373296738,
0.02741828002035618,
0.008501570671796799,
0.014775406569242477,
-0.02376250922679901,
0.09969591349363327,
0.017907563596963882,
-0.0018778665689751506,
0.013090324588119984,
-0.0403658002614975,
0.040975093841552734,
0.04645875096321106,
0.05243745818734169,
0.04474510997533798,
0.07022126019001007,
-0.011605167761445045,
0.025685597211122513,
-0.02837030217051506,
-0.009363152086734772,
-0.027608683332800865,
-0.04226984828710556,
0.024162359535694122,
0.019821131601929665,
-0.04493551328778267,
-0.04573521390557289,
0.018888147547841072,
0.01321408711373806,
-0.000060765880334656686,
0.006635604426264763,
0.03737644478678703,
0.05464615300297737,
0.0067165265791118145,
0.005102846305817366,
-0.01459452137351036,
0.03741452842950821,
-0.043755002319812775,
0.0027251674327999353,
0.004367408342659473,
0.013442573137581348,
0.05064765363931656,
0.03155006095767021,
0.017450591549277306,
0.019687848165631294,
-0.02949369139969349,
-0.007835154421627522,
0.0028989119455218315,
0.010167611762881279,
0.023971954360604286,
-0.015927353873848915,
-0.029379447922110558,
-0.019440321251749992,
-0.02501918002963066,
-0.03745260834693909,
0.016574731096625328,
0.014508839696645737,
0.10411330312490463,
-0.008092200383543968,
0.0004965398111380637,
0.007073535118252039,
-0.055712420493364334,
-0.10373248904943466,
-0.025380948558449745,
-0.013785301707684994,
-0.061538804322481155,
0.02016386017203331,
-0.07288692891597748,
-0.027437319979071617,
0.03821422532200813,
0.019440321251749992,
-0.059330109506845474,
-0.0015196676831692457,
-0.007421023678034544,
0.033701635897159576,
0.04935290291905403,
0.02404811605811119,
-0.020354263484477997,
0.031188292428851128,
-0.01601303741335869,
0.018269332125782967,
0.032901935279369354,
-0.012204942293465137,
-0.018669182434678078,
-0.0581115186214447,
0.017012661322951317,
-0.07547643035650253,
0.038195185363292694,
-0.012043097987771034,
0.0026513857301324606,
0.048477042466402054,
0.0825594887137413
] |
22,589 | salem | Map | null | def Map():
raise ImportError('requires matplotlib')
| () | [
0.08229458332061768,
-0.015064011327922344,
0.021794393658638,
0.036557286977767944,
-0.022722160443663597,
0.005822960287332535,
-0.05068539083003998,
0.045411765575408936,
0.0170090664178133,
0.03727345913648605,
0.026482058688998222,
-0.003599167335778475,
0.020785242319107056,
0.037143245339393616,
0.009660173207521439,
-0.01128783542662859,
-0.020964285358786583,
0.06592030823230743,
-0.05270369350910187,
-0.033204302191734314,
-0.04378410428762436,
-0.022998861968517303,
0.031625472009181976,
-0.005684609059244394,
-0.018132153898477554,
0.059019021689891815,
0.01780662126839161,
-0.0212735403329134,
0.08743799477815628,
-0.054331354796886444,
-0.07116138190031052,
-0.03616664931178093,
-0.028500359505414963,
0.0018585864454507828,
-0.00918815191835165,
0.010880920104682446,
0.05260603129863739,
0.0019857475999742746,
0.048862408846616745,
0.012109804898500443,
0.050262201577425,
-0.006612376309931278,
0.020752688869833946,
-0.0025615328922867775,
0.0398126095533371,
-0.0019969376735389233,
-0.06790605187416077,
0.021045668050646782,
0.015885980799794197,
-0.000530516030266881,
-0.014917521737515926,
-0.020638752728700638,
0.009985705837607384,
0.04697432368993759,
-0.018880877643823624,
0.09505545347929001,
0.005827029701322317,
0.09349290281534195,
0.03743622452020645,
0.015991779044270515,
0.00428888900205493,
0.015064011327922344,
-0.010726291686296463,
-0.06302306801080704,
0.03753388300538063,
-0.024349821731448174,
0.035222604870796204,
-0.04371899738907814,
-0.003277704119682312,
0.02797950804233551,
-0.028256211429834366,
0.051596883684396744,
-0.059735193848609924,
-0.03427856042981148,
0.055698592215776443,
0.012036560103297234,
-0.034506432712078094,
-0.03942197188735008,
0.024089395999908447,
0.028337594121694565,
-0.026058867573738098,
-0.004366203211247921,
-0.008683576248586178,
0.01915758103132248,
0.0015259330393746495,
-0.041244953870773315,
0.0032532892655581236,
0.014648957177996635,
-0.03286249563097954,
-0.016056884080171585,
-0.05029475316405296,
0.008077272213995457,
0.002897238126024604,
0.046746451407670975,
-0.04303538054227829,
-0.02192460559308529,
0.012394645251333714,
-0.00297862128354609,
0.007601181045174599,
0.004899262450635433,
0.059865403920412064,
-0.0654645636677742,
-0.02669365517795086,
-0.02109449915587902,
0.0023580752313137054,
-0.018571622669696808,
0.03143015131354332,
-0.005806684028357267,
-0.027816742658615112,
0.023454608395695686,
-0.022071095183491707,
0.03499473258852959,
0.016154544427990913,
0.0009455698309466243,
-0.02117588184773922,
0.021680457517504692,
0.01569066010415554,
-0.0586283802986145,
0.040496230125427246,
0.03234164044260979,
-0.11771251261234283,
0.07819287478923798,
-0.025635674595832825,
-0.004642905667424202,
0.056349653750658035,
0.011515707708895206,
0.0065920306369662285,
0.020687581971287727,
0.009757833555340767,
-0.05273624509572983,
0.04860198497772217,
-0.050262201577425,
-0.05667518824338913,
0.028972381725907326,
0.020915456116199493,
-0.004199367947876453,
0.00041581675759516656,
-0.02807716839015484,
-0.017318323254585266,
0.025505462661385536,
-0.02876078523695469,
-0.010644908994436264,
-0.008895172737538815,
0.03064887411892414,
-0.030225681141018867,
-0.019580772146582603,
-0.04251452907919884,
-0.03746877610683441,
-0.022022265940904617,
-0.008191208355128765,
0.04557453468441963,
-0.02329184114933014,
-0.022185031324625015,
-0.05888880789279938,
-0.012313262559473515,
-0.05322454497218132,
0.08112266659736633,
-0.01192262303084135,
0.06123264133930206,
0.03299270570278168,
-0.030486106872558594,
0.01268762443214655,
0.04502112790942192,
-0.0020050760358572006,
-0.03473430499434471,
-0.0025452564004808664,
0.0052980394102633,
-0.03616664931178093,
-0.00918815191835165,
-0.028305040672421455,
-0.029900148510932922,
-0.07689075171947479,
0.011784272268414497,
-0.016170820221304893,
0.08275032788515091,
-0.01982492208480835,
-0.04723474755883217,
0.06640860438346863,
0.024919504299759865,
0.03201610967516899,
0.03746877610683441,
0.03942197188735008,
-0.07786734402179718,
0.04970879480242729,
-0.01295618899166584,
0.006351950578391552,
0.012231878936290741,
0.0024313200265169144,
-0.0002774655004031956,
-0.014526882208883762,
0.01977609284222126,
0.021289817988872528,
-0.002457769587635994,
0.016016192734241486,
0.04560708627104759,
-0.0353853702545166,
0.022640777751803398,
-0.015885980799794197,
0.013826987706124783,
0.01638241671025753,
-0.01902736723423004,
-0.014852414838969707,
-0.009285811334848404,
0.06725499033927917,
-0.0004120019148103893,
0.02114332839846611,
-0.0143966693431139,
-0.004349926486611366,
-0.004152572248131037,
0.0069623240269720554,
0.02174556255340576,
-0.07396095991134644,
-0.022087372839450836,
-0.0032410817220807076,
0.0031067996751517057,
0.03431111201643944,
0.001794497249647975,
0.0014191176742315292,
-0.008659161627292633,
-0.012362091802060604,
0.021468861028552055,
0.021664179861545563,
0.050945818424224854,
0.03362749516963959,
0.020622476935386658,
-0.005200379993766546,
0.0328136645257473,
0.025586845353245735,
0.03564579412341118,
-0.03414834663271904,
0.02584727108478546,
-0.03003036230802536,
-0.02185949869453907,
-0.009074214845895767,
0.0009201376233249903,
-0.09928737580776215,
0.016211513429880142,
0.025082269683480263,
0.018718112260103226,
0.0014903278788551688,
0.020199283957481384,
0.03470175340771675,
-0.00496843783184886,
0.032357919961214066,
-0.034538984298706055,
0.011654059402644634,
-0.043588787317276,
-0.026286739856004715,
0.0033041536808013916,
0.017399705946445465,
-0.0007141366368159652,
0.01697651296854019,
0.02929791435599327,
0.021452583372592926,
0.01847396232187748,
-0.0011444498086348176,
-0.01779034547507763,
-0.022005988284945488,
0.05537305772304535,
-0.010425174608826637,
-0.01974353939294815,
0.038575585931539536,
-0.02524503692984581,
0.012467890046536922,
0.04596517235040665,
-0.03230908885598183,
-0.019434282556176186,
0.03873835504055023,
-0.023552268743515015,
0.011401771567761898,
0.04508623480796814,
0.050880711525678635,
0.010368206538259983,
-0.01400603074580431,
0.03642707318067551,
0.01850651577115059,
0.018766941502690315,
-0.022998861968517303,
0.04023580253124237,
0.05413603410124779,
0.022901203483343124,
-0.059800297021865845,
-0.09238608926534653,
0.06585519760847092,
-0.08913076668977737,
-0.01850651577115059,
0.02726333774626255,
0.037891969084739685,
-0.0013000949984416366,
-0.032374195754528046,
0.013468902558088303,
0.05413603410124779,
-0.035906221717596054,
-0.004087465815246105,
-0.02602631412446499,
-0.01569879986345768,
0.04804857820272446,
-0.010807675309479237,
-0.015462787821888924,
0.014461776241660118,
0.02801206149160862,
-0.0529966726899147,
0.04241687059402466,
0.048276450484991074,
-0.0025900169275701046,
-0.018897155299782753,
0.024138225242495537,
-0.015568586066365242,
0.00856964010745287,
0.029900148510932922,
0.04804857820272446,
0.048927515745162964,
0.0009130166145041585,
-0.029835043475031853,
-0.010400759987533092,
0.026775037869811058,
-0.030600043013691902,
-0.0008499447139911354,
-0.00038224621675908566,
0.029493233188986778,
-0.02729588933289051,
-0.026254186406731606,
0.014461776241660118,
-0.05732625350356102,
0.020915456116199493,
0.007226818706840277,
0.0878286361694336,
-0.058335401117801666,
0.10332398116588593,
0.016683533787727356,
-0.07936479151248932,
0.019352899864315987,
0.04147282615303993,
-0.032423026859760284,
0.01229698583483696,
-0.002846373710781336,
-0.01628475822508335,
-0.035808563232421875,
-0.03325313329696655,
-0.018229814246296883,
-0.006710036192089319,
-0.028923552483320236,
-0.04508623480796814,
0.014380392618477345,
-0.046876661479473114,
0.023373225703835487,
-0.015959225594997406,
-0.01649635285139084,
-0.019515667110681534,
-0.01536512840539217,
-0.012728315778076649,
0.04713708907365799,
-0.059116680175065994,
0.027605146169662476,
-0.012980603612959385,
0.09368821978569031,
-0.011027409695088863,
-0.0061403545551002026,
-0.04170069843530655,
0.07448180764913559,
0.04170069843530655,
-0.02858174405992031,
-0.01432342454791069,
-0.046713896095752716,
-0.08138309419155121,
-0.029688553884625435,
0.03499473258852959,
-0.02934674359858036,
0.04970879480242729,
0.007711048237979412,
0.013639806769788265,
0.002526945201680064,
-0.03068142756819725,
0.06266498565673828,
0.016276618465781212,
0.03961729258298874,
0.07011967152357101,
0.046746451407670975,
-0.07474223524332047,
-0.0034852309618145227,
-0.016187097877264023,
-0.01782289706170559,
-0.014689648523926735,
-0.021403754130005836,
-0.007100675255060196,
0.003352983621880412,
0.00856964010745287,
-0.0109378881752491,
-0.03221143037080765,
-0.015340713784098625,
-0.020052794367074966,
-0.07910437136888504,
0.0028728232719004154,
0.0008565571042709053,
-0.011816825717687607,
-0.0064129880629479885,
-0.0016062988433986902,
0.018571622669696808,
0.03470175340771675,
-0.0170090664178133,
0.025668228045105934,
-0.01540581975132227,
-0.007861606776714325,
0.007084398530423641,
0.023519715294241905,
-0.025668228045105934,
-0.026286739856004715,
-0.03955218568444252,
0.03146270290017128,
-0.04437006264925003,
0.05192241445183754,
-0.010791398584842682,
-0.04661623761057854,
-0.024756737053394318,
-0.035841114819049835,
0.005473013035953045,
-0.058953914791345596,
-0.07845330238342285,
0.06823159009218216,
-0.03157664090394974,
0.03610154241323471,
-0.016878854483366013,
0.0035421992652118206,
-0.017236940562725067,
0.03815239667892456,
-0.019645879045128822,
-0.028825892135500908,
0.0038066941779106855,
-0.02400801330804825,
0.018246090039610863,
-0.03971495106816292,
-0.012410921975970268,
-0.003131214529275894,
-0.04560708627104759,
0.007808708120137453,
-0.004142399411648512,
-0.002874857746064663,
0.02316162921488285,
-0.008235969580709934,
-0.046746451407670975,
0.04990411549806595,
0.013940923847258091,
0.028451530262827873,
-0.04183091223239899,
0.031706854701042175,
0.026482058688998222,
-0.06227434426546097,
0.019499389454722404,
0.015080288052558899,
-0.012166772969067097,
-0.035092391073703766,
0.00288909999653697,
0.03805473446846008,
-0.006152561865746975,
0.12142357975244522,
-0.025651952251791954,
-0.06618073582649231,
-0.0776069164276123,
0.011654059402644634,
0.028858445584774017,
-0.031658023595809937,
-0.030355894938111305,
-0.019320346415042877,
-0.025798441842198372,
0.02531014196574688,
0.03129993751645088,
0.018067046999931335,
0.013485179282724857,
-0.014950074255466461,
-0.0073692393489181995,
0.03483196347951889,
0.004087465815246105,
-0.013094539754092693,
-0.05595901608467102,
-0.027556316927075386,
0.04703943058848381,
-0.03073025681078434,
0.07311457395553589,
0.061037320643663406,
-0.005757853854447603,
-0.049513474106788635,
0.004341788124293089,
0.033692602068185806,
-0.009472992271184921,
-0.00598979601636529,
0.007694771513342857,
0.05934455245733261,
-0.08027628809213638,
-0.020768966525793076,
-0.008488256484270096,
-0.014250179752707481,
0.004944023210555315,
-0.001140380627475679,
0.014510605484247208,
0.05719603970646858,
0.026416953653097153,
0.06403221935033798,
-0.04384921118617058,
-0.01229698583483696,
-0.0029867596458643675,
0.05049007385969162,
-0.010482142679393291,
0.018994813784956932,
0.020882902666926384,
0.05377794802188873,
-0.000423955061705783,
0.04013814404606819,
-0.003833143739029765,
-0.02517993003129959,
0.011230867356061935,
-0.05234560742974281,
-0.041896019130945206,
0.01974353939294815,
0.01293177343904972,
0.06605052202939987,
-0.027605146169662476,
-0.05963753163814545,
0.005420114379376173,
-0.020622476935386658,
0.007519797887653112,
0.007483175490051508,
0.04244942218065262,
0.03763154521584511,
-0.0651390329003334,
-0.024235885590314865,
0.005741577595472336,
-0.003940976224839687,
0.006034556310623884,
-0.005863652098923922,
0.02592865377664566,
0.017562471330165863,
-0.022998861968517303,
-0.013151507824659348,
0.007776154670864344,
-0.004557453561574221,
0.043393466621637344,
0.009529960341751575,
-0.02649833634495735,
0.0030213473364710808,
-0.05169454216957092,
0.007239026483148336,
-0.04508623480796814,
0.0762396827340126,
-0.03411579504609108,
0.09114906936883926,
-0.013859541155397892,
-0.028402701020240784,
0.019369177520275116,
0.019515667110681534,
-0.005505566485226154,
0.03336706757545471,
0.0370781384408474,
-0.027881847694516182,
-0.030258234590291977,
0.009814801625907421,
0.012557411566376686,
0.012834114022552967,
-0.03009546920657158,
-0.02330811880528927,
-0.008431288413703442,
0.0011251212563365698,
0.008439427241683006,
-0.025765888392925262,
0.019922582432627678,
-0.050164539366960526,
-0.02181066945195198,
-0.04043112322688103,
0.033692602068185806,
-0.047364961355924606,
-0.0212735403329134,
0.03916154429316521,
-0.009497406892478466,
0.05403837561607361,
-0.044044531881809235,
0.0183763038367033,
0.06123264133930206,
0.059865403920412064,
-0.007003015372902155,
0.015991779044270515,
-0.03362749516963959,
-0.06894776225090027,
0.05387561023235321,
0.007833123207092285,
0.027751635760068893,
0.03727345913648605,
-0.021306093782186508,
-0.03234164044260979,
0.0006108818342909217,
0.010791398584842682,
-0.025114823132753372,
-0.04909028485417366,
-0.055763695389032364,
0.05263858661055565,
-0.01058794092386961,
-0.033692602068185806,
-0.007096605841070414,
-0.047430068254470825,
-0.0018952088430523872,
-0.016748640686273575,
0.011002994142472744,
0.0015696764457970858,
0.031202279031276703,
-0.013045710511505604,
-0.07024988532066345,
0.03763154521584511,
0.012882944196462631,
0.03851047903299332,
0.013175923377275467,
-0.07024988532066345,
-0.002270588418468833,
-0.05407092720270157,
0.015210500918328762,
0.001305181416682899,
-0.050262201577425,
0.020036518573760986,
-0.09147460013628006,
-0.013436349108815193,
0.053615182638168335,
-0.0034893001429736614,
0.08047160506248474,
0.011580814607441425,
-0.022770989686250687,
-0.03343217447400093,
-0.005057959351688623,
0.037175796926021576,
0.009725280106067657,
0.029672276228666306,
-0.027523763477802277,
0.05478709936141968,
0.015112840570509434,
0.001362149603664875,
0.0017710996326059103,
0.03274855762720108,
-0.09427417814731598,
0.022380352020263672,
0.0013489248231053352,
0.021713009104132652,
-0.009993843734264374,
0.012207464314997196,
0.0786486268043518,
-0.04453282803297043,
-0.024300992488861084,
0.031625472009181976,
-0.013420072384178638,
0.07083584368228912,
0.019515667110681534,
-0.04502112790942192,
0.05755412578582764,
0.10651419311761856,
-0.02456141822040081,
-0.008748683147132397,
-0.029753658920526505,
-0.003045762423425913,
0.046844109892845154,
0.016813747584819794,
-0.004046774469316006,
-0.05459177866578102,
-0.05172709375619888,
-0.01122272852808237,
-0.039291758090257645,
-0.018766941502690315,
-0.02527759037911892,
-0.0004580342210829258,
0.05257347971200943,
0.03230908885598183,
-0.06227434426546097,
-0.02669365517795086,
0.02125726453959942,
-0.052313052117824554,
-0.0028809616342186928,
0.0183763038367033,
-0.024463757872581482,
0.003477092832326889,
-0.034538984298706055,
-0.023031415417790413,
0.018994813784956932,
-0.02325928956270218,
-0.00046922441106289625,
0.019483113661408424,
0.019499389454722404,
0.017904281616210938,
0.01226443238556385,
-0.048829857259988785,
0.05273624509572983,
-0.026514612138271332,
0.08626607805490494,
-0.011418048292398453,
-0.018571622669696808,
0.00265512359328568,
0.04521644860506058,
0.03229281306266785,
0.018148429691791534,
0.03968239575624466,
0.02391035296022892,
0.0005086443270556629,
0.023763863369822502,
-0.048732198774814606,
-0.05582880228757858,
0.03356238827109337,
-0.02649833634495735,
0.01907619833946228,
-0.018669283017516136,
-0.027068017050623894,
0.06207902356982231,
-0.03268345072865486,
-0.001826033229008317,
-0.06259987503290176,
0.01155639998614788,
-0.03437621891498566,
-0.035190049558877945,
0.01647193916141987,
-0.002333660377189517,
0.05677284672856331,
0.007418069057166576,
0.02514737658202648,
-0.0665062665939331,
-0.022054819390177727,
0.013387518934905529,
0.023047693073749542,
-0.036492180079221725,
0.02257567085325718,
0.0007207490270957351,
-0.00020765405497513711,
0.015829011797904968,
0.06380434334278107,
0.02449631132185459,
-0.058302849531173706,
-0.08281543850898743,
-0.027653975412249565,
0.023031415417790413,
-0.0504249669611454,
-0.024219609797000885,
-0.0834013968706131,
0.044760704040527344,
-0.05140156298875809,
0.0017009066650643945,
-0.04638836532831192,
0.01704161986708641,
-0.03286249563097954,
-0.03366004675626755,
0.016081299632787704,
-0.10280312597751617,
-0.02247801050543785,
0.031186001375317574,
0.01782289706170559,
-0.046876661479473114,
0.007963336072862148,
0.018018217757344246,
-0.06881754845380783,
0.07513287663459778,
0.02661227248609066,
0.03077908605337143,
-0.030339617282152176,
0.03131621330976486,
0.03818494826555252,
-0.033822815865278244,
0.009529960341751575,
0.005904343444854021,
0.018994813784956932,
-0.010474004782736301,
-0.025651952251791954,
0.0697290375828743,
-0.016537044197320938,
-0.04437006264925003,
0.03392047435045242,
0.03214632347226143,
-0.03405068814754486,
0.027816742658615112
] |
22,590 | scipy.interpolate._fitpack2 | RectBivariateSpline |
Bivariate spline approximation over a rectangular mesh.
Can be used for both smoothing and interpolating data.
Parameters
----------
x,y : array_like
1-D arrays of coordinates in strictly ascending order.
Evaluated points outside the data range will be extrapolated.
z : array_like
2-D array of data with shape (x.size,y.size).
bbox : array_like, optional
Sequence of length 4 specifying the boundary of the rectangular
approximation domain, which means the start and end spline knots of
each dimension are set by these values. By default,
``bbox=[min(x), max(x), min(y), max(y)]``.
kx, ky : ints, optional
Degrees of the bivariate spline. Default is 3.
s : float, optional
Positive smoothing factor defined for estimation condition:
``sum((z[i]-f(x[i], y[i]))**2, axis=0) <= s`` where f is a spline
function. Default is ``s=0``, which is for interpolation.
See Also
--------
BivariateSpline :
a base class for bivariate splines.
UnivariateSpline :
a smooth univariate spline to fit a given set of data points.
SmoothBivariateSpline :
a smoothing bivariate spline through the given points
LSQBivariateSpline :
a bivariate spline using weighted least-squares fitting
RectSphereBivariateSpline :
a bivariate spline over a rectangular mesh on a sphere
SmoothSphereBivariateSpline :
a smoothing bivariate spline in spherical coordinates
LSQSphereBivariateSpline :
a bivariate spline in spherical coordinates using weighted
least-squares fitting
bisplrep :
a function to find a bivariate B-spline representation of a surface
bisplev :
a function to evaluate a bivariate B-spline and its derivatives
Notes
-----
If the input data is such that input dimensions have incommensurate
units and differ by many orders of magnitude, the interpolant may have
numerical artifacts. Consider rescaling the data before interpolating.
| class RectBivariateSpline(BivariateSpline):
"""
Bivariate spline approximation over a rectangular mesh.
Can be used for both smoothing and interpolating data.
Parameters
----------
x,y : array_like
1-D arrays of coordinates in strictly ascending order.
Evaluated points outside the data range will be extrapolated.
z : array_like
2-D array of data with shape (x.size,y.size).
bbox : array_like, optional
Sequence of length 4 specifying the boundary of the rectangular
approximation domain, which means the start and end spline knots of
each dimension are set by these values. By default,
``bbox=[min(x), max(x), min(y), max(y)]``.
kx, ky : ints, optional
Degrees of the bivariate spline. Default is 3.
s : float, optional
Positive smoothing factor defined for estimation condition:
``sum((z[i]-f(x[i], y[i]))**2, axis=0) <= s`` where f is a spline
function. Default is ``s=0``, which is for interpolation.
See Also
--------
BivariateSpline :
a base class for bivariate splines.
UnivariateSpline :
a smooth univariate spline to fit a given set of data points.
SmoothBivariateSpline :
a smoothing bivariate spline through the given points
LSQBivariateSpline :
a bivariate spline using weighted least-squares fitting
RectSphereBivariateSpline :
a bivariate spline over a rectangular mesh on a sphere
SmoothSphereBivariateSpline :
a smoothing bivariate spline in spherical coordinates
LSQSphereBivariateSpline :
a bivariate spline in spherical coordinates using weighted
least-squares fitting
bisplrep :
a function to find a bivariate B-spline representation of a surface
bisplev :
a function to evaluate a bivariate B-spline and its derivatives
Notes
-----
If the input data is such that input dimensions have incommensurate
units and differ by many orders of magnitude, the interpolant may have
numerical artifacts. Consider rescaling the data before interpolating.
"""
def __init__(self, x, y, z, bbox=[None] * 4, kx=3, ky=3, s=0):
x, y, bbox = ravel(x), ravel(y), ravel(bbox)
z = np.asarray(z)
if not np.all(diff(x) > 0.0):
raise ValueError('x must be strictly increasing')
if not np.all(diff(y) > 0.0):
raise ValueError('y must be strictly increasing')
if not x.size == z.shape[0]:
raise ValueError('x dimension of z must have same number of '
'elements as x')
if not y.size == z.shape[1]:
raise ValueError('y dimension of z must have same number of '
'elements as y')
if not bbox.shape == (4,):
raise ValueError('bbox shape should be (4,)')
if s is not None and not s >= 0.0:
raise ValueError("s should be s >= 0.0")
z = ravel(z)
xb, xe, yb, ye = bbox
nx, tx, ny, ty, c, fp, ier = dfitpack.regrid_smth(x, y, z, xb, xe, yb,
ye, kx, ky, s)
if ier not in [0, -1, -2]:
msg = _surfit_messages.get(ier, 'ier=%s' % (ier))
raise ValueError(msg)
self.fp = fp
self.tck = tx[:nx], ty[:ny], c[:(nx - kx - 1) * (ny - ky - 1)]
self.degrees = kx, ky
| (x, y, z, bbox=[None, None, None, None], kx=3, ky=3, s=0) | [
0.030285580083727837,
-0.026682082563638687,
-0.08182775229215622,
-0.03469885140657425,
-0.03073095716536045,
-0.014940346591174603,
-0.02285589650273323,
0.015669142827391624,
-0.05174461379647255,
0.03188488632440567,
-0.026358172297477722,
0.01128623727709055,
-0.060611650347709656,
-0.012561632320284843,
-0.08616004884243011,
0.051177769899368286,
0.04103534296154976,
0.014677169732749462,
-0.05417393893003464,
-0.03498227521777153,
0.03844406083226204,
-0.06551078706979752,
0.004010916221886873,
0.07150311768054962,
0.023787137120962143,
-0.02492082118988037,
0.041217539459466934,
-0.03366639092564583,
-0.004195645917207003,
-0.035812292248010635,
-0.036338645964860916,
-0.0449020154774189,
-0.020335471257567406,
-0.00464861374348402,
0.00416021840646863,
-0.023665670305490494,
0.04146047309041023,
-0.023807380348443985,
-0.07219143211841583,
0.003092327853664756,
0.013330918736755848,
0.016843317076563835,
0.04733134061098099,
-0.006559176370501518,
0.07219143211841583,
0.03953725844621658,
-0.019424473866820335,
0.0693977028131485,
-0.02773478999733925,
0.03905139118432999,
0.013614339753985405,
-0.1087527647614479,
0.013998983427882195,
-0.019141053780913353,
-0.019454840570688248,
0.07190801203250885,
0.04749329760670662,
0.07182703167200089,
0.02566986344754696,
-0.056967660784721375,
-0.005936662200838327,
-0.02364542707800865,
0.029212627559900284,
0.009383265860378742,
-0.050894349813461304,
-0.006037883926182985,
-0.01883738860487938,
-0.02996166981756687,
-0.023179804906249046,
0.02413129061460495,
-0.001959908287972212,
0.05757499486207962,
-0.015233890153467655,
-0.00425384845584631,
0.017906146124005318,
0.05951845273375511,
-0.019272642210125923,
-0.014596192166209221,
0.0242527574300766,
-0.016357451677322388,
0.021398300305008888,
0.018159201368689537,
0.011316603980958462,
-0.016438430175185204,
-0.03726988658308983,
-0.002922781277447939,
0.04919382184743881,
0.027674056589603424,
0.026661837473511696,
0.009545220993459225,
-0.022046120837330818,
0.0063567329198122025,
0.012500899843871593,
0.001961173489689827,
0.05166363716125488,
-0.0208921916782856,
0.0036465174052864313,
-0.03534667193889618,
-0.012116256169974804,
-0.011265993118286133,
-0.010354995727539062,
0.01136721484363079,
-0.024617156013846397,
0.03376761078834534,
-0.008775935508310795,
0.010435973294079304,
-0.0036971282679587603,
0.003046778030693531,
-0.013249941170215607,
0.004056465812027454,
0.019940705969929695,
0.06376977264881134,
-0.07575444132089615,
0.019434597343206406,
-0.05032750964164734,
-0.05178510397672653,
-0.024192024022340775,
0.059963829815387726,
0.00968187116086483,
-0.027957476675510406,
0.003383340546861291,
-0.016438430175185204,
-0.04210829362273216,
0.03486080840229988,
0.027552589774131775,
-0.018361644819378853,
0.02338225021958351,
0.04024581238627434,
0.013482751324772835,
-0.0648224800825119,
0.0019181541865691543,
-0.004056465812027454,
0.0007977547938935459,
-0.02540668658912182,
-0.021620988845825195,
-0.005956906359642744,
0.016681361943483353,
0.020102661103010178,
-0.014626558870077133,
-0.0028772312216460705,
0.05627935379743576,
-0.02643914893269539,
-0.04040776565670967,
0.014879613183438778,
0.028989940881729126,
0.010891471989452839,
0.08648395538330078,
-0.0066907647997140884,
0.02660110406577587,
0.06190728768706322,
-0.05251390114426613,
0.02131732366979122,
0.02811943180859089,
0.02840285375714302,
0.041096076369285583,
-0.07709056884050369,
0.011438069865107536,
-0.02890896238386631,
0.011265993118286133,
0.03747233375906944,
-0.018250301480293274,
-0.02206636592745781,
-0.01057768426835537,
0.004056465812027454,
0.004977584816515446,
0.030164113268256187,
-0.033868834376335144,
-0.02751210145652294,
-0.0005386900738812983,
0.03836308419704437,
-0.015011201612651348,
0.007799144368618727,
-0.09490561485290527,
0.0222080759704113,
0.01624610833823681,
0.026014016941189766,
-0.02309882827103138,
0.024293245747685432,
0.031196577474474907,
-0.03202659636735916,
0.014312771148979664,
-0.030103379860520363,
-0.008350803516805172,
0.0008970787166617811,
-0.05510517954826355,
0.07838620990514755,
0.032350506633520126,
-0.05850623548030853,
-0.014990957453846931,
-0.02273442968726158,
-0.041622430086135864,
-0.019313130527734756,
0.05822281166911125,
0.01950545236468315,
-0.003967897035181522,
0.049112845212221146,
-0.01283493172377348,
-0.011306481435894966,
0.0614619143307209,
0.012531266547739506,
-0.057372547686100006,
-0.0309738889336586,
0.058384768664836884,
-0.012581877410411835,
-0.004992768168449402,
0.0006788190803490579,
0.011346970684826374,
-0.03437494486570358,
-0.0048662410117685795,
0.06356732547283173,
-0.030407046899199486,
-0.06453905999660492,
-0.029880693182349205,
0.03158121928572655,
0.07640226185321808,
0.020608769729733467,
-0.01665099523961544,
-0.03176341950893402,
0.06328390538692474,
-0.013391652144491673,
0.051582660526037216,
-0.010122185572981834,
0.0018308503786101937,
0.0309738889336586,
0.005018073599785566,
0.029779471457004547,
0.05514566972851753,
0.012247844599187374,
0.027815766632556915,
-0.0417843833565712,
0.03868699446320534,
-0.015001079067587852,
0.011043304577469826,
-0.02969849295914173,
0.01600317656993866,
-0.09093771874904633,
-0.043444421142339706,
-0.035164475440979004,
0.03352468088269234,
-0.02143879048526287,
0.01446460373699665,
-0.003147999756038189,
-0.06571323424577713,
0.008963195607066154,
0.012156745418906212,
-0.008740507066249847,
0.01573999971151352,
0.03500251844525337,
0.00018061776063404977,
0.006017639301717281,
-0.019191663712263107,
0.008872095495462418,
-0.029496049508452415,
-0.0003511133254505694,
-0.015527432784438133,
-0.06874988973140717,
0.01252114400267601,
0.01976862922310829,
0.004691632930189371,
-0.006230205297470093,
-0.016701607033610344,
-0.051947057247161865,
-0.02943531610071659,
0.11239675432443619,
-0.006164411082863808,
0.0012981703039258718,
-0.022633207961916924,
-0.009256739169359207,
-0.0007332258392125368,
0.04235122725367546,
0.040468499064445496,
-0.00026713081751950085,
-0.05356660857796669,
-0.022896384820342064,
-0.011650635860860348,
0.09757786989212036,
0.02737039141356945,
-0.027775278314948082,
0.08215165883302689,
-0.027269167825579643,
0.04712889716029167,
-0.017389915883541107,
0.008082565851509571,
-0.0026950319297611713,
0.020477181300520897,
0.011782224290072918,
-0.03777599707245827,
-0.0710577443242073,
0.05862770229578018,
-0.017116615548729897,
-0.03824161738157272,
-0.0026975625660270452,
0.03514422848820686,
-0.003950182814151049,
0.07409439980983734,
-0.002245859941467643,
-0.02542693167924881,
-0.048060137778520584,
0.03471909835934639,
-0.10000719875097275,
0.08413560688495636,
-0.01754174754023552,
0.03767477720975876,
0.009772970341145992,
-0.007470173295587301,
-0.02492082118988037,
-0.006751497741788626,
-0.025123264640569687,
-0.02581157349050045,
-0.031824152916669846,
0.02479935623705387,
-0.007900365628302097,
-0.05457882583141327,
-0.06089507043361664,
0.02542693167924881,
-0.0000318493002851028,
0.020041927695274353,
0.026297438889741898,
-0.01309810858219862,
0.028483830392360687,
0.0007958568749018013,
-0.04372784122824669,
0.04506397247314453,
-0.004613186232745647,
0.03524545207619667,
-0.00871520210057497,
0.026783304288983345,
-0.0070602246560156345,
-0.005111703649163246,
0.06668496131896973,
-0.007328462786972523,
0.008613980375230312,
0.013047497719526291,
0.0343344546854496,
0.03643986955285072,
0.0002647584187798202,
0.01309810858219862,
0.027026236057281494,
0.023908602073788643,
-0.08203019201755524,
0.03305906057357788,
0.027977721765637398,
-0.00027314084582030773,
0.03959799185395241,
-0.024819599464535713,
-0.014343136921525002,
0.004218420945107937,
-0.007439806591719389,
0.08146335184574127,
0.08753666281700134,
0.0077687776647508144,
-0.07170556485652924,
0.05202803388237953,
0.03757355362176895,
-0.01136721484363079,
0.03121682070195675,
0.02917213924229145,
-0.013462507165968418,
0.07571394741535187,
-0.032188549637794495,
0.020214004442095757,
0.0063567329198122025,
-0.05789890140295029,
0.031803909689188004,
-0.043565887957811356,
-0.01650928519666195,
-0.03394981101155281,
0.009919742122292519,
0.03674353286623955,
0.005744340363889933,
-0.007242423947900534,
-0.051056306809186935,
-0.05976138636469841,
0.01872604340314865,
0.00464355293661356,
-0.0023331637494266033,
0.023787137120962143,
0.003568070475012064,
0.040083855390548706,
-0.019383985549211502,
0.03212781623005867,
-0.03692573308944702,
0.017582237720489502,
-0.006017639301717281,
0.016478918492794037,
0.009929864667356014,
-0.002689970890060067,
0.005116764921694994,
0.061745334416627884,
-0.04530690237879753,
0.02735014632344246,
-0.009939986281096935,
0.0725153386592865,
0.019707895815372467,
-0.05202803388237953,
-0.0069438195787370205,
0.08397365361452103,
0.0446590855717659,
-0.024819599464535713,
0.03186463937163353,
-0.02554839663207531,
-0.010770006105303764,
-0.04312051087617874,
0.029860448092222214,
0.014160937629640102,
-0.04218927025794983,
0.04166291654109955,
-0.006260572001338005,
0.031075110659003258,
0.014474725350737572,
0.03933481499552727,
0.009499671868979931,
0.009727420285344124,
-0.044861529022455215,
-0.03767477720975876,
0.012440166436135769,
-0.11263968050479889,
0.05664375051856041,
-0.05850623548030853,
0.005293903406709433,
0.03743184357881546,
0.00011735409498214722,
-0.011316603980958462,
0.029759226366877556,
-0.021357811987400055,
-0.01265273243188858,
-0.12616293132305145,
-0.029070917516946793,
0.03820113092660904,
-0.019394109025597572,
-0.022491496056318283,
-0.05146119371056557,
-0.08656493574380875,
-0.048222094774246216,
-0.034010544419288635,
-0.0041222600266337395,
-0.029131650924682617,
0.022248564288020134,
0.04530690237879753,
-0.03836308419704437,
-0.009702115319669247,
0.047817204147577286,
-0.0072980960831046104,
-0.04842453822493553,
-0.02156025543808937,
-0.024030068889260292,
0.027674056589603424,
-0.008214154280722141,
-0.04611667990684509,
-0.022876139730215073,
0.059963829815387726,
0.02516375482082367,
-0.004195645917207003,
0.03346394747495651,
-0.013249941170215607,
-0.07607834786176682,
0.023706158623099327,
-0.02143879048526287,
-0.05004408583045006,
-0.004937096033245325,
0.0027557651046663523,
0.008684835396707058,
-0.00442086486145854,
-0.009454121813178062,
-0.03216830641031265,
-0.015193400904536247,
0.028544563800096512,
-0.02866603061556816,
0.02828138694167137,
-0.04765525087714195,
0.0052787200547754765,
0.006862842012196779,
-0.025345953181385994,
-0.010162674821913242,
0.016549773514270782,
0.0782647430896759,
0.016094274818897247,
0.03872748464345932,
-0.007753594312816858,
-0.007672616746276617,
0.029900936409831047,
-0.048465024679899216,
-0.014444359578192234,
0.008522880263626575,
-0.010466339997947216,
0.0052078645676374435,
-0.026155728846788406,
0.002689970890060067,
0.02350371517241001,
0.002492588246241212,
-0.02400982566177845,
-0.0010552378371357918,
0.020993413403630257,
0.03366639092564583,
-0.0345773883163929,
0.02670232579112053,
-0.007242423947900534,
-0.00464355293661356,
0.046643033623695374,
-0.06494394689798355,
-0.0036515784449875355,
-0.0022888793610036373,
-0.006908392067998648,
-0.005769645795226097,
0.01425203774124384,
-0.02773478999733925,
0.004107077140361071,
0.0782647430896759,
-0.024556422606110573,
-0.0038337779697030783,
-0.019545940682291985,
-0.04814111441373825,
0.010066513903439045,
0.026742814108729362,
0.010759883560240269,
-0.042027316987514496,
-0.03739135339856148,
0.007905427366495132,
-0.06542980670928955,
-0.024880332872271538,
0.05551006644964218,
0.05514566972851753,
0.00393499992787838,
-0.006351671647280455,
0.0017726478399708867,
0.06356732547283173,
0.011519047431647778,
-0.024050313979387283,
0.05947796255350113,
0.035407405346632004,
0.027289412915706635,
-0.004436047747731209,
0.0242527574300766,
0.06684691458940506,
0.05275683104991913,
0.027026236057281494,
-0.010096880607306957,
-0.07223191857337952,
-0.01909044198691845,
-0.06777815520763397,
-0.022430764511227608,
0.03848455101251602,
0.01934349723160267,
-0.04144022986292839,
-0.007429684512317181,
0.050651416182518005,
0.01705588400363922,
-0.015831097960472107,
-0.03678402304649353,
-0.016337208449840546,
0.020163394510746002,
-0.0196269191801548,
0.02001156099140644,
-0.017622726038098335,
0.011114160530269146,
-0.029637759551405907,
-0.0792364701628685,
-0.030811933800578117,
-0.04127827286720276,
-0.024192024022340775,
-0.026540370658040047,
0.08239459246397018,
0.05769645795226097,
-0.00015681479999329895,
-0.04862698167562485,
0.00871014129370451,
0.031682442873716354,
0.03488105162978172,
-0.011225503869354725,
-0.0064528933726251125,
0.03356516733765602,
0.04895089194178581,
-0.004952279385179281,
0.03947652503848076,
0.02091243676841259,
0.04388979822397232,
0.022046120837330818,
-0.09863057732582092,
-0.02168172225356102,
-0.0480196513235569,
0.060854580253362656,
-0.06040920689702034,
0.011448192410171032,
-0.07223191857337952,
-0.021600743755698204,
-0.0015929789515212178,
-0.11587878316640854,
0.04042800888419151,
-0.03747233375906944,
0.012490777298808098,
0.017612602561712265,
0.04830307140946388,
-0.00015341438120231032,
-0.04000287875533104,
-0.0007616945076733828,
-0.005896173417568207,
0.007105774246156216,
0.007374012377113104,
0.008917645551264286,
-0.059680406004190445,
-0.030022403225302696,
0.03623742610216141,
-0.050894349813461304,
0.035933759063482285,
0.0015373069327324629,
-0.027775278314948082,
-0.03429396450519562,
-0.02040632627904415,
-0.001246294123120606,
-0.03212781623005867,
0.005400185938924551,
0.003750269766896963,
0.0225724745541811,
-0.028827985748648643,
-0.048991378396749496,
0.0410555861890316,
-0.03083217889070511,
0.008173665031790733,
0.07526857405900955,
-0.0052230479195714,
0.028180165216326714,
-0.023847870528697968,
-0.004339887294918299,
0.04688596352934837,
0.00641746586188674,
-0.023321516811847687,
0.028423096984624863,
-0.08101797848939896,
0.00027092662639915943,
-0.036196935921907425,
0.0039046332240104675,
0.012359188869595528,
0.05178510397672653,
-0.03965872526168823,
-0.019677529111504555,
0.05717010423541069,
0.0006136575248092413,
0.043039534240961075,
-0.002803845563903451,
0.04312051087617874,
0.017238082364201546,
0.001041952520608902,
0.020750481635332108,
0.012096012011170387,
-0.016084153205156326,
-0.024475445970892906,
0.01309810858219862,
0.0041500963270664215,
0.08737470954656601,
-0.0040336912497878075,
-0.032714903354644775,
0.05887063220143318,
-0.04052923247218132,
-0.027593078091740608,
-0.014403870329260826,
0.003803411265835166,
0.034496407955884933,
-0.04494250565767288,
0.0002590646909084171,
0.013199330307543278,
0.0037831668742001057,
0.002315449994057417,
-0.0020611300133168697,
-0.014262160286307335,
-0.022754672914743423,
-0.03174317628145218,
0.04891040176153183,
-0.010091818869113922,
-0.02773478999733925,
0.013452384620904922,
-0.04623814672231674,
-0.012855175882577896,
-0.05793939158320427,
-0.02633792720735073,
-0.04397077485918999,
-0.02334176003932953,
-0.02232954278588295,
-0.026560615748167038,
-0.026763059198856354,
0.013523240573704243,
0.09522952139377594,
0.017632847651839256,
-0.026135483756661415,
0.04026605561375618,
0.019434597343206406,
0.033241257071495056,
0.0138066615909338,
-0.03111559897661209,
-0.0557125099003315,
-0.015537555329501629,
0.08802253007888794,
0.00800158828496933,
0.03603498265147209,
-0.032856617122888565,
0.04567130282521248,
-0.07259631901979446,
-0.0048738326877355576,
0.015132667496800423,
0.019313130527734756,
-0.04449712857604027,
0.011529169976711273,
-0.029354339465498924,
-0.03803917393088341,
0.03154073283076286,
-0.03552887216210365,
0.037107933312654495,
-0.0511372834444046,
0.0069438195787370205,
0.020548038184642792,
-0.036460112780332565,
-0.0007768777431920171,
-0.023949092254042625,
0.026945259422063828,
-0.025082776322960854,
0.023665670305490494,
-0.027410879731178284,
0.018503354862332344,
0.030811933800578117,
0.008826546370983124,
0.02903042919933796,
0.009955169633030891,
0.03664231300354004,
-0.02103390172123909,
-0.00968187116086483,
-0.012743831612169743,
-0.004314581863582134,
0.02903042919933796,
-0.010385362431406975,
0.015436333604156971,
-0.019191663712263107,
0.021216101944446564,
0.023281026631593704,
-0.01586146466434002,
0.0446590855717659,
0.024090802296996117,
-0.016944538801908493,
0.021641233935952187,
-0.023038094863295555,
-0.008538063615560532,
0.055550556629896164,
-0.008305253461003304,
-0.057129617780447006,
0.022876139730215073,
-0.032188549637794495,
-0.035447895526885986,
0.07194849848747253,
0.012926030904054642,
0.0012614773586392403,
-0.019829362630844116,
-0.010354995727539062,
0.0621907114982605,
0.0024369163438677788,
-0.008472269400954247,
0.009514854289591312,
0.036986466497182846,
-0.06028774008154869,
-0.0372091569006443,
-0.036338645964860916,
-0.0012583142379298806,
-0.050003599375486374,
-0.0309738889336586,
-0.03486080840229988,
0.028949450701475143,
0.04332295432686806,
0.01817944645881653,
0.048586491495370865,
-0.0014449420850723982,
0.08150383830070496
] |
22,591 | scipy.interpolate._fitpack2 | __call__ |
Evaluate the spline or its derivatives at given positions.
Parameters
----------
x, y : array_like
Input coordinates.
If `grid` is False, evaluate the spline at points ``(x[i],
y[i]), i=0, ..., len(x)-1``. Standard Numpy broadcasting
is obeyed.
If `grid` is True: evaluate spline at the grid points
defined by the coordinate arrays x, y. The arrays must be
sorted to increasing order.
The ordering of axes is consistent with
``np.meshgrid(..., indexing="ij")`` and inconsistent with the
default ordering ``np.meshgrid(..., indexing="xy")``.
dx : int
Order of x-derivative
.. versionadded:: 0.14.0
dy : int
Order of y-derivative
.. versionadded:: 0.14.0
grid : bool
Whether to evaluate the results on a grid spanned by the
input arrays, or at points specified by the input arrays.
.. versionadded:: 0.14.0
Examples
--------
Suppose that we want to bilinearly interpolate an exponentially decaying
function in 2 dimensions.
>>> import numpy as np
>>> from scipy.interpolate import RectBivariateSpline
We sample the function on a coarse grid. Note that the default indexing="xy"
of meshgrid would result in an unexpected (transposed) result after
interpolation.
>>> xarr = np.linspace(-3, 3, 100)
>>> yarr = np.linspace(-3, 3, 100)
>>> xgrid, ygrid = np.meshgrid(xarr, yarr, indexing="ij")
The function to interpolate decays faster along one axis than the other.
>>> zdata = np.exp(-np.sqrt((xgrid / 2) ** 2 + ygrid**2))
Next we sample on a finer grid using interpolation (kx=ky=1 for bilinear).
>>> rbs = RectBivariateSpline(xarr, yarr, zdata, kx=1, ky=1)
>>> xarr_fine = np.linspace(-3, 3, 200)
>>> yarr_fine = np.linspace(-3, 3, 200)
>>> xgrid_fine, ygrid_fine = np.meshgrid(xarr_fine, yarr_fine, indexing="ij")
>>> zdata_interp = rbs(xgrid_fine, ygrid_fine, grid=False)
And check that the result agrees with the input by plotting both.
>>> import matplotlib.pyplot as plt
>>> fig = plt.figure()
>>> ax1 = fig.add_subplot(1, 2, 1, aspect="equal")
>>> ax2 = fig.add_subplot(1, 2, 2, aspect="equal")
>>> ax1.imshow(zdata)
>>> ax2.imshow(zdata_interp)
>>> plt.show()
| def __call__(self, x, y, dx=0, dy=0, grid=True):
"""
Evaluate the spline or its derivatives at given positions.
Parameters
----------
x, y : array_like
Input coordinates.
If `grid` is False, evaluate the spline at points ``(x[i],
y[i]), i=0, ..., len(x)-1``. Standard Numpy broadcasting
is obeyed.
If `grid` is True: evaluate spline at the grid points
defined by the coordinate arrays x, y. The arrays must be
sorted to increasing order.
The ordering of axes is consistent with
``np.meshgrid(..., indexing="ij")`` and inconsistent with the
default ordering ``np.meshgrid(..., indexing="xy")``.
dx : int
Order of x-derivative
.. versionadded:: 0.14.0
dy : int
Order of y-derivative
.. versionadded:: 0.14.0
grid : bool
Whether to evaluate the results on a grid spanned by the
input arrays, or at points specified by the input arrays.
.. versionadded:: 0.14.0
Examples
--------
Suppose that we want to bilinearly interpolate an exponentially decaying
function in 2 dimensions.
>>> import numpy as np
>>> from scipy.interpolate import RectBivariateSpline
We sample the function on a coarse grid. Note that the default indexing="xy"
of meshgrid would result in an unexpected (transposed) result after
interpolation.
>>> xarr = np.linspace(-3, 3, 100)
>>> yarr = np.linspace(-3, 3, 100)
>>> xgrid, ygrid = np.meshgrid(xarr, yarr, indexing="ij")
The function to interpolate decays faster along one axis than the other.
>>> zdata = np.exp(-np.sqrt((xgrid / 2) ** 2 + ygrid**2))
Next we sample on a finer grid using interpolation (kx=ky=1 for bilinear).
>>> rbs = RectBivariateSpline(xarr, yarr, zdata, kx=1, ky=1)
>>> xarr_fine = np.linspace(-3, 3, 200)
>>> yarr_fine = np.linspace(-3, 3, 200)
>>> xgrid_fine, ygrid_fine = np.meshgrid(xarr_fine, yarr_fine, indexing="ij")
>>> zdata_interp = rbs(xgrid_fine, ygrid_fine, grid=False)
And check that the result agrees with the input by plotting both.
>>> import matplotlib.pyplot as plt
>>> fig = plt.figure()
>>> ax1 = fig.add_subplot(1, 2, 1, aspect="equal")
>>> ax2 = fig.add_subplot(1, 2, 2, aspect="equal")
>>> ax1.imshow(zdata)
>>> ax2.imshow(zdata_interp)
>>> plt.show()
"""
x = np.asarray(x)
y = np.asarray(y)
tx, ty, c = self.tck[:3]
kx, ky = self.degrees
if grid:
if x.size == 0 or y.size == 0:
return np.zeros((x.size, y.size), dtype=self.tck[2].dtype)
if (x.size >= 2) and (not np.all(np.diff(x) >= 0.0)):
raise ValueError("x must be strictly increasing when `grid` is True")
if (y.size >= 2) and (not np.all(np.diff(y) >= 0.0)):
raise ValueError("y must be strictly increasing when `grid` is True")
if dx or dy:
z, ier = dfitpack.parder(tx, ty, c, kx, ky, dx, dy, x, y)
if not ier == 0:
raise ValueError("Error code returned by parder: %s" % ier)
else:
z, ier = dfitpack.bispev(tx, ty, c, kx, ky, x, y)
if not ier == 0:
raise ValueError("Error code returned by bispev: %s" % ier)
else:
# standard Numpy broadcasting
if x.shape != y.shape:
x, y = np.broadcast_arrays(x, y)
shape = x.shape
x = x.ravel()
y = y.ravel()
if x.size == 0 or y.size == 0:
return np.zeros(shape, dtype=self.tck[2].dtype)
if dx or dy:
z, ier = dfitpack.pardeu(tx, ty, c, kx, ky, dx, dy, x, y)
if not ier == 0:
raise ValueError("Error code returned by pardeu: %s" % ier)
else:
z, ier = dfitpack.bispeu(tx, ty, c, kx, ky, x, y)
if not ier == 0:
raise ValueError("Error code returned by bispeu: %s" % ier)
z = z.reshape(shape)
return z
| (self, x, y, dx=0, dy=0, grid=True) | [
0.06771865487098694,
-0.027152784168720245,
-0.017528461292386055,
-0.01336953416466713,
-0.024692267179489136,
0.00347303063608706,
-0.02423500269651413,
-0.012193712405860424,
-0.02876409702003002,
0.017441364005208015,
0.005484448745846748,
-0.012955819256603718,
-0.030810898169875145,
0.01318445149809122,
-0.061099208891391754,
0.025127757340669632,
0.01206306554377079,
0.05082165077328682,
-0.06175244227051735,
-0.013663490302860737,
-0.027043912559747696,
-0.08069624751806259,
0.02068576216697693,
0.02763182297348976,
0.0009900586446747184,
-0.00202094460837543,
0.042939286679029465,
-0.03904165327548981,
0.003467586822807789,
-0.019727684557437897,
-0.017746206372976303,
0.004572642035782337,
-0.021077701821923256,
-0.0062220594845712185,
0.02915603667497635,
0.005639591719955206,
0.04361429437994957,
-0.005479005165398121,
-0.0532168447971344,
0.04204653203487396,
0.02303740568459034,
-0.03523111715912819,
0.08304788917303085,
0.01691877655684948,
-0.008726125583052635,
0.023168053478002548,
-0.0580943301320076,
0.029591526836156845,
-0.02419145405292511,
0.07015739381313324,
0.027218107134103775,
-0.11017890274524689,
0.037887606769800186,
-0.041654590517282486,
-0.02006518840789795,
0.0922367200255394,
0.04864420369267464,
0.07934622466564178,
0.015274802222847939,
-0.07333646714687347,
0.016690144315361977,
-0.016156669706106186,
0.02412613108754158,
0.017953064292669296,
-0.018323229625821114,
0.00011261492181802168,
-0.011213860474526882,
-0.05208457261323929,
-0.009461014531552792,
0.06027177721261978,
0.0007144753471948206,
0.06458312273025513,
-0.014349386096000671,
-0.010348324663937092,
0.036951303482055664,
0.0374738909304142,
-0.0168534517288208,
0.0025081485509872437,
0.03915052488446236,
-0.026847941800951958,
-0.015481660142540932,
0.0065160151571035385,
-0.016004247590899467,
-0.01924864575266838,
-0.01976034604012966,
0.021371658891439438,
0.023864837363362312,
0.03131170943379402,
-0.0003722076362464577,
0.011943305842578411,
-0.005217711441218853,
-0.026129383593797684,
0.018878480419516563,
0.02414790540933609,
0.023603543639183044,
-0.008867659606039524,
0.008421282283961773,
-0.009107179008424282,
0.02299385704100132,
0.016069570556282997,
0.029352007433772087,
-0.0016058683395385742,
0.02299385704100132,
-0.017506686970591545,
0.0006052626995369792,
-0.030462507158517838,
-0.0041453177109360695,
0.02055511437356472,
-0.02284143678843975,
-0.07150740921497345,
-0.002476847730576992,
0.04716353863477707,
-0.07621069997549057,
0.0008784644305706024,
-0.07211709767580032,
-0.02902539074420929,
-0.04690224304795265,
0.04246024787425995,
-0.00757752126082778,
0.023364024236798286,
-0.02517130598425865,
0.03527466952800751,
-0.041698142886161804,
-0.0035682939924299717,
0.009798518382012844,
-0.03035363368690014,
0.01383768580853939,
0.008807779289782047,
0.02915603667497635,
-0.03862793743610382,
0.03736501932144165,
0.005628704559057951,
-0.03895455598831177,
-0.005966209340840578,
-0.035753704607486725,
0.014153416268527508,
0.054000724107027054,
-0.017746206372976303,
-0.009711421094834805,
0.0022591028828173876,
0.0278277937322855,
-0.004175257869064808,
-0.01461067982017994,
0.055655587464571,
0.03631984442472458,
0.04246024787425995,
0.09415287524461746,
0.03407707065343857,
0.023647092282772064,
0.0680670440196991,
-0.010734821669757366,
0.03847551718354225,
0.03168187662959099,
0.02095794305205345,
0.03736501932144165,
-0.08918829262256622,
0.011159423738718033,
0.018149035051465034,
0.014066318050026894,
0.006679323501884937,
-0.037909381091594696,
-0.022732563316822052,
0.004186145029962063,
0.0742945447564125,
-0.0025380884762853384,
0.012204599566757679,
-0.0481216162443161,
-0.007958575151860714,
0.044115107506513596,
0.03031008504331112,
0.0071257008239626884,
-0.040544092655181885,
-0.11810481548309326,
-0.0037833170499652624,
-0.011867094784975052,
0.02055511437356472,
-0.013151790015399456,
-0.0027122844476252794,
0.007425099611282349,
-0.02281966246664524,
0.031856074929237366,
0.003151856828480959,
-0.031072191894054413,
-0.012879608199000359,
-0.04232960194349289,
0.08409306406974792,
0.034556109458208084,
-0.05530719459056854,
-0.0034594214521348476,
0.003560128388926387,
-0.0461183600127697,
0.010348324663937092,
0.037931155413389206,
0.013445745222270489,
-0.0037152718286961317,
0.033097218722105026,
-0.003837753087282181,
0.016330864280462265,
0.04387558996677399,
-0.004044611006975174,
-0.008072890341281891,
-0.05204102396965027,
0.025911638513207436,
-0.03253108263015747,
-0.016799015924334526,
0.002634712727740407,
-0.025759216398000717,
-0.014861087314784527,
-0.017974838614463806,
0.021992230787873268,
0.02097971737384796,
-0.06140404939651489,
-0.04681514576077461,
0.011486041359603405,
0.03708194941282272,
0.03031008504331112,
0.016102232038974762,
-0.03533999249339104,
0.065192811191082,
-0.007855146192014217,
0.07655909657478333,
-0.02658664807677269,
0.02758827432990074,
0.010527963750064373,
0.017180070281028748,
-0.010462640784680843,
0.042895738035440445,
0.03022298775613308,
0.0027095626574009657,
-0.043091706931591034,
-0.0022618246730417013,
-0.003102864371612668,
0.005465396214276552,
-0.023821288719773293,
0.05922660231590271,
-0.06662993133068085,
-0.034643206745386124,
-0.025693893432617188,
-0.020413581281900406,
0.044136881828308105,
0.01989099383354187,
-0.003669000929221511,
-0.022122878581285477,
-0.03738679364323616,
-0.03601500019431114,
-0.0014003716642037034,
0.023930160328745842,
0.034556109458208084,
-0.01458890549838543,
-0.008878546766936779,
-0.012226373888552189,
-0.013489293865859509,
-0.009564443491399288,
0.0019460946787148714,
-0.041807014495134354,
-0.024474522098898888,
0.0671960636973381,
0.019455503672361374,
0.05717980116605759,
-0.01391389686614275,
-0.008796892128884792,
-0.04494253918528557,
-0.05948789790272713,
0.054915253072977066,
-0.022166427224874496,
0.010059813037514687,
-0.026042286306619644,
-0.022689014673233032,
-0.018366778269410133,
0.048731300979852676,
0.03729969635605812,
0.034664981067180634,
-0.043962687253952026,
-0.019477277994155884,
-0.024605169892311096,
0.10181749612092972,
0.030593153089284897,
-0.047860320657491684,
0.051170043647289276,
-0.027152784168720245,
0.0578765831887722,
-0.0410231314599514,
-0.02299385704100132,
-0.012139275670051575,
-0.01139894314110279,
-0.04951518028974533,
-0.0026483219116926193,
-0.009259600192308426,
0.04803451523184776,
0.006750090513378382,
-0.029243135824799538,
0.01442559715360403,
0.020228497684001923,
0.006183953955769539,
0.07063643634319305,
0.028110861778259277,
-0.019128886982798576,
-0.053957175463438034,
-0.00001957364656846039,
-0.05191037431359291,
0.03906342759728432,
-0.01864984817802906,
0.04004327952861786,
0.03732147067785263,
-0.023951934650540352,
-0.011779997497797012,
0.027501177042722702,
0.003233511233702302,
-0.01336953416466713,
-0.05813787877559662,
0.028415704146027565,
0.0016888836398720741,
-0.005160553380846977,
-0.03647226467728615,
-0.016570383682847023,
-0.03764808550477028,
0.010658610612154007,
0.05687495693564415,
0.013217112980782986,
0.036885980516672134,
-0.0014303115895017982,
0.013728813268244267,
0.04829581081867218,
0.023168053478002548,
0.03361980617046356,
0.06406053900718689,
0.03301012143492699,
-0.006733759772032499,
0.010789257474243641,
0.08121883124113083,
-0.00600431440398097,
0.015775615349411964,
-0.0033777672797441483,
0.03895455598831177,
0.06345085054636002,
-0.016733692958950996,
0.013140902854502201,
-0.0005157831474207342,
0.04494253918528557,
-0.05774593725800514,
0.027087461203336716,
0.030462507158517838,
-0.04320058226585388,
-0.01063139270991087,
0.00929226167500019,
-0.03616742044687271,
-0.007876920513808727,
-0.004107212647795677,
0.06754445284605026,
0.091365747153759,
-0.008845885284245014,
-0.05905240774154663,
0.013173564337193966,
0.027152784168720245,
0.000702227174770087,
0.0456828735768795,
-0.008116439916193485,
0.013195338658988476,
0.028089087456464767,
-0.011769109405577183,
0.01522036548703909,
0.011779997497797012,
-0.04755547642707825,
0.05826852470636368,
-0.014861087314784527,
-0.0578765831887722,
-0.04455059766769409,
0.023451121523976326,
0.006445248145610094,
0.0022863210178911686,
-0.0194010678678751,
-0.03638516739010811,
-0.05582978203892708,
0.01878049410879612,
0.013739700429141521,
-0.021077701821923256,
0.01565585471689701,
0.012727187015116215,
0.032160915434360504,
0.011529590003192425,
0.004180701449513435,
-0.029547978192567825,
0.010604174807667732,
0.011562252417206764,
0.0156340803951025,
0.016134893521666527,
-0.023647092282772064,
0.020152287557721138,
0.05844271928071976,
-0.07324936985969543,
0.041632816195487976,
-0.0289382915943861,
0.03124638833105564,
0.012052178382873535,
-0.03041895665228367,
-0.01456713117659092,
0.10181749612092972,
0.027305206283926964,
-0.0385843887925148,
-0.02100149169564247,
-0.037952929735183716,
-0.021654726937413216,
-0.013783250004053116,
0.03982553631067276,
0.034599658101797104,
-0.07416389882564545,
0.04995067045092583,
-0.011235634796321392,
0.00972230825573206,
0.02521485462784767,
0.03993440791964531,
-0.036973077803850174,
-0.02002163976430893,
-0.05286845192313194,
-0.06972190737724304,
0.048861946910619736,
-0.10582400113344193,
0.024975335225462914,
-0.005386463366448879,
0.003086533397436142,
0.054915253072977066,
-0.03540531545877457,
-0.00004218806861899793,
-0.014120754785835743,
0.017811529338359833,
0.005813787691295147,
-0.11244344711303711,
-0.02756650000810623,
0.028328606858849525,
-0.02778424508869648,
-0.011388055980205536,
-0.052694257348775864,
-0.06632508337497711,
-0.011877981945872307,
-0.01747402548789978,
-0.011507815681397915,
0.03031008504331112,
0.03157300502061844,
0.07242193818092346,
0.021371658891439438,
-0.010968897491693497,
0.03531821817159653,
0.026869716122746468,
-0.059749189764261246,
-0.08918829262256622,
-0.02532372809946537,
0.03483917936682701,
-0.038018252700567245,
-0.054915253072977066,
-0.029482655227184296,
0.07956397533416748,
0.05212812125682831,
0.053957175463438034,
0.0019039066974073648,
-0.016309089958667755,
-0.06684767454862595,
0.004044611006975174,
-0.032073818147182465,
-0.05195392295718193,
0.057310447096824646,
0.0028987284749746323,
-0.008622696623206139,
-0.03773518279194832,
0.004708732478320599,
-0.019009126350283623,
0.009526337496936321,
0.001247950247488916,
-0.012977593578398228,
0.03394642472267151,
-0.03394642472267151,
-0.03041895665228367,
-0.016559496521949768,
-0.034577883780002594,
-0.007985793054103851,
-0.026869716122746468,
0.03584080561995506,
-0.0029504429548978806,
0.0483393594622612,
0.007082151714712381,
-0.02164383977651596,
-0.04232960194349289,
-0.07934622466564178,
-0.023734189569950104,
0.030985094606876373,
0.008415838703513145,
-0.04829581081867218,
0.008671688847243786,
0.02532372809946537,
-0.0021066814661026,
0.006793639622628689,
0.007403325289487839,
0.005639591719955206,
0.02917781099677086,
0.012944932095706463,
-0.06188308820128441,
0.009319480508565903,
0.013064691796898842,
-0.03956424072384834,
0.06928641349077225,
-0.0742945447564125,
0.006858963053673506,
0.013108240440487862,
0.005987983662635088,
-0.030571378767490387,
0.004714176058769226,
-0.027174558490514755,
0.03727792203426361,
0.05478460714221001,
-0.036994852125644684,
-0.0009744082344695926,
-0.05513300001621246,
-0.062187932431697845,
-0.0014806650578975677,
0.007664619013667107,
0.0046896799467504025,
-0.019237758591771126,
-0.023494670167565346,
0.01918332278728485,
-0.06083791330456734,
-0.032073818147182465,
0.06471377611160278,
0.06658637523651123,
0.017974838614463806,
-0.011486041359603405,
0.03631984442472458,
0.07860589772462845,
-0.007071264553815126,
-0.04664095118641853,
0.03888923302292824,
0.02048979140818119,
-0.03621096909046173,
-0.05931369960308075,
0.04720708727836609,
0.05813787877559662,
0.01683167740702629,
0.008726125583052635,
-0.04437640309333801,
-0.054871704429388046,
-0.0789542868733406,
-0.024844689294695854,
-0.019597036764025688,
0.015710292384028435,
0.03031008504331112,
-0.06593314558267593,
0.025040660053491592,
0.014893748797476292,
-0.013423970900475979,
0.023755963891744614,
0.00456719845533371,
-0.02554147318005562,
0.015024395659565926,
-0.06336375325918198,
0.0654105544090271,
0.013848572969436646,
0.026042286306619644,
0.019052674993872643,
-0.06458312273025513,
0.0015541539760306478,
-0.066063791513443,
-0.014284063130617142,
-0.04472479596734047,
0.05796368420124054,
0.03155123069882393,
-0.02427855134010315,
-0.03973843902349472,
0.00817087572067976,
0.06066371873021126,
0.027305206283926964,
-0.017038535326719284,
-0.04139329865574837,
-0.01672280579805374,
0.033314965665340424,
-0.028437478467822075,
0.030680250376462936,
0.005835562478750944,
0.05513300001621246,
0.04807806387543678,
-0.10364655405282974,
-0.013162677176296711,
-0.05822497606277466,
0.02279788628220558,
-0.05238941311836243,
-0.004436551593244076,
-0.04707643762230873,
-0.028524577617645264,
0.005737577099353075,
-0.0747300386428833,
0.03956424072384834,
0.02791489101946354,
-0.019814781844615936,
-0.0025176750496029854,
0.008508380502462387,
-0.02913426235318184,
-0.006891625002026558,
-0.012890496291220188,
0.007234572898596525,
-0.015557870268821716,
0.0024986222852021456,
0.0301576629281044,
-0.05700560659170151,
-0.03962956368923187,
0.011007002554833889,
-0.011660237796604633,
-0.004520927555859089,
0.027261657640337944,
-0.04091425985097885,
-0.01805104874074459,
-0.0027748860884457827,
-0.011790884658694267,
-0.05042970925569534,
0.03468675538897514,
-0.010174129158258438,
0.01794217713177204,
-0.035492412745952606,
-0.003628173843026161,
0.004395724274218082,
-0.03523111715912819,
0.02769714593887329,
0.052607160061597824,
0.046379655599594116,
-0.013140902854502201,
0.019030900672078133,
0.009330367669463158,
0.03024476207792759,
-0.009281374514102936,
-0.004477378912270069,
0.049079690128564835,
-0.10573690384626389,
0.040565866976976395,
-0.024975335225462914,
0.03597145155072212,
0.03714727237820625,
0.05182327702641487,
-0.012052178382873535,
-0.0018617185996845365,
0.005193214863538742,
0.011975967325270176,
0.03997795656323433,
-0.014022769406437874,
0.04152394458651543,
0.03708194941282272,
-0.0007627874729223549,
0.015438110567629337,
0.009482788853347301,
0.007332558277994394,
-0.05295554921030998,
0.010968897491693497,
-0.0072454605251550674,
0.07947687804698944,
0.004180701449513435,
-0.012563878670334816,
0.03344561159610748,
-0.047773223370313644,
-0.002003252739086747,
-0.04912324249744415,
0.0133042111992836,
0.03945536911487579,
-0.005236763972789049,
-0.012552991509437561,
0.0020631325896829367,
0.03518756851553917,
0.025780992582440376,
-0.05539429187774658,
-0.029352007433772087,
-0.0078714769333601,
-0.008268861100077629,
0.0410231314599514,
0.007267234846949577,
-0.07285743206739426,
0.028154410421848297,
-0.017463138327002525,
-0.038105349987745285,
-0.05931369960308075,
-0.04677159711718559,
0.0069406176917254925,
-0.045378029346466064,
-0.040544092655181885,
-0.029526203870773315,
-0.011017889715731144,
0.0372561477124691,
0.059836287051439285,
-0.01381591148674488,
0.005019018892198801,
0.047686126083135605,
0.005579711869359016,
0.057310447096824646,
0.029308458790183067,
-0.0394771434366703,
-0.02419145405292511,
-0.03270527720451355,
0.07142031192779541,
0.01813814789056778,
0.035557735711336136,
-0.03740856796503067,
0.060968562960624695,
-0.08357048034667969,
-0.01709297113120556,
-0.013587279245257378,
-0.03780050948262215,
-0.02177448570728302,
-0.025606796145439148,
-0.023864837363362312,
0.0059716529212892056,
0.02312450483441353,
-0.02791489101946354,
0.05434911698102951,
-0.03383755311369896,
-0.0009601187775842845,
-0.004335844423621893,
-0.03427303954958916,
0.020761972293257713,
-0.020849071443080902,
0.04087071120738983,
-0.045334480702877045,
0.016352638602256775,
-0.020566001534461975,
0.001746041583828628,
0.03277060016989708,
0.000887310307007283,
0.045552223920822144,
-0.011736447922885418,
0.0008145018946379423,
0.0026837054174393415,
-0.029482655227184296,
-0.010321106761693954,
-0.0005525276064872742,
0.014784876257181168,
-0.013173564337193966,
0.026151157915592194,
-0.019945429638028145,
-0.0013738339766860008,
0.01809459738433361,
-0.0022128322161734104,
0.021828923374414444,
-0.0024727650452405214,
-0.039215851575136185,
0.03753921389579773,
-0.017060309648513794,
-0.006641218438744545,
0.01143160555511713,
-0.01324977446347475,
-0.04137152433395386,
-0.007789822295308113,
-0.042830415070056915,
-0.005002688150852919,
0.08609631657600403,
-0.017419589683413506,
-0.015351012349128723,
-0.024975335225462914,
-0.003244398394599557,
0.05439266562461853,
0.035753704607486725,
-0.024822914972901344,
0.03294479846954346,
0.051518432796001434,
-0.05156198516488075,
0.026956813409924507,
-0.03612387180328369,
-0.05177972838282585,
-0.042830415070056915,
-0.03864971175789833,
0.022297073155641556,
0.02312450483441353,
0.0647573247551918,
0.03960778936743736,
0.01824701949954033,
0.0011969163315370679,
0.07263968884944916
] |
22,592 | scipy.interpolate._fitpack2 | __init__ | null | def __init__(self, x, y, z, bbox=[None] * 4, kx=3, ky=3, s=0):
x, y, bbox = ravel(x), ravel(y), ravel(bbox)
z = np.asarray(z)
if not np.all(diff(x) > 0.0):
raise ValueError('x must be strictly increasing')
if not np.all(diff(y) > 0.0):
raise ValueError('y must be strictly increasing')
if not x.size == z.shape[0]:
raise ValueError('x dimension of z must have same number of '
'elements as x')
if not y.size == z.shape[1]:
raise ValueError('y dimension of z must have same number of '
'elements as y')
if not bbox.shape == (4,):
raise ValueError('bbox shape should be (4,)')
if s is not None and not s >= 0.0:
raise ValueError("s should be s >= 0.0")
z = ravel(z)
xb, xe, yb, ye = bbox
nx, tx, ny, ty, c, fp, ier = dfitpack.regrid_smth(x, y, z, xb, xe, yb,
ye, kx, ky, s)
if ier not in [0, -1, -2]:
msg = _surfit_messages.get(ier, 'ier=%s' % (ier))
raise ValueError(msg)
self.fp = fp
self.tck = tx[:nx], ty[:ny], c[:(nx - kx - 1) * (ny - ky - 1)]
self.degrees = kx, ky
| (self, x, y, z, bbox=[None, None, None, None], kx=3, ky=3, s=0) | [
0.026344329118728638,
-0.005454177502542734,
-0.022097181528806686,
-0.00537404278293252,
-0.060581937432289124,
-0.02536267600953579,
-0.046918947249650955,
-0.004352323245257139,
-0.06951697170734406,
0.04259166866540909,
-0.014233950525522232,
0.06114288419485092,
-0.08285942673683167,
0.03800394758582115,
-0.05328966677188873,
0.03143288940191269,
0.0355798676609993,
0.009285624139010906,
-0.03702229633927345,
-0.022137248888611794,
0.005619455594569445,
-0.04531625285744667,
0.019582951441407204,
0.1214844137430191,
0.005684565287083387,
-0.013001877814531326,
0.022077148780226707,
-0.010367444716393948,
0.010728051885962486,
-0.019462749361991882,
-0.04904252290725708,
-0.0016352515667676926,
-0.03391706943511963,
0.023339271545410156,
-0.014033613726496696,
-0.037122465670108795,
0.03195376694202423,
-0.00977645069360733,
-0.06883582472801208,
0.01226063072681427,
0.033816903829574585,
-0.0019595471676439047,
0.02095526084303856,
-0.006520972587168217,
0.06895603239536285,
0.049803800880908966,
0.026564698666334152,
0.050484947860240936,
-0.059740521013736725,
0.012491018511354923,
-0.0334763303399086,
-0.058778904378414154,
0.04623780399560928,
-0.026765035465359688,
-0.018981939181685448,
0.029830193147063255,
0.0590193085372448,
0.11010526865720749,
0.04299234226346016,
-0.0006279316148720682,
-0.026284227147698402,
0.022277485579252243,
-0.0135628217831254,
0.009110329672694206,
-0.0647088810801506,
0.0007343606557697058,
-0.07007791846990585,
-0.032033901661634445,
-0.01724902354180813,
0.022017046809196472,
0.049403127282857895,
0.06647185236215591,
-0.00008201300079235807,
0.019112158566713333,
0.06242503970861435,
0.029529688879847527,
-0.015676377341151237,
0.010677967220544815,
0.0032254273537546396,
-0.019122175872325897,
0.0036311098374426365,
0.04711928591132164,
-0.029309317469596863,
-0.008859908208251,
-0.033656634390354156,
0.0446351058781147,
0.09111331403255463,
0.0006980495527386665,
0.011900023557245731,
0.031352754682302475,
-0.05982065945863724,
-0.02975005842745304,
0.01619725488126278,
-0.0327751487493515,
0.04623780399560928,
0.04852164536714554,
0.02107546292245388,
-0.01699860207736492,
-0.028988778591156006,
-0.004024271387606859,
-0.009571105241775513,
-0.03269501402974129,
-0.06394760310649872,
0.022698193788528442,
-0.055573511868715286,
0.016287406906485558,
-0.0024378520902246237,
-0.037402935326099396,
-0.07364391535520554,
0.0064758965745568275,
0.014925113879144192,
0.06114288419485092,
-0.05541324242949486,
0.06731326878070831,
-0.04367348924279213,
-0.06663212180137634,
-0.022618059068918228,
-0.008504309691488743,
-0.015135467983782291,
-0.04191052168607712,
0.04179031774401665,
0.0117898378521204,
-0.04066843166947365,
0.05970045551657677,
0.004988393746316433,
0.0006294967024587095,
0.029169080778956413,
0.023920249193906784,
0.013001877814531326,
-0.05164690315723419,
0.02494196966290474,
-0.034357812255620956,
-0.020294148474931717,
-0.0038539848756045103,
-0.019492799416184425,
-0.018180591985583305,
0.02922918274998665,
-0.03221420571208,
-0.04860178008675575,
0.004394894931465387,
0.05897924304008484,
0.01810045726597309,
0.006255526095628738,
-0.002486684126779437,
0.007652877364307642,
0.05088562145829201,
0.033656634390354156,
-0.055092703551054,
0.03145292401313782,
0.03525932878255844,
-0.02492193505167961,
0.008093618787825108,
0.02048446796834469,
0.015165518037974834,
-0.0034307728055864573,
-0.07596782594919205,
0.01128899585455656,
-0.034898724406957626,
0.056254658848047256,
0.06827488541603088,
-0.03223424032330513,
-0.001859378651715815,
-0.03788374364376068,
0.02436099201440811,
-0.006846520118415356,
-0.004397399257868528,
-0.043873824179172516,
-0.07877254486083984,
-0.030912013724446297,
0.024220755323767662,
-0.016417624428868294,
-0.008193787187337875,
-0.1016911119222641,
0.023800047114491463,
0.011258944869041443,
-0.014444304630160332,
-0.002124825259670615,
0.03349636122584343,
0.02079499140381813,
-0.047039151191711426,
0.02121569961309433,
-0.025522945448756218,
0.04391389340162277,
-0.007818154990673065,
-0.04012751951813698,
0.0573364794254303,
0.022658126428723335,
0.004955838900059462,
-0.006936672143638134,
-0.02672496810555458,
0.00007716108666500077,
0.03329602628946304,
0.012981844134628773,
0.024861833080649376,
0.006601107306778431,
0.03710243105888367,
-0.001695352722890675,
0.013152130879461765,
0.012721405364573002,
0.007928340695798397,
-0.07119980454444885,
-0.03626101464033127,
0.050925690680742264,
-0.05148663371801376,
-0.008303972892463207,
0.009260582737624645,
0.003245461033657193,
-0.016537828370928764,
0.02018396183848381,
0.06134321913123131,
0.023459473624825478,
-0.030611509457230568,
-0.04667854309082031,
-0.012140427716076374,
0.00848427601158619,
-0.041830386966466904,
0.02604382298886776,
-0.01948278211057186,
0.07256209850311279,
0.007798121776431799,
0.05633479356765747,
0.01357283815741539,
-0.0048606786876916885,
0.018020322546362877,
-0.024441126734018326,
0.037823643535375595,
0.04199065640568733,
0.01054774783551693,
-0.04130950942635536,
-0.06438834220170975,
0.013723091222345829,
-0.04419436305761337,
0.020344233140349388,
-0.03221420571208,
0.006681242026388645,
-0.08790791779756546,
-0.027866890653967857,
-0.028307631611824036,
-0.0036486394237726927,
-0.0649893581867218,
0.04363342002034187,
-0.016658030450344086,
-0.0567755326628685,
0.020835058763623238,
0.011629568412899971,
-0.014714759774506092,
0.009115338325500488,
0.007031832356005907,
0.004139465279877186,
0.006345677655190229,
-0.05457182601094246,
0.016838332638144493,
-0.03329602628946304,
-0.006425812374800444,
-0.01626737229526043,
-0.06915636360645294,
0.01287165842950344,
-0.00308268703520298,
0.037523139268159866,
-0.009936720132827759,
0.0117898378521204,
-0.061383288353681564,
0.017469394952058792,
0.08622508496046066,
-0.013602889142930508,
0.02906891331076622,
-0.02151620388031006,
-0.011799855157732964,
-0.0009253069874830544,
-0.00898011028766632,
0.06446848064661026,
0.020224029198288918,
-0.003348133759573102,
0.004660341888666153,
-0.017900120466947556,
0.042792003601789474,
0.03950647637248039,
-0.051727037876844406,
0.08446212112903595,
-0.010031879879534245,
0.06346679478883743,
-0.030491305515170097,
0.00394914485514164,
0.051887307316064835,
0.014915096573531628,
-0.0010705513413995504,
-0.03467835113406181,
-0.025863518938422203,
0.0166680458933115,
-0.062224701046943665,
-0.0576169490814209,
-0.015055333264172077,
0.05248831957578659,
-0.01550609152764082,
0.10024868696928024,
-0.04255159944295883,
-0.033816903829574585,
-0.017409292981028557,
0.03926607221364975,
-0.059860724955797195,
0.045797061175107956,
-0.043994028121232986,
0.07168061286211014,
0.036301083862781525,
0.019592968747019768,
-0.010297327302396297,
-0.0117898378521204,
-0.03295545279979706,
0.016327474266290665,
-0.002964989049360156,
0.05068528652191162,
0.03213407099246979,
-0.02030416578054428,
-0.04231119528412819,
0.018150541931390762,
0.02426082268357277,
-0.0003474596596788615,
-0.02684517204761505,
0.000008339226951648016,
0.03976691514253616,
0.03057144209742546,
-0.06038160249590874,
0.006390753667801619,
-0.04431456699967384,
-0.009811509400606155,
-0.027205778285861015,
0.01047763042151928,
-0.012791523709893227,
-0.028968743979930878,
0.04848157614469528,
-0.036020610481500626,
0.006235492415726185,
0.019613001495599747,
0.026404429227113724,
-0.01969313621520996,
0.02660476602613926,
0.00849930103868246,
0.0004394895222503692,
0.002847291063517332,
-0.08069578558206558,
0.03746303915977478,
-0.0032780158799141645,
-0.02646453119814396,
0.02590358629822731,
-0.030351070687174797,
-0.02616402506828308,
-0.016497759148478508,
-0.06699272245168686,
0.061663758009672165,
0.07913315296173096,
0.0016790752997621894,
-0.017709799110889435,
0.07071899622678757,
0.028027160093188286,
0.010297327302396297,
0.08017490804195404,
0.009045219980180264,
-0.03281521797180176,
0.04671861231327057,
-0.03131268918514252,
0.06186409667134285,
0.013372501358389854,
-0.072001151740551,
0.0145444730296731,
-0.01239084918051958,
-0.04768022894859314,
-0.009265590459108353,
-0.02496200241148472,
0.041549913585186005,
0.026344329118728638,
0.01831081137061119,
-0.061263084411621094,
-0.09592140465974808,
0.018701467663049698,
0.035760171711444855,
0.00037281482946127653,
-0.018300794064998627,
0.023078834637999535,
0.015736479312181473,
-0.042631734162569046,
-0.017239008098840714,
-0.0030526365153491497,
0.03926607221364975,
0.022497856989502907,
-0.015315771102905273,
-0.009160413406789303,
-0.010347411036491394,
0.04247146472334862,
0.08494292944669724,
0.00031380928703583777,
0.03724266588687897,
-0.0003408860939089209,
0.10778135806322098,
0.016137152910232544,
-0.024861833080649376,
0.016778232529759407,
0.0545317567884922,
0.031733397394418716,
-0.019953574985265732,
0.03718256577849388,
-0.01501526590436697,
-0.025022104382514954,
-0.014824945479631424,
0.028127329424023628,
0.004374861251562834,
-0.048281241208314896,
0.02646453119814396,
-0.03187363222241402,
0.03241454437375069,
0.01948278211057186,
0.05609438940882683,
0.0069567058235406876,
0.03351639583706856,
-0.02991032972931862,
-0.03337616100907326,
0.003994220867753029,
-0.04275193810462952,
0.034658316522836685,
-0.03778357803821564,
-0.012701371684670448,
0.03485865518450737,
-0.008113652467727661,
-0.0054291351698338985,
0.021856777369976044,
0.009791475720703602,
-0.005939994938671589,
-0.07512640953063965,
-0.05349000543355942,
0.024601396173238754,
-0.021315867081284523,
-0.0711597353219986,
-0.013683023862540722,
-0.04735969007015228,
-0.028968743979930878,
-0.008694630116224289,
0.007968408055603504,
-0.044434767216444016,
0.004707921762019396,
0.012090343981981277,
0.008313989266753197,
-0.017078736796975136,
0.027386080473661423,
-0.014524439349770546,
-0.05088562145829201,
-0.0474398247897625,
-0.015606259927153587,
0.007502624299377203,
0.04219099134206772,
-0.0451960489153862,
-0.010798169299960136,
0.09399816393852234,
0.0171588733792305,
0.012250613421201706,
0.0006517216097563505,
-0.005288899410516024,
-0.05056508257985115,
0.006085239350795746,
-0.00237900298088789,
-0.02991032972931862,
-0.00553932087495923,
-0.009030194953083992,
-0.072001151740551,
0.016587911173701286,
-0.012090343981981277,
-0.05100582540035248,
-0.001741680665872991,
0.007728003431111574,
-0.01624733954668045,
0.015696411952376366,
-0.07204122096300125,
-0.02730594575405121,
0.000014281843505159486,
-0.002236262895166874,
0.0047705271281301975,
0.01563630998134613,
0.029990464448928833,
0.029669923707842827,
0.003535949857905507,
-0.04006741940975189,
-0.024421092122793198,
0.007627835031598806,
-0.01226063072681427,
-0.0038690101355314255,
0.01411374844610691,
-0.019332529976963997,
0.006390753667801619,
-0.04447483643889427,
-0.022818395867943764,
0.029850227758288383,
0.01556619256734848,
-0.0649893581867218,
0.0345982164144516,
0.004184541292488575,
0.042231060564517975,
-0.005424126982688904,
0.06623144447803497,
-0.00218617869541049,
0.01411374844610691,
-0.00040818683919496834,
-0.05405094847083092,
-0.01550609152764082,
-0.00038189260521903634,
-0.027746688574552536,
-0.0545317567884922,
-0.026925306767225266,
0.008684612810611725,
-0.04727955535054207,
-0.00702181551605463,
0.03509905934333801,
0.009661256335675716,
0.001078063971363008,
-0.04487551003694534,
-0.016537828370928764,
0.044595036655664444,
0.02065475471317768,
0.013352467678487301,
-0.0627455785870552,
0.0033130748197436333,
-0.0669526606798172,
-0.013382517732679844,
0.07063885778188705,
0.03648138418793678,
0.05617452412843704,
0.007142017595469952,
0.022077148780226707,
0.055092703551054,
0.06390753388404846,
-0.01254110224545002,
0.07352371513843536,
0.03580024093389511,
0.007076907902956009,
-0.03916590288281441,
-0.026965374127030373,
0.055733781307935715,
0.015145484358072281,
0.03213407099246979,
0.01847108080983162,
-0.02478169836103916,
-0.02219735085964203,
-0.07560721784830093,
-0.014243967831134796,
0.02327917143702507,
0.034818585962057114,
-0.03978694602847099,
-0.02728591300547123,
0.041830386966466904,
0.01487502921372652,
-0.023940283805131912,
-0.012901709415018559,
-0.0137731758877635,
0.014153815805912018,
-0.020714856684207916,
-0.0009027690393850207,
-0.03958661109209061,
0.028307631611824036,
-0.02020399644970894,
-0.05072535201907158,
-0.024481194093823433,
-0.02520240657031536,
-0.022958630695939064,
-0.02464146353304386,
0.06238497421145439,
0.0740445926785469,
0.006841511931270361,
-0.06406780332326889,
-0.011859956197440624,
0.036982227116823196,
-0.0013046953827142715,
-0.014975198544561863,
0.01826072670519352,
0.012921743094921112,
0.04555665701627731,
-0.0014136286918073893,
0.06903616338968277,
-0.006320635322481394,
0.004695400595664978,
-0.006776402238756418,
-0.012100360356271267,
-0.034518081694841385,
-0.04675867781043053,
0.06310618668794632,
-0.06286577880382538,
0.014504405669867992,
-0.0584583654999733,
-0.01281155738979578,
0.002119816839694977,
-0.07648870348930359,
0.01344261970371008,
-0.04936306178569794,
0.016607945784926414,
0.0358603410422802,
0.04784049838781357,
-0.002263809321448207,
0.00637572817504406,
-0.041950587183237076,
-0.02674500271677971,
-0.00023242233146447688,
-0.02824753150343895,
0.01988345757126808,
-0.030932048335671425,
-0.014704743400216103,
0.04699908196926117,
-0.06174389272928238,
0.04391389340162277,
-0.0077580539509654045,
-0.030831879004836082,
-0.028988778591156006,
0.0073774135671556,
-0.02025408111512661,
-0.0471593514084816,
0.06022133305668831,
-0.01239084918051958,
0.011208860203623772,
-0.07055872678756714,
-0.059860724955797195,
-0.026684900745749474,
-0.0271256435662508,
0.025022104382514954,
0.066672183573246,
-0.010357428342103958,
0.007497616112232208,
-0.017719816416502,
-0.02892867662012577,
0.06911630183458328,
-0.009035203605890274,
-0.03187363222241402,
0.01845104619860649,
-0.04311254248023033,
0.017799951136112213,
-0.02121569961309433,
0.02730594575405121,
0.013953479006886482,
0.018350878730416298,
-0.03033103607594967,
-0.0137731758877635,
0.05785735324025154,
-0.008724681101739407,
0.0350189246237278,
0.012891692109405994,
0.07921329140663147,
0.04052819684147835,
0.018641367554664612,
0.06478901952505112,
0.03868509456515312,
-0.016016950830817223,
-0.025162339210510254,
0.022978665307164192,
0.015055333264172077,
0.05308933183550835,
-0.0006417047698050737,
-0.030791811645030975,
0.07340351492166519,
-0.009596146643161774,
-0.03337616100907326,
-0.024280855432152748,
0.009430868551135063,
-0.00371875730343163,
-0.027225811034440994,
0.021055428311228752,
-0.017940187826752663,
-0.023659810423851013,
-0.00027749818400479853,
0.01845104619860649,
-0.00011315915617160499,
-0.016908451914787292,
-0.009170430712401867,
0.032314375042915344,
-0.03331606090068817,
-0.04571692645549774,
0.028988778591156006,
-0.0652698278427124,
-0.0179301705211401,
-0.020714856684207916,
0.007803129963576794,
-0.058498430997133255,
-0.0474398247897625,
-0.0058698770590126514,
-0.023619743064045906,
0.004242138005793095,
0.04012751951813698,
0.058498430997133255,
0.026384396478533745,
-0.008970093913376331,
0.005369034130126238,
0.008834865875542164,
0.016567878425121307,
-0.018551215529441833,
-0.014023597352206707,
-0.029048878699541092,
0.019232360646128654,
0.029589788988232613,
-0.0010436311131343246,
0.06559036672115326,
-0.025302575901150703,
0.02079499140381813,
-0.030912013724446297,
-0.026384396478533745,
0.013202214613556862,
0.04227112606167793,
-0.02892867662012577,
0.0032780158799141645,
-0.02838776633143425,
-0.06971731036901474,
0.06815467774868011,
-0.027386080473661423,
-0.0021673969458788633,
-0.013001877814531326,
0.032194171100854874,
0.049403127282857895,
-0.045957330614328384,
0.020995328202843666,
0.006601107306778431,
0.014143799431622028,
-0.036301083862781525,
-0.0005077293608337641,
0.040688466280698776,
0.05829809606075287,
0.032154105603694916,
0.017128821462392807,
-0.004066843073815107,
-0.006821478251367807,
0.0029324342031031847,
-0.0017742353957146406,
0.0077580539509654045,
0.0040192632004618645,
0.005143654998391867,
0.010637899860739708,
0.011309029534459114,
0.00955107156187296,
-0.04808090254664421,
0.02836773358285427,
0.04992400482296944,
-0.009861594066023827,
0.06506948918104172,
-0.041549913585186005,
-0.010122031904757023,
0.010718034580349922,
0.002316397614777088,
0.006350685842335224,
0.08494292944669724,
-0.006365711335092783,
-0.025022104382514954,
0.016327474266290665,
-0.030110666528344154,
-0.04427449777722359,
0.06691259145736694,
-0.001665302086621523,
-0.013723091222345829,
-0.012791523709893227,
-0.000758150708861649,
0.04191052168607712,
-0.008769756183028221,
0.0224577896296978,
-0.0007712978404015303,
0.020434383302927017,
-0.051326364278793335,
-0.007071899715811014,
-0.03457818180322647,
0.006225475110113621,
-0.04972366616129875,
-0.0465984083712101,
-0.06402773410081863,
0.00833402294665575,
0.03952651098370552,
0.00004472369255381636,
0.06559036672115326,
0.03610074520111084,
0.06338665634393692
] |
22,593 | scipy.interpolate._fitpack2 | _validate_input | null | @staticmethod
def _validate_input(x, y, z, w, kx, ky, eps):
x, y, z = np.asarray(x), np.asarray(y), np.asarray(z)
if not x.size == y.size == z.size:
raise ValueError('x, y, and z should have a same length')
if w is not None:
w = np.asarray(w)
if x.size != w.size:
raise ValueError('x, y, z, and w should have a same length')
elif not np.all(w >= 0.0):
raise ValueError('w should be positive')
if (eps is not None) and (not 0.0 < eps < 1.0):
raise ValueError('eps should be between (0, 1)')
if not x.size >= (kx + 1) * (ky + 1):
raise ValueError('The length of x, y and z should be at least'
' (kx+1) * (ky+1)')
return x, y, z, w
| (x, y, z, w, kx, ky, eps) | [
0.005973696243017912,
0.008710884489119053,
-0.02759884111583233,
0.016259711235761642,
-0.025256570428609848,
-0.025238413363695145,
-0.046482257544994354,
0.010286015458405018,
0.0285248551517725,
0.01988205872476101,
0.03736737743020058,
0.0008363628876395524,
0.015742233023047447,
-0.018956046551465988,
-0.014680041000247002,
0.029868481680750847,
0.021262001246213913,
0.012083571404218674,
-0.013980991207063198,
0.02522025629878044,
-0.02629152685403824,
-0.06485727429389954,
-0.011103086173534393,
0.05875647813081741,
0.01804818958044052,
0.07150278240442276,
0.06373153626918793,
0.0046845399774611,
0.013163920491933823,
-0.00831142719835043,
-0.05102154240012169,
0.040889862924814224,
0.029269296675920486,
0.061262164264917374,
0.02178855799138546,
-0.0285248551517725,
0.06020905077457428,
-0.032301537692546844,
-0.041107747703790665,
0.012809856794774532,
-0.01830238848924637,
-0.026128113269805908,
0.06943286955356598,
0.02538366988301277,
0.017730439081788063,
0.007085820659995079,
0.00517478259280324,
0.03500695154070854,
-0.10276936739683151,
-0.025238413363695145,
0.017367295920848846,
-0.03353622183203697,
0.07517052441835403,
0.0002583135792519897,
-0.007594220340251923,
0.0285248551517725,
0.03340912237763405,
0.04150720313191414,
0.00836589839309454,
-0.07037704437971115,
-0.04063566029071808,
0.009083105251193047,
0.018937889486551285,
-0.030740024521946907,
-0.045392829924821854,
-0.01535185519605875,
-0.05585133656859398,
-0.05367248132824898,
0.011466228403151035,
0.05044051259756088,
0.007480738218873739,
0.03386305272579193,
-0.04459391534328461,
-0.002952803624793887,
0.03987306356430054,
0.03319123759865761,
0.03364516422152519,
0.03182945400476456,
0.0026418627239763737,
-0.048987943679094315,
0.013890205882489681,
0.031756822019815445,
-0.02162514440715313,
0.01261012814939022,
0.04433971643447876,
0.030667396262288094,
-0.026273369789123535,
0.054798223078250885,
0.016595618799328804,
0.0326102077960968,
-0.03359069302678108,
0.017803067341446877,
-0.00023802864598110318,
0.00894238706678152,
0.031647879630327225,
0.07139384001493454,
0.005351814441382885,
-0.06187950447201729,
-0.02814355492591858,
0.006286907009780407,
-0.02516578510403633,
0.0057104178704321384,
-0.0002561857982072979,
0.030086368322372437,
-0.021806715056300163,
-0.026055485010147095,
0.022623786702752113,
-0.06365890800952911,
-0.02694518305361271,
0.017249274998903275,
0.009968265891075134,
-0.029305610805749893,
-0.03335465118288994,
0.009632358327507973,
-0.024693699553608894,
-0.031811296939849854,
-0.02614627033472061,
0.04161614552140236,
-0.06318681687116623,
-0.0034271585755050182,
0.0326102077960968,
0.024366870522499084,
-0.021171215921640396,
0.013890205882489681,
0.07814829796552658,
0.0009492775425314903,
0.028452225029468536,
0.026690984144806862,
0.0048116398975253105,
-0.010258779861032963,
-0.0029482643585652113,
0.0198275875300169,
-0.02576497010886669,
0.022696414962410927,
-0.053273025900125504,
0.049859482795000076,
0.03086712397634983,
-0.012437635101377964,
0.014707276597619057,
-0.07044967263936996,
0.0624968484044075,
0.06482096016407013,
0.028615640476346016,
0.037912093102931976,
-0.03429882228374481,
0.015043184161186218,
0.030031897127628326,
-0.04506600275635719,
0.033173080533742905,
0.06089901924133301,
-0.017140332609415054,
0.024693699553608894,
0.0026214360259473324,
-0.0510941706597805,
0.016096297651529312,
-0.07488001137971878,
0.011956471018493176,
-0.07865669578313828,
0.05919225141406059,
0.0026418627239763737,
-0.06540198624134064,
0.011675035580992699,
-0.0006156402523629367,
0.006173424888402224,
0.0032932497560977936,
0.06020905077457428,
0.014253349043428898,
0.015833018347620964,
0.023132186383008957,
0.028452225029468536,
0.049641598016023636,
0.007784870453178883,
-0.05265568196773529,
0.001537682139314711,
-0.019791273400187492,
-0.031756822019815445,
-0.03907414898276329,
-0.028706425800919533,
0.02776225470006466,
-0.03689529374241829,
0.006613735109567642,
-0.020626502111554146,
-0.03032241016626358,
0.024112671613693237,
0.02369505725800991,
0.032737307250499725,
-0.02380399964749813,
0.021316472440958023,
-0.015451719053089619,
-0.008424908854067326,
-0.08708160370588303,
-0.003574685426428914,
-0.01133005041629076,
0.038166292011737823,
-0.008606480434536934,
0.01162964291870594,
0.02102595940232277,
0.04622805863618851,
0.006849777884781361,
-0.012201592326164246,
-0.024385027587413788,
-0.060027480125427246,
0.018375016748905182,
-0.04118037596344948,
-0.007285549305379391,
-0.0472811721265316,
-0.057412851601839066,
-0.04397657513618469,
-0.008057227358222008,
0.01712217554450035,
0.013699555769562721,
-0.008329584263265133,
-0.05036788433790207,
0.010721786879003048,
0.02591022662818432,
0.0190286748111248,
0.007653231266885996,
-0.013962834142148495,
0.016123533248901367,
0.0005152086378075182,
0.08504800498485565,
-0.005728574935346842,
0.06100796163082123,
0.01309129223227501,
0.0646393895149231,
0.024167142808437347,
0.04397657513618469,
0.06696350127458572,
-0.028543012216687202,
-0.004271465353667736,
0.015506190247833729,
-0.03653214871883392,
-0.004028613679111004,
0.012501185759902,
-0.03222890943288803,
-0.050004743039608,
-0.001739680184982717,
-0.06460307538509369,
0.08562903106212616,
-0.02554708532989025,
-0.015388169325888157,
-0.0271630696952343,
-0.03468012064695358,
-0.03320939466357231,
-0.00571949640288949,
0.023114029318094254,
0.014734512194991112,
0.058284394443035126,
0.0009538168669678271,
0.0034180800430476665,
-0.07237432897090912,
0.04590122774243355,
-0.01570591889321804,
-0.013064056634902954,
0.012219749391078949,
0.027943825349211693,
0.027453582733869553,
-0.02759884111583233,
0.07524315267801285,
-0.0315026231110096,
0.016041826456785202,
0.04114406183362007,
0.06983233243227005,
0.08577429503202438,
-0.013817577622830868,
-0.024657385423779488,
0.04419445991516113,
0.006141650024801493,
0.000059081605286337435,
0.011393600143492222,
-0.023350071161985397,
0.08591955155134201,
-0.030140839517116547,
-0.03237416595220566,
0.026164427399635315,
0.04884268343448639,
0.050004743039608,
-0.006849777884781361,
0.027616998180747032,
0.030612925067543983,
0.008197945542633533,
-0.0271630696952343,
-0.00806630589067936,
0.028488539159297943,
-0.021316472440958023,
-0.02879721112549305,
-0.007830263115465641,
-0.08453960716724396,
-0.0007387683144770563,
-0.029922952875494957,
-0.021171215921640396,
-0.014534784480929375,
0.011202950030565262,
-0.03346359357237816,
-0.0027939286082983017,
-0.019736802205443382,
0.01299142837524414,
-0.06184319034218788,
0.04644594341516495,
0.0036881673149764538,
-0.010394957847893238,
0.027072284370660782,
0.06674561649560928,
-0.008138934150338173,
-0.007394492160528898,
-0.022151701152324677,
-0.028996938839554787,
-0.04256031662225723,
0.014525705948472023,
-0.0279801394790411,
-0.012973270379006863,
-0.013245628215372562,
-0.060245364904403687,
-0.01285524945706129,
0.03662293404340744,
0.014752669259905815,
0.07488001137971878,
0.015124890953302383,
-0.025583399459719658,
0.06220633536577225,
0.03417172282934189,
-0.0061098746955394745,
-0.006000932306051254,
-0.04201560467481613,
-0.07480738312005997,
-0.03976411744952202,
0.01448031235486269,
-0.009137576445937157,
-0.002092609414830804,
0.02945086732506752,
-0.024639228358864784,
-0.004825257696211338,
0.014634648337960243,
0.040236204862594604,
0.005823899991810322,
-0.0037131335120648146,
-0.0065184105187654495,
0.011457149870693684,
0.05014999955892563,
0.01776675321161747,
0.0074716596864163876,
0.019246559590101242,
-0.015133969485759735,
-0.014961476437747478,
-0.005265568383038044,
-0.06133479252457619,
0.0008721097256056964,
-0.036877136677503586,
0.014217033982276917,
0.08272389322519302,
-0.03108501061797142,
0.017521632835268974,
0.03558797761797905,
-0.030903438106179237,
0.031066853553056717,
0.018556589260697365,
-0.009986422955989838,
-0.04470285773277283,
0.04343185946345329,
0.01977311633527279,
0.07251958549022675,
0.008411291055381298,
-0.014407684095203876,
0.01798463985323906,
-0.018611060455441475,
-0.019301030784845352,
0.03943729028105736,
-0.03729474917054176,
-0.012128964066505432,
0.026164427399635315,
-0.020444931462407112,
-0.03713133558630943,
-0.05944645032286644,
-0.03783946484327316,
0.015288305468857288,
0.08112606406211853,
-0.006223356816917658,
0.03526115044951439,
-0.012147121131420135,
0.011448071338236332,
-0.0045052384957671165,
0.0013515715254470706,
0.004952357616275549,
0.007803027518093586,
0.012020021677017212,
-0.03302782401442528,
-0.07259221374988556,
0.04052671790122986,
-0.018002796918153763,
0.03798472136259079,
0.008651873096823692,
0.01858382485806942,
0.06707244366407394,
0.0011597868287935853,
0.007267392240464687,
0.04096249118447304,
0.04364974424242973,
0.033336494117975235,
-0.06587407737970352,
-0.0028052767738699913,
-0.06663667410612106,
-0.0056241718120872974,
-0.05178413912653923,
0.0358603373169899,
-0.009137576445937157,
0.001146168913692236,
-0.028869839385151863,
0.026128113269805908,
0.013154841959476471,
0.040563032031059265,
0.03128473833203316,
0.011656878516077995,
0.062351591885089874,
-0.021425414830446243,
-0.03386305272579193,
-0.012428556568920612,
-0.0282524973154068,
0.0009889962384477258,
-0.03455302119255066,
0.018002796918153763,
0.05258305370807648,
-0.06641878932714462,
0.054689280688762665,
0.05367248132824898,
0.007966442033648491,
-0.015878411009907722,
-0.053273025900125504,
-0.03658661991357803,
0.03487985208630562,
-0.015424483455717564,
-0.06133479252457619,
-0.011974628083407879,
-0.04655488580465317,
-0.07132121175527573,
-0.024657385423779488,
0.030994223430752754,
0.008506616577506065,
0.0679439902305603,
0.03929203376173973,
0.025256570428609848,
-0.0043554422445595264,
0.0026986037846654654,
0.019192088395357132,
0.05011368542909622,
-0.03776683285832405,
-0.013064056634902954,
0.04390394687652588,
0.007884734310209751,
-0.0853385180234909,
-0.013182077556848526,
0.03402646631002426,
0.006631892640143633,
0.003236508695408702,
-0.05792124941945076,
0.0548708513379097,
-0.009786694310605526,
-0.0532367117702961,
-0.01529738400131464,
-0.02216985821723938,
-0.001006018603220582,
0.020517559722065926,
0.00382434600032866,
-0.036641091108322144,
-0.03744000568985939,
-0.050731025636196136,
0.02325928583741188,
-0.008016373962163925,
0.004725393373519182,
0.04477548599243164,
0.03493432328104973,
-0.004273734986782074,
-0.011856607161462307,
-0.027780411764979362,
0.005020447075366974,
0.038602061569690704,
0.00790743064135313,
0.049859482795000076,
0.07749463617801666,
0.03451670706272125,
-0.04285082966089249,
-0.018284231424331665,
0.0005543599254451692,
-0.03337280824780464,
0.021171215921640396,
-0.004711775574833155,
0.012047257274389267,
-0.0679439902305603,
-0.006250592879951,
-0.005837517790496349,
0.024966055527329445,
-0.035188522189855576,
0.0074716596864163876,
0.03878363221883774,
0.03162972256541252,
-0.026364155113697052,
-0.04259663075208664,
-0.0017203883035108447,
-0.013254706747829914,
0.05182045325636864,
0.013354570604860783,
0.02244221419095993,
0.03896520659327507,
-0.008070845156908035,
-0.05563345178961754,
0.005864753853529692,
0.007367256097495556,
-0.021262001246213913,
-0.013127606362104416,
0.016822582110762596,
-0.015878411009907722,
-0.10567450523376465,
0.004975053947418928,
0.0695418119430542,
0.002959612524136901,
0.0369679220020771,
-0.018402252346277237,
-0.0023990110494196415,
0.014716355130076408,
-0.022351428866386414,
0.002664559055119753,
0.04383131489157677,
0.03972780331969261,
-0.01662285439670086,
-0.033336494117975235,
-0.003994569182395935,
0.07386321574449539,
-0.00899231992661953,
-0.07099438458681107,
0.01950076036155224,
0.02162514440715313,
-0.049096886068582535,
-0.005492532625794411,
0.0358784943819046,
0.04775325581431389,
-0.05563345178961754,
-0.016550226137042046,
0.006137110758572817,
0.01821160316467285,
-0.030449509620666504,
0.017312824726104736,
-0.00005390398655436002,
0.03244679421186447,
0.01841133087873459,
-0.04662751406431198,
-0.0006553590064868331,
0.058502279222011566,
0.019373659044504166,
0.04477548599243164,
-0.07785778492689133,
-0.02108043059706688,
-0.01946444623172283,
-0.020408615469932556,
0.06776241958141327,
0.041107747703790665,
0.040889862924814224,
-0.023168500512838364,
-0.0073218634352087975,
-0.002952803624793887,
-0.015342776663601398,
0.01815713196992874,
-0.04288714751601219,
-0.07052230089902878,
0.0063958498649299145,
-0.042415060102939606,
-0.14474865794181824,
-0.020081788301467896,
-0.028942467644810677,
-0.011511621996760368,
-0.017049547284841537,
0.04470285773277283,
-0.04139826074242592,
0.057739678770303726,
-0.01884710229933262,
-0.019954688847064972,
-0.011593328788876534,
-0.02026335895061493,
-0.030413195490837097,
-0.011783978901803493,
-0.0565049946308136,
-0.03471643477678299,
0.05574239417910576,
0.005669564474374056,
-0.008057227358222008,
-0.06347732990980148,
0.04847954213619232,
-0.026636512950062752,
-0.03578770533204079,
-0.03932834789156914,
-0.05530662462115288,
0.049968428909778595,
0.003658662084490061,
0.07952823489904404,
-0.012946034781634808,
-0.009904715232551098,
-0.005138468462973833,
0.018284231424331665,
0.01048574410378933,
-0.010812572203576565,
0.024857113137841225,
-0.07110332697629929,
-0.03736737743020058,
0.00040030802483670413,
-0.03172050788998604,
-0.004693618509918451,
0.0033363730181008577,
-0.006781688891351223,
-0.04982316866517067,
-0.010013658553361893,
-0.013227470219135284,
-0.0755336657166481,
0.014362291432917118,
-0.03271915018558502,
-0.023168500512838364,
-0.056323423981666565,
-0.02462107129395008,
-0.007775791920721531,
-0.07727675139904022,
0.045138631016016006,
0.04542914405465126,
0.02178855799138546,
-0.00230936030857265,
-0.019101303070783615,
-0.008352280594408512,
0.004110320936888456,
0.006972338538616896,
-0.032464951276779175,
0.030140839517116547,
-0.0050885360687971115,
-0.02178855799138546,
-0.04223348945379257,
0.045029688626527786,
-0.009487101808190346,
0.057194966822862625,
-0.028270654380321503,
-0.013254706747829914,
0.03357253596186638,
0.013617848977446556,
0.0038833566941320896,
-0.0285248551517725,
0.04517494514584541,
-0.007122134789824486,
0.04172508791089058,
0.033663321286439896,
0.016368653625249863,
0.04361343011260033,
0.01738545298576355,
0.0003949176170863211,
-0.007803027518093586,
0.06329575926065445,
-0.01255565695464611,
-0.02945086732506752,
0.015951041132211685,
-0.008574705570936203,
-0.02928745374083519,
0.037621576339006424,
0.033717792481184006,
-0.0009555190918035805,
-0.048770055174827576,
0.003363608615472913,
-0.03725843504071236,
0.001017934177070856,
0.04081723093986511,
-0.013908362947404385,
-0.011429914273321629,
-0.006345917470753193,
0.02841591089963913,
0.004888807889074087,
-0.03250126540660858,
-0.03542456403374672,
-0.006082639098167419,
-0.04651857167482376,
-0.01418071985244751,
0.03326386585831642,
0.0052791861817240715,
0.030558453872799873,
-0.03244679421186447,
0.0028960625641047955,
-0.03010452538728714,
-0.012428556568920612,
-0.03277362138032913,
0.05795756354928017,
-0.000055464362958446145,
-0.0050295256078243256,
0.017349138855934143,
0.01862921752035618,
-0.04630068689584732,
-0.015206597745418549,
-0.0008562222355976701,
0.01516120508313179,
0.03754894807934761,
-0.01922840252518654,
-0.007035888731479645,
0.050948914140462875,
-0.041325632482767105,
-0.033608850091695786,
-0.07909246534109116,
-0.03900152072310448,
0.07015915960073471,
0.01723111793398857,
-0.005742193199694157,
-0.01021338626742363,
-0.02434871345758438,
-0.07364532351493835,
0.054253511130809784,
0.002503414638340473,
0.0016738605918362737,
-0.06079007685184479,
0.0045914845541119576,
0.06565619260072708,
-0.045029688626527786,
-0.007843880914151669,
-0.022460373118519783,
0.0010003445204347372,
-0.10494822263717651,
-0.018565667793154716,
0.03482538089156151,
0.03972780331969261,
0.016368653625249863,
0.024330556392669678,
0.014689119532704353,
-0.0001411433331668377,
0.03255573660135269,
-0.034371450543403625,
-0.04270557314157486,
-0.08388595283031464,
0.028397753834724426,
-0.038166292011737823,
-0.0967411994934082,
0.044848114252090454,
-0.018166210502386093,
-0.031103167682886124,
0.055887650698423386,
0.0052519505843520164,
0.1303682029247284,
-0.008002756163477898,
-0.009182969108223915,
-0.011802135966718197,
-0.03702239319682121,
-0.0023286521900445223,
0.03097606636583805,
0.028978781774640083,
-0.006640971172600985,
0.04299608990550041,
-0.045828599482774734,
0.04201560467481613,
0.03656846284866333,
0.04412183165550232,
0.0034248889423906803,
-0.049859482795000076,
-0.05142099782824516,
0.03994569182395935,
-0.019210245460271835,
0.02059018798172474,
-0.020608345046639442,
0.053273025900125504,
0.005292803980410099,
-0.029432710260152817,
-0.03863837569952011,
-0.003431697841733694,
-0.017803067341446877,
-0.04161614552140236,
0.019754959270358086,
0.0043554422445595264,
0.06888815760612488,
-0.029577968642115593,
0.0304313525557518,
0.04655488580465317,
0.06946918368339539
] |
22,594 | scipy.interpolate._fitpack2 | ev |
Evaluate the spline at points
Returns the interpolated value at ``(xi[i], yi[i]),
i=0,...,len(xi)-1``.
Parameters
----------
xi, yi : array_like
Input coordinates. Standard Numpy broadcasting is obeyed.
The ordering of axes is consistent with
``np.meshgrid(..., indexing="ij")`` and inconsistent with the
default ordering ``np.meshgrid(..., indexing="xy")``.
dx : int, optional
Order of x-derivative
.. versionadded:: 0.14.0
dy : int, optional
Order of y-derivative
.. versionadded:: 0.14.0
Examples
--------
Suppose that we want to bilinearly interpolate an exponentially decaying
function in 2 dimensions.
>>> import numpy as np
>>> from scipy.interpolate import RectBivariateSpline
>>> def f(x, y):
... return np.exp(-np.sqrt((x / 2) ** 2 + y**2))
We sample the function on a coarse grid and set up the interpolator. Note that
the default ``indexing="xy"`` of meshgrid would result in an unexpected
(transposed) result after interpolation.
>>> xarr = np.linspace(-3, 3, 21)
>>> yarr = np.linspace(-3, 3, 21)
>>> xgrid, ygrid = np.meshgrid(xarr, yarr, indexing="ij")
>>> zdata = f(xgrid, ygrid)
>>> rbs = RectBivariateSpline(xarr, yarr, zdata, kx=1, ky=1)
Next we sample the function along a diagonal slice through the coordinate space
on a finer grid using interpolation.
>>> xinterp = np.linspace(-3, 3, 201)
>>> yinterp = np.linspace(3, -3, 201)
>>> zinterp = rbs.ev(xinterp, yinterp)
And check that the interpolation passes through the function evaluations as a
function of the distance from the origin along the slice.
>>> import matplotlib.pyplot as plt
>>> fig = plt.figure()
>>> ax1 = fig.add_subplot(1, 1, 1)
>>> ax1.plot(np.sqrt(xarr**2 + yarr**2), np.diag(zdata), "or")
>>> ax1.plot(np.sqrt(xinterp**2 + yinterp**2), zinterp, "-b")
>>> plt.show()
| def ev(self, xi, yi, dx=0, dy=0):
"""
Evaluate the spline at points
Returns the interpolated value at ``(xi[i], yi[i]),
i=0,...,len(xi)-1``.
Parameters
----------
xi, yi : array_like
Input coordinates. Standard Numpy broadcasting is obeyed.
The ordering of axes is consistent with
``np.meshgrid(..., indexing="ij")`` and inconsistent with the
default ordering ``np.meshgrid(..., indexing="xy")``.
dx : int, optional
Order of x-derivative
.. versionadded:: 0.14.0
dy : int, optional
Order of y-derivative
.. versionadded:: 0.14.0
Examples
--------
Suppose that we want to bilinearly interpolate an exponentially decaying
function in 2 dimensions.
>>> import numpy as np
>>> from scipy.interpolate import RectBivariateSpline
>>> def f(x, y):
... return np.exp(-np.sqrt((x / 2) ** 2 + y**2))
We sample the function on a coarse grid and set up the interpolator. Note that
the default ``indexing="xy"`` of meshgrid would result in an unexpected
(transposed) result after interpolation.
>>> xarr = np.linspace(-3, 3, 21)
>>> yarr = np.linspace(-3, 3, 21)
>>> xgrid, ygrid = np.meshgrid(xarr, yarr, indexing="ij")
>>> zdata = f(xgrid, ygrid)
>>> rbs = RectBivariateSpline(xarr, yarr, zdata, kx=1, ky=1)
Next we sample the function along a diagonal slice through the coordinate space
on a finer grid using interpolation.
>>> xinterp = np.linspace(-3, 3, 201)
>>> yinterp = np.linspace(3, -3, 201)
>>> zinterp = rbs.ev(xinterp, yinterp)
And check that the interpolation passes through the function evaluations as a
function of the distance from the origin along the slice.
>>> import matplotlib.pyplot as plt
>>> fig = plt.figure()
>>> ax1 = fig.add_subplot(1, 1, 1)
>>> ax1.plot(np.sqrt(xarr**2 + yarr**2), np.diag(zdata), "or")
>>> ax1.plot(np.sqrt(xinterp**2 + yinterp**2), zinterp, "-b")
>>> plt.show()
"""
return self.__call__(xi, yi, dx=dx, dy=dy, grid=False)
| (self, xi, yi, dx=0, dy=0) | [
0.038202691823244095,
-0.023854810744524002,
-0.02070527710020542,
-0.04646536335349083,
-0.0023670117370784283,
0.02159958891570568,
0.023854810744524002,
0.0016452432610094547,
-0.04774850606918335,
0.05136463791131973,
0.0005662358598783612,
-0.0077669089660048485,
0.01798345521092415,
-0.0013621252728626132,
-0.07796071469783783,
0.035889144986867905,
0.01035263855010271,
0.03386722132563591,
-0.07220600545406342,
-0.029279010370373726,
-0.019334645941853523,
-0.10599546134471893,
0.013667427003383636,
0.004029266070574522,
0.0034217170905321836,
-0.018100105226039886,
0.03773609548807144,
-0.026576632633805275,
0.02494353987276554,
-0.04599876329302788,
-0.01912078820168972,
-0.06998966634273529,
0.03408107906579971,
-0.014513134956359863,
0.01803206093609333,
0.0036938991397619247,
0.02616835944354534,
-0.04160496965050697,
-0.031495351344347,
0.04875946789979935,
-0.007679421920329332,
0.02968728356063366,
0.08608729392290115,
0.03188418224453926,
0.012617581523954868,
0.03927198052406311,
-0.026965463533997536,
0.021871771663427353,
-0.022513343021273613,
0.050353676080703735,
0.0035578079987317324,
-0.08142131567001343,
0.04615429788827896,
-0.06376836448907852,
0.02826804853975773,
0.09946309030056,
0.012374562211334705,
0.03829989954829216,
0.01853754185140133,
-0.038902588188648224,
0.02871520444750786,
-0.07030073553323746,
0.034353259950876236,
0.022474460303783417,
0.000483912939671427,
0.0275681521743536,
0.010265151038765907,
-0.03505316004157066,
-0.03773609548807144,
0.041799385100603104,
0.014532576315104961,
0.053892042487859726,
-0.03938863053917885,
-0.058635786175727844,
0.0034508793614804745,
0.057041577994823456,
-0.004634385462850332,
0.037697210907936096,
0.036472391337156296,
-0.011227509006857872,
0.018906930461525917,
-0.0042868671007454395,
-0.027743127197027206,
-0.00850082840770483,
-0.038202691823244095,
0.017915410920977592,
-0.04697084426879883,
-0.011314996518194675,
0.000432271248428151,
0.03612244501709938,
0.010031851939857006,
-0.002913805888965726,
-0.011295554228127003,
0.018382009118795395,
0.0408661887049675,
-0.01031375490128994,
0.030037231743335724,
-0.012063496746122837,
0.06182420626282692,
0.03699731454253197,
0.027548709884285927,
-0.005190900526940823,
0.01435760222375393,
0.01018738467246294,
0.010109618306159973,
-0.00745584350079298,
-0.007990486919879913,
0.0074655646458268166,
0.016603104770183563,
-0.05964674800634384,
0.023057706654071808,
0.06536257266998291,
-0.05307549610733986,
-0.01622399315237999,
-0.10109618306159973,
-0.008350156247615814,
-0.0136577058583498,
0.07173940539360046,
-0.000842670735437423,
0.005779007915407419,
-0.0019538782071322203,
-0.005288108251988888,
-0.0408661887049675,
0.014736712910234928,
0.014921408146619797,
-0.03277849406003952,
-0.04292699694633484,
0.0019040592014789581,
-0.006833713501691818,
-0.03760000318288803,
0.007207963615655899,
-0.01680724136531353,
0.012588419020175934,
-0.019169392064213753,
-0.04319917783141136,
-0.006848294287919998,
0.04599876329302788,
0.013813238590955734,
0.008345295675098896,
-0.015047778375446796,
0.019072184339165688,
0.009166702628135681,
-0.039932992309331894,
0.04825398698449135,
-0.009006309323012829,
0.02391313575208187,
0.07862172275781631,
0.06800662726163864,
0.046815309673547745,
0.06555698812007904,
-0.010722028091549873,
0.07434458285570145,
0.0258378516882658,
0.019324924796819687,
0.035130925476551056,
-0.09191976487636566,
0.0010334411635994911,
0.01259814016520977,
0.03046494722366333,
-0.016816962510347366,
-0.034158844500780106,
0.0012023398885503411,
-0.00011209282820345834,
0.051714587956666946,
0.036025237292051315,
0.07636650651693344,
-0.04242151603102684,
0.04479338601231575,
0.011334437876939774,
0.024126993492245674,
-0.02506018988788128,
-0.006663599517196417,
-0.07761076092720032,
-0.017993176355957985,
0.016175389289855957,
0.015125544741749763,
-0.017497416585683823,
0.04339359328150749,
0.0396413691341877,
-0.024574149399995804,
0.018906930461525917,
-0.01811954751610756,
-0.019004138186573982,
-0.021541263908147812,
-0.03598635271191597,
0.04724302515387535,
-0.021482938900589943,
-0.010828956961631775,
-0.0056429170072078705,
-0.010041573084890842,
-0.01664198748767376,
-0.008564013056457043,
0.03124260902404785,
0.0030498970299959183,
-0.04599876329302788,
0.04969266429543495,
-0.03767777234315872,
0.006930921226739883,
0.023504862561821938,
0.014425648376345634,
-0.002828749129548669,
-0.0423048660159111,
-0.006085212808102369,
0.007718305103480816,
-0.00981313455849886,
0.009118097834289074,
-0.03713340684771538,
-0.029065152630209923,
-0.011509411968290806,
0.006002585869282484,
-0.016155948862433434,
-0.0526866652071476,
-0.0580914244055748,
0.013803517445921898,
0.034664325416088104,
0.050237026065588,
-0.024360291659832,
-0.021968979388475418,
0.01786680705845356,
-0.01736132614314556,
0.07002855092287064,
-0.03783330321311951,
0.0317092090845108,
0.0004814827407244593,
0.038980357348918915,
-0.024515824392437935,
0.05377539247274399,
0.008714685216546059,
-0.018265359103679657,
-0.009191004559397697,
0.017264118418097496,
0.04397683963179588,
0.04794292151927948,
-0.03699731454253197,
0.051831237971782684,
-0.025215722620487213,
-0.03091210313141346,
0.01149969082325697,
0.03938863053917885,
0.040321823209524155,
0.022766083478927612,
0.05303661525249481,
-0.0369001068174839,
-0.047281909734010696,
0.0025711480993777514,
0.0019089195411652327,
0.03810548409819603,
0.07030073553323746,
-0.03559752181172371,
-0.008855637162923813,
-0.0042188214138150215,
0.005020786542445421,
-0.03643351048231125,
0.015660187229514122,
-0.011392762884497643,
0.021288523450493813,
0.06590693444013596,
0.023116031661629677,
0.04195491597056389,
0.0010455921292304993,
-0.010294313542544842,
-0.018683353438973427,
-0.06372947990894318,
0.07729969918727875,
-0.012199588119983673,
-0.009745089337229729,
0.003812978742644191,
-0.043160293251276016,
0.0016197261866182089,
0.0708450973033905,
-0.055758435279130936,
0.02056918479502201,
-0.038669291883707047,
-0.028909621760249138,
0.002675646683201194,
0.11198347061872482,
0.008855637162923813,
-0.02428252622485161,
0.03355615586042404,
-0.023815928027033806,
0.040205176919698715,
-0.01185936015099287,
-0.032234128564596176,
0.01828480139374733,
0.005011065863072872,
-0.025176838040351868,
0.006731645204126835,
-0.024826889857649803,
0.07298366725444794,
-0.012481491081416607,
-0.012773114256560802,
0.02402978576719761,
0.034664325416088104,
-0.019169392064213753,
0.03857208415865898,
0.031786974519491196,
-0.001750956755131483,
-0.02159958891570568,
-0.014163186773657799,
-0.012034334242343903,
0.06213527172803879,
0.01677807793021202,
-0.026576632633805275,
0.005842193029820919,
-0.034994833171367645,
-0.016126785427331924,
0.016467012465000153,
0.003489762544631958,
-0.01321054995059967,
-0.08048811554908752,
-0.000986659899353981,
-0.016797520220279694,
-0.06505151093006134,
-0.05214230343699455,
0.007480145897716284,
-0.020724717527627945,
-0.010177664458751678,
0.033186767250299454,
-0.017711274325847626,
0.00894798431545496,
0.011762152425944805,
0.023893695324659348,
0.06750114262104034,
0.015271356329321861,
0.02776256762444973,
0.049226064234972,
0.015271356329321861,
-0.003939349204301834,
-0.0072371261194348335,
0.04673754423856735,
0.06384612619876862,
0.011276112869381905,
0.0025978803168982267,
0.01861530728638172,
0.05918015167117119,
-0.019742919132113457,
0.008325854316353798,
0.05424199253320694,
0.02943454310297966,
-0.02140517346560955,
-0.00982771534472704,
0.014678388833999634,
0.000269448064500466,
-0.0067122033797204494,
0.006960083730518818,
-0.040516242384910583,
-0.021560706198215485,
-0.003555377945303917,
0.04794292151927948,
0.045221101492643356,
-0.017380766570568085,
-0.07294478267431259,
0.013822958804666996,
-0.004833661485463381,
-0.05000372976064682,
0.02249390073120594,
0.009973527863621712,
0.0017436661291867495,
0.021230198442935944,
-0.005628335755318403,
-0.020744159817695618,
0.012714789249002934,
-0.0384165495634079,
-0.006119235418736935,
-0.033322859555482864,
-0.00020808559202123433,
-0.010537332855165005,
-0.02428252622485161,
-0.0035286457277834415,
0.008923682384192944,
-0.01594209112226963,
0.0052638063207268715,
-0.042771462351083755,
0.024263083934783936,
0.00139736314304173,
-0.05039256066083908,
0.027004346251487732,
-0.03058159537613392,
0.03643351048231125,
0.027334854006767273,
0.007251707371324301,
-0.0428103469312191,
0.02686825580894947,
-0.02179400436580181,
0.007251707371324301,
0.018654190003871918,
0.002969700377434492,
0.004374354146420956,
0.014211790636181831,
-0.03754168003797531,
0.014921408146619797,
-0.00403412664309144,
-0.0027242505457252264,
0.018547261133790016,
-0.0634961798787117,
-0.05789700895547867,
0.09471935033798218,
0.01308417972177267,
-0.015815719962120056,
-0.023116031661629677,
-0.06061882898211479,
0.0645071417093277,
-0.00515687745064497,
0.013268874026834965,
0.029026269912719727,
-0.03013443946838379,
-0.0016294469824060798,
-0.006474044173955917,
0.04370465874671936,
-0.007655119989067316,
0.05253113433718681,
-0.004862823523581028,
-0.05004261061549187,
-0.0428103469312191,
-0.03334229812026024,
-0.004269855562597513,
-0.09261965751647949,
0.036472391337156296,
-0.07100062817335129,
0.003339090384542942,
0.023174356669187546,
-0.056147266179323196,
0.008355016820132732,
-0.010304034687578678,
-0.016593383625149727,
-0.009837436489760876,
-0.08375430107116699,
-0.04273258149623871,
0.080721415579319,
-0.041799385100603104,
-0.021035782992839813,
-0.035889144986867905,
-0.07500559091567993,
-0.007052430883049965,
-0.036472391337156296,
-0.04774850606918335,
0.020277561619877815,
-0.002431411761790514,
0.08904241025447845,
0.01105253491550684,
-0.032506313174963,
0.0290457122027874,
0.032039713114500046,
-0.053697627037763596,
-0.0993853285908699,
-0.017429370433092117,
0.06454602628946304,
-0.043276943266391754,
-0.012986971996724606,
-0.04860393702983856,
0.06509038805961609,
0.036355745047330856,
0.034664325416088104,
0.025604553520679474,
-0.00613867724314332,
-0.06380724906921387,
-0.002658635377883911,
-0.06240745261311531,
-0.04545440152287483,
0.044832270592451096,
-0.026187799870967865,
0.020530302077531815,
-0.0610465444624424,
-0.07554996013641357,
-0.04879835247993469,
0.012121821753680706,
0.03944695368409157,
-0.043471358716487885,
0.07076732814311981,
0.0010267581092193723,
0.017264118418097496,
0.004938160069286823,
-0.025429578498005867,
-0.0273154117166996,
0.01858614571392536,
0.0408661887049675,
0.014668667688965797,
0.0374055877327919,
0.03555864095687866,
-0.011519133113324642,
-0.03359504044055939,
-0.04246039688587189,
-0.030037231743335724,
0.023699279874563217,
0.024321408942341805,
-0.023563187569379807,
-0.01545605156570673,
0.027976425364613533,
-0.01137332059442997,
0.03843599185347557,
0.027782009914517403,
-0.028948504477739334,
0.03806660324335098,
-0.021094108000397682,
-0.04693195968866348,
-0.0423048660159111,
0.0396413691341877,
0.009516650810837746,
0.08181014657020569,
-0.05058697611093521,
-0.02107466571033001,
-0.002352430485188961,
0.017273839563131332,
0.015893487259745598,
-0.010498450137674809,
-0.010955327190458775,
0.04973154515028,
0.059102386236190796,
-0.04588211327791214,
-0.034664325416088104,
0.019490178674459457,
-0.03417828679084778,
0.02519628033041954,
-0.013638264499604702,
-0.006367115769535303,
-0.07986598461866379,
-0.0278208926320076,
0.07640538364648819,
-0.043471358716487885,
-0.005448501091450453,
0.0709228590130806,
0.016175389289855957,
0.0003119765024166554,
-0.0019307913025841117,
-0.013268874026834965,
0.02597394399344921,
-0.024515824392437935,
-0.022260602563619614,
0.005900517571717501,
0.015504655428230762,
-0.017079422250390053,
-0.01641840860247612,
0.07593879103660583,
0.019305482506752014,
-0.01520331110805273,
0.04786515608429909,
-0.030989868566393852,
-0.05206453427672386,
-0.10327364504337311,
-0.005691520869731903,
-0.01652533747255802,
0.025876734405755997,
-0.026654398068785667,
-0.03392554819583893,
0.02544902078807354,
0.00004066782275913283,
-0.03038717992603779,
-0.0447545051574707,
0.012316237203776836,
-0.02371872030198574,
0.03058159537613392,
-0.030834335833787918,
0.03911644592881203,
0.02056918479502201,
0.010226268321275711,
-0.004566339775919914,
-0.05933568626642227,
-0.015631025657057762,
-0.08600952476263046,
0.00739265838637948,
-0.041099488735198975,
0.04467673599720001,
0.043471358716487885,
-0.011023372411727905,
-0.04794292151927948,
0.060696594417095184,
0.06555698812007904,
-0.005395036656409502,
0.008199484087526798,
-0.022280044853687286,
-0.024243643507361412,
0.04195491597056389,
-0.006668460089713335,
0.003324509132653475,
0.01568935066461563,
0.07002855092287064,
0.049459364265203476,
-0.15203310549259186,
-0.004206670448184013,
-0.02338821440935135,
-0.006882317364215851,
-0.03509204089641571,
-0.023854810744524002,
-0.0076308180578053,
-0.050664741545915604,
0.0363946259021759,
-0.08219897747039795,
0.05229783430695534,
0.023213239386677742,
0.014474252238869667,
0.022202277556061745,
-0.0009167917305603623,
-0.05225894972681999,
-0.003958790563046932,
0.012957809492945671,
-0.019305482506752014,
0.00232326821424067,
0.03211748227477074,
-0.004908997565507889,
-0.08041035383939743,
-0.038474876433610916,
0.03085377812385559,
0.011266392655670643,
-0.025876734405755997,
0.016768358647823334,
-0.007421820890158415,
-0.005297828931361437,
-0.008116857148706913,
-0.020413652062416077,
-0.010129060596227646,
-0.001462978427298367,
-0.03824157640337944,
0.028579114004969597,
0.019888730719685555,
0.013667427003383636,
0.05354209616780281,
-0.02667384035885334,
0.03340062499046326,
0.05622503161430359,
0.04016629233956337,
0.015417167916893959,
-0.013424406759440899,
0.018362566828727722,
0.00956039410084486,
0.02280496619641781,
-0.007475285325199366,
0.07554996013641357,
-0.06998966634273529,
0.00046386380563490093,
0.02274664118885994,
0.0025565670803189278,
0.05070362612605095,
0.03684178367257118,
-0.03915533050894737,
-0.017876528203487396,
0.025235163047909737,
0.02871520444750786,
0.04471562057733536,
-0.009779111482203007,
0.03065936267375946,
0.026401657611131668,
0.030795453116297722,
-0.008199484087526798,
-0.008899380452930927,
0.04541551694273949,
0.023174356669187546,
-0.04004964232444763,
0.0070864539593458176,
0.08188790827989578,
-0.026071151718497276,
0.044637855142354965,
0.01035263855010271,
-0.09075326472520828,
0.007183661684393883,
-0.028520788997411728,
0.022921616211533546,
0.022027304396033287,
-0.042382631450891495,
-0.007412100210785866,
0.0374055877327919,
0.02179400436580181,
0.049576014280319214,
-0.050664741545915604,
-0.0270626712590456,
0.005929680075496435,
-0.005385315977036953,
0.029279010370373726,
-0.014863083139061928,
-0.07426681369543076,
0.023174356669187546,
0.013706309720873833,
-0.025623993948101997,
-0.032934024930000305,
0.004398656077682972,
0.007523889187723398,
-0.0258378516882658,
-0.013735472224652767,
-0.01141220424324274,
-0.06252410262823105,
0.024710241705179214,
0.06831768900156021,
-0.021696796640753746,
0.010615099221467972,
0.01583516225218773,
-0.00027552354731597006,
-0.017021099105477333,
0.046115413308143616,
-0.019519340246915817,
-0.01211210060864687,
-0.025468463078141212,
0.023640954867005348,
0.011256671510636806,
-0.02179400436580181,
-0.02140517346560955,
0.05984116718173027,
-0.10179608315229416,
0.010935885831713676,
-0.01883888617157936,
-0.009677043184638023,
0.0008256593719124794,
-0.01967487297952175,
0.022707758471369743,
0.016904449090361595,
0.018051501363515854,
-0.015426889061927795,
0.00447399215772748,
-0.049459364265203476,
-0.0157476756721735,
0.021113550290465355,
-0.013774354942142963,
0.009910342283546925,
-0.06719008088111877,
0.018780561164021492,
-0.02789865806698799,
0.03656960278749466,
-0.02224116027355194,
-0.0067122033797204494,
0.006124095991253853,
0.011684386059641838,
0.044832270592451096,
-0.003176267258822918,
-0.03528645634651184,
-0.023543747141957283,
-0.05914126709103584,
-0.014202069491147995,
-0.005808170419186354,
0.025604553520679474,
0.033322859555482864,
0.024263083934783936,
-0.020608069375157356,
-0.018382009118795395,
-0.024185318499803543,
0.0009915202390402555,
0.00391747709363699,
0.0058130305260419846,
-0.03163143992424011,
-0.02191065438091755,
-0.029123477637767792,
-0.0011136376997455955,
0.003662306582555175,
0.027743127197027206,
-0.014163186773657799,
0.04226598143577576,
-0.06691789627075195,
0.001030403422191739,
0.06586804986000061,
-0.03921365365386009,
-0.011324716731905937,
-0.016428129747509956,
-0.012345399707555771,
0.016690591350197792,
0.06878428906202316,
-0.004228542558848858,
0.023854810744524002,
0.05039256066083908,
-0.040905073285102844,
-0.01853754185140133,
-0.008729266934096813,
-0.06065770983695984,
-0.0046586873941123486,
-0.032486870884895325,
0.038144368678331375,
-0.004755895119160414,
0.051131341606378555,
0.027334854006767273,
0.04253816604614258,
0.023738162592053413,
0.09223082661628723
] |
22,595 | scipy.interpolate._fitpack2 | get_coeffs | Return spline coefficients. | def get_coeffs(self):
""" Return spline coefficients."""
return self.tck[2]
| (self) | [
-0.0020434355828911066,
-0.00635133171454072,
0.010700929909944534,
-0.004047253634780645,
-0.007610755041241646,
0.004666539840400219,
-0.015880413353443146,
0.014987975358963013,
0.08413950353860855,
0.03114362806081772,
0.018349217250943184,
-0.03376256301999092,
0.00026012101443484426,
-0.02715684287250042,
-0.05511437729001045,
0.031110264360904694,
0.04947616532444954,
-0.04937607795000076,
-0.04613994434475899,
-0.014120557345449924,
0.01796555332839489,
-0.07106151431798935,
-0.0061428179033100605,
0.015071380883455276,
-0.025171790271997452,
0.012085461989045143,
0.0564822293817997,
-0.007869312539696693,
0.02655632235109806,
-0.07379721850156784,
-0.09501558542251587,
0.04056845232844353,
-0.04287044703960419,
0.03416290879249573,
0.008090336807072163,
0.009449847042560577,
0.03539730980992317,
-0.042003028094768524,
-0.03673179820179939,
0.07699999213218689,
-0.0009701106464490294,
-0.0061219665221869946,
0.014112216420471668,
-0.013987108133733273,
-0.034396443516016006,
-0.011101276613771915,
-0.08467330038547516,
0.056215330958366394,
0.03297854959964752,
0.005229527130723,
0.022169191390275955,
-0.05000995844602585,
0.001971498364582658,
-0.06839253753423691,
0.0048667131923139095,
0.007827609777450562,
0.07686654478311539,
0.040201470255851746,
0.014937931671738625,
0.0193500854074955,
-0.0037282274570316076,
0.0015815774677321315,
0.02522183395922184,
0.017998915165662766,
-0.0026981690898537636,
-0.02086806483566761,
0.02400411292910576,
-0.010959487408399582,
0.025171790271997452,
0.03452989086508751,
0.00910788495093584,
-0.003111026482656598,
-0.045939769595861435,
-0.01844930462539196,
0.0074064116925001144,
0.0031256224028766155,
0.0006724571576341987,
-0.06195363402366638,
0.001801559585146606,
-0.03876689448952675,
-0.0838058814406395,
0.02450454607605934,
-0.030509745702147484,
0.05014340952038765,
-0.005754982121288776,
-0.03097681701183319,
0.0634215697646141,
-0.05421359837055206,
-0.03341225907206535,
0.10816030204296112,
-0.06388863921165466,
0.020067371428012848,
-0.05601515993475914,
0.01644757203757763,
-0.019767113029956818,
-0.048175036907196045,
-0.0044705369509756565,
-0.03302859142422676,
-0.009900237433612347,
0.02975909598171711,
0.013236458413302898,
0.05351299047470093,
-0.03316204249858856,
0.06188690662384033,
0.04487217962741852,
-0.02920861914753914,
-0.012677641585469246,
0.02220255322754383,
0.049509525299072266,
-0.0405350923538208,
0.017039751634001732,
0.06388863921165466,
0.004516409710049629,
-0.020601168274879456,
-0.01759856753051281,
-0.040201470255851746,
-0.0010686333989724517,
0.04070190340280533,
0.006188690662384033,
0.009683382697403431,
-0.009049500338733196,
-0.004654028918594122,
-0.04320406913757324,
0.059918537735939026,
-0.016806215047836304,
0.01796555332839489,
0.04427165910601616,
0.03466334193944931,
0.028824953362345695,
-0.07172875851392746,
0.04940944164991379,
-0.020284226164221764,
0.025371965020895004,
-0.021918974816799164,
-0.015113083645701408,
-0.032694969326257706,
0.07506497949361801,
-0.024821488186717033,
0.019683707505464554,
0.018299175426363945,
0.0225528571754694,
0.04640683904290199,
-0.040134742856025696,
0.0009153757710009813,
-0.006434737239032984,
0.04173612967133522,
0.03476342931389809,
0.006038560997694731,
0.017748698592185974,
0.02455458976328373,
-0.02116832509636879,
0.0634215697646141,
-0.002560549881309271,
-0.043404240161180496,
-0.0018797522643581033,
-0.05928465723991394,
-0.006776699796319008,
-0.011551667004823685,
0.03816637396812439,
0.0020350951235741377,
-0.028758229687809944,
0.041769493371248245,
-0.013453313149511814,
-0.033362213522195816,
0.018132364377379417,
0.05257885158061981,
-0.0133365448564291,
-0.05578162148594856,
-0.003367498517036438,
0.0033925201278179884,
0.013903702609241009,
-0.03786611184477806,
-0.03809965029358864,
0.02697334997355938,
0.0405350923538208,
-0.011918650940060616,
0.004741604905575514,
0.07866810262203217,
-0.004745774902403355,
0.01759856753051281,
0.03017612360417843,
0.010534118860960007,
-0.06899306178092957,
0.06515640765428543,
0.020517762750387192,
0.0036635880824178457,
0.06805891543626785,
-0.027807405218482018,
-0.003475925652310252,
-0.030292890965938568,
0.005479743704199791,
0.024421140551567078,
0.04220320284366608,
0.016622724011540413,
-0.005254548974335194,
-0.006426396779716015,
0.04447183385491371,
-0.01218554936349392,
-0.041102249175310135,
0.03799956291913986,
-0.03866680711507797,
-0.04056845232844353,
-0.00465819938108325,
-0.013703529722988605,
-0.00002769324419205077,
0.029175257310271263,
0.02086806483566761,
-0.020217502489686012,
-0.08373916149139404,
0.060152072459459305,
0.023970751091837883,
-0.03646489977836609,
0.04226992651820183,
-0.005016842857003212,
0.04323742911219597,
-0.0020361377391964197,
-0.02468803897500038,
-0.03703205659985542,
0.008219615556299686,
0.031110264360904694,
0.01990056037902832,
-0.02757387049496174,
0.030092718079686165,
0.03452989086508751,
0.019199954345822334,
-0.0037928668316453695,
0.002520932350307703,
0.0004136393254157156,
-0.055548086762428284,
-0.06182018294930458,
0.026823220774531364,
0.0499432347714901,
-0.02757387049496174,
-0.048308487981557846,
0.008357235230505466,
0.010367307811975479,
-0.03316204249858856,
-0.029292024672031403,
-0.0030297061894088984,
0.0018630712293088436,
-0.010233859531581402,
0.031777508556842804,
0.04000129550695419,
0.030342934653162956,
-0.00778590701520443,
0.058183703571558,
0.038700170814991,
0.0015607260866090655,
0.003111026482656598,
0.035964466631412506,
0.030709918588399887,
-0.01587207429111004,
0.020067371428012848,
0.02722356654703617,
-0.052712298929691315,
-0.057783354073762894,
0.03913387656211853,
0.016614383086562157,
0.01899978145956993,
-0.0021393520291894674,
-0.07239600270986557,
0.013403269462287426,
-0.03659835085272789,
0.026506278663873672,
0.00995028018951416,
0.0028503842186182737,
0.015538451261818409,
0.012243933044373989,
-0.034863512963056564,
0.04483881592750549,
0.06605718284845352,
0.03719886764883995,
-0.08353898674249649,
-0.020484399050474167,
0.0026773177087306976,
0.006234563887119293,
0.030559789389371872,
0.010525778867304325,
0.028891677036881447,
0.04760788008570671,
0.041769493371248245,
-0.0012427425244823098,
-0.023637128993868828,
0.010659227147698402,
-0.05698266252875328,
-0.019733749330043793,
0.032144494354724884,
-0.041335783898830414,
0.03394605219364166,
-0.024204285815358162,
-0.019333403557538986,
0.040868714451789856,
0.06085268035531044,
-0.013545059598982334,
0.14585959911346436,
-0.024087518453598022,
-0.010142113082110882,
-0.053746528923511505,
0.016322463750839233,
0.00491675641387701,
0.055748261511325836,
-0.014312390238046646,
-0.03809965029358864,
0.019500214606523514,
-0.03224458172917366,
-0.0166727676987648,
0.038266461342573166,
0.016247399151325226,
-0.0024521227460354567,
-0.018365899100899696,
-0.009191290475428104,
-0.0007887036190368235,
-0.029675690457224846,
0.0005384869873523712,
-0.015038018114864826,
-0.034863512963056564,
-0.012844452634453773,
0.03224458172917366,
0.020167458802461624,
0.0711282417178154,
-0.014979634433984756,
-0.04220320284366608,
0.074531190097332,
-0.00697270268574357,
0.027240248396992683,
0.025572137907147408,
-0.024471184238791466,
-0.04343760386109352,
0.015671899542212486,
0.000632318202406168,
-0.05201169103384018,
0.011818564496934414,
-0.005788344424217939,
0.02105155773460865,
-0.008294681087136269,
-0.004155681002885103,
0.04827512428164482,
-0.015188148245215416,
-0.03236134722828865,
-0.03116030804812908,
0.058951035141944885,
-0.06101949140429497,
-0.04410484805703163,
0.016872940585017204,
-0.040801987051963806,
0.0018849651096388698,
0.013153052888810635,
0.003742823377251625,
0.04573959484696388,
0.09588300436735153,
-0.03169410303235054,
-0.04193630442023277,
0.06555674970149994,
0.08500692248344421,
-0.0044913883320987225,
0.05915120616555214,
-0.023603767156600952,
0.008369745686650276,
0.04033491760492325,
-0.002208161633461714,
0.03776602819561958,
0.017073113471269608,
-0.011293109506368637,
0.04093543812632561,
-0.04160268232226372,
-0.04500562697649002,
0.00992525927722454,
0.013711870647966862,
0.017882147803902626,
-0.0005272793932817876,
-0.04603985697031021,
0.01886633224785328,
-0.021385179832577705,
0.012944539077579975,
-0.02280307374894619,
-0.05124436318874359,
0.004193213302642107,
0.006434737239032984,
0.015788668766617775,
-0.02855805493891239,
0.011026212014257908,
-0.07359704375267029,
-0.044972267001867294,
0.014387454837560654,
-0.030943453311920166,
0.043704502284526825,
-0.03217785432934761,
-0.030476383864879608,
0.06755848228931427,
-0.0251050665974617,
0.0004464802623260766,
-0.04247009754180908,
0.019199954345822334,
-0.006418055854737759,
0.008252977393567562,
-0.015188148245215416,
0.061119578778743744,
-0.009182949550449848,
0.011443239636719227,
-0.007619095966219902,
-0.024904893711209297,
-0.02243608981370926,
0.009174608625471592,
0.02443782240152359,
-0.024104200303554535,
-0.07633274793624878,
0.020517762750387192,
0.03513041138648987,
0.05461394414305687,
-0.03736567869782448,
-0.06762520968914032,
0.05514774098992348,
0.029942587018013,
-0.06675779074430466,
-0.03996793180704117,
0.002285311697050929,
-0.10629201680421829,
0.024471184238791466,
-0.006993554066866636,
0.05418023839592934,
0.04580632224678993,
-0.01796555332839489,
-0.03866680711507797,
0.006151158362627029,
0.01270266342908144,
0.0011770606506615877,
-0.040801987051963806,
0.03382928669452667,
0.014370773918926716,
0.02800757996737957,
-0.04507235065102577,
-0.023086652159690857,
-0.030709918588399887,
-0.07172875851392746,
-0.034029457718133926,
0.010959487408399582,
-0.002512591890990734,
-0.012102142907679081,
0.004428834188729525,
0.018532710149884224,
0.033912692219018936,
0.07720016688108444,
0.0005843600374646485,
-0.04657365009188652,
0.029308704659342766,
-0.023603767156600952,
0.008715878240764141,
-0.04150259494781494,
-0.023820621892809868,
-0.06675779074430466,
0.0015127678634598851,
0.033178724348545074,
0.0453726127743721,
-0.00722708972170949,
0.012544192373752594,
0.007660798728466034,
-0.01985051855444908,
-0.06522312760353088,
-0.0533461794257164,
-0.006776699796319008,
0.004587304312735796,
0.0532127320766449,
0.012519171461462975,
-0.04640683904290199,
0.01690630242228508,
0.005938474088907242,
0.0004167670267634094,
0.01091778464615345,
0.005967665929347277,
-0.015980500727891922,
0.008436470292508602,
-0.001458554295822978,
-0.05528118833899498,
-0.07686654478311539,
0.01648927479982376,
0.06912650913000107,
-0.03446316719055176,
0.06622399389743805,
0.04136914759874344,
-0.04250346124172211,
-0.04924263060092926,
-0.09161264449357986,
-0.011076255701482296,
-0.02867482416331768,
0.019933924078941345,
0.02867482416331768,
-0.06549002975225449,
-0.02201906219124794,
-0.008344723843038082,
-0.053379543125629425,
0.01321977749466896,
0.04407148435711861,
-0.03404613956809044,
0.0016347485361620784,
-0.007535690441727638,
0.041469231247901917,
0.028641460463404655,
-0.02600584551692009,
0.046006493270397186,
0.06892633438110352,
-0.02480480633676052,
0.02050108090043068,
0.0006307543953880668,
-0.019433490931987762,
-0.005112759303301573,
-0.02231932245194912,
-0.054280322045087814,
0.035530757158994675,
-0.02038431353867054,
-0.011543326079845428,
0.014370773918926716,
-0.016956346109509468,
-0.01734835095703602,
0.04240337386727333,
0.010183815844357014,
-0.021185006946325302,
-0.054714031517505646,
0.062754325568676,
-0.026239382103085518,
0.02243608981370926,
0.013503356836736202,
0.03646489977836609,
0.022069105878472328,
-0.022602900862693787,
0.005417189560830593,
0.06235397979617119,
-0.09761784225702286,
-0.06435570865869522,
0.0451057143509388,
0.05274566262960434,
0.061119578778743744,
-0.028341202065348625,
0.004172361921519041,
0.08127035200595856,
-0.03636481240391731,
0.006134477443993092,
-0.029425473883748055,
-0.06455588340759277,
-0.020701253786683083,
-0.00928303599357605,
-0.01683957874774933,
-0.03729895502328873,
0.06712477654218674,
-0.02075129747390747,
0.03786611184477806,
0.012886155396699905,
-0.03141052648425102,
-0.007277132943272591,
-0.08921056240797043,
-0.015555132180452347,
0.007986079901456833,
-0.0267398152500391,
0.0421031154692173,
-0.06352165341377258,
0.07266290485858917,
0.01331152394413948,
-0.039467498660087585,
-0.02467135712504387,
-0.05227858945727348,
-0.011518304236233234,
-0.002992173656821251,
-0.025488732382655144,
0.03950086236000061,
0.00789016392081976,
-0.06018543615937233,
0.01941680908203125,
0.029742414131760597,
0.05074393004179001,
-0.04387131333351135,
-0.03776602819561958,
0.03756585344672203,
0.003338306676596403,
0.004499728791415691,
0.08180414885282516,
-0.024704720824956894,
0.030759962275624275,
0.043337516486644745,
-0.06675779074430466,
-0.03546403348445892,
0.0022373534739017487,
0.03194431960582733,
-0.007535690441727638,
0.01357842143625021,
-0.02323678322136402,
0.03207777068018913,
0.03361243009567261,
-0.0315106101334095,
0.01658102124929428,
-0.014579287730157375,
0.0009258014615625143,
-0.001374106272123754,
0.0002744563389569521,
-0.0438045896589756,
-0.025672223418951035,
0.006576526444405317,
-0.021969018504023552,
-0.06135311350226402,
0.012168867513537407,
-0.002562635112553835,
0.010567481629550457,
-0.04433838278055191,
0.01578032784163952,
0.02697334997355938,
0.019199954345822334,
-0.010217178612947464,
-0.040801987051963806,
-0.00005822097591590136,
-0.01034228689968586,
0.0020006902050226927,
-0.03779938817024231,
0.004134829621762037,
-0.031176989898085594,
0.011117958463728428,
-0.06565684080123901,
-0.020968152210116386,
0.026105932891368866,
0.013745232485234737,
-0.028141027316451073,
0.03533058613538742,
0.0061428179033100605,
0.0166727676987648,
0.005900941789150238,
-0.005025183781981468,
0.05581498518586159,
-0.0025167621206492186,
-0.012385722249746323,
0.04580632224678993,
-0.07986914366483688,
-0.0016931324498727918,
-0.05995190143585205,
0.04216983914375305,
0.02176884561777115,
0.0324280709028244,
-0.05488084256649017,
-0.0178487841039896,
0.06378855556249619,
-0.01445417944341898,
-0.024037474766373634,
-0.005704938899725676,
0.02854137495160103,
-0.053813252598047256,
0.08220449835062027,
0.004595645237714052,
-0.0014971293276175857,
-0.047741327434778214,
0.02782408706843853,
-0.04383794963359833,
-0.018399260938167572,
0.08333881199359894,
-0.005675746593624353,
-0.06939340382814407,
0.02317005768418312,
-0.03593110665678978,
0.021268412470817566,
-0.02835788205265999,
-0.024204285815358162,
0.04126906022429466,
0.010150454007089138,
0.020951470360159874,
-0.042069751769304276,
-0.032628245651721954,
0.010083729401230812,
0.008123699575662613,
-0.01363680511713028,
0.01923331618309021,
-0.034396443516016006,
-0.008307191543281078,
0.0018526455387473106,
-0.029075169935822487,
-0.001083229435607791,
-0.02487153187394142,
0.013186415657401085,
-0.04513907805085182,
-0.00778590701520443,
-0.0008069485775195062,
0.017932189628481865,
-0.003186091547831893,
-0.03966767340898514,
0.022235916927456856,
0.02407083846628666,
0.06455588340759277,
0.039100516587495804,
0.020000647753477097,
0.017515162006020546,
0.0073271761648356915,
-0.0022039914038032293,
0.007840120233595371,
0.05207841843366623,
-0.06972702592611313,
-0.022769711911678314,
-0.0036198003217577934,
-0.024287693202495575,
-0.0030547278001904488,
0.021001514047384262,
0.07986914366483688,
-0.025071704760193825,
-0.0001287572958972305,
-0.041469231247901917,
0.035297222435474396,
-0.006388864014297724,
-0.022836435586214066,
-0.015671899542212486,
-0.008390597067773342,
0.028958402574062347,
0.0032465604599565268,
-0.024287693202495575,
0.01614731177687645,
-0.10469062626361847,
-0.03673179820179939,
-0.012043759226799011,
0.017631931230425835,
0.011484942398965359,
0.023687172681093216,
-0.04700735956430435,
-0.004407982807606459,
0.024404460564255714,
-0.06622399389743805,
0.004143170081079006,
0.012152186594903469,
0.06285440921783447,
0.004320406820625067,
-0.015888754278421402,
0.024104200303554535,
0.05461394414305687,
-0.015888754278421402,
0.05074393004179001,
-0.010659227147698402,
0.012677641585469246,
-0.05741637200117111,
-0.00465819938108325,
-0.009141246788203716,
-0.036865245550870895,
-0.02789081074297428,
0.005900941789150238,
0.03659835085272789,
-0.005358805879950523,
0.0019402212928980589,
0.026339467614889145,
0.02340359427034855,
0.0030880901031196117,
0.00029426516266539693,
-0.02273635007441044,
0.02310333400964737,
0.007172876037657261,
-0.004147340543568134,
0.05097746476531029,
-0.008599110879004002,
0.017214903607964516,
0.004316236358135939,
-0.03459661826491356,
0.03526386246085167,
0.04173612967133522,
0.018899694085121155,
-0.0583171509206295,
0.004528920631855726,
-0.044138211756944656,
-0.036931972950696945,
-0.03127707540988922,
-0.04443847015500069,
0.015980500727891922,
-0.06495623290538788,
0.028841635212302208,
0.017381714656949043,
0.0746646374464035,
0.04687391221523285,
-0.0031777508556842804,
-0.0030860048718750477,
0.02323678322136402
] |
22,596 | scipy.interpolate._fitpack2 | get_knots | Return a tuple (tx,ty) where tx,ty contain knots positions
of the spline with respect to x-, y-variable, respectively.
The position of interior and additional knots are given as
t[k+1:-k-1] and t[:k+1]=b, t[-k-1:]=e, respectively.
| def get_knots(self):
""" Return a tuple (tx,ty) where tx,ty contain knots positions
of the spline with respect to x-, y-variable, respectively.
The position of interior and additional knots are given as
t[k+1:-k-1] and t[:k+1]=b, t[-k-1:]=e, respectively.
"""
return self.tck[:2]
| (self) | [
0.0004622643464244902,
-0.020654624328017235,
-0.009787957184016705,
-0.0076791695319116116,
-0.020972931757569313,
0.0002446713042445481,
-0.011945375241339207,
0.029248926788568497,
0.07405956089496613,
0.014951612800359726,
0.01691450923681259,
-0.047816868871450424,
-0.031141089275479317,
-0.05782587081193924,
-0.04597775638103485,
0.04916083440184593,
0.026048168540000916,
-0.03269726037979126,
-0.052945155650377274,
-0.04979744926095009,
0.02654331363737583,
-0.05718925595283508,
-0.013130187056958675,
-0.015499809756875038,
-0.0001925871183630079,
-0.022228477522730827,
0.042830049991607666,
-0.012440520338714123,
0.016383998095989227,
-0.05828564986586571,
-0.05945277586579323,
0.010495307855308056,
0.007833902724087238,
-0.015199185349047184,
0.021804068237543106,
0.033652182668447495,
0.06061990559101105,
-0.004045158624649048,
0.011662434786558151,
0.056269701570272446,
0.0031852859538048506,
-0.03246736899018288,
0.01781638152897358,
0.0010273155057802796,
-0.04159218817949295,
0.018426470458507538,
-0.03420037776231766,
0.013360075652599335,
0.0437849722802639,
0.06054916977882385,
0.013837536796927452,
-0.036994412541389465,
-0.021361973136663437,
-0.0627419576048851,
-0.0364992655813694,
-0.01539370696991682,
0.038020070642232895,
-0.0011803904781118035,
-0.030256900936365128,
0.019735068082809448,
0.03326313942670822,
0.041945863515138626,
0.08268922567367554,
0.041945863515138626,
0.010088580660521984,
0.02684393711388111,
0.015499809756875038,
-0.01146791409701109,
-0.00751117430627346,
0.04410327970981598,
-0.008616408333182335,
-0.009832167066633701,
-0.029567234218120575,
-0.010769405402243137,
0.005154814105480909,
-0.0010422362247481942,
0.01603032276034355,
-0.0020800514612346888,
0.011370653286576271,
-0.026773201301693916,
-0.07179603725671768,
0.0409202054142952,
-0.01622484251856804,
0.055562350898981094,
0.025659125298261642,
0.026684783399105072,
0.05170729383826256,
0.011653592810034752,
-0.023112665861845016,
0.0759694054722786,
-0.07119479030370712,
0.012873772531747818,
-0.02132660523056984,
-0.002345307730138302,
-0.00020267238141968846,
0.002926661167293787,
-0.017701437696814537,
-0.07314000278711319,
-0.018744777888059616,
-0.003706956747919321,
0.039328668266534805,
0.014147002249956131,
-0.014686357229948044,
0.009098290465772152,
0.012758827768266201,
-0.051035311073064804,
-0.027675073593854904,
0.013404284603893757,
0.025959748774766922,
-0.02129123918712139,
-0.005879847798496485,
0.027515919879078865,
-0.018479522317647934,
0.007312231697142124,
-0.029814807698130608,
-0.04905473068356514,
0.012971032410860062,
0.036994412541389465,
0.0033466501627117395,
-0.007475806400179863,
-0.013987848535180092,
-0.04753392934799194,
-0.05768440291285515,
0.07105331867933273,
0.011733169667422771,
0.022281529381871223,
0.07483763992786407,
0.03710051253437996,
0.028347056359052658,
-0.07080575078725815,
0.06900200247764587,
-0.027851911261677742,
0.03559739515185356,
-0.019788119941949844,
-0.05623433366417885,
0.011016977950930595,
0.04831201210618019,
-0.013439652509987354,
0.01851489022374153,
-0.016136424615979195,
0.003618537914007902,
0.0350138321518898,
-0.04700341448187828,
0.028523894026875496,
-0.006047843489795923,
0.030716678127646446,
0.008430729620158672,
0.0025774070527404547,
0.06327246874570847,
0.025075562298297882,
-0.0422995388507843,
0.052768319845199585,
0.003160970751196146,
-0.00897450465708971,
-0.04919620230793953,
-0.061079684644937515,
0.02861231192946434,
0.017613017931580544,
0.015844643115997314,
0.01540254894644022,
-0.02804643288254738,
-0.012325575575232506,
0.013475019484758377,
-0.018196580931544304,
0.016737671568989754,
0.041379980742931366,
-0.029248926788568497,
-0.021627230569720268,
0.05916983634233475,
-0.013236288912594318,
0.006803824100643396,
0.023837698623538017,
-0.05312199518084526,
-0.005716273095458746,
0.0003395833191461861,
-0.05573919042944908,
-0.010813615284860134,
0.04622533172369003,
0.01881551370024681,
-0.004339151084423065,
0.015818117186427116,
-0.008735774084925652,
-0.07041670382022858,
0.04894862696528435,
-0.015720857307314873,
0.03370523452758789,
0.047816868871450424,
-0.027993381023406982,
-0.02233457937836647,
-0.012228314764797688,
-0.01540254894644022,
0.004297152161598206,
0.03837374225258827,
0.04901936277747154,
0.014412258751690388,
0.046189963817596436,
0.05230854079127312,
0.043431296944618225,
-0.06652627885341644,
0.05082310736179352,
-0.024916408583521843,
-0.06016012653708458,
-0.02362549491226673,
-0.003585380967706442,
0.025217032060027122,
0.009955952875316143,
0.013289340771734715,
-0.027834227308630943,
-0.07420102506875992,
0.06489937007427216,
0.006321941502392292,
-0.017011770978569984,
0.0010991557501256466,
0.009036397561430931,
0.051176782697439194,
0.0102212093770504,
-0.015208027325570583,
0.008054949343204498,
-0.01517266035079956,
0.0011019188677892089,
0.0010825772769749165,
-0.036852940917015076,
0.05871006101369858,
0.03724198415875435,
0.027073826640844345,
0.014907403849065304,
0.010318470187485218,
-0.0076438020914793015,
-0.017277026548981667,
-0.05506720766425133,
0.009540384635329247,
0.05927594006061554,
-0.03296251595020294,
-0.04067263379693031,
0.05188412964344025,
-0.02438589558005333,
-0.04318372532725334,
-0.10631472617387772,
0.0032339163590222597,
-0.011945375241339207,
-0.025446919724345207,
0.023678544908761978,
-0.01780753955245018,
0.019027717411518097,
0.008068212307989597,
0.022511417046189308,
0.0031300242990255356,
0.01987653784453869,
-0.019522862508893013,
0.021061349660158157,
0.017471548169851303,
-0.009955952875316143,
0.04350203275680542,
-0.0005153156234882772,
0.0003998186148237437,
-0.03741881996393204,
0.015199185349047184,
0.04364350065588951,
0.021697964519262314,
0.019381392747163773,
-0.026472577825188637,
0.012537781149148941,
-0.04017748683691025,
0.027392134070396423,
0.011945375241339207,
0.014925087802112103,
-0.02086682803928852,
0.022882776334881783,
-0.05623433366417885,
0.03784323111176491,
0.0992412194609642,
0.04127388074994087,
-0.08700406551361084,
-0.03137097880244255,
0.0009377915412187576,
0.0034151747822761536,
0.029956277459859848,
0.017436180263757706,
-0.0074315969832241535,
-0.006206997204571962,
0.03777249529957771,
-0.020813778042793274,
-0.013192079961299896,
0.02000032551586628,
-0.010115106590092182,
-0.02495177462697029,
0.02921356074512005,
-0.09018713980913162,
0.06779950857162476,
-0.019080769270658493,
-0.030256900936365128,
0.007489069364964962,
0.013669541105628014,
0.013351233676075935,
0.11777379363775253,
-0.002962028607726097,
-0.0525207482278347,
-0.029885543510317802,
0.021804068237543106,
-0.010725196450948715,
0.08778215199708939,
-0.015154976397752762,
-0.04909009858965874,
0.03812617063522339,
0.005128288175910711,
0.031477078795433044,
0.043254461139440536,
0.03823227435350418,
0.012511255219578743,
-0.04891325905919075,
-0.007568646222352982,
-0.06914347410202026,
0.025889014825224876,
-0.04017748683691025,
-0.015013506636023521,
-0.061115048825740814,
-0.017126714810729027,
0.02100829780101776,
-0.014942771755158901,
0.061822399497032166,
0.020990615710616112,
-0.06610187143087387,
0.03108803741633892,
0.029885543510317802,
0.04873642325401306,
0.0015639069024473429,
-0.043254461139440536,
-0.016145266592502594,
-0.03579191491007805,
0.05630506947636604,
-0.016764197498559952,
0.014650989323854446,
-0.05315736308693886,
0.04389107599854469,
-0.010778247378766537,
0.0006150630069896579,
0.015844643115997314,
-0.004783455282449722,
0.004801138769835234,
-0.04756929725408554,
0.027904963120818138,
-0.04919620230793953,
-0.03625169396400452,
0.034076593816280365,
0.005972687620669603,
0.026242690160870552,
0.0073343366384506226,
-0.008258312940597534,
0.07137162983417511,
0.14366281032562256,
-0.023996852338314056,
0.01984117180109024,
0.033510711044073105,
0.02351939119398594,
0.023837698623538017,
0.08304290473461151,
0.003200759179890156,
0.004664089996367693,
0.013439652509987354,
0.004359045065939426,
0.06313099712133408,
0.018196580931544304,
0.010194683447480202,
0.046048492193222046,
-0.022882776334881783,
-0.005605749785900116,
-0.0033643341157585382,
0.046472903341054916,
0.0019606861751526594,
0.013342391699552536,
-0.06352004408836365,
-0.016967561095952988,
-0.03092888370156288,
0.033652182668447495,
0.02175101637840271,
-0.03038068860769272,
0.013050609268248081,
-0.006052264478057623,
0.018656359985470772,
-0.035137616097927094,
-0.010115106590092182,
-0.09690696746110916,
-0.039470136165618896,
0.03328082337975502,
-0.019646650180220604,
0.04017748683691025,
-0.0211851354688406,
-0.05050479993224144,
0.07752557098865509,
-0.025057878345251083,
0.01408510934561491,
-0.05796734243631363,
0.04799370467662811,
-0.001039473107084632,
0.04484599828720093,
-0.009894059970974922,
0.04710951820015907,
-0.03547360748052597,
-0.0004163971170783043,
-0.008802087977528572,
-0.012599674053490162,
-0.02714456059038639,
-0.031141089275479317,
0.04003601521253586,
0.0005852216854691505,
-0.04201659560203552,
-0.004288310185074806,
0.011176131665706635,
0.022988878190517426,
-0.0555269829928875,
-0.05386471003293991,
0.028294004499912262,
0.007993056438863277,
-0.08042570948600769,
0.012458204291760921,
0.02219310961663723,
-0.12187642604112625,
0.06659701466560364,
-0.021927854046225548,
0.014341523870825768,
-0.0027232980355620384,
-0.07168993353843689,
0.0064899371936917305,
-0.005402386654168367,
-0.011706644669175148,
0.028223270550370216,
-0.047675397247076035,
0.01524339523166418,
0.00259066978469491,
0.03706514462828636,
-0.02905440703034401,
-0.028523894026875496,
-0.06231754645705223,
-0.01647241599857807,
-0.037454187870025635,
0.01546444185078144,
0.030186166986823082,
-0.0379139669239521,
0.02348402328789234,
-0.002623826963827014,
-0.008585462346673012,
0.10829530656337738,
-0.0020479997619986534,
-0.0007476911996491253,
0.037737127393484116,
-0.010309628210961819,
-0.011662434786558151,
-0.04877179116010666,
0.012590832076966763,
-0.02921356074512005,
-0.0021607335656881332,
0.0032449685968458652,
0.059912554919719696,
0.026242690160870552,
0.009089449420571327,
-0.02307729795575142,
-0.08686259388923645,
-0.06787024438381195,
-0.05344030261039734,
0.008293679915368557,
0.012794195674359798,
0.06765803694725037,
-0.011025819927453995,
-0.002765296958386898,
0.03710051253437996,
-0.052025601267814636,
-0.022971196100115776,
-0.0467558428645134,
0.006047843489795923,
-0.04916083440184593,
0.00897450465708971,
-0.01955823041498661,
-0.03823227435350418,
-0.029673337936401367,
-0.003888215171173215,
0.03457173705101013,
0.009849850088357925,
0.07059354335069656,
0.055244043469429016,
-0.04452769085764885,
-0.04215806722640991,
-0.07667675614356995,
-0.07126552611589432,
-0.0131390281021595,
0.0050884997472167015,
0.03004469722509384,
-0.0787988007068634,
-0.04275931417942047,
-0.03985917940735817,
-0.0729985311627388,
0.017462706193327904,
0.012714618816971779,
-0.017586492002010345,
-0.030981935560703278,
-0.008992188610136509,
0.02496945858001709,
-0.0001311775267822668,
-0.00255309185013175,
0.04449232295155525,
0.05492573603987694,
-0.025446919724345207,
0.021556494757533073,
0.011344127357006073,
-0.015048873610794544,
-0.012175263836979866,
-0.030168483033776283,
-0.0015152766136452556,
0.01740081235766411,
-0.010574884712696075,
-0.02187480218708515,
0.04916083440184593,
-0.02949650026857853,
0.013227446936070919,
0.019628966227173805,
-0.0026061430107802153,
-0.058603957295417786,
-0.04976208135485649,
0.013740275986492634,
-0.006260048598051071,
0.021786384284496307,
0.00405842112377286,
0.01954054646193981,
0.028294004499912262,
0.012334417551755905,
0.012254840694367886,
0.08806508779525757,
-0.02760433778166771,
-0.05315736308693886,
0.00009698433132143691,
0.030009329319000244,
0.010963927023112774,
-0.016817249357700348,
0.03340461105108261,
0.025729861110448837,
-0.031618550419807434,
0.009964794851839542,
-0.03471320867538452,
-0.04703878238797188,
0.004354624077677727,
-0.0005819060024805367,
-0.031760022044181824,
-0.02392611838877201,
0.03706514462828636,
-0.01662272773683071,
0.044032543897628784,
0.038161538541316986,
-0.04159218817949295,
-0.01740081235766411,
-0.08530642092227936,
-0.001091419137082994,
0.025323133915662766,
-0.03184843808412552,
0.06143335625529289,
-0.06627870351076126,
0.053369566798210144,
0.0042838891968131065,
-0.03741881996393204,
-0.006069948431104422,
-0.04689731448888779,
0.005985950585454702,
-0.017692595720291138,
-0.008620829321444035,
0.06659701466560364,
-0.0046198805794119835,
-0.04951450973749161,
0.004809980746358633,
0.02265288680791855,
-0.0026525629218667746,
-0.024845672771334648,
0.028647679835557938,
0.03289178013801575,
0.022882776334881783,
0.015800433233380318,
0.05457206070423126,
-0.002307729795575142,
0.030327636748552322,
0.033333875238895416,
-0.07752557098865509,
-0.04841811582446098,
-0.035385191440582275,
0.04456305876374245,
-0.017162082716822624,
0.056694112718105316,
-0.006662353873252869,
0.0379139669239521,
0.0481705442070961,
-0.047392457723617554,
0.010884350165724754,
-0.018744777888059616,
0.03784323111176491,
0.023678544908761978,
0.05489036813378334,
-0.004969134461134672,
-0.001401437446475029,
-0.010963927023112774,
-0.030433738604187965,
-0.012758827768266201,
0.014217737130820751,
-0.001453383476473391,
-0.019788119941949844,
-0.007259180769324303,
0.02657868154346943,
0.0007134288898669183,
0.035385191440582275,
-0.0011660224990919232,
-0.01895698346197605,
-0.0058975317515432835,
-0.00525207445025444,
-0.0019142662640661001,
-0.039646975696086884,
0.03181307017803192,
-0.028736097738146782,
0.044315483421087265,
-0.03430648148059845,
-0.02979712374508381,
0.05733072757720947,
0.04905473068356514,
0.010884350165724754,
0.007984214462339878,
0.001191442832350731,
-0.003603064687922597,
0.009014293551445007,
-0.0001358747686026618,
0.03266189247369766,
0.01191000733524561,
-0.044138647615909576,
0.02000032551586628,
-0.08346731215715408,
0.03418269380927086,
-0.037454187870025635,
0.02585364691913128,
0.03312166780233383,
0.014827826991677284,
-0.04640216752886772,
-0.06985082477331161,
0.09570447355508804,
-0.014686357229948044,
-0.02482798881828785,
-0.032803360372781754,
0.03784323111176491,
-0.0409202054142952,
0.10009004175662994,
0.02917819283902645,
0.041097041219472885,
0.0016589571023359895,
-0.03441258519887924,
0.001205810927785933,
-0.01138833723962307,
0.047675397247076035,
0.020513152703642845,
-0.060513801872730255,
0.024191373959183693,
0.015800433233380318,
-0.020831460133194923,
-0.060513801872730255,
0.013643015176057816,
0.0029863438103348017,
-0.0035212773364037275,
-0.001152759650722146,
-0.06355541199445724,
-0.01539370696991682,
-0.006450148764997721,
-0.08530642092227936,
0.00883303489536047,
0.01578274928033352,
-0.017153240740299225,
-0.008784404024481773,
-0.012325575575232506,
-0.04304225370287895,
-0.026313424110412598,
-0.002008211100474,
0.004527040757238865,
-0.007356441114097834,
-0.03377596661448479,
-0.014606780372560024,
-0.039646975696086884,
0.0016070110723376274,
0.015154976397752762,
0.01290913950651884,
-0.0023364657536149025,
0.0584271214902401,
0.006410360336303711,
0.020619256421923637,
-0.0006874558748677373,
-0.010123948566615582,
0.021273555234074593,
0.018868563696742058,
0.010627935640513897,
-0.0642273873090744,
-0.00631752097979188,
-0.013368917629122734,
-0.008125684224069118,
0.003479278413578868,
0.05177802965044975,
0.07214970886707306,
-0.04703878238797188,
-0.0037135882303118706,
0.012157579883933067,
0.017781013622879982,
-0.009832167066633701,
-0.024881040677428246,
-0.027073826640844345,
-0.026808569207787514,
-0.006078789941966534,
-0.03450100123882294,
-0.040849469602108,
0.02817021869122982,
-0.09803872555494308,
-0.06458106637001038,
0.03446563333272934,
-0.005570382345467806,
-0.03738345205783844,
0.018214264884591103,
-0.052768319845199585,
-0.04477526247501373,
0.0284531582146883,
-0.020230213180184364,
-0.023678544908761978,
-0.012564306147396564,
0.05050479993224144,
-0.0037334824446588755,
-0.019027717411518097,
0.018444154411554337,
0.060655273497104645,
-0.05354640260338783,
0.03897499293088913,
0.028294004499912262,
0.016985245048999786,
-0.06143335625529289,
-0.0005664327181875706,
-0.011856956407427788,
0.015871169045567513,
-0.021485760807991028,
0.0005603539175353944,
0.02058388851583004,
-0.002378464676439762,
-0.00012447703920770437,
0.007608434651046991,
-0.021114401519298553,
0.023979168385267258,
0.03639316186308861,
-0.016887983307242393,
0.00319412793032825,
-0.007343178614974022,
-0.0006465621991083026,
0.020371682941913605,
-0.01554401870816946,
0.008488201536238194,
-0.005097341723740101,
-0.010477623902261257,
0.05368787422776222,
0.06348467618227005,
0.030716678127646446,
-0.08693332970142365,
0.028683047741651535,
-0.012157579883933067,
0.015048873610794544,
-0.015287604182958603,
-0.04859495162963867,
0.03034532070159912,
-0.05149509012699127,
0.004929346032440662,
0.036711473017930984,
0.08566009998321533,
0.021096717566251755,
-0.0007576383068226278,
-0.03183075413107872,
0.030840465798974037
] |
22,597 | scipy.interpolate._fitpack2 | get_residual | Return weighted sum of squared residuals of the spline
approximation: sum ((w[i]*(z[i]-s(x[i],y[i])))**2,axis=0)
| def get_residual(self):
""" Return weighted sum of squared residuals of the spline
approximation: sum ((w[i]*(z[i]-s(x[i],y[i])))**2,axis=0)
"""
return self.fp
| (self) | [
0.001182243344374001,
-0.0227337796241045,
0.03545428439974785,
0.031775232404470444,
0.01931503601372242,
0.015887616202235222,
-0.02505922131240368,
-0.0051498087123036385,
0.07996737211942673,
0.05692122131586075,
0.009197636507451534,
-0.016217341646552086,
0.015549211762845516,
-0.019783595576882362,
-0.057823631912469864,
0.0949612557888031,
0.00511076208204031,
-0.0007191076292656362,
-0.08822789043188095,
-0.007158537860959768,
-0.015670690685510635,
-0.08198044449090958,
-0.004236552864313126,
0.048417747020721436,
0.0004899802152067423,
-0.041857924312353134,
0.04348920285701752,
-0.05459577962756157,
0.0010228032479062676,
-0.05195796862244606,
-0.07184568792581558,
-0.0025640581734478474,
-0.014438553713262081,
-0.023167630657553673,
0.0090935118496418,
0.05039610713720322,
0.013154355809092522,
-0.06337691843509674,
-0.06615356355905533,
0.023601481691002846,
0.005705137737095356,
0.03220907971262932,
-0.00003270828165113926,
-0.005188855342566967,
0.0072713387198746204,
0.015844229608774185,
-0.0378664955496788,
-0.013084939680993557,
0.03059515729546547,
0.03876890614628792,
0.014594740234315395,
-0.00004209708276903257,
0.009544717147946358,
-0.03470806032419205,
0.04043489322066307,
0.04796653985977173,
0.0013460220070555806,
0.043940406292676926,
0.02065129764378071,
-0.06289100646972656,
0.03233056142926216,
-0.028825044631958008,
0.005861323792487383,
0.02703757956624031,
-0.011193349957466125,
0.006763733457773924,
-0.0009116289438679814,
-0.02840854786336422,
0.01305890828371048,
0.010074014775454998,
0.012789920903742313,
0.02393120899796486,
-0.022924674674868584,
-0.016538390889763832,
0.027905281633138657,
0.046161722391843796,
0.04296858236193657,
-0.07163743674755096,
-0.013084939680993557,
-0.0356798879802227,
-0.01533228624612093,
0.031775232404470444,
-0.01770978793501854,
0.03679054602980614,
-0.01839527301490307,
-0.059732574969530106,
0.0021627461537718773,
-0.019905073568224907,
-0.019297681748867035,
0.03571459650993347,
-0.024833617731928825,
0.04459986090660095,
0.00036877315142191947,
0.01780523546040058,
0.02577073499560356,
-0.027575554326176643,
-0.03817886859178543,
-0.05917724594473839,
0.021310750395059586,
-0.018759706988930702,
-0.015071975998580456,
0.06521644443273544,
0.014785634353756905,
0.050569646060466766,
0.05039610713720322,
-0.012477547861635685,
0.02967539243400097,
-0.04105963557958603,
0.035020433366298676,
-0.01244284026324749,
0.048834241926670074,
0.039358943700790405,
-0.07108210772275925,
0.0051237777806818485,
-0.060114361345767975,
-0.03260822221636772,
-0.007045736536383629,
0.05404045060276985,
0.042170293629169464,
0.0414414256811142,
0.01777052693068981,
0.004436124116182327,
-0.05959374085068703,
0.027801157906651497,
0.010516542941331863,
-0.003485990921035409,
0.02738466113805771,
0.002776644891127944,
0.02703757956624031,
-0.024312997236847878,
0.0033319739159196615,
-0.01423898246139288,
-0.027697034180164337,
-0.02734995260834694,
-0.03630463406443596,
-0.010655375197529793,
0.08975505083799362,
-0.014351783320307732,
0.051020849496126175,
-0.011982958763837814,
0.03824828565120697,
0.09135162085294724,
-0.050777893513441086,
0.04095551371574402,
-0.008256180211901665,
0.021623123437166214,
0.03647817298769951,
0.05844837427139282,
0.057997170835733414,
0.012703150510787964,
-0.00008575331594329327,
0.018534105271100998,
-0.013345249928534031,
0.006347236689180136,
0.023028798401355743,
-0.08454883843660355,
0.03370152786374092,
0.008737755008041859,
0.01757095567882061,
-0.021987557411193848,
-0.0367211289703846,
-0.017310645431280136,
-0.002336286474019289,
-0.028391195461153984,
-0.008893940597772598,
0.026603728532791138,
-0.0019197897054255009,
-0.002659505233168602,
0.011089225299656391,
0.01801348477602005,
0.002468610880896449,
-0.0801062062382698,
-0.11724383383989334,
0.0038070406299084425,
0.0183605644851923,
0.025319531559944153,
0.025041867047548294,
0.04213558882474899,
-0.030577803030610085,
0.003876456758007407,
0.07031853497028351,
-0.03448246046900749,
-0.02625664882361889,
-0.013648944906890392,
-0.007149860728532076,
0.003800532780587673,
0.03675583750009537,
-0.037172332406044006,
0.01780523546040058,
-0.014733572490513325,
-0.017006950452923775,
-0.0014740079641342163,
0.006399299018085003,
-0.006434007082134485,
-0.008165071718394756,
-0.02228257618844509,
0.03991427272558212,
-0.014282367192208767,
0.05567173287272453,
-0.03668642044067383,
-0.07760722935199738,
-0.018672937527298927,
-0.012668442912399769,
0.015314931981265545,
-0.03351063281297684,
-0.01695488765835762,
-0.03915069252252579,
-0.008893940597772598,
-0.09926505386829376,
0.04001839458942413,
-0.006889550480991602,
-0.011080549098551273,
0.0024057026021182537,
-0.018759706988930702,
0.04987548664212227,
0.026239294558763504,
-0.07726014405488968,
-0.05712946876883507,
0.04033076763153076,
0.005982802249491215,
-0.02597898431122303,
-0.04335036873817444,
0.013466727919876575,
0.00414544390514493,
0.010854946449398994,
-0.023254401981830597,
0.04296858236193657,
0.0211198553442955,
0.008438397198915482,
-0.023184984922409058,
0.01572275161743164,
0.06091265007853508,
0.034812185913324356,
-0.06830546259880066,
0.04317682981491089,
-0.000049892838433152065,
-0.08211927115917206,
0.011427629739046097,
0.033840361982584,
-0.010143430903553963,
-0.035298097878694534,
-0.022265221923589706,
-0.014030734077095985,
0.001963174669072032,
-0.021241333335638046,
0.05463048815727234,
0.013093615882098675,
0.04755004495382309,
0.012538287788629532,
0.01797877624630928,
0.034916311502456665,
0.003694239305332303,
-0.00832125823944807,
-0.002262531779706478,
0.01348408218473196,
-0.04501635581254959,
0.04071255773305893,
0.037033502012491226,
0.023636190220713615,
-0.013093615882098675,
-0.005054361652582884,
-0.017206521704792976,
-0.009848412126302719,
0.0026811978314071894,
-0.0665353536605835,
0.024312997236847878,
-0.0385606549680233,
0.012208560481667519,
-0.03679054602980614,
0.046369969844818115,
0.07906496524810791,
0.03863007202744484,
-0.057407133281230927,
-0.04678646847605705,
-0.011418952606618404,
0.04487752541899681,
0.03665171191096306,
0.009197636507451534,
0.04921603202819824,
0.009726934134960175,
0.0407472662627697,
0.005219224840402603,
0.013137001544237137,
0.03894244506955147,
0.017319323495030403,
-0.011896188370883465,
0.028859753161668777,
-0.013666299171745777,
0.02044304832816124,
-0.029692746698856354,
-0.002971877809613943,
0.019766241312026978,
0.03207024931907654,
-0.026534313336014748,
0.08454883843660355,
0.039254818111658096,
-0.008659661747515202,
-0.06577177345752716,
0.005223563406616449,
0.037449996918439865,
0.005961109418421984,
-0.016894148662686348,
0.028634151443839073,
0.04033076763153076,
-0.06046144291758537,
-0.0065988702699542046,
0.03352798894047737,
0.0167466402053833,
-0.027471430599689484,
-0.04033076763153076,
-0.0330941379070282,
0.017510216683149338,
-0.020703358575701714,
-0.004902513697743416,
-0.011618523858487606,
0.0028287069872021675,
0.007722543552517891,
0.043870989233255386,
0.004559771623462439,
0.0414414256811142,
0.005397103726863861,
-0.03535016253590584,
0.09676607698202133,
0.007627096492797136,
0.012347392737865448,
0.04591876640915871,
-0.02971010096371174,
-0.039810147136449814,
0.06341163069009781,
0.0006936189020052552,
0.015783490613102913,
-0.025527779012918472,
-0.020529817789793015,
-0.013527466915547848,
-0.005427473224699497,
0.01651236042380333,
0.0688260868191719,
0.0051020849496126175,
0.010551250539720058,
-0.04789712652564049,
0.028668859973549843,
0.010178139433264732,
-0.0021421380806714296,
0.033927131444215775,
-0.02851267345249653,
0.006195389200001955,
-0.011219381354749203,
-0.04682117700576782,
0.05122910067439079,
0.0520273856818676,
-0.039393648505210876,
-0.02922418713569641,
0.03647817298769951,
0.048174791038036346,
-0.013969995081424713,
0.10079221427440643,
-0.04130259528756142,
0.048764828592538834,
0.033042073249816895,
0.011280120350420475,
-0.02858208864927292,
-0.0000554176585865207,
-0.03876890614628792,
0.03894244506955147,
-0.02700287289917469,
-0.009319114498794079,
0.005032668821513653,
0.02150164358317852,
-0.018134962767362595,
-0.009483978152275085,
-0.07427525520324707,
-0.032972659915685654,
-0.06417520344257355,
-0.018759706988930702,
-0.03189671039581299,
-0.01931503601372242,
0.0008666169014759362,
-0.018273795023560524,
0.05810129642486572,
-0.016980919986963272,
-0.013327895663678646,
-0.0458146408200264,
-0.057650089263916016,
-0.005566305480897427,
0.02167518436908722,
0.025579841807484627,
-0.04550226777791977,
-0.04796653985977173,
-0.0008866825373843312,
-0.01667722314596176,
0.011618523858487606,
-0.020148029550909996,
0.05376278609037399,
-0.005232240539044142,
-0.002967539243400097,
-0.03863007202744484,
0.05011844262480736,
0.016364851966500282,
-0.029900996014475822,
0.03807474300265312,
-0.05206209421157837,
-0.03911598399281502,
-0.03810945153236389,
0.00974428839981556,
-0.01849939674139023,
-0.07351167500019073,
-0.024451829493045807,
0.04727238044142723,
0.04501635581254959,
-0.01508933026343584,
-0.022438762709498405,
0.005266948603093624,
-0.008060947060585022,
-0.05615764483809471,
-0.037484705448150635,
0.030386907979846,
-0.06455699354410172,
0.039358943700790405,
-0.022438762709498405,
0.02731524407863617,
0.07267867773771286,
-0.015904968604445457,
0.017406092956662178,
0.02139751985669136,
-0.024382414296269417,
-0.028842398896813393,
-0.0669865608215332,
-0.031671106815338135,
0.009006742388010025,
0.027853218838572502,
-0.05945491045713425,
-0.06861783564090729,
-0.035055141896009445,
-0.05907312035560608,
-0.01780523546040058,
-0.004559771623462439,
0.0148203419521451,
0.01339731179177761,
-0.004559771623462439,
0.015488472767174244,
0.0753859132528305,
0.04491223022341728,
-0.005245255772024393,
-0.022751133888959885,
-0.03876890614628792,
-0.031063714995980263,
0.011540430597960949,
-0.05050022900104523,
-0.06889550387859344,
-0.04321153834462166,
0.02242140844464302,
0.007588049862533808,
0.04748062789440155,
0.018620874732732773,
-0.02256024070084095,
-0.017076365649700165,
-0.011089225299656391,
-0.0650429055094719,
-0.07892613112926483,
-0.011991634964942932,
0.014403846114873886,
0.04803595691919327,
0.0067507182247936726,
-0.044391609728336334,
-0.012338715605437756,
-0.03797062113881111,
-0.018881184980273247,
-0.015167422592639923,
0.04706413298845291,
-0.004355861805379391,
-0.005531597416847944,
-0.004794050939381123,
-0.05258271470665932,
-0.08503475040197372,
0.06122501939535141,
0.031115777790546417,
-0.05924666300415993,
0.0476541705429554,
0.055185817182064056,
0.003765824716538191,
-0.0680278018116951,
-0.04723767191171646,
-0.03179258480668068,
0.003104202216491103,
0.018134962767362595,
-0.017067689448595047,
-0.05292979255318642,
-0.03264293074607849,
0.037345875054597855,
-0.010403741151094437,
0.06889550387859344,
0.06813192367553711,
0.010759498924016953,
0.021276041865348816,
-0.06452228873968124,
0.018377918750047684,
0.015314931981265545,
-0.007609742693603039,
0.034812185913324356,
-0.010967747308313847,
-0.018724998459219933,
-0.025371592491865158,
-0.04803595691919327,
0.02051246538758278,
-0.018482042476534843,
0.00823882594704628,
-0.05379749462008476,
0.0211198553442955,
0.04359332472085953,
-0.0019165357807651162,
0.005219224840402603,
-0.019748887047171593,
-0.018482042476534843,
0.04893836751580238,
-0.012416808865964413,
-0.03630463406443596,
-0.028998585417866707,
0.1026664450764656,
0.013475405052304268,
0.015670690685510635,
0.021033085882663727,
0.0296406839042902,
-0.03922010958194733,
-0.007961161434650421,
-0.008455751463770866,
0.055185817182064056,
-0.06983262300491333,
-0.067680723965168,
0.04012252017855644,
0.04935486242175102,
0.0080869784578681,
-0.007713866885751486,
0.015297578647732735,
0.010212847031652927,
0.021692538633942604,
0.04904249310493469,
-0.007488264236599207,
-0.11745207756757736,
-0.04605759680271149,
-0.012781243771314621,
-0.011427629739046097,
0.008173748850822449,
0.020824836567044258,
-0.026447543874382973,
0.029345666989684105,
0.026204586029052734,
-0.023775022476911545,
-0.005431811790913343,
-0.021085146814584732,
-0.029727455228567123,
0.009683549404144287,
-0.044461026787757874,
0.025493070483207703,
-0.0020043905824422836,
0.0982932299375534,
0.04741121083498001,
-0.03588813543319702,
-0.00593941705301404,
-0.06580648571252823,
0.01466415636241436,
0.005240917205810547,
-0.041649673134088516,
0.09766848385334015,
0.001583555364049971,
-0.09031037986278534,
0.011332182213664055,
0.046474095433950424,
0.043732158839702606,
-0.044044531881809235,
-0.02813088335096836,
-0.030890174210071564,
0.057511258870363235,
0.052964501082897186,
0.037554122507572174,
-0.0020716374274343252,
-0.001970767043530941,
0.09343410283327103,
-0.11120463162660599,
0.003475144738331437,
0.01849939674139023,
0.029900996014475822,
-0.046265847980976105,
0.023289108648896217,
-0.04161496460437775,
-0.0040283044800162315,
0.0771213099360466,
-0.022091681137681007,
0.053485121577978134,
-0.04893836751580238,
0.03257351741194725,
-0.005284302402287722,
-0.004180151969194412,
-0.011549107730388641,
-0.022855259478092194,
0.008789816871285439,
-0.04793183505535126,
-0.01121070422232151,
-0.0016117555787786841,
0.006225758697837591,
0.023670898750424385,
-0.037033502012491226,
-0.004156290553510189,
0.007961161434650421,
0.02269907295703888,
-0.01187883410602808,
-0.005544612649828196,
-0.015948355197906494,
-0.006477391812950373,
-0.050534937530756,
-0.02826971560716629,
0.00024119392037391663,
-0.025926921516656876,
0.04321153834462166,
-0.05667826533317566,
-0.011019809171557426,
0.022056972607970238,
-0.015514503233134747,
0.016729285940527916,
0.030959591269493103,
0.002854738151654601,
0.015575243160128593,
-0.010247555561363697,
-0.004490355495363474,
0.027523493394255638,
0.016087187454104424,
0.053346291184425354,
0.06899962574243546,
-0.03503778949379921,
-0.0010786615312099457,
-0.05428341031074524,
-0.01344937365502119,
0.03779707849025726,
0.019540639594197273,
-0.050569646060466766,
-0.0016887640813365579,
0.07406700402498245,
0.02953656017780304,
0.014282367192208767,
-0.03052574023604393,
0.004945898894220591,
0.0334932804107666,
0.062092721462249756,
-0.025354238227009773,
-0.011644554324448109,
-0.005366734229028225,
0.05008373409509659,
-0.015436410903930664,
-0.04977136105298996,
0.04383628070354462,
-0.028877107426524162,
-0.03807474300265312,
0.02717641182243824,
-0.03469070792198181,
0.028911815956234932,
0.05445694923400879,
-0.014568708837032318,
0.010664052329957485,
-0.018377918750047684,
0.022404054179787636,
-0.020928962156176567,
-0.009926505386829376,
-0.024017978459596634,
-0.015913646668195724,
-0.01240813173353672,
0.013857193291187286,
-0.025562487542629242,
0.0020271677058190107,
-0.03535016253590584,
-0.04796653985977173,
-0.053380999714136124,
-0.011436305940151215,
0.02016538381576538,
-0.03592284396290779,
0.018447333946824074,
-0.01667722314596176,
0.015948355197906494,
-0.02266436442732811,
-0.04918132349848747,
0.015844229608774185,
0.02922418713569641,
0.039428357034921646,
0.012121791020035744,
-0.00023156784300226718,
-0.004379723686724901,
0.025076575577259064,
0.004197506234049797,
-0.05119439214468002,
0.030022474005818367,
-0.04088609665632248,
0.003724608803167939,
-0.041684381663799286,
-0.02714170515537262,
0.009536040015518665,
0.03578401356935501,
0.08121686428785324,
-0.055255234241485596,
0.021449582651257515,
-0.0017690265085548162,
0.046404678374528885,
0.0010455803712829947,
0.0014013380277901888,
0.009865766391158104,
0.013232448138296604,
0.00024851513444446027,
-0.005444827023893595,
-0.013614237308502197,
0.006976320408284664,
-0.04095551371574402,
-0.01664251647889614,
0.01575746014714241,
0.0024469182826578617,
-0.026430189609527588,
0.033927131444215775,
-0.032625578343868256,
0.0018829123582690954,
0.03312884643673897,
-0.001685510273091495,
-0.00650342321023345,
-0.002646489767357707,
0.03443039581179619,
-0.014915789477527142,
0.015453764237463474,
0.017649048939347267,
0.029692746698856354,
-0.06799308955669403,
0.015184776857495308,
0.00478537380695343,
0.006876534782350063,
-0.039428357034921646,
0.03790120407938957,
-0.03226114436984062,
-0.020842190831899643,
-0.008451413363218307,
0.0025814122054725885,
0.037484705448150635,
0.039497774094343185,
0.037415292114019394,
0.030386907979846,
-0.01136688981205225,
-0.001848204294219613,
0.04029605910181999,
-0.017354030162096024,
0.001782042090781033,
-0.048799533396959305,
0.003689900739118457,
0.04053901508450508,
-0.009015419520437717,
0.023150276392698288,
-0.007106475532054901,
-0.025302177295088768,
0.10294411331415176,
0.0520273856818676,
0.03295530378818512,
0.007045736536383629,
0.00885055586695671,
-0.060773815959692,
0.033076781779527664,
-0.043870989233255386,
-0.034812185913324356,
0.017475510016083717,
-0.050743184983730316,
-0.002449087565764785,
0.008269195444881916,
0.0797591283917427,
0.02523276023566723,
0.031185192987322807,
-0.029553914442658424,
0.044356901198625565
] |
22,598 | scipy.interpolate._fitpack2 | integral |
Evaluate the integral of the spline over area [xa,xb] x [ya,yb].
Parameters
----------
xa, xb : float
The end-points of the x integration interval.
ya, yb : float
The end-points of the y integration interval.
Returns
-------
integ : float
The value of the resulting integral.
| def integral(self, xa, xb, ya, yb):
"""
Evaluate the integral of the spline over area [xa,xb] x [ya,yb].
Parameters
----------
xa, xb : float
The end-points of the x integration interval.
ya, yb : float
The end-points of the y integration interval.
Returns
-------
integ : float
The value of the resulting integral.
"""
tx, ty, c = self.tck[:3]
kx, ky = self.degrees
return dfitpack.dblint(tx, ty, c, kx, ky, xa, xb, ya, yb)
| (self, xa, xb, ya, yb) | [
-0.03501453995704651,
-0.04820507392287254,
-0.002959414152428508,
0.04802706465125084,
0.011339228600263596,
0.029816653579473495,
-0.01597638614475727,
-0.0027324515394866467,
-0.06632647663354874,
-0.0030728953424841166,
0.010840801522135735,
-0.01597638614475727,
-0.03556637093424797,
-0.009069602936506271,
-0.14867384731769562,
-0.025651222094893456,
0.008660180494189262,
0.031133925542235374,
-0.045534923672676086,
-0.05785320699214935,
-0.04293598234653473,
-0.05824482813477516,
0.0003699267690535635,
0.0601673349738121,
-0.034854333847761154,
-0.06112859025597572,
0.08402065932750702,
-0.022536050528287888,
0.0032486801501363516,
-0.055645886808633804,
-0.0019592212047427893,
-0.007187148556113243,
0.028873201459646225,
-0.03656322881579399,
0.013484247960150242,
-0.04571293294429779,
0.06223225221037865,
-0.043149594217538834,
-0.05326055362820625,
-0.006920133717358112,
-0.04478728398680687,
-0.005224589724093676,
0.1201922670006752,
0.05397259443998337,
-0.016376908868551254,
0.018139205873012543,
-0.07180918008089066,
0.0004024691879749298,
-0.009292115457355976,
0.04706580936908722,
-0.010698392987251282,
-0.12239958345890045,
-0.010742895305156708,
-0.014863824471831322,
-0.023319292813539505,
0.06750134378671646,
0.03275381773710251,
0.016243400052189827,
0.027484724298119545,
-0.05002077296376228,
0.001157064107246697,
-0.005674064625054598,
0.00010228613973595202,
-0.0115528404712677,
0.05169406533241272,
0.03748887777328491,
-0.04567733407020569,
-0.012531895190477371,
-0.02212662622332573,
0.0552898645401001,
-0.009185309521853924,
0.0034533916041254997,
0.014935027807950974,
-0.02447635680437088,
0.028463779017329216,
0.025206197053194046,
-0.031151726841926575,
0.041796717792749405,
0.01616329699754715,
-0.004209933336824179,
0.014668012969195843,
-0.013493148609995842,
0.06297989189624786,
0.04197472706437111,
-0.02168160304427147,
0.02077375166118145,
0.04987836629152298,
0.0035401713103055954,
0.00024045239842962474,
0.06241026148200035,
-0.007974842563271523,
-0.01294131763279438,
0.00783243402838707,
-0.008152851834893227,
0.049237530678510666,
-0.02260725386440754,
-0.0069067832082509995,
0.013475347310304642,
0.018085801973938942,
0.012282680720090866,
0.01227378100156784,
-0.0072761536575853825,
0.008281908929347992,
-0.028321370482444763,
0.005651813466101885,
-0.034427110105752945,
0.03659882768988609,
-0.03962499648332596,
0.040443841367959976,
-0.01851302571594715,
0.0019614463672041893,
0.02956743910908699,
-0.035370562225580215,
-0.020951760932803154,
-0.07746989279985428,
-0.039945416152477264,
-0.047742247581481934,
0.038165315985679626,
0.016768530011177063,
0.019741294905543327,
-0.016688425093889236,
-0.008037145249545574,
-0.01404497865587473,
0.0877232626080513,
0.07782591879367828,
0.02725331112742424,
0.034889936447143555,
0.017008842900395393,
0.0035201450809836388,
-0.03412449359893799,
0.05820922926068306,
-0.01773868314921856,
0.07490655034780502,
-0.015415654517710209,
-0.033537060022354126,
0.027965350076556206,
0.06045215204358101,
-0.0346941240131855,
0.012166975066065788,
-0.028517181053757668,
0.040835462510585785,
0.027342315763235092,
0.0003924561315216124,
-0.0005829823203384876,
0.03652762621641159,
0.11342789232730865,
0.03100932016968727,
0.02908681333065033,
0.022856466472148895,
0.012514093890786171,
-0.02728891372680664,
0.026114048436284065,
0.0021383436396718025,
0.0023274789564311504,
-0.041262686252593994,
-0.04282917454838753,
0.022820865735411644,
0.039411384612321854,
0.03273601457476616,
-0.030599895864725113,
-0.004029698669910431,
0.02590043656527996,
0.010742895305156708,
0.012104671448469162,
-0.0033198841847479343,
0.02362190932035446,
-0.06226785108447075,
0.0025989441201090813,
-0.011428233236074448,
-0.029442831873893738,
-0.010805198922753334,
-0.02301667630672455,
-0.062196649610996246,
0.018708838149905205,
0.023283690214157104,
-0.006702071521431208,
-0.026594674214720726,
0.06639768183231354,
0.032486800104379654,
0.05126684159040451,
0.03837892785668373,
0.017614075914025307,
-0.04193912446498871,
0.04863229766488075,
-0.011392631568014622,
0.02638106234371662,
0.023888925090432167,
-0.012531895190477371,
0.05831603333353996,
-0.01773868314921856,
-0.00612798985093832,
0.026025043800473213,
0.056571535766124725,
-0.03312763571739197,
-0.028428176417946815,
0.05023438483476639,
-0.026897290721535683,
0.009657035581767559,
-0.0509820282459259,
0.04756423830986023,
-0.002093841088935733,
-0.07212959975004196,
0.039411384612321854,
-0.01734706200659275,
0.033893078565597534,
-0.005295793525874615,
-0.03547736629843712,
-0.008228505961596966,
-0.0024520859587937593,
0.04589094594120979,
0.0051756370812654495,
-0.042188338935375214,
-0.09527087956666946,
0.038165315985679626,
0.01772088184952736,
0.041796717792749405,
0.02591823786497116,
-0.005286893341690302,
0.052370503544807434,
-0.023194685578346252,
0.09021539986133575,
0.00886934157460928,
0.06572124361991882,
-0.04478728398680687,
0.058921266347169876,
-0.01942087709903717,
0.06750134378671646,
0.02440515346825123,
-0.0253842081874609,
-0.0321485809981823,
-0.02451195940375328,
0.020453333854675293,
-0.00042527669575065374,
-0.01772088184952736,
0.049557946622371674,
-0.054293010383844376,
-0.06415475904941559,
-0.03837892785668373,
0.017658578231930733,
0.023888925090432167,
0.0037515580188483,
0.05674954503774643,
-0.021610397845506668,
-0.016893137246370316,
-0.07754109799861908,
0.016100993379950523,
-0.0370260514318943,
0.059419695287942886,
-0.020969562232494354,
-0.0277339369058609,
-0.0009985241340473294,
-0.03731086850166321,
-0.004877470433712006,
-0.0038338876329362392,
-0.03417789563536644,
0.03777369484305382,
0.05169406533241272,
-0.0038872906006872654,
0.017008842900395393,
-0.021877413615584373,
0.02262505516409874,
-0.014659113250672817,
-0.036207206547260284,
0.062054239213466644,
-0.030261678621172905,
0.014703615568578243,
0.007458613719791174,
-0.006844479590654373,
0.0506616085767746,
0.030582096427679062,
0.003460066858679056,
0.01943867839872837,
-0.043683622032403946,
-0.042259544134140015,
0.007556519005447626,
0.06693170964717865,
0.08665520697832108,
0.04560612887144089,
0.01633240468800068,
0.00921201054006815,
0.02963864430785179,
-0.00817510299384594,
-0.0021094169933348894,
0.02960304170846939,
-0.011926661245524883,
-0.03287842124700546,
-0.014846023172140121,
-0.06390554457902908,
0.021040767431259155,
-0.04482288658618927,
-0.029923459514975548,
0.036171603947877884,
0.025117192417383194,
0.05301133915781975,
0.1062362939119339,
0.03976740688085556,
-0.03047529049217701,
-0.0461757592856884,
-0.0172758586704731,
0.022340238094329834,
0.056998759508132935,
0.043719224631786346,
-0.035317156463861465,
0.0026545722503215075,
-0.01664392277598381,
-0.03140094131231308,
0.05863645300269127,
-0.0014897200744599104,
-0.03414229303598404,
-0.029336025938391685,
-0.0032264289911836386,
0.01586958020925522,
0.0038405628874897957,
-0.03008366748690605,
-0.01755177415907383,
-0.08508871495723724,
-0.019972708076238632,
0.031685758382081985,
-0.030137071385979652,
-0.0028548333793878555,
0.033465854823589325,
-0.01890464872121811,
0.12282680720090866,
0.00949682667851448,
0.013466446660459042,
0.03127633407711983,
0.00443467078730464,
-0.005874325521290302,
-0.012790009379386902,
-0.026576872915029526,
-0.03195277228951454,
0.0277339369058609,
-0.025295201689004898,
-0.022340238094329834,
0.04859669506549835,
-0.06632647663354874,
0.007329556625336409,
0.0017689730739220977,
-0.016029788181185722,
-0.012985819950699806,
-0.01586958020925522,
0.010538184083998203,
0.01388476975262165,
0.05774640291929245,
-0.03275381773710251,
-0.02812555991113186,
-0.05404379591345787,
-0.03426690027117729,
0.045000895857810974,
0.055610284209251404,
-0.03341245278716087,
-0.03341245278716087,
0.007529817521572113,
-0.01984810084104538,
0.007218300364911556,
0.048774704337120056,
-0.003876165021210909,
-0.00047089174040593207,
-0.00716934772208333,
-0.019082657992839813,
-0.004103127401322126,
-0.042223941534757614,
-0.04532131180167198,
0.028054354712367058,
-0.049557946622371674,
-0.004984276369214058,
-0.033003028482198715,
-0.02262505516409874,
-0.01993710547685623,
0.057960014790296555,
-0.014098381623625755,
-0.03926897794008255,
-0.012763307429850101,
0.04026583209633827,
0.0041342792101204395,
0.02353290468454361,
0.03047529049217701,
-0.014650212600827217,
-0.0299946628510952,
0.03319884091615677,
0.026434466242790222,
-0.03561977669596672,
0.03380407392978668,
0.021343383938074112,
-0.016875335946679115,
0.004552602302283049,
-0.03515695035457611,
-0.052406106144189835,
-0.02958524040877819,
-0.031614553183317184,
0.03820091858506203,
-0.021147573366761208,
0.029336025938391685,
-0.001805687672458589,
-0.03408889099955559,
-0.08231176435947418,
0.07533377408981323,
0.007520916871726513,
0.046816594898700714,
0.00886934157460928,
-0.04065745323896408,
0.016519315540790558,
0.0031262983102351427,
0.014400998130440712,
0.021574797108769417,
-0.05867205187678337,
0.010680592618882656,
0.002690174151211977,
0.012985819950699806,
-0.013128227554261684,
-0.009576930664479733,
-0.00039885335718281567,
0.004236634820699692,
0.008397615514695644,
-0.05258411541581154,
-0.008597876876592636,
-0.051088832318782806,
0.009425622411072254,
-0.10096719861030579,
0.00026631946093402803,
0.037204064428806305,
-0.050590403378009796,
-0.018263813108205795,
0.007066991645842791,
-0.035744380205869675,
-0.015184242278337479,
-0.046887800097465515,
-0.02303447760641575,
0.015175341628491879,
0.008059397339820862,
-0.036705635488033295,
-0.0508396178483963,
-0.04909512400627136,
-0.0066709197126328945,
-0.05158726125955582,
-0.030101468786597252,
0.012594197876751423,
0.024387352168560028,
0.06344271451234818,
-0.03877054899930954,
0.0031886016950011253,
0.08843530714511871,
0.051088832318782806,
-0.005277992691844702,
-0.042259544134140015,
-0.04468047618865967,
0.017631877213716507,
-0.04293598234653473,
-0.01601198874413967,
-0.04001661762595177,
0.01782768778502941,
0.01801459863781929,
0.03467632457613945,
0.023337094113230705,
-0.031258534640073776,
-0.05504065379500389,
-0.023871123790740967,
-0.0554678738117218,
-0.010431378148496151,
0.05229929834604263,
-0.022375840693712234,
0.013324039056897163,
-0.0009061815217137337,
-0.07273483276367188,
0.01249629259109497,
-0.02262505516409874,
-0.005509405396878719,
0.0021071918308734894,
0.03848573565483093,
-0.005967780947685242,
0.012968018651008606,
0.0415831059217453,
-0.009016199968755245,
-0.0036803539842367172,
0.03147214651107788,
-0.008597876876592636,
0.04265116527676582,
0.07138195633888245,
0.03414229303598404,
-0.026505669578909874,
-0.04033703729510307,
-0.03045748919248581,
-0.020453333854675293,
0.031098324805498123,
0.029247021302580833,
0.006915683392435312,
-0.010306771844625473,
-0.046460576355457306,
-0.007988193072378635,
-0.029336025938391685,
0.03916217014193535,
0.021948616951704025,
0.029336025938391685,
-0.052477311342954636,
-0.035833388566970825,
-0.035317156463861465,
-0.0038116362411528826,
-0.01993710547685623,
0.008588976226747036,
-0.014694714918732643,
-0.04104907438158989,
-0.014205187559127808,
-0.0642971619963646,
0.027573728933930397,
0.02954963780939579,
0.038165315985679626,
0.009968552738428116,
0.03492553532123566,
-0.05735478177666664,
-0.012611999176442623,
-0.08985938131809235,
-0.0012015666579827666,
0.01820150949060917,
-0.0034667421132326126,
0.02269625850021839,
-0.02444075606763363,
0.02120097540318966,
0.03467632457613945,
-0.033893078565597534,
-0.00716044707223773,
0.019171662628650665,
-0.01772088184952736,
0.023871123790740967,
0.0007726741023361683,
0.044075243175029755,
0.04660298302769661,
-0.019047055393457413,
-0.020666945725679398,
-0.0028503830544650555,
0.03383967652916908,
0.03186376765370369,
-0.02349730208516121,
0.05034119263291359,
0.03100932016968727,
-0.022019820287823677,
0.022856466472148895,
-0.027538126334547997,
-0.09477245807647705,
-0.0007815745775587857,
0.004372367635369301,
-0.04336320608854294,
-0.009292115457355976,
-0.0005234602722339332,
0.00890494417399168,
0.03973180428147316,
0.02454756200313568,
-0.0648311972618103,
0.001678855624049902,
0.02634546160697937,
0.035815585404634476,
0.05137364938855171,
-0.033928681164979935,
0.051088832318782806,
0.003804960986599326,
0.020969562232494354,
0.0022039846517145634,
-0.019545484334230423,
0.0032931827008724213,
-0.09085623919963837,
-0.007427461910992861,
-0.008019344881176949,
-0.005838723853230476,
0.05350976809859276,
-0.014178486540913582,
-0.03656322881579399,
0.0016354656545445323,
0.04350561276078224,
0.005696315784007311,
0.011499437503516674,
0.016670623794198036,
-0.006840029265731573,
-0.00948792602866888,
0.004530351143330336,
-0.006835578940808773,
-0.04097787290811539,
0.03788049891591072,
0.0033399101812392473,
-0.14625291526317596,
-0.015371152199804783,
-0.025633420795202255,
0.008873792365193367,
-0.005389248952269554,
-0.04400404170155525,
0.005998932756483555,
0.013012521900236607,
0.04468047618865967,
-0.0644751787185669,
0.05172966793179512,
0.03092031367123127,
-0.02764493227005005,
-0.012754406780004501,
-0.0002542203583288938,
-0.023782119154930115,
-0.011045512743294239,
-0.014819322153925896,
0.01130362693220377,
-0.049273133277893066,
-0.006737673655152321,
0.03748887777328491,
-0.10780277848243713,
-0.0646531879901886,
0.01267430279403925,
-0.015121938660740852,
0.009986354038119316,
0.039090968668460846,
0.022375840693712234,
0.020435532554984093,
-0.07768350839614868,
-0.05130244418978691,
-0.06084377318620682,
0.04300718382000923,
-0.030368484556674957,
0.018726637586951256,
0.01335964072495699,
-0.027555927634239197,
0.030279478058218956,
0.014623510651290417,
0.0018123630434274673,
0.019527683034539223,
0.008112800307571888,
0.024636566638946533,
0.0011704148491844535,
-0.0010969858849421144,
0.0035357209853827953,
0.027591530233621597,
0.015469057485461235,
0.06572124361991882,
-0.02171720378100872,
0.01983029954135418,
0.04307838901877403,
-0.003529045730829239,
0.03608259931206703,
0.02816116064786911,
-0.02540200762450695,
0.008014894090592861,
0.046140156686306,
-0.003896191017702222,
0.016732927411794662,
-0.040871065109968185,
0.03421349823474884,
-0.0058698756620287895,
0.07953481376171112,
0.004761763848364353,
-0.01693763956427574,
0.05493384599685669,
-0.024583162739872932,
-0.08181333541870117,
0.010974308475852013,
0.04560612887144089,
-0.007605471648275852,
0.004668308887630701,
0.029460633173584938,
-0.009074052795767784,
0.003155224956572056,
-0.018637632951140404,
0.022037621587514877,
-0.02301667630672455,
0.015237645246088505,
0.03047529049217701,
0.03640301898121834,
-0.006964636035263538,
0.015469057485461235,
-0.08580075949430466,
0.011143418028950691,
-0.01773868314921856,
-0.03095591627061367,
0.00846881978213787,
-0.017676379531621933,
-0.04517890512943268,
-0.02264285460114479,
0.027965350076556206,
-0.0028214564081281424,
-0.028374772518873215,
-0.007543168030679226,
-0.01360885426402092,
-0.026185251772403717,
-0.026452267542481422,
-0.003851688466966152,
0.04030143469572067,
0.013208332471549511,
-0.028908802196383476,
-0.027057500556111336,
0.06294429302215576,
0.009870647452771664,
-0.014436600729823112,
-0.01019106525927782,
0.012175874784588814,
-0.0039406935684382915,
-0.031151726841926575,
0.004076425917446613,
-0.004167655948549509,
-0.016100993379950523,
-0.009051801636815071,
-0.00785913597792387,
0.06589925289154053,
-0.07811073213815689,
0.013101526536047459,
0.034854333847761154,
-0.015068535692989826,
-0.024583162739872932,
-0.007618822623044252,
0.010511483065783978,
0.03375067189335823,
0.028000952675938606,
-0.007761230226606131,
0.013395242393016815,
0.0037493328563869,
-0.047777850180864334,
-0.03594019263982773,
-0.0415119007229805,
0.01851302571594715,
-0.03595799207687378,
-0.02721770852804184,
0.00991514977067709,
0.020453333854675293,
0.057532791048288345,
-0.028712991625070572,
0.022251233458518982,
0.013724560849368572,
-0.017240256071090698,
-0.018352817744016647,
-0.008237406611442566,
0.010511483065783978,
-0.014694714918732643,
-0.01267430279403925,
0.03362606465816498,
0.08095888793468475,
0.04848988726735115,
0.000615802884567529,
-0.019242867827415466,
-0.01708894781768322,
-0.020061712712049484,
-0.02591823786497116,
-0.0073028551414608955,
-0.002246262039989233,
0.04432445764541626,
0.008766986429691315,
-0.012060169130563736,
0.05048359930515289,
-0.05297573655843735,
0.06557883322238922,
-0.046318169683218,
0.033465854823589325,
-0.03008366748690605,
0.021574797108769417,
0.06600605696439743,
-0.02162819914519787,
-0.019474279135465622,
0.010912004858255386,
0.013724560849368572,
0.029656443744897842,
0.09498606622219086,
-0.0020304250065237284,
-0.010297871194779873,
0.05251291021704674,
-0.013697859831154346,
0.02670148015022278,
0.0184774249792099,
-0.04713701456785202,
-0.008028245531022549,
-0.021539194509387016,
0.032575804740190506,
0.009603632614016533,
0.04062185063958168,
0.012113572098314762,
0.012594197876751423,
-0.007516467012465,
0.04389723390340805
] |
22,599 | scipy.interpolate._fitpack2 | partial_derivative | Construct a new spline representing a partial derivative of this
spline.
Parameters
----------
dx, dy : int
Orders of the derivative in x and y respectively. They must be
non-negative integers and less than the respective degree of the
original spline (self) in that direction (``kx``, ``ky``).
Returns
-------
spline :
A new spline of degrees (``kx - dx``, ``ky - dy``) representing the
derivative of this spline.
Notes
-----
.. versionadded:: 1.9.0
| def partial_derivative(self, dx, dy):
"""Construct a new spline representing a partial derivative of this
spline.
Parameters
----------
dx, dy : int
Orders of the derivative in x and y respectively. They must be
non-negative integers and less than the respective degree of the
original spline (self) in that direction (``kx``, ``ky``).
Returns
-------
spline :
A new spline of degrees (``kx - dx``, ``ky - dy``) representing the
derivative of this spline.
Notes
-----
.. versionadded:: 1.9.0
"""
if dx == 0 and dy == 0:
return self
else:
kx, ky = self.degrees
if not (dx >= 0 and dy >= 0):
raise ValueError("order of derivative must be positive or"
" zero")
if not (dx < kx and dy < ky):
raise ValueError("order of derivative must be less than"
" degree of spline")
tx, ty, c = self.tck[:3]
newc, ier = dfitpack.pardtc(tx, ty, c, kx, ky, dx, dy)
if ier != 0:
# This should not happen under normal conditions.
raise ValueError("Unexpected error code returned by"
" pardtc: %d" % ier)
nx = len(tx)
ny = len(ty)
newtx = tx[dx:nx - dx]
newty = ty[dy:ny - dy]
newkx, newky = kx - dx, ky - dy
newclen = (nx - dx - kx - 1) * (ny - dy - ky - 1)
return _DerivedBivariateSpline._from_tck((newtx, newty,
newc[:newclen],
newkx, newky))
| (self, dx, dy) | [
0.01451888121664524,
-0.001632790663279593,
-0.021624263375997543,
-0.029934106394648552,
-0.0200183168053627,
-0.007600237615406513,
0.030681056901812553,
0.004999910481274128,
-0.0025489740073680878,
-0.010858816094696522,
0.001908229198306799,
0.014397501945495605,
-0.05889717489480972,
0.0018685474060475826,
-0.05833695828914642,
0.02666619047522545,
0.009859767742455006,
0.0750313401222229,
-0.08903668820858002,
-0.03602176532149315,
0.04388343542814255,
-0.01802022010087967,
-0.025116264820098877,
0.02014903351664543,
-0.02623669244349003,
-0.03658197820186615,
0.059382691979408264,
-0.033127326518297195,
0.0074741896241903305,
-0.041866663843393326,
0.023304905742406845,
0.03962580859661102,
-0.02737579494714737,
-0.0031442015897482634,
-0.03714219480752945,
0.03706749901175499,
0.042501576244831085,
-0.02767457626760006,
-0.0555732361972332,
0.03402366861701012,
0.005270680878311396,
0.011549746617674828,
0.011913886293768883,
-0.019112637266516685,
0.0402233712375164,
0.01680642180144787,
-0.020839963108301163,
0.049298837780952454,
0.0010247249156236649,
0.08096960932016373,
0.01441617589443922,
-0.09732785820960999,
-0.007857002317905426,
-0.0705496296286583,
-0.030886469408869743,
0.05299625173211098,
0.03714219480752945,
0.061025988310575485,
-0.010522687807679176,
0.008253821171820164,
0.015405886806547642,
-0.005004579201340675,
0.025452392175793648,
0.02683425508439541,
-0.030699731782078743,
-0.011447041295468807,
0.03861742466688156,
-0.05788878723978996,
-0.04504121094942093,
0.02627404034137726,
-0.031147902831435204,
0.02922450192272663,
-0.0032305677887052298,
-0.0014145405730232596,
0.05531180277466774,
0.02916847914457321,
-0.009981147944927216,
-0.05714183673262596,
0.03766506165266037,
0.011409693397581577,
-0.06345358490943909,
-0.04911210015416145,
-0.010849479585886002,
0.0024439338594675064,
-0.030456971377134323,
0.02623669244349003,
0.03467725217342377,
-0.01947677694261074,
0.02627404034137726,
0.040596846491098404,
0.012726196087896824,
0.004063886124640703,
-0.021157417446374893,
0.0032795865554362535,
0.06274397671222687,
-0.04504121094942093,
0.011045554652810097,
0.021661611273884773,
0.008580612018704414,
0.025359023362398148,
0.02662884257733822,
0.022464584559202194,
-0.005602140910923481,
-0.010363960638642311,
0.04780493304133415,
-0.014145405031740665,
0.007814986631274223,
0.020802615210413933,
0.0027660569176077843,
-0.06815937906503677,
0.007679601199924946,
0.0032142281997948885,
0.0033916293177753687,
0.03684341162443161,
-0.04814106225967407,
-0.021082723513245583,
0.008772018365561962,
0.025993933901190758,
0.02941123954951763,
-0.01402402576059103,
-0.022371215745806694,
0.00983175728470087,
-0.0752180740237236,
0.014967053197324276,
0.0200183168053627,
-0.03906559571623802,
0.049672313034534454,
0.020130358636379242,
0.01000915840268135,
-0.01013987511396408,
0.029822062700986862,
0.04425691068172455,
0.022726017981767654,
-0.014752304181456566,
-0.05366851016879082,
-0.004241287242621183,
0.04474243149161339,
-0.0011641948949545622,
-0.015947427600622177,
-0.008986767381429672,
-0.018720487132668495,
-0.016582336276769638,
0.022613974288105965,
0.05475158989429474,
0.03785179927945137,
0.04436895623803139,
0.023080820217728615,
0.024836156517267227,
-0.004768822342157364,
0.0926220640540123,
-0.05841165408492088,
0.06356562674045563,
-0.007217424921691418,
-0.00978507287800312,
0.017207909375429153,
-0.06879428774118423,
-0.011745821684598923,
0.01783348061144352,
-0.021568242460489273,
0.029392564669251442,
-0.0028991077560931444,
-0.05344442278146744,
0.021400177851319313,
0.0626692846417427,
0.032212309539318085,
0.012772881425917149,
-0.029766041785478592,
-0.09456413984298706,
0.011344335041940212,
0.015461908653378487,
0.04014867544174194,
0.03876681253314018,
-0.04362200200557709,
-0.01336110569536686,
0.022371215745806694,
0.007152066566050053,
0.015938090160489082,
-0.005905590020120144,
-0.010373297147452831,
-0.04717002436518669,
0.05740327015519142,
-0.0019805901683866978,
0.00013144606782589108,
0.01925268955528736,
-0.009033451788127422,
0.06442461907863617,
0.006666547618806362,
0.0020272748079150915,
0.006755248177796602,
0.00943027064204216,
-0.03766506165266037,
0.02700231783092022,
0.059756167232990265,
0.026124650612473488,
-0.012511448003351688,
0.009406927973031998,
0.01788950338959694,
-0.013818614184856415,
0.04631103202700615,
0.06584382802248001,
-0.041941359639167786,
-0.050792742520570755,
0.03822527453303337,
-0.024331964552402496,
-0.022053761407732964,
0.022987451404333115,
-0.030326254665851593,
0.0024602734483778477,
-0.06229580566287041,
0.00005383307143347338,
0.014995063655078411,
-0.042053405195474625,
0.02711436152458191,
0.002658682642504573,
0.006288403179496527,
-0.040708888322114944,
-0.020709246397018433,
-0.04433160647749901,
0.032417722046375275,
-0.032604459673166275,
0.051689084619283676,
-0.007899018935859203,
0.03549889847636223,
0.01738530956208706,
0.023603687062859535,
-0.02711436152458191,
-0.0025816531851887703,
-0.010905500501394272,
-0.042314834892749786,
-0.04014867544174194,
-0.008832708932459354,
0.009201516397297382,
-0.0009605337399989367,
-0.032417722046375275,
0.08911138772964478,
-0.04619898647069931,
-0.06972797960042953,
-0.05882247909903526,
0.013958667404949665,
0.0200183168053627,
-0.017282605171203613,
0.01865512877702713,
0.0074321734718978405,
-0.009173505939543247,
0.023827772587537766,
0.04784228280186653,
-0.010410645045340061,
0.01337044220417738,
0.02765590138733387,
0.020093010738492012,
-0.010634730570018291,
-0.007058697286993265,
-0.015499256551265717,
0.03510674834251404,
-0.00730145676061511,
-0.0005231582326814532,
0.023323578760027885,
0.013790602795779705,
0.0012954950798302889,
0.03669402375817299,
-0.051726434379816055,
-0.02681558020412922,
-0.08059613406658173,
0.051539696753025055,
-0.020559856668114662,
-0.0006103999330662191,
-0.004652110859751701,
-0.014817662537097931,
-0.02842152677476406,
0.03753434494137764,
0.01915932074189186,
0.020559856668114662,
-0.06237050145864487,
-0.025844542309641838,
0.00018819692195393145,
0.07488194853067398,
0.016124827787280083,
0.00003607107646530494,
0.07962509244680405,
-0.025676477700471878,
0.060801900923252106,
-0.04709532856941223,
0.008160451427102089,
0.017301278188824654,
-0.032455068081617355,
0.004136247094720602,
-0.01770276576280594,
-0.059644125401973724,
0.04791697859764099,
0.026012606918811798,
-0.04343526437878609,
0.0007020182674750686,
0.05848634988069534,
0.05430341884493828,
0.07140862196683884,
0.05624549463391304,
-0.023360926657915115,
-0.08029735088348389,
-0.0033005946315824986,
0.0002465525467414409,
0.041717275977134705,
-0.02683425508439541,
-0.03340743109583855,
0.04384608939290047,
-0.04037276282906532,
-0.024630745872855186,
0.017450667917728424,
0.018757835030555725,
-0.02730109915137291,
-0.030699731782078743,
-0.007931698113679886,
-0.015443234704434872,
-0.0035200119018554688,
-0.022987451404333115,
-0.006806600838899612,
-0.0199249479919672,
0.0005514607182703912,
0.016460957005620003,
0.018515074625611305,
0.024014510214328766,
-0.04410752281546593,
-0.0016537986230105162,
0.010485339909791946,
0.07320130616426468,
0.031708117574453354,
0.031054534018039703,
0.051465000957250595,
-0.03172679245471954,
-0.0022105113603174686,
0.06491013616323471,
-0.01979423128068447,
0.003559693694114685,
-0.031969550997018814,
0.01318370457738638,
0.02862693928182125,
-0.03628319874405861,
0.032417722046375275,
-0.039999283850193024,
0.017898838967084885,
-0.03807588294148445,
0.0740976482629776,
0.0201116856187582,
0.008617959916591644,
0.008048408664762974,
0.005802884232252836,
-0.03576033189892769,
0.02821611613035202,
0.010354623198509216,
0.08388271927833557,
0.06304275989532471,
-0.016881117597222328,
-0.06659077852964401,
0.021773653104901314,
0.00873933918774128,
0.014080047607421875,
0.0041642580181360245,
0.0022793710231781006,
0.05318298935890198,
0.002565313596278429,
-0.040073979645967484,
0.03943907096982002,
-0.0061110020615160465,
-0.040522150695323944,
0.06263193488121033,
-0.004698795732110739,
-0.033556822687387466,
-0.0726037472486496,
0.003767439629882574,
-0.011727147735655308,
0.021661611273884773,
-0.033911626785993576,
-0.023342253640294075,
-0.01811358891427517,
0.03809455782175064,
-0.005270680878311396,
-0.0770854577422142,
-0.01451888121664524,
0.02819744125008583,
0.03493868559598923,
0.024948200210928917,
-0.020746594294905663,
-0.09605804085731506,
-0.0031628753058612347,
0.013155694119632244,
-0.041045017540454865,
0.033370085060596466,
0.02957930415868759,
-0.03650728240609169,
0.059420038014650345,
-0.05564793199300766,
0.00786633975803852,
-0.03725423663854599,
0.02784263901412487,
0.040335413068532944,
0.01350115891546011,
-0.014696282334625721,
0.05639488250017166,
-0.040073979645967484,
-0.011129586026072502,
-0.008734671398997307,
0.0015557612059637904,
-0.01751602627336979,
-0.020858637988567352,
0.0559467114508152,
0.02894439361989498,
-0.08873791247606277,
0.0937424898147583,
0.01749735325574875,
0.01994362100958824,
0.013641213066875935,
0.023080820217728615,
0.02941123954951763,
-0.007338804192841053,
-0.017095865681767464,
-0.012231340631842613,
0.017880165949463844,
-0.10143609344959259,
0.019075289368629456,
-0.024836156517267227,
-0.0035713647957891226,
0.03633921965956688,
-0.031745463609695435,
-0.023734403774142265,
-0.030158191919326782,
-0.005695509724318981,
-0.008141777478158474,
-0.08500315248966217,
0.0074088312685489655,
0.007310793735086918,
-0.025433719158172607,
-0.015545940957963467,
-0.04418221861124039,
-0.07574094086885452,
0.023155516013503075,
-0.022035086527466774,
-0.011232292279601097,
0.06337888538837433,
0.04944822937250137,
0.049485575407743454,
-0.0054854294285178185,
-0.04631103202700615,
0.04048480466008186,
0.022912755608558655,
-0.06916776299476624,
-0.02883235178887844,
-0.002497621113434434,
0.050606004893779755,
-0.07084840536117554,
-0.03632054477930069,
-0.03590972349047661,
0.06771121174097061,
0.03559226915240288,
0.03484531491994858,
0.021157417446374893,
-0.02672221139073372,
-0.0570671409368515,
0.00975706148892641,
-0.042800355702638626,
-0.07760832458734512,
0.022501932457089424,
0.023398274555802345,
0.050531309098005295,
0.025246981531381607,
0.011456377804279327,
-0.01934606023132801,
-0.03449051454663277,
-0.022726017981767654,
-0.01340779010206461,
0.030867796391248703,
0.0055321138352155685,
-0.005564793013036251,
0.02802937850356102,
0.0003708500589709729,
-0.03734760358929634,
-0.01314635667949915,
0.025022896006703377,
0.013249062933027744,
0.018421705812215805,
0.005602140910923481,
-0.008828040212392807,
-0.01964483968913555,
-0.08164186775684357,
-0.01434148009866476,
-0.01340779010206461,
0.010121201165020466,
-0.0099624739959836,
-0.0754048153758049,
0.03794516623020172,
0.0013083332451060414,
0.02873898297548294,
0.005256675649434328,
0.021680284291505814,
-0.0019152319291606545,
-0.04870127886533737,
-0.022557953372597694,
0.003403300419449806,
-0.018571097403764725,
-0.01710520312190056,
0.06879428774118423,
-0.03585370257496834,
-0.02649812586605549,
-0.025303002446889877,
0.032380372285842896,
-0.0034453165717422962,
-0.0029131132178008556,
-0.042426880449056625,
0.025022896006703377,
0.08612357825040817,
-0.008856050670146942,
-0.003020487492904067,
-0.012726196087896824,
-0.033370085060596466,
0.0018288654973730445,
0.03828129544854164,
0.008800029754638672,
0.010952184908092022,
-0.033127326518297195,
0.05516241118311882,
-0.008155783638358116,
-0.031838834285736084,
0.04511590674519539,
0.07458316534757614,
0.04048480466008186,
-0.05478893592953682,
-0.007338804192841053,
0.06565708667039871,
-0.03613380715250969,
-0.08149247616529465,
0.03594706952571869,
0.01844971626996994,
0.011867201887071133,
-0.023491643369197845,
0.07940100878477097,
0.03490133583545685,
0.03445316478610039,
0.0364886112511158,
-0.06274397671222687,
-0.06491013616323471,
-0.06603056937456131,
-0.04257626831531525,
-0.013024977408349514,
-0.004911209922283888,
0.032828543335199356,
-0.03585370257496834,
-0.0027123698964715004,
0.03665667399764061,
-0.004778159316629171,
-0.023958489298820496,
-0.02896306850016117,
0.025639131665229797,
0.02657282166182995,
-0.043397918343544006,
-0.010326612740755081,
-0.030363602563738823,
0.004339324776083231,
0.008048408664762974,
-0.05329503118991852,
0.000329125759890303,
-0.03549889847636223,
-0.0055274455808103085,
-0.002196506131440401,
0.032417722046375275,
0.09097876399755478,
-0.008183794096112251,
0.017151888459920883,
0.00877668708562851,
0.031017186120152473,
0.015545940957963467,
-0.04082093387842178,
-0.006204370874911547,
0.00894475169479847,
0.05456485226750374,
-0.022427236661314964,
0.0561334490776062,
-0.008935414254665375,
-0.005004579201340675,
0.024948200210928917,
-0.09232328087091446,
-0.04029806703329086,
-0.0348079688847065,
0.0023272226098924875,
-0.01837502233684063,
0.015854058787226677,
-0.02018638141453266,
-0.029597977176308632,
0.024462681263685226,
-0.0099624739959836,
0.02733844704926014,
0.03622717782855034,
-0.0763385072350502,
-0.02786131389439106,
-0.007721617352217436,
-0.0019467439269647002,
-0.030625035986304283,
-0.004710466600954533,
0.015938090160489082,
-0.04582551121711731,
0.022912755608558655,
0.013818614184856415,
-0.061025988310575485,
-0.041791971772909164,
0.03540553152561188,
-0.0006103999330662191,
0.07256639748811722,
0.051352955400943756,
-0.0037044156342744827,
-0.01314635667949915,
0.005746862851083279,
0.021754980087280273,
-0.0770854577422142,
0.033836930990219116,
0.0014483868144452572,
0.032455068081617355,
-0.024574724957346916,
-0.040335413068532944,
-0.01388397254049778,
0.00707737123593688,
-0.07432173192501068,
0.004666116554290056,
-0.0035293486434966326,
-0.02786131389439106,
0.033220693469047546,
-0.008244483731687069,
0.024387985467910767,
-0.006190365646034479,
0.008958756923675537,
0.006181028671562672,
-0.07790710777044296,
0.022688670083880424,
-0.03538685664534569,
0.02705834060907364,
0.05254808068275452,
-0.010793457739055157,
0.008912072516977787,
-0.043061789125204086,
0.04407017305493355,
0.00494388910010457,
-0.033650193363428116,
0.021698959171772003,
0.061175376176834106,
-0.016582336276769638,
0.04388343542814255,
-0.025639131665229797,
-0.018888551741838455,
-0.0361151359975338,
-0.04616164043545723,
-0.03471459820866585,
-0.04011132940649986,
0.04526529833674431,
-0.0014717290177941322,
-0.025545762851834297,
0.07342538982629776,
-0.007511537056416273,
-0.029878083616495132,
0.00983175728470087,
-0.03527481481432915,
0.04608694463968277,
-0.01777745969593525,
0.03633921965956688,
0.010812131687998772,
0.061474159359931946,
-0.0198315791785717,
-0.0005181980086490512,
-0.03751567006111145,
0.04851453751325607,
0.008235147222876549,
0.04578816518187523,
-0.04672185331583023,
-0.058523695915937424,
-0.03402366861701012,
-0.025190960615873337,
-0.025583108887076378,
-0.04702063649892807,
-0.015919417142868042,
-0.025303002446889877,
-0.0553864985704422,
-0.022576628252863884,
-0.011456377804279327,
0.04959762096405029,
0.01887921430170536,
0.0900077298283577,
-0.017413320019841194,
0.003377624088898301,
-0.010560035705566406,
-0.03803853690624237,
0.04350996017456055,
0.03602176532149315,
-0.016563663259148598,
-0.09807480871677399,
-0.06442461907863617,
0.07805649191141129,
-0.006647873669862747,
0.001589607447385788,
0.006302408408373594,
0.04354730620980263,
-0.07439643144607544,
0.021082723513245583,
-0.004491049330681562,
-0.014350817538797855,
-0.029971452429890633,
-0.031633421778678894,
0.030494319275021553,
0.010840142145752907,
0.01729194074869156,
-0.03809455782175064,
0.03381825610995293,
0.0033472790382802486,
-0.03602176532149315,
-0.01858043298125267,
-0.002931786933913827,
0.03762771189212799,
-0.0200183168053627,
0.042501576244831085,
-0.010149211622774601,
0.021418850868940353,
-0.051689084619283676,
-0.004070888739079237,
-0.01757204905152321,
0.033071305602788925,
0.010672078467905521,
-0.03643259033560753,
-0.03546155244112015,
0.013958667404949665,
0.0276932492852211,
0.007693606894463301,
-0.011531072668731213,
0.010942848399281502,
0.03441581875085831,
-0.014313469640910625,
-0.020447812974452972,
-0.022557953372597694,
0.031652096658945084,
-0.007315461989492178,
-0.052174605429172516,
0.03510674834251404,
-0.006344424560666084,
0.04668450728058815,
0.02636740915477276,
-0.0016911462880671024,
0.030027475208044052,
-0.05206255987286568,
0.010942848399281502,
0.04814106225967407,
-0.0275065116584301,
-0.025116264820098877,
0.06857020407915115,
-0.06300541013479233,
0.005350044462829828,
-0.007306125480681658,
-0.008949419483542442,
0.04463038966059685,
0.03958846256136894,
-0.019093962386250496,
0.0012768212473019958,
0.014612250961363316,
-0.08186595141887665,
-0.00948629155755043,
-0.008459232747554779,
-0.006115670315921307,
-0.02720773033797741,
-0.0731639564037323,
-0.04627368226647377,
0.06386440247297287,
0.06860755383968353,
0.03955111280083656,
0.03428510203957558,
0.008477906696498394,
0.05392994359135628
] |
22,600 | scipy.interpolate._rgi | RegularGridInterpolator |
Interpolator on a regular or rectilinear grid in arbitrary dimensions.
The data must be defined on a rectilinear grid; that is, a rectangular
grid with even or uneven spacing. Linear, nearest-neighbor, spline
interpolations are supported. After setting up the interpolator object,
the interpolation method may be chosen at each evaluation.
Parameters
----------
points : tuple of ndarray of float, with shapes (m1, ), ..., (mn, )
The points defining the regular grid in n dimensions. The points in
each dimension (i.e. every elements of the points tuple) must be
strictly ascending or descending.
values : array_like, shape (m1, ..., mn, ...)
The data on the regular grid in n dimensions. Complex data is
accepted.
.. deprecated:: 1.13.0
Complex data is deprecated with ``method="pchip"`` and will raise an
error in SciPy 1.15.0. This is because ``PchipInterpolator`` only
works with real values. If you are trying to use the real components of
the passed array, use ``np.real`` on ``values``.
method : str, optional
The method of interpolation to perform. Supported are "linear",
"nearest", "slinear", "cubic", "quintic" and "pchip". This
parameter will become the default for the object's ``__call__``
method. Default is "linear".
bounds_error : bool, optional
If True, when interpolated values are requested outside of the
domain of the input data, a ValueError is raised.
If False, then `fill_value` is used.
Default is True.
fill_value : float or None, optional
The value to use for points outside of the interpolation domain.
If None, values outside the domain are extrapolated.
Default is ``np.nan``.
solver : callable, optional
Only used for methods "slinear", "cubic" and "quintic".
Sparse linear algebra solver for construction of the NdBSpline instance.
Default is the iterative solver `scipy.sparse.linalg.gcrotmk`.
.. versionadded:: 1.13
solver_args: dict, optional
Additional arguments to pass to `solver`, if any.
.. versionadded:: 1.13
Methods
-------
__call__
Attributes
----------
grid : tuple of ndarrays
The points defining the regular grid in n dimensions.
This tuple defines the full grid via
``np.meshgrid(*grid, indexing='ij')``
values : ndarray
Data values at the grid.
method : str
Interpolation method.
fill_value : float or ``None``
Use this value for out-of-bounds arguments to `__call__`.
bounds_error : bool
If ``True``, out-of-bounds argument raise a ``ValueError``.
Notes
-----
Contrary to `LinearNDInterpolator` and `NearestNDInterpolator`, this class
avoids expensive triangulation of the input data by taking advantage of the
regular grid structure.
In other words, this class assumes that the data is defined on a
*rectilinear* grid.
.. versionadded:: 0.14
The 'slinear'(k=1), 'cubic'(k=3), and 'quintic'(k=5) methods are
tensor-product spline interpolators, where `k` is the spline degree,
If any dimension has fewer points than `k` + 1, an error will be raised.
.. versionadded:: 1.9
If the input data is such that dimensions have incommensurate
units and differ by many orders of magnitude, the interpolant may have
numerical artifacts. Consider rescaling the data before interpolating.
**Choosing a solver for spline methods**
Spline methods, "slinear", "cubic" and "quintic" involve solving a
large sparse linear system at instantiation time. Depending on data,
the default solver may or may not be adequate. When it is not, you may
need to experiment with an optional `solver` argument, where you may
choose between the direct solver (`scipy.sparse.linalg.spsolve`) or
iterative solvers from `scipy.sparse.linalg`. You may need to supply
additional parameters via the optional `solver_args` parameter (for instance,
you may supply the starting value or target tolerance). See the
`scipy.sparse.linalg` documentation for the full list of available options.
Alternatively, you may instead use the legacy methods, "slinear_legacy",
"cubic_legacy" and "quintic_legacy". These methods allow faster construction
but evaluations will be much slower.
Examples
--------
**Evaluate a function on the points of a 3-D grid**
As a first example, we evaluate a simple example function on the points of
a 3-D grid:
>>> from scipy.interpolate import RegularGridInterpolator
>>> import numpy as np
>>> def f(x, y, z):
... return 2 * x**3 + 3 * y**2 - z
>>> x = np.linspace(1, 4, 11)
>>> y = np.linspace(4, 7, 22)
>>> z = np.linspace(7, 9, 33)
>>> xg, yg ,zg = np.meshgrid(x, y, z, indexing='ij', sparse=True)
>>> data = f(xg, yg, zg)
``data`` is now a 3-D array with ``data[i, j, k] = f(x[i], y[j], z[k])``.
Next, define an interpolating function from this data:
>>> interp = RegularGridInterpolator((x, y, z), data)
Evaluate the interpolating function at the two points
``(x,y,z) = (2.1, 6.2, 8.3)`` and ``(3.3, 5.2, 7.1)``:
>>> pts = np.array([[2.1, 6.2, 8.3],
... [3.3, 5.2, 7.1]])
>>> interp(pts)
array([ 125.80469388, 146.30069388])
which is indeed a close approximation to
>>> f(2.1, 6.2, 8.3), f(3.3, 5.2, 7.1)
(125.54200000000002, 145.894)
**Interpolate and extrapolate a 2D dataset**
As a second example, we interpolate and extrapolate a 2D data set:
>>> x, y = np.array([-2, 0, 4]), np.array([-2, 0, 2, 5])
>>> def ff(x, y):
... return x**2 + y**2
>>> xg, yg = np.meshgrid(x, y, indexing='ij')
>>> data = ff(xg, yg)
>>> interp = RegularGridInterpolator((x, y), data,
... bounds_error=False, fill_value=None)
>>> import matplotlib.pyplot as plt
>>> fig = plt.figure()
>>> ax = fig.add_subplot(projection='3d')
>>> ax.scatter(xg.ravel(), yg.ravel(), data.ravel(),
... s=60, c='k', label='data')
Evaluate and plot the interpolator on a finer grid
>>> xx = np.linspace(-4, 9, 31)
>>> yy = np.linspace(-4, 9, 31)
>>> X, Y = np.meshgrid(xx, yy, indexing='ij')
>>> # interpolator
>>> ax.plot_wireframe(X, Y, interp((X, Y)), rstride=3, cstride=3,
... alpha=0.4, color='m', label='linear interp')
>>> # ground truth
>>> ax.plot_wireframe(X, Y, ff(X, Y), rstride=3, cstride=3,
... alpha=0.4, label='ground truth')
>>> plt.legend()
>>> plt.show()
Other examples are given
:ref:`in the tutorial <tutorial-interpolate_regular_grid_interpolator>`.
See Also
--------
NearestNDInterpolator : Nearest neighbor interpolator on *unstructured*
data in N dimensions
LinearNDInterpolator : Piecewise linear interpolator on *unstructured* data
in N dimensions
interpn : a convenience function which wraps `RegularGridInterpolator`
scipy.ndimage.map_coordinates : interpolation on grids with equal spacing
(suitable for e.g., N-D image resampling)
References
----------
.. [1] Python package *regulargrid* by Johannes Buchner, see
https://pypi.python.org/pypi/regulargrid/
.. [2] Wikipedia, "Trilinear interpolation",
https://en.wikipedia.org/wiki/Trilinear_interpolation
.. [3] Weiser, Alan, and Sergio E. Zarantonello. "A note on piecewise linear
and multilinear table interpolation in many dimensions." MATH.
COMPUT. 50.181 (1988): 189-196.
https://www.ams.org/journals/mcom/1988-50-181/S0025-5718-1988-0917826-0/S0025-5718-1988-0917826-0.pdf
:doi:`10.1090/S0025-5718-1988-0917826-0`
| class RegularGridInterpolator:
"""
Interpolator on a regular or rectilinear grid in arbitrary dimensions.
The data must be defined on a rectilinear grid; that is, a rectangular
grid with even or uneven spacing. Linear, nearest-neighbor, spline
interpolations are supported. After setting up the interpolator object,
the interpolation method may be chosen at each evaluation.
Parameters
----------
points : tuple of ndarray of float, with shapes (m1, ), ..., (mn, )
The points defining the regular grid in n dimensions. The points in
each dimension (i.e. every elements of the points tuple) must be
strictly ascending or descending.
values : array_like, shape (m1, ..., mn, ...)
The data on the regular grid in n dimensions. Complex data is
accepted.
.. deprecated:: 1.13.0
Complex data is deprecated with ``method="pchip"`` and will raise an
error in SciPy 1.15.0. This is because ``PchipInterpolator`` only
works with real values. If you are trying to use the real components of
the passed array, use ``np.real`` on ``values``.
method : str, optional
The method of interpolation to perform. Supported are "linear",
"nearest", "slinear", "cubic", "quintic" and "pchip". This
parameter will become the default for the object's ``__call__``
method. Default is "linear".
bounds_error : bool, optional
If True, when interpolated values are requested outside of the
domain of the input data, a ValueError is raised.
If False, then `fill_value` is used.
Default is True.
fill_value : float or None, optional
The value to use for points outside of the interpolation domain.
If None, values outside the domain are extrapolated.
Default is ``np.nan``.
solver : callable, optional
Only used for methods "slinear", "cubic" and "quintic".
Sparse linear algebra solver for construction of the NdBSpline instance.
Default is the iterative solver `scipy.sparse.linalg.gcrotmk`.
.. versionadded:: 1.13
solver_args: dict, optional
Additional arguments to pass to `solver`, if any.
.. versionadded:: 1.13
Methods
-------
__call__
Attributes
----------
grid : tuple of ndarrays
The points defining the regular grid in n dimensions.
This tuple defines the full grid via
``np.meshgrid(*grid, indexing='ij')``
values : ndarray
Data values at the grid.
method : str
Interpolation method.
fill_value : float or ``None``
Use this value for out-of-bounds arguments to `__call__`.
bounds_error : bool
If ``True``, out-of-bounds argument raise a ``ValueError``.
Notes
-----
Contrary to `LinearNDInterpolator` and `NearestNDInterpolator`, this class
avoids expensive triangulation of the input data by taking advantage of the
regular grid structure.
In other words, this class assumes that the data is defined on a
*rectilinear* grid.
.. versionadded:: 0.14
The 'slinear'(k=1), 'cubic'(k=3), and 'quintic'(k=5) methods are
tensor-product spline interpolators, where `k` is the spline degree,
If any dimension has fewer points than `k` + 1, an error will be raised.
.. versionadded:: 1.9
If the input data is such that dimensions have incommensurate
units and differ by many orders of magnitude, the interpolant may have
numerical artifacts. Consider rescaling the data before interpolating.
**Choosing a solver for spline methods**
Spline methods, "slinear", "cubic" and "quintic" involve solving a
large sparse linear system at instantiation time. Depending on data,
the default solver may or may not be adequate. When it is not, you may
need to experiment with an optional `solver` argument, where you may
choose between the direct solver (`scipy.sparse.linalg.spsolve`) or
iterative solvers from `scipy.sparse.linalg`. You may need to supply
additional parameters via the optional `solver_args` parameter (for instance,
you may supply the starting value or target tolerance). See the
`scipy.sparse.linalg` documentation for the full list of available options.
Alternatively, you may instead use the legacy methods, "slinear_legacy",
"cubic_legacy" and "quintic_legacy". These methods allow faster construction
but evaluations will be much slower.
Examples
--------
**Evaluate a function on the points of a 3-D grid**
As a first example, we evaluate a simple example function on the points of
a 3-D grid:
>>> from scipy.interpolate import RegularGridInterpolator
>>> import numpy as np
>>> def f(x, y, z):
... return 2 * x**3 + 3 * y**2 - z
>>> x = np.linspace(1, 4, 11)
>>> y = np.linspace(4, 7, 22)
>>> z = np.linspace(7, 9, 33)
>>> xg, yg ,zg = np.meshgrid(x, y, z, indexing='ij', sparse=True)
>>> data = f(xg, yg, zg)
``data`` is now a 3-D array with ``data[i, j, k] = f(x[i], y[j], z[k])``.
Next, define an interpolating function from this data:
>>> interp = RegularGridInterpolator((x, y, z), data)
Evaluate the interpolating function at the two points
``(x,y,z) = (2.1, 6.2, 8.3)`` and ``(3.3, 5.2, 7.1)``:
>>> pts = np.array([[2.1, 6.2, 8.3],
... [3.3, 5.2, 7.1]])
>>> interp(pts)
array([ 125.80469388, 146.30069388])
which is indeed a close approximation to
>>> f(2.1, 6.2, 8.3), f(3.3, 5.2, 7.1)
(125.54200000000002, 145.894)
**Interpolate and extrapolate a 2D dataset**
As a second example, we interpolate and extrapolate a 2D data set:
>>> x, y = np.array([-2, 0, 4]), np.array([-2, 0, 2, 5])
>>> def ff(x, y):
... return x**2 + y**2
>>> xg, yg = np.meshgrid(x, y, indexing='ij')
>>> data = ff(xg, yg)
>>> interp = RegularGridInterpolator((x, y), data,
... bounds_error=False, fill_value=None)
>>> import matplotlib.pyplot as plt
>>> fig = plt.figure()
>>> ax = fig.add_subplot(projection='3d')
>>> ax.scatter(xg.ravel(), yg.ravel(), data.ravel(),
... s=60, c='k', label='data')
Evaluate and plot the interpolator on a finer grid
>>> xx = np.linspace(-4, 9, 31)
>>> yy = np.linspace(-4, 9, 31)
>>> X, Y = np.meshgrid(xx, yy, indexing='ij')
>>> # interpolator
>>> ax.plot_wireframe(X, Y, interp((X, Y)), rstride=3, cstride=3,
... alpha=0.4, color='m', label='linear interp')
>>> # ground truth
>>> ax.plot_wireframe(X, Y, ff(X, Y), rstride=3, cstride=3,
... alpha=0.4, label='ground truth')
>>> plt.legend()
>>> plt.show()
Other examples are given
:ref:`in the tutorial <tutorial-interpolate_regular_grid_interpolator>`.
See Also
--------
NearestNDInterpolator : Nearest neighbor interpolator on *unstructured*
data in N dimensions
LinearNDInterpolator : Piecewise linear interpolator on *unstructured* data
in N dimensions
interpn : a convenience function which wraps `RegularGridInterpolator`
scipy.ndimage.map_coordinates : interpolation on grids with equal spacing
(suitable for e.g., N-D image resampling)
References
----------
.. [1] Python package *regulargrid* by Johannes Buchner, see
https://pypi.python.org/pypi/regulargrid/
.. [2] Wikipedia, "Trilinear interpolation",
https://en.wikipedia.org/wiki/Trilinear_interpolation
.. [3] Weiser, Alan, and Sergio E. Zarantonello. "A note on piecewise linear
and multilinear table interpolation in many dimensions." MATH.
COMPUT. 50.181 (1988): 189-196.
https://www.ams.org/journals/mcom/1988-50-181/S0025-5718-1988-0917826-0/S0025-5718-1988-0917826-0.pdf
:doi:`10.1090/S0025-5718-1988-0917826-0`
"""
# this class is based on code originally programmed by Johannes Buchner,
| (points, values, method='linear', bounds_error=True, fill_value=nan, *, solver=None, solver_args=None) | [
0.05359755828976631,
-0.06739288568496704,
-0.014608043245971203,
-0.023943854495882988,
-0.014566365629434586,
0.004337088670581579,
-0.028611760586500168,
-0.0030841517727822065,
-0.008116737008094788,
-0.009632764384150505,
-0.011232147924602032,
-0.0004955742042511702,
-0.015900053083896637,
0.014295460656285286,
-0.05147199332714081,
0.006850776262581348,
-0.0072415051981806755,
-0.00335505697876215,
-0.03413406014442444,
-0.014420493505895138,
-0.018379878252744675,
-0.07843748480081558,
0.03242527320981026,
0.041031721979379654,
0.021338995546102524,
-0.014212104491889477,
0.059265729039907455,
-0.02769484929740429,
0.03484258055686951,
-0.04642898961901665,
-0.051221925765275955,
0.00009353068162454292,
-0.01980734057724476,
-0.008997179567813873,
0.03359224647283554,
-0.05601486563682556,
-0.007262344006448984,
-0.022026678547263145,
-0.011284244246780872,
0.03859357535839081,
-0.011096694506704807,
-0.034696709364652634,
0.011961507610976696,
-0.04228205233812332,
0.02667374536395073,
0.0402606837451458,
-0.0077468473464250565,
0.02554844692349434,
-0.005496250465512276,
0.020620055496692657,
0.02183912880718708,
-0.0659758448600769,
0.0010080799693241715,
-0.007559297606348991,
-0.03996894136071205,
0.1153639480471611,
0.04211534187197685,
0.06785134226083755,
0.015410339459776878,
-0.12094876170158386,
-0.023652110248804092,
-0.030924873426556587,
0.005412894766777754,
-0.004199030809104443,
-0.031633395701646805,
-0.029049376025795937,
-0.02065131440758705,
-0.03792673349380493,
0.017775550484657288,
0.028528403490781784,
-0.013576519675552845,
0.05593150854110718,
0.00031274574575945735,
-0.06514228880405426,
0.011450955644249916,
0.06956012547016144,
-0.029966285452246666,
0.015014401637017727,
0.031425006687641144,
-0.03550942242145538,
-0.006887244526296854,
0.02667374536395073,
0.03148752450942993,
-0.02479824796319008,
-0.027403105050325394,
-0.040114812552928925,
-0.014097491279244423,
0.030070479959249496,
0.020422086119651794,
0.003899472299963236,
0.008721064776182175,
-0.011617666110396385,
-0.0007469429983757436,
0.01279506180435419,
0.015535373240709305,
-0.015545791946351528,
0.0169107373803854,
-0.05343084782361984,
0.015035239979624748,
-0.037489116191864014,
0.04867958649992943,
-0.016243893653154373,
-0.05038837343454361,
0.0010608284501358867,
0.01894252747297287,
-0.03821847587823868,
0.025194186717271805,
0.03642633184790611,
0.013889102265238762,
-0.013514002785086632,
-0.005683800205588341,
0.0509718619287014,
-0.05709848552942276,
-0.013545261695981026,
-0.0461372435092926,
-0.006355853285640478,
-0.06843482702970505,
0.05230554938316345,
0.010659079067409039,
-0.002711657201871276,
-0.039197903126478195,
0.028966020792722702,
-0.05764029547572136,
0.04305309057235718,
0.03363392502069473,
-0.04417838901281357,
0.005402475595474243,
0.010971661657094955,
0.025881867855787277,
-0.08794000744819641,
0.026486195623874664,
0.004897132981568575,
-0.018900848925113678,
0.02200583927333355,
-0.014941465109586716,
0.02211003378033638,
0.002995586721226573,
0.015212370082736015,
-0.016879480332136154,
0.028903502970933914,
0.04647066444158554,
-0.007824993692338467,
-0.03763498738408089,
0.0563482865691185,
0.03986474499106407,
-0.011325922794640064,
0.11102946847677231,
0.07310273498296738,
0.0043735564686357975,
0.0079135587438941,
-0.014910207130014896,
0.010356915183365345,
0.05493124574422836,
0.04005229473114014,
0.05480621010065079,
-0.06339181959629059,
0.03373812139034271,
0.027674010023474693,
0.02135983482003212,
0.00903885718435049,
-0.03734324499964714,
-0.01427462138235569,
0.0038968673907220364,
0.028778471052646637,
0.001174790901131928,
0.029320280998945236,
-0.001616314402781427,
-0.07339447736740112,
-0.0021099350415170193,
0.009075324982404709,
-0.011773957870900631,
-0.017733873799443245,
-0.05826546251773834,
0.01335771195590496,
-0.012607512064278126,
0.07251924276351929,
-0.017462966963648796,
0.011784377507865429,
0.020411666482686996,
-0.0006941946339793503,
0.005115941166877747,
-0.01770261488854885,
-0.03913538530468941,
-0.013430647552013397,
-0.037801697850227356,
0.0971091017127037,
0.06134961545467377,
-0.08835677802562714,
-0.016056343913078308,
-0.015035239979624748,
0.002795012667775154,
-0.02527754195034504,
0.02452734299004078,
0.01705661043524742,
0.009382698684930801,
0.016941996291279793,
0.006246449425816536,
0.00036826179712079465,
0.043553225696086884,
0.04115675389766693,
-0.05230554938316345,
-0.02006782591342926,
0.06143296882510185,
0.011628085747361183,
-0.015201951377093792,
-0.012211574241518974,
0.022568488493561745,
-0.04442845657467842,
-0.009002389386296272,
0.09377488493919373,
-0.005866140127182007,
-0.04755428805947304,
-0.01807771436870098,
0.04057326912879944,
0.019036302343010902,
0.05280568078160286,
-0.00029565137811005116,
-0.009778636507689953,
0.02490244247019291,
-0.015222789719700813,
0.05747358500957489,
-0.02344372123479843,
0.04228205233812332,
-0.006215190980583429,
0.03090403415262699,
-0.021443190053105354,
0.043011415749788284,
0.017077447846531868,
0.01641060598194599,
-0.05172206088900566,
0.02790323831140995,
-0.034425802528858185,
-0.007590556051582098,
-0.003803092520684004,
0.014920626766979694,
-0.10377754271030426,
0.00559523468837142,
-0.017879744991660118,
0.033842314034700394,
0.04647066444158554,
-0.024006370455026627,
-0.0166398324072361,
-0.038447704166173935,
-0.029820414260029793,
-0.029903769493103027,
0.01006517093628645,
-0.004605388734489679,
0.04688744246959686,
0.047095831483602524,
0.013263937085866928,
0.01669193059206009,
0.027507299557328224,
-0.048221129924058914,
0.022526811808347702,
-0.04680408909916878,
-0.03342553600668907,
0.01824442483484745,
0.04597053304314613,
0.030028803274035454,
-0.026902973651885986,
-0.023485399782657623,
-0.02544425241649151,
-0.049138039350509644,
0.07410299777984619,
0.03569697216153145,
0.0131493229418993,
-0.02146402932703495,
0.004514218773692846,
0.05134696140885353,
0.02834085375070572,
0.014868529513478279,
0.07652030885219574,
-0.02984125353395939,
-0.007715589366853237,
0.025423413142561913,
0.0761868879199028,
0.040969204157590866,
-0.024819087237119675,
0.04267799109220505,
-0.02854924276471138,
0.029966285452246666,
-0.013982877135276794,
-0.027007166296243668,
-0.06339181959629059,
0.026902973651885986,
-0.009538989514112473,
-0.034696709364652634,
-0.023589594289660454,
0.058682240545749664,
0.007304021622985601,
-0.011107114143669605,
-0.01212821900844574,
0.0046340422704815865,
0.004300620406866074,
0.06643429398536682,
0.016035504639148712,
-0.04851287603378296,
-0.032112687826156616,
0.00007134868792491034,
-0.05280568078160286,
0.06372524797916412,
-0.034905094653367996,
0.017681775614619255,
-0.0056890095584094524,
0.032175205647945404,
-0.038114283233881,
-0.027403105050325394,
0.007345699239522219,
-0.005522298626601696,
-0.009877621196210384,
0.03394651040434837,
-0.03317547217011452,
-0.04963817447423935,
-0.09685903787612915,
0.035926200449466705,
-0.046387311071157455,
0.014576785266399384,
0.07110220193862915,
0.019348884001374245,
-0.0038656091783195734,
-0.002063047606498003,
0.02006782591342926,
-0.004183401819318533,
0.02967454120516777,
-0.015629148110747337,
0.033842314034700394,
0.051930446177721024,
0.005095102358609438,
-0.018817493692040443,
0.026006901636719704,
0.007798944599926472,
0.02796575427055359,
-0.020911799743771553,
0.018213165923953056,
0.058140430599451065,
-0.01212821900844574,
0.02688213437795639,
0.0011891176691278815,
0.03709317743778229,
-0.05730687454342842,
0.024068888276815414,
0.031029067933559418,
-0.01641060598194599,
-0.022401778027415276,
-0.03661388158798218,
-0.03559277951717377,
0.017504645511507988,
-0.007382167503237724,
0.04922139644622803,
0.016223054379224777,
-0.038176797330379486,
-0.08869020640850067,
0.025777673348784447,
0.019171753898262978,
-0.020859701558947563,
0.012326187454164028,
0.0014365791575983167,
-0.0440116785466671,
0.04963817447423935,
-0.006866405718028545,
0.010669497773051262,
-0.018494490534067154,
-0.03129997476935387,
0.036092910915613174,
-0.01834861934185028,
-0.02967454120516777,
-0.03838518634438515,
0.022714361548423767,
-0.004516823682934046,
0.005491040647029877,
0.011555150151252747,
-0.051930446177721024,
-0.03661388158798218,
0.023902175948023796,
-0.019317626953125,
-0.036405496299266815,
0.034529995173215866,
0.016295991837978363,
-0.041344303637742996,
-0.030883194878697395,
0.058890629559755325,
-0.028632597997784615,
0.016295991837978363,
0.01653563790023327,
0.0035009291023015976,
0.006923712324351072,
0.019994890317320824,
0.017775550484657288,
0.007345699239522219,
-0.04597053304314613,
-0.008278238587081432,
-0.03475922346115112,
0.06084948033094406,
0.024652374908328056,
-0.032862886786460876,
-0.008486627601087093,
0.062224846333265305,
0.037322405725717545,
0.008543933741748333,
0.007538458798080683,
-0.05522298812866211,
-0.025715157389640808,
0.008991969749331474,
0.018431974574923515,
0.05126360431313515,
-0.05659835413098335,
0.10752853751182556,
-0.024506503716111183,
0.07610353082418442,
0.0015199346235021949,
0.010528835467994213,
0.018056875094771385,
0.001730928081087768,
-0.036509688943624496,
-0.03503013029694557,
0.038447704166173935,
-0.10719511657953262,
0.045803822576999664,
-0.015504114329814911,
0.04176108166575432,
0.021182704716920853,
-0.028986860066652298,
-0.009575458243489265,
0.0006209330167621374,
-0.02506915293633938,
-0.04792938753962517,
-0.08164666593074799,
-0.04967984929680824,
0.0021893831435590982,
0.016764866188168526,
-0.06297504901885986,
-0.0670594647526741,
-0.030841518193483353,
-0.02093263901770115,
-0.05493124574422836,
-0.035342711955308914,
-0.0025579705834388733,
0.038280993700027466,
0.028299177065491676,
-0.039156224578619,
0.011284244246780872,
0.023464560508728027,
0.017087867483496666,
-0.06564242392778397,
-0.05839049443602562,
-0.023360366001725197,
0.01427462138235569,
-0.029236925765872,
-0.0665176510810852,
-0.0014456961071118712,
0.03150836005806923,
0.032758694142103195,
-0.002221943810582161,
0.012763803824782372,
-0.0017869325820356607,
-0.04772099852561951,
0.002386049833148718,
0.0010621307883411646,
-0.03171674907207489,
0.023839659988880157,
0.003201370360329747,
0.04176108166575432,
-0.017879744991660118,
-0.01700451225042343,
-0.025715157389640808,
0.003602518467232585,
0.03788505494594574,
-0.004308435134589672,
-0.029612025246024132,
-0.026006901636719704,
-0.012347026728093624,
-0.010711176320910454,
-0.06505893170833588,
-0.028674276545643806,
-0.023527076467871666,
0.07689540833234787,
-0.010398592799901962,
0.09127422422170639,
0.010211043059825897,
-0.04159437119960785,
-0.02490244247019291,
-0.06505893170833588,
0.031320810317993164,
-0.001531656482256949,
-0.0033211938571184874,
-0.028090788051486015,
0.04388664662837982,
0.014472590759396553,
-0.030278868973255157,
-0.0008400666993111372,
-0.001980994362384081,
-0.011919829994440079,
0.022714361548423767,
0.03617626801133156,
-0.04609556496143341,
0.01630641147494316,
0.006928922142833471,
-0.04772099852561951,
0.06905999034643173,
-0.02059921622276306,
0.025798512622714043,
-0.014305880293250084,
-0.008387642912566662,
0.03598871827125549,
0.07581178843975067,
-0.04190695285797119,
0.01749422587454319,
0.10477780550718307,
-0.017108706757426262,
-0.030883194878697395,
-0.049346428364515305,
-0.027403105050325394,
0.02773652784526348,
-0.002517595188692212,
0.00341496872715652,
-0.009752588346600533,
-0.021547384560108185,
-0.02769484929740429,
-0.08727315813302994,
-0.026319485157728195,
0.03698898106813431,
0.058682240545749664,
0.02152654528617859,
0.04663737490773201,
-0.012617931701242924,
0.07147730141878128,
0.03615542873740196,
-0.02221422828733921,
0.003045078832656145,
0.0260277409106493,
-0.0012216783361509442,
-0.005553557071834803,
0.04194863140583038,
0.05330581218004227,
0.01732751540839672,
0.029757896438241005,
-0.0008218326838687062,
-0.07647863030433655,
-0.026382001116871834,
-0.00804901123046875,
-0.03530103340744972,
0.040156491100788116,
-0.014253783039748669,
-0.05826546251773834,
0.039948102086782455,
-0.02967454120516777,
0.02071383036673069,
0.02919524721801281,
0.009768216870725155,
-0.02854924276471138,
0.048054419457912445,
-0.025610962882637978,
0.06535067409276962,
-0.023860499262809753,
0.02946615219116211,
0.009502521716058254,
-0.05280568078160286,
0.001289404695853591,
-0.05113857239484787,
0.022839395329356194,
-0.040489912033081055,
0.01916133426129818,
0.012680448591709137,
0.02506915293633938,
-0.04726254194974899,
0.030737323686480522,
0.02500663697719574,
0.04930474981665611,
-0.032862886786460876,
-0.010560094378888607,
0.0010237091919407248,
0.0009455634281039238,
-0.003967198543250561,
0.003711922559887171,
-0.01561872847378254,
0.017900584265589714,
0.026819616556167603,
-0.06414201855659485,
-0.01105501689016819,
-0.06643429398536682,
0.019171753898262978,
-0.011305083520710468,
0.013691133819520473,
-0.051597025245428085,
0.009575458243489265,
0.03484258055686951,
-0.12494982779026031,
0.05655667558312416,
-0.005907817743718624,
-0.01706703007221222,
0.03430077061057091,
0.01653563790023327,
0.0032977501396089792,
-0.05372259020805359,
0.00989846047013998,
0.045428723096847534,
-0.04224037751555443,
0.0058817691169679165,
0.07614520937204361,
-0.05168038234114647,
-0.07735386490821838,
0.009585876949131489,
-0.05939076095819473,
-0.01700451225042343,
0.013045128434896469,
-0.06126625835895538,
-0.012357446365058422,
-0.016348088160157204,
0.021609902381896973,
-0.03148752450942993,
0.013857844285666943,
-0.003206580178812146,
0.0004164516576565802,
-0.04115675389766693,
-0.032446108758449554,
0.018108973279595375,
-0.03894783556461334,
0.04534536600112915,
0.046178922057151794,
-0.020057406276464462,
-0.020953476428985596,
-0.0040114810690283775,
-0.010992500931024551,
0.011617666110396385,
0.02425643801689148,
0.01975524239242077,
0.036468010395765305,
-0.08177170157432556,
-0.017535904422402382,
0.016931576654314995,
0.001034779823385179,
-0.010346495546400547,
0.008736693300306797,
0.013045128434896469,
-0.012617931701242924,
-0.005022166296839714,
0.01936972327530384,
0.03386315330862999,
-0.011617666110396385,
0.04061494395136833,
-0.014691398479044437,
-0.02479824796319008,
-0.0012509829830378294,
0.012847159057855606,
-0.006611129269003868,
-0.0461372435092926,
0.026423679664731026,
-0.019838597625494003,
0.0767703726887703,
0.00655903248116374,
-0.020109502598643303,
0.053639233112335205,
-0.05034669488668442,
-0.0010999012738466263,
-0.024068888276815414,
0.030174674466252327,
-0.0163689274340868,
-0.01743170991539955,
0.002414703369140625,
0.0056264931336045265,
0.004790333565324545,
0.038176797330379486,
0.014222524128854275,
-0.008444949053227901,
-0.005014351569116116,
0.006486096419394016,
0.025694318115711212,
0.017369192093610764,
0.003370686201378703,
0.05751526355743408,
-0.031841784715652466,
-0.05263897031545639,
-0.014107910916209221,
0.002027881797403097,
0.018442394211888313,
-0.0011467887088656425,
-0.02093263901770115,
-0.04296973720192909,
-0.08398061990737915,
0.042157020419836044,
0.09235784411430359,
0.020692991092801094,
-0.031695909798145294,
0.06043270602822304,
0.028799310326576233,
0.002990376902744174,
0.002748125232756138,
-0.04701247438788414,
0.01204486284404993,
0.012086540460586548,
0.07627023756504059,
0.0423862487077713,
0.03498845174908638,
-0.015347822569310665,
0.027278073132038116,
-0.05768197402358055,
-0.021609902381896973,
0.0016618993831798434,
-0.011482213623821735,
-0.04780435189604759,
-0.005949495360255241,
-0.01403497438877821,
-0.0011832567397505045,
0.02381882071495056,
0.010106848552823067,
0.05939076095819473,
-0.02163073979318142,
-0.008200093172490597,
0.0032091850880533457,
-0.02844504825770855,
0.017077447846531868,
0.0063350144773721695,
0.04326147958636284,
-0.03182094544172287,
-0.0011656739516183734,
0.00571505818516016,
0.01765051670372486,
-0.012003185227513313,
-0.00890340469777584,
0.044720202684402466,
0.03992726281285286,
-0.013409808278083801,
-0.04071914032101631,
-0.024318953976035118,
-0.019244691357016563,
0.03669723868370056,
-0.0036884788423776627,
-0.05243058130145073,
0.008851307444274426,
0.0037327613681554794,
0.007121681701391935,
0.06364189088344574,
-0.021776612848043442,
0.03923958167433739,
0.031091583892703056,
-0.04242792725563049,
0.027403105050325394,
-0.00105301383882761,
-0.037905894219875336,
0.038989514112472534,
-0.021797452121973038,
-0.06318343430757523,
0.01868204027414322,
-0.04426174610853195,
-0.022881072014570236,
0.09127422422170639,
-0.0020109503529965878,
-0.0041755870915949345,
-0.04409503564238548,
0.01916133426129818,
0.02786155976355076,
0.040219005197286606,
-0.005009141750633717,
-0.010148526169359684,
0.038510218262672424,
-0.07101884484291077,
-0.02913273125886917,
-0.029695380479097366,
-0.027340589091181755,
-0.031029067933559418,
-0.06822644174098969,
0.053639233112335205,
0.04255295917391777,
0.07393629103899002,
-0.016546057537198067,
0.03457167372107506,
0.01212821900844574,
0.07606185227632523
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.