Add functional test for Earth time series use case. #14

sample_data/earth_fieldsamples/exp/results/demud-k=3/selections-demud.csv

@@ -0,0 +1,113 @@
+0, 56, 56.0, 0.27762681245803833
+1, 42, 42.0, 0.21914415061473846
+2, 39, 39.0, 0.1596023291349411
+3, 92, 92.0, 0.18431110680103302
+4, 21, 21.0, 0.19486528635025024
+5, 52, 52.0, 0.15950724482536316
+6, 58, 58.0, 0.15769262611865997
+7, 11, 11.0, 0.1457579880952835
+8, 31, 31.0, 0.13238264620304108
+9, 98, 98.0, 0.12878191471099854
+10, 72, 72.0, 0.1300099641084671
+11, 107, 107.0, 0.1271335780620575
+12, 95, 95.0, 0.1211974173784256
+13, 89, 89.0, 0.12039109319448471
+14, 25, 25.0, 0.11813856661319733
+15, 110, 110.0, 0.11257471889257431
+16, 105, 105.0, 0.11060289293527603
+17, 38, 38.0, 0.11024948209524155
+18, 70, 70.0, 0.11114992946386337
+19, 97, 97.0, 0.11051326990127563
+20, 29, 29.0, 0.10921660810709
+21, 41, 41.0, 0.10586059838533401
+22, 24, 24.0, 0.1074405238032341
+23, 68, 68.0, 0.09964031726121902
+24, 8, 8.0, 0.0950462818145752
+25, 61, 61.0, 0.09847945719957352
+26, 9, 9.0, 0.09301895648241043
+27, 112, 112.0, 0.09049440175294876
+28, 36, 36.0, 0.09002149850130081
+29, 66, 66.0, 0.08990421146154404
+30, 55, 55.0, 0.08827408403158188
+31, 60, 60.0, 0.08536501973867416
+32, 3, 3.0, 0.0862061083316803
+33, 40, 40.0, 0.08683674782514572
+34, 13, 13.0, 0.08268976956605911
+35, 86, 86.0, 0.0798049196600914
+36, 73, 73.0, 0.07948008924722672
+37, 106, 106.0, 0.07962563633918762
+38, 64, 64.0, 0.07823487371206284
+39, 100, 100.0, 0.07485155761241913
+40, 63, 63.0, 0.0745752677321434
+41, 32, 32.0, 0.07311229407787323
+42, 46, 46.0, 0.07121570408344269
+43, 23, 23.0, 0.07151971757411957
+44, 109, 109.0, 0.07107189297676086
+45, 85, 85.0, 0.06668628007173538
+46, 94, 94.0, 0.06573347002267838
+47, 1, 1.0, 0.06851319968700409
+48, 51, 51.0, 0.06787145882844925
+49, 69, 69.0, 0.06560350954532623
+50, 93, 93.0, 0.06535155326128006
+51, 74, 74.0, 0.062249597162008286
+52, 104, 104.0, 0.06128992140293121
+53, 103, 103.0, 0.06094454973936081
+54, 2, 2.0, 0.060696907341480255
+55, 62, 62.0, 0.05860124155879021
+56, 19, 19.0, 0.05856819078326225
+57, 67, 67.0, 0.05869901925325394
+58, 81, 81.0, 0.058567263185977936
+59, 0, 0.0, 0.056444913148880005
+60, 79, 79.0, 0.05592427775263786
+61, 54, 54.0, 0.056329138576984406
+62, 88, 88.0, 0.055971771478652954
+63, 12, 12.0, 0.05596727877855301
+64, 17, 17.0, 0.05407760292291641
+65, 49, 49.0, 0.05316951870918274
+66, 87, 87.0, 0.052020639181137085
+67, 50, 50.0, 0.052048567682504654
+68, 99, 99.0, 0.05330507084727287
+69, 108, 108.0, 0.05141867697238922
+70, 84, 84.0, 0.04937963932752609
+71, 57, 57.0, 0.04735536128282547
+72, 35, 35.0, 0.047098830342292786
+73, 20, 20.0, 0.04667595773935318
+74, 48, 48.0, 0.04604921489953995
+75, 83, 83.0, 0.04586431384086609
+76, 111, 111.0, 0.045810651034116745
+77, 33, 33.0, 0.044758446514606476
+78, 78, 78.0, 0.0446474626660347
+79, 44, 44.0, 0.044221181422472
+80, 4, 4.0, 0.043909743428230286
+81, 53, 53.0, 0.04335151985287666
+82, 82, 82.0, 0.04304930940270424
+83, 71, 71.0, 0.041672758758068085
+84, 18, 18.0, 0.0401739738881588
+85, 59, 59.0, 0.04022352769970894
+86, 14, 14.0, 0.03648202121257782
+87, 101, 101.0, 0.03599248826503754
+88, 37, 37.0, 0.035008348524570465
+89, 28, 28.0, 0.034392133355140686
+90, 26, 26.0, 0.034020982682704926
+91, 76, 76.0, 0.03299246355891228
+92, 27, 27.0, 0.03304186090826988
+93, 65, 65.0, 0.03292929008603096
+94, 30, 30.0, 0.03232031315565109
+95, 96, 96.0, 0.03224591910839081
+96, 7, 7.0, 0.0316937081515789
+97, 75, 75.0, 0.028098266571760178
+98, 16, 16.0, 0.026989663019776344
+99, 34, 34.0, 0.026266787201166153
+100, 102, 102.0, 0.024043915793299675
+101, 22, 22.0, 0.023198768496513367
+102, 80, 80.0, 0.02275286801159382
+103, 10, 10.0, 0.02228628098964691
+104, 43, 43.0, 0.021797241643071175
+105, 90, 90.0, 0.021761231124401093
+106, 6, 6.0, 0.02139926515519619
+107, 45, 45.0, 0.021350689232349396
+108, 47, 47.0, 0.021159641444683075
+109, 91, 91.0, 0.021002832800149918
+110, 5, 5.0, 0.019740987569093704
+111, 77, 77.0, 0.017713360488414764
+112, 15, 15.0, 0.01384750846773386

sample_data/earth_fieldsamples/exp/results/negative_sampling-percent_increase=20/selections-negative_sampling.csv

@@ -0,0 +1,113 @@
+0, 24, 24.0, 0.38875000000000004
+1, 21, 21.0, 0.35593798860085635
+2, 8, 8.0, 0.3375838528879583
+3, 56, 56.0, 0.3332316672010379
+4, 11, 11.0, 0.32255551422288586
+5, 61, 61.0, 0.3027805827864943
+6, 33, 33.0, 0.271634730280044
+7, 107, 107.0, 0.2411390034615649
+8, 36, 36.0, 0.23957160336697916
+9, 42, 42.0, 0.23735281466087477
+10, 58, 58.0, 0.20723042523323185
+11, 60, 60.0, 0.19748337923817166
+12, 0, 0.0, 0.18114244037871524
+13, 1, 1.0, 0.17416689895700976
+14, 39, 39.0, 0.15030344097381668
+15, 110, 110.0, 0.1455414587598643
+16, 25, 25.0, 0.14451751560178844
+17, 66, 66.0, 0.13660755504526764
+18, 92, 92.0, 0.11921219391358648
+19, 101, 101.0, 0.11518279976550752
+20, 79, 79.0, 0.10673480738059922
+21, 104, 104.0, 0.10442905316749018
+22, 89, 89.0, 0.09918621533952413
+23, 29, 29.0, 0.08915180066501785
+24, 85, 85.0, 0.08510350965026349
+25, 41, 41.0, 0.08497527917666346
+26, 105, 105.0, 0.08453619570749712
+27, 45, 45.0, 0.08090243872257309
+28, 38, 38.0, 0.07969274079594792
+29, 95, 95.0, 0.07796684680413893
+30, 52, 52.0, 0.0742190832036274
+31, 98, 98.0, 0.0727045070197403
+32, 31, 31.0, 0.07265919663087966
+33, 70, 70.0, 0.07193942983789665
+34, 94, 94.0, 0.06739292629953815
+35, 17, 17.0, 0.06493682008256202
+36, 69, 69.0, 0.0644832043409774
+37, 19, 19.0, 0.06337432008256201
+38, 49, 49.0, 0.0626103831006559
+39, 100, 100.0, 0.06234722520591908
+40, 93, 93.0, 0.05937470308942091
+41, 78, 78.0, 0.05861632465299822
+42, 55, 55.0, 0.0585424237449371
+43, 9, 9.0, 0.05319530466455582
+44, 88, 88.0, 0.050815704799904146
+45, 12, 12.0, 0.05072240491169474
+46, 3, 3.0, 0.05045426937087201
+47, 82, 82.0, 0.04928639735163064
+48, 2, 2.0, 0.043616324652998216
+49, 81, 81.0, 0.04344769950788318
+50, 46, 46.0, 0.040969948221873706
+51, 90, 90.0, 0.040227251960025
+52, 72, 72.0, 0.03932411103523493
+53, 63, 63.0, 0.03878297307457571
+54, 64, 64.0, 0.038175286240519524
+55, 109, 109.0, 0.03520582463273939
+56, 40, 40.0, 0.03495329938021414
+57, 18, 18.0, 0.03450022263363126
+58, 43, 43.0, 0.03385284352488803
+59, 35, 35.0, 0.032714641656359046
+60, 106, 106.0, 0.02866931825403305
+61, 26, 26.0, 0.02865497811727024
+62, 53, 53.0, 0.02784861118332598
+63, 103, 103.0, 0.02783504634339109
+64, 14, 14.0, 0.02768275589504801
+65, 62, 62.0, 0.026453073510824238
+66, 97, 97.0, 0.026453073510824238
+67, 34, 34.0, 0.023421581809798996
+68, 13, 13.0, 0.02143057210748687
+69, 73, 73.0, 0.02088408791569977
+70, 102, 102.0, 0.019742941080233195
+71, 65, 65.0, 0.019742941080233195
+72, 22, 22.0, 0.019742941080233195
+73, 54, 54.0, 0.01962930471659683
+74, 28, 28.0, 0.019615390059825034
+75, 5, 5.0, 0.018512959504269476
+76, 84, 84.0, 0.018512959504269476
+77, 99, 99.0, 0.018492941080233194
+78, 37, 37.0, 0.018492941080233194
+79, 59, 59.0, 0.017381829969122083
+80, 112, 112.0, 0.017381829969122083
+81, 32, 32.0, 0.017381829969122083
+82, 27, 27.0, 0.01726819360548572
+83, 30, 30.0, 0.016571644783936895
+84, 75, 75.0, 0.0159929410802332
+85, 76, 76.0, 0.0159929410802332
+86, 77, 77.0, 0.0159929410802332
+87, 10, 10.0, 0.0159929410802332
+88, 80, 80.0, 0.0159929410802332
+89, 83, 83.0, 0.0159929410802332
+90, 47, 47.0, 0.0159929410802332
+91, 74, 74.0, 0.0159929410802332
+92, 6, 6.0, 0.0159929410802332
+93, 4, 4.0, 0.0159929410802332
+94, 87, 87.0, 0.0159929410802332
+95, 91, 91.0, 0.0159929410802332
+96, 96, 96.0, 0.0159929410802332
+97, 7, 7.0, 0.0159929410802332
+98, 15, 15.0, 0.0159929410802332
+99, 16, 16.0, 0.0159929410802332
+100, 44, 44.0, 0.0159929410802332
+101, 67, 67.0, 0.0159929410802332
+102, 57, 57.0, 0.0159929410802332
+103, 111, 111.0, 0.0159929410802332
+104, 51, 51.0, 0.0159929410802332
+105, 50, 50.0, 0.0159929410802332
+106, 48, 48.0, 0.0159929410802332
+107, 71, 71.0, 0.0159929410802332
+108, 86, 86.0, 0.015879304716596834
+109, 20, 20.0, 0.015865390059825034
+110, 68, 68.0, 0.015740415827707945
+111, 108, 108.0, 0.015740415827707945
+112, 23, 23.0, 0.015645659856783747

sample_data/earth_fieldsamples/exp/results/pca-k=3/selections-pca.csv

@@ -0,0 +1,113 @@
+0, 56, 56.0, 0.526903035121405
+1, 42, 42.0, 0.4487158089539282
+2, 92, 92.0, 0.4190806943148992
+3, 52, 52.0, 0.3861281839794325
+4, 58, 58.0, 0.37586374065558537
+5, 98, 98.0, 0.35853675196992907
+6, 107, 107.0, 0.3565610371454613
+7, 39, 39.0, 0.3529103167531485
+8, 31, 31.0, 0.3516435515058818
+9, 89, 89.0, 0.3448165085821292
+10, 25, 25.0, 0.34446938954190304
+11, 11, 11.0, 0.34150282603855675
+12, 105, 105.0, 0.3378995550772176
+13, 72, 72.0, 0.33368124170792735
+14, 29, 29.0, 0.3321829462155307
+15, 38, 38.0, 0.32954195193923586
+16, 97, 97.0, 0.3295396469528431
+17, 41, 41.0, 0.32807511095659025
+18, 110, 110.0, 0.3225069156843498
+19, 70, 70.0, 0.3136017204900274
+20, 61, 61.0, 0.31336624922509865
+21, 68, 68.0, 0.31049708745594845
+22, 40, 40.0, 0.3084258102917277
+23, 112, 112.0, 0.30416845645008544
+24, 21, 21.0, 0.3040096532267582
+25, 95, 95.0, 0.29666771176344936
+26, 66, 66.0, 0.2964873977815067
+27, 36, 36.0, 0.2962794250024652
+28, 55, 55.0, 0.2913555358873209
+29, 9, 9.0, 0.289820929020676
+30, 8, 8.0, 0.2895253350658928
+31, 60, 60.0, 0.28655875187188323
+32, 13, 13.0, 0.2846510513564364
+33, 3, 3.0, 0.28109341780688646
+34, 73, 73.0, 0.2799456178781886
+35, 46, 46.0, 0.27834057242593613
+36, 106, 106.0, 0.2779323502730694
+37, 63, 63.0, 0.2727524965947853
+38, 64, 64.0, 0.2715987104181768
+39, 32, 32.0, 0.27056602459101653
+40, 100, 100.0, 0.266427451083239
+41, 86, 86.0, 0.2632455398589518
+42, 51, 51.0, 0.26116398114126915
+43, 69, 69.0, 0.2587892638708558
+44, 24, 24.0, 0.2565116944156565
+45, 93, 93.0, 0.2536024065891103
+46, 109, 109.0, 0.2530544746227612
+47, 94, 94.0, 0.25092695179769936
+48, 23, 23.0, 0.24746502297329123
+49, 74, 74.0, 0.24610957600327263
+50, 62, 62.0, 0.24141330189672727
+51, 104, 104.0, 0.24128297426351825
+52, 1, 1.0, 0.2411896621010089
+53, 19, 19.0, 0.24015146774072665
+54, 12, 12.0, 0.23522181048419902
+55, 0, 0.0, 0.23435187993285814
+56, 2, 2.0, 0.23386829110952168
+57, 67, 67.0, 0.2318646433641012
+58, 54, 54.0, 0.23154002038486865
+59, 103, 103.0, 0.2290933461158032
+60, 50, 50.0, 0.22871712652721907
+61, 81, 81.0, 0.2261678529337119
+62, 49, 49.0, 0.22603983463691527
+63, 87, 87.0, 0.22598009416895914
+64, 17, 17.0, 0.22325075610336856
+65, 85, 85.0, 0.22313304263671116
+66, 79, 79.0, 0.22115840051699684
+67, 84, 84.0, 0.22060771906021057
+68, 108, 108.0, 0.220385163748575
+69, 57, 57.0, 0.22000491660411053
+70, 99, 99.0, 0.21535373841032487
+71, 83, 83.0, 0.2147463181120355
+72, 20, 20.0, 0.21390520120768106
+73, 111, 111.0, 0.21371968359403473
+74, 88, 88.0, 0.21363850855128608
+75, 48, 48.0, 0.21228154409280567
+76, 4, 4.0, 0.20818877689048904
+77, 33, 33.0, 0.2068647816005978
+78, 82, 82.0, 0.20663807995327227
+79, 44, 44.0, 0.20612222120707038
+80, 71, 71.0, 0.20543009768450088
+81, 53, 53.0, 0.20317865918471276
+82, 78, 78.0, 0.20195161395175398
+83, 35, 35.0, 0.2007592392140072
+84, 18, 18.0, 0.1987218474734307
+85, 59, 59.0, 0.19598905828532834
+86, 37, 37.0, 0.18625413183426923
+87, 26, 26.0, 0.1852751900261788
+88, 101, 101.0, 0.18517980665330078
+89, 14, 14.0, 0.18392174152109342
+90, 65, 65.0, 0.18292294836417777
+91, 28, 28.0, 0.17945196525402338
+92, 96, 96.0, 0.17773874445874105
+93, 30, 30.0, 0.17670638849306944
+94, 27, 27.0, 0.17666725474665726
+95, 7, 7.0, 0.17551974092712203
+96, 76, 76.0, 0.1733802421608884
+97, 16, 16.0, 0.16184111727034617
+98, 34, 34.0, 0.16027829843304586
+99, 75, 75.0, 0.15974180101950983
+100, 102, 102.0, 0.15387323644329878
+101, 80, 80.0, 0.150306742312114
+102, 10, 10.0, 0.14804253415931198
+103, 22, 22.0, 0.14800431735228442
+104, 6, 6.0, 0.14569861511041313
+105, 90, 90.0, 0.14482732878697013
+106, 47, 47.0, 0.14371104748053967
+107, 45, 45.0, 0.1425382236908023
+108, 91, 91.0, 0.14168351861451495
+109, 43, 43.0, 0.141328127136138
+110, 5, 5.0, 0.13892277407930645
+111, 77, 77.0, 0.13163322643707223
+112, 15, 15.0, 0.1166822492691283