Enhance SHAP analysis for RBF optimization:

- Updated script to generate SHAP beeswarm plots for both the RBF objective and target surrogates. - Refactored model loading functions for clarity and efficiency. - Added functionality to skip objective plots via command line argument. - Improved error handling for missing model files and data. - Streamlined SHAP value computation and output saving processes.
parent 719888f5
tw1,tw2
1969.1775022940997,-4133.472448511333
3166.8079790216425,-7337.926646479855
-1098.6477764574508,-1397.3758370980102
1338.2217706678384,-5994.550836558021
-2946.3778724612953,-1526.9243861494538
-2333.046213957654,-2421.4681590250148
-264.23758067756626,-4496.972753014677
-4574.024688148822,1925.6014290565709
-4097.323700571105,9576.778471723826
2631.9466116183203,-6597.689339981227
1938.2639011333476,-2165.886322618674
5613.256539825463,-9876.236339080931
3855.6120731250576,4670.122733954824
-6842.705886407564,9528.763403879348
-2066.8425412998513,-1846.296116792034
1052.6040133304932,-5802.836588127366
-3831.4615859591922,-858.6148198385126
-4667.9135631626605,3197.1505899225695
-2777.0021061722045,-1628.1420880997402
-2494.312454262833,-2015.7626522266974
-2049.1557198120154,-2737.8422120587365
670.184447419982,-708.606250146418
2549.9567224751127,-7114.21113983408
-4385.8769607758095,395.648155944225
612.3414921878502,6929.524115997154
-10801.73346427028,9435.339013927876
1823.0461611798346,-6138.648970515787
513.1352616970789,-5224.49174044269
-2180.985129954117,-2589.013154770354
-8007.178098906228,4904.2810724279
-65.06714878429648,-3622.009660412402
-1109.9663769815506,-3663.4115812778155
-489.9887832700733,-3899.1175124577558
-2199.0794788559124,-176.87796941430815
-2214.7035878980196,-1462.0539109166639
-3592.0008046036446,-1221.2325224425385
6336.211044937054,2879.5332378236108
-4395.670397012955,191.2263584242637
-2618.5836374625596,-2147.5850903845176
-1178.736653190581,-3596.579754041917
-150.94100045097275,-2741.2520998143646
5746.29384927141,6751.086556711544
-8006.736597054028,5378.602131353464
869.3464906132913,-3998.9747222377227
-2804.643454022567,-1722.0512850151476
-2019.560222929799,-1834.040258255732
-3083.7683360680367,-1281.2859195145893
-2666.656058013571,-2128.6778474668936
-7876.778531824973,6643.907552266635
-1356.967937823453,-1489.551596643127
4291.1399693688,-8206.511467376462
-2311.59562830049,-1985.4078096063267
1648.2837250509365,-6153.262770278631
-3989.5212396709317,717.4022530305551
-1174.0683730702597,-1481.547729983324
-4717.464336733167,2721.5833584417805
-2764.3241569105157,-2042.9256893549737
-1944.2505278293168,-1786.0342599167177
1314.679749336914,-5870.129380432247
-2227.7156869138425,-2563.1727226694366
-996.0544150052965,-3718.987391174199
-2932.384204857868,-1351.3619821341317
-1859.0416969395358,-1619.7202719137501
-7034.539491017924,4343.124768672731
-1962.1771282711159,-1763.0263660758003
-1840.6151588336133,-1703.3208494975538
-1656.6708387369754,-1211.024489883388
-3122.7218941875617,12666.780484692226
6893.848501483278,-6837.37526664022
5558.14855964663,12390.717577798809
-2203.5893886122803,-2440.3257711644774
5535.938845273549,-7850.968624411432
-3748.356515763411,841.855729421784
-2887.562872197051,-1917.9279066525846
-7882.316226941437,10374.660734578443
2402.7572137073485,-7071.651914419419
-2410.828596580711,-1804.0160902655634
-1704.6458336838837,-1736.8007805280836
-2621.19251567021,-2120.4254238968915
823.2545045581455,-5502.443644707087
-1284.457363169783,-1504.5054375850023
-9946.081493515094,8207.500624471215
-1948.9926133072029,-1553.4951205099744
2502.2529593243125,-7076.942337398544
-2395.813028366893,-2189.270780071914
-2979.2314219912805,-1831.5327967997791
-2295.977772963899,-1980.572842329324
-9782.305967408558,7669.733268987364
-2075.157751257793,-2710.5088497368974
3813.683992397032,-8051.344706133101
3670.6180960575593,-8222.146209841416
-2738.728551779797,-378.0149791548888
1566.119995509227,-5919.912852083644
-7597.460872031337,6421.068507816046
2149.0921930955055,1103.092920765891
10117.95864481548,2956.53253664162
-1521.6777646053915,-1634.8128421957758
-6640.819344375028,2856.605673284673
-749.9609658888903,-4020.661039300521
-4576.681157653982,-30.912045327443593
1550.8704241159503,-6287.352067010262
-4646.938736066332,5103.786453584626
-4891.000049795027,1152.682148027483
-1901.3115666012136,-1792.5358608071965
-2528.984304642041,-1708.1288064963364
355.75169234101395,-4645.171719442208
-2150.507942858423,-1898.3060382489411
657.6138471762088,-5317.124195020022
-7772.4508832661195,4554.027546640106
6736.817989899771,-4424.745294093839
-3077.330328616276,-1732.9269439907825
-43.70672646803996,-4721.338765110037
-2377.6854029990077,-2095.473633626338
-1257.2804945843616,-1637.2630552276357
-1141.0012223373305,8282.01819467038
-3271.712416696554,-1351.7079435463038
6284.246505482148,-8564.019462758277
4719.194049475312,-8958.305029006133
-1878.927566163571,-2905.6116429057984
-7498.384540528331,4672.281696723135
2501.5442478433924,-7058.666103530213
-2909.8731001820133,-1847.5906741253102
-680.9638668058037,-4089.090415471935
-1132.3567623833424,-2442.152833676403
-3230.5122181704364,-1514.779985747311
-165.91574049002884,-4598.076956517077
-4199.758157174825,1349.1718218943693
-2398.1774784936333,-2032.641036656899
6959.611736849396,11296.914550583699
-1554.0956691098856,-1693.3324243601553
-1742.3436039340727,-1715.4672258193086
-7173.641355210896,4315.257835100385
11291.322875722213,8261.674540656884
-7102.276486546627,3929.4168515009706
-10320.976903016002,8515.766325539986
-6313.248965780409,2687.613016008422
-1417.6790631671158,-1670.5255479140344
150.42550871941648,-2624.1890034266553
-2979.1109385851505,-1828.5213412633893
3362.3709117491862,-7901.316591630172
-6085.153428520384,2456.8582988124826
-5467.13016152578,1211.492277210832
-1565.9816371469747,-2300.265815795682
-3070.689815137215,-1053.946325656283
-4597.976365465768,7217.489416770433
9038.002257895063,16180.194192094194
13612.88633527361,14130.38768886373
2718.5661485205583,-7367.859667387372
5979.97195381297,-9939.52312334589
1710.5605074735213,-5957.7826993665
4633.8501047459995,8507.124436734473
-1687.2835930419724,-2883.9914833955354
3893.6931304892087,-5345.902988763012
-2431.8655876874113,-2364.4213231137896
-7448.053612973608,4352.142333978354
-2596.2462395012203,-1823.7970110755382
-3965.061943507137,-791.4101429500638
-4086.5657150484813,-309.0643024708652
-2397.934605914951,-2398.113790288805
-2383.205172681556,-2115.4252122592397
5476.181559449786,-6311.322409103551
-2843.7713175231884,-1961.699327651373
3026.9934369431403,-7009.379505215649
2356.127503277072,-5621.262520752404
-854.8203311364837,158.33280598734245
2173.8154431267158,3930.4259804883477
372.88611150150246,-5124.474293961501
-2103.477075314864,-1817.6378203301374
-1425.0368195089204,-1652.3845838225998
-1014.1823042515673,-1410.5455231090812
-1543.2591203601144,-1557.049475715589
2165.560676500737,-6021.753545156452
1682.478900954614,-6319.736192770117
10288.576097127676,2221.4128745492544
-2698.824568678552,8317.189913337908
-1544.1573831100723,4671.789690839434
-1281.8159408991278,-3352.548328327627
-2256.255867467006,-2472.87624463588
1379.2612671272318,-6046.163721866099
-1884.921176771647,-2876.7734930389925
13352.836819600696,12363.2286757636
-8585.689965200023,5807.230274942585
-258.2365585276493,-2888.816783536343
1599.183465649231,-5980.525136632937
-2405.892272069156,-2283.3826474762445
2576.96861650673,773.794884345019
-4237.722029866315,-83.73363774844893
-7302.055929504869,3834.6328591543343
6558.985582293775,-5612.742106639415
-2347.027276334489,-2447.7752532422337
-1202.8586924841175,-3571.5302377529606
1983.1396023916732,-4782.303866938397
-2316.6553953456337,-2416.6535304020986
671.2969735143424,-5427.829323504908
-1456.4964819190593,-1602.7808219563774
-1003.523581804564,7409.576588337664
-925.7718071478957,-3814.3791691078504
-1836.0383128459741,-1518.0507293040398
4386.350323486999,-280.7471246058267
-2629.570170503057,-1968.3379597984003
feature,mean_abs_shap
tw1,0.012147539755102039
tw2,0.0036765555974290274
feature,mean_abs_shap
tw1,0.017197619981905
tw2,0.0031209069412923497
feature,mean_abs_shap
tw2,0.0174547255111171
tw1,0.005858345424436849
feature,mean_abs_shap
tw2,0.022187929910289533
tw1,0.008735972385967301
feature,mean_abs_shap
tw1,7.305463125116714
tw2,5.343045659608185
feature,mean_abs_shap
tw1,9.495314555928537
tw2,6.522098877414948
feature,mean_abs_shap
tw1,27.482217470115014
tw2,9.515449672450403
feature,mean_abs_shap
tw1,31.925346442451197
tw2,14.739077106400522
feature,mean_abs_shap
tw2,25.489558109653416
tw1,3.7788587611947775
feature,mean_abs_shap
tw2,31.807282692536248
tw1,8.531344756396864
tw1,tw2
-0.015784177085658935,-0.0008520540971310303
-0.019059782565328046,0.001776231067268097
0.017137630324476665,0.00811765871859262
-0.017079706482507742,0.003160556638590037
0.013416757411625718,-0.001052314092254366
-0.0011373034498669207,0.007518642053757463
-0.013497398566998761,0.004420821858289362
-0.006498168572283379,-0.005048529394276378
-0.010104245783505803,-0.005412456898271269
-0.017930191956855704,0.0013318124921900404
-0.015253935440859802,-0.0020937924408701448
-0.022563496184565785,0.002674238099836069
-0.015307367382546568,-0.003957034345783287
-0.0069393970631737925,-0.005595388553576906
0.012425329877332632,0.003757039896014353
-0.016708469393374815,0.0056357657919548845
-0.000733833367949379,-0.003228973916867387
-0.007473097357811168,-0.005302404624226889
0.013396686090618837,-0.0004980170937364803
0.006933219657136884,0.0031982193048990873
-0.004999573991113015,0.0056781945191776255
-0.014177277833587703,-0.0030015832028854866
-0.019035714313810716,0.002855662785782677
-0.00404097658775392,-0.004457058618136594
-0.013577578441524336,-0.004857836127593497
0.0071607717475733156,-0.006689428613354
-0.017245293464406217,0.0017595314028973214
-0.015455375312305992,0.0034574212849396418
-0.007175484573286858,0.0005117933876021691
0.011367560816562455,-0.006728745700327311
-0.013844916704482573,-0.0007837185472321043
-0.010797857314444912,0.003963720757933654
-0.013174139083955809,0.00040857643999705345
-0.010822023261377198,-0.0037933320436896456
0.020909264699165632,-0.0009416305013206852
0.00670240968999378,-0.0022933226189087268
-0.01631381379928263,-0.003099964879401833
0.017922831980985886,-0.004468499620302064
0.0022851696641680193,0.002785224846756338
-0.010435661030829359,0.004312851706576741
-0.013624141814339243,-0.0017939302294448355
-0.01575072605361595,-0.003959928370719443
0.019473626481470163,-0.007304244282211644
-0.014938385523608108,-0.0007249791935553303
0.011072348964218763,-9.596973942966464e-05
0.012625673977619049,0.004014473425204824
-0.006865458271018896,-0.0029817550079390513
0.0015975312517748884,0.002084381737998204
-0.002314810946680016,-0.00598855028020728
0.015464926438104893,0.00800352440430915
-0.02012144321679947,0.0015674751769044343
0.005302259219644809,0.008332500737438183
-0.01730484575418693,0.0023211673476405785
-0.006851731267207551,-0.004544292916301585
0.017083697945392693,0.007214418103704722
-0.006952133741909023,-0.005238947704695251
0.0010507005253244245,0.0009684685250297143
0.011232607776348175,0.0066187783859570325
-0.016799567191258632,0.00244372524609272
-0.005737371368471564,0.0017189496418256248
-0.011684154610041866,0.0019786463392971604
0.016647090390746622,-0.0016378733501812258
0.020407509392100145,0.0003407545081680931
-0.0007318309000980648,-0.005922614324252905
0.016013256520850946,0.002089632338395559
0.011741302055871101,0.007601172115155208
-0.011513089925670728,-0.0030877869041293186
-0.01105553286580406,-0.00515440555253846
-0.018852705881521246,-2.530036117628573e-05
-0.015198303621051304,-0.0044842969318813625
-0.008475483360917597,-0.0009712561994435591
-0.019428256309860368,0.0006509789682303986
-0.00781742788126119,-0.004546664718010601
-0.0007848373292039384,-0.0003470656942276412
-0.005737091473396426,-0.005581158066600318
-0.019114893866000845,0.0038858370715753286
0.01296061087757817,0.0011765096054655484
0.015923061487050756,0.00374096458165752
0.003089444648430306,0.0027754821895030896
-0.01607700301119728,0.0031757961969264073
0.016250259670222342,0.007398225854247344
0.005266352539693615,-0.006555575813987764
-0.010788697312440778,-0.002826452316297027
-0.018985877118505093,0.00290739042828779
0.0020605783948469923,0.008051454505271092
0.0017481643824222466,-0.0003554286027414068
0.005898268817539423,0.007815927794255585
0.00952272918723224,-0.006920170382765382
-0.004365903369462153,0.008406295803138529
-0.020140626940456235,0.001994057726611209
-0.0207843089650485,0.0032949613524296956
-0.009562599168741491,-0.0037764802183726798
-0.01688100226010726,0.0017711319941438597
-0.002927486316937823,-0.005945134893850658
-0.014910952905468651,-0.0034050103197342096
-0.017159430813916035,-0.002528490056920976
0.015155434224434862,0.006275747106148179
0.010577907608570015,-0.006075728009518593
-0.011826107309919693,0.005496795185144152
0.007772223380028372,-0.0041159845584915755
-0.017713397945307113,0.005381884510028922
-0.008526403686133388,-0.0054775440818240345
0.02089790339800567,-0.005414008308713549
0.01413715255863978,0.003746913325470065
0.014180335072099908,0.0002250422191308367
-0.01472310011177519,0.0008798530378877345
0.009453449153914679,0.005771031510044492
-0.015688554662968462,0.0028795082051832864
0.012002116563654797,-0.006686483597934542
-0.01778301165462614,-0.0008635611338026691
0.0010070238660719634,-0.0009365703061338
-0.013992799255999092,0.00622445733237185
0.003902642758815616,0.007627628692475259
0.022003434619285223,0.0017748769054917873
-0.012420224229197594,-0.005168349311704129
0.012324433053811257,-0.001793055633543511
-0.020128822943813587,0.0007463274553784344
-0.021386596041127214,0.002150835282614748
-0.006657088264030681,0.004703482244033021
0.019921080755997123,-0.007138560189239345
-0.018932060830701977,0.002799782471549047
0.005837477453473749,0.0002043809232862119
-0.012086717444062586,0.00534591519519571
-0.012186691124180324,-0.001967681613838654
-0.003413040233388013,-0.0022651566186332565
-0.013727468823932337,0.005004480047743237
-0.006987121300271629,-0.004812819390497779
0.006602275587227615,0.004659726249865607
-0.01568783194736688,-0.004240496783741082
0.01893542531672631,0.002411068107876453
0.013415833905273584,0.006164233536697646
0.0003699839281436322,-0.005980305943393289
-0.016835447490995754,-0.003243614923078862
0.0018657395099942777,-0.005992519564424457
0.012766803722207724,-0.007227240138101852
0.017596842137083218,-0.006288233533107004
0.01994981145751956,0.0024040481960870864
-0.013942085259257874,-0.001910799515418683
-1.3068098727003763e-05,-0.0006510577559744324
-0.020278673518303175,0.002979144955968835
0.0184912827026168,-0.006202382538869639
0.004891974525417359,-0.005089349953747952
-0.011317283293925756,-0.002034905970171086
0.019122245827385493,-0.0024692446057710572
-0.00921195982664736,-0.005520146736236069
-0.015778725830945965,-0.0041288787885303616
-0.01671820923641948,-0.0034720865785329846
-0.01959153550477207,0.0038099718394258644
-0.022290315255744417,0.0018448794137655017
-0.016953539513148645,0.0015493845598636771
-0.015236083218673153,-0.004372471639488486
-0.010236998721119633,-0.0004492213675548265
-0.017246450806233153,-0.0003173567584147177
-0.003298782679316204,0.002056243347899816
0.00299157982839875,-0.006132136411894858
-0.008173045506721516,-0.002312612552128779
0.005318688746068726,-0.0031416677307635997
-0.003001738864446088,-0.003923461342761551
-0.0027477593808435397,0.0030343868423810053
0.0032984469238586146,0.008004721479069814
-0.018253811205728727,-5.4364909120412086e-05
-0.0005362673832306208,-3.0158872231657308e-05
-0.018517626060082275,0.001454713938245665
-0.016805390117344658,0.0003649935532152246
-0.012737633462143506,-0.00367958269976398
-0.014642205786431849,-0.004137439988505055
-0.015164439754186534,0.004573740611056934
0.013870857297371215,0.0024987502536259164
0.017099484881075502,0.004724649683065366
0.01789942278525089,0.007606291061343945
0.014087961748902741,0.008007263987873187
-0.017124154973922334,0.00101053490115241
-0.017695025788023417,0.003112282466869013
-0.01727947644744566,-0.0023559861822934278
-0.011244917970428002,-0.005330791553878007
-0.01212518586538142,-0.004956662936255015
-0.011139893888667488,0.0006369193641972588
-0.007593456112721445,-0.0003915260606574926
-0.017189838129948697,0.003288676327087618
-0.008467048517192394,0.0011156577675467856
-0.016810785012430315,-0.0033796950019234356
0.012868206212408462,-0.006994316282753436
-0.013506503922234094,-0.0016348521054334077
-0.01698299316473749,0.001865158044454085
0.0009186212581514738,0.0071298124497027535
-0.015168183313380514,-0.0032130587702305542
-0.0028727376987078244,-0.0041190965745796955
0.010204485408966318,-0.006395104027771534
-0.018177837476668735,-0.00043661138898704044
-0.002717335532660726,0.003916982519864682
-0.009860327516303207,0.0067961792517678525
-0.01607526697777269,-0.00030739427650201476
-0.0012925852777489408,0.008503636766281707
-0.015857860208480512,0.005648453378155643
0.015483072949756819,0.0065472317151289115
-0.012532828385218289,-0.005118320120732692
-0.011776292710532398,0.0025788304086691513
0.02242436470028942,-0.0004575386564023634
-0.01609279623058723,-0.0025349297577380372
-0.007388479862349837,-0.0019035932870006926
tw1,tw2
-0.02150550153069205,-0.0037083295123206475
-0.023583935260818468,0.0001456571063825525
0.026745317356088857,0.0031942114433460983
-0.020250208123718267,0.0013984478629723192
0.023967660869633093,-0.0024969353297585074
0.00020097543110968868,0.0024244263631672328
-0.01562858171733574,0.0018451308950919627
-0.005246789379970956,-0.0061051136657915735
-0.012354721962671854,-0.0054303778537067755
-0.022838787046417876,-0.0005385970095402245
-0.021159850454498294,-0.005280790206900851
-0.02543996892649956,0.002016024163161389
-0.02207652334204321,-0.006949916130139126
-0.006757967719535917,-0.004641761254163563
0.020966053034878966,0.0004905055711377296
-0.019344953155564965,0.004003764265488225
0.004225695231258521,-0.004245784580311503
-0.007079037706587379,-0.0062649196090028315
0.02376916907503452,-0.0020663714431820926
0.01349363395172437,0.0002743850455215191
-0.004627799511549648,0.0014520515298302138
-0.019192025092896824,-0.005962541444217713
-0.02250874904659016,0.001385408393972793
-0.0009937609962524865,-0.005491971621785184
-0.01872948921017278,-0.0068314160115117185
0.016270199297982072,-0.0034825523238355173
-0.021474944406951923,1.1441293006824588e-05
-0.01818967842062358,0.0014433653210644826
-0.0060008619583902904,-0.000947310286641679
0.022613143320070354,-0.005240231516826142
-0.017502483569636816,-0.0029838959924559164
-0.012030932628686843,0.001262357065225702
-0.015789986895071096,-0.00136461110357659
-0.012577064438496873,-0.005802858134583842
0.03446161228087842,-0.002487709099058086
0.014887199848389838,-0.003417004104883537
-0.023895144385596576,-0.006576563858473369
0.031484802043925474,-0.004877037907547559
0.007093591763070048,0.00015685180291007128
-0.011611835360159185,0.001391283809132688
-0.01749645128587629,-0.004269595938015985
-0.023060123758131736,-0.006837566480118799
0.03498650421572854,-0.004887369185218975
-0.019673486575910067,-0.0032275989466357888
0.02042308814629982,-0.0017155259427135208
0.021153032825636013,0.000589267088482899
-0.005367246334726815,-0.004289734289428422
0.006406331320025573,-0.00014720232917608475
0.0012331286410870133,-0.005120755261845519
0.02429678338669928,0.0029710031764408826
-0.02484378323640629,-3.1484606842852036e-05
0.009401843438924723,0.00317227023001862
-0.02105624490691533,0.0006371776527950637
-0.00567025779845115,-0.0058169854084497985
0.026714592108908877,0.002123503740503921
-0.006123628010659042,-0.006211864262054785
0.006041016838598978,-0.0007561367938622165
0.018343246488584233,0.0015977741999785612
-0.02034207103995354,0.0007218038918422702
-0.004123181551894815,-0.00015213040583769363
-0.013121260574074877,0.00015461422228095142
0.028678150308921214,-0.0029842086060437104
0.03327542724198413,-0.001549290883925948
0.003940926154208234,-0.005685651746611668
0.02653778555310231,-0.00033406801139830924
0.018896935680627086,0.0023934454195391475
-0.013683059205862186,-0.005212092122379164
-0.014293594534492728,-0.004685053903403673
-0.02578807020412211,-0.00301900984504163
-0.022208479993558964,-0.006144052925271783
-0.007927611984013396,-0.0023187825223051108
-0.025559061841266457,-0.0016756175522430576
-0.00734364275913631,-0.005941144641294593
0.0037761503219625736,-0.0016467641836268587
-0.004749706531002786,-0.004028160904461123
-0.02206333134945653,0.0025891174849113838
0.0226241251609687,-0.0008579027724176444
0.02585553974088437,0.0004952544515559529
0.008242089862418367,0.00014015138083189882
-0.019053133842398404,0.0012946674640947932
0.02548513544176973,0.0022823666368563464
0.013301225017010199,-0.00411761176409034
-0.012220226916918667,-0.004730025116535488
-0.022424030979461263,0.0014325042519870608
0.004709757384196447,0.002858871854888631
0.007435627685413507,-0.0017008367143131232
0.010344529043299584,0.002545519121363242
0.019921596174311017,-0.004288644066396001
-0.004484598125400925,0.0038719767943765984
-0.024313438707357835,0.0005515350921382368
-0.02380431568454848,0.00234293510089241
-0.010214319257776008,-0.005516820539063175
-0.020976158344252288,1.4199856172625314e-05
0.0002427914422047303,-0.0052469477452299
-0.020979847232881293,-0.006588856143776911
-0.025188191373157715,-0.006155659979826266
0.024059430143245648,0.001457871143270572
0.021247236085719573,-0.005590546953664066
-0.013654213247549164,0.0022932721514245143
0.016745578839933137,-0.004878200116960944
-0.020416002076926978,0.004093258540204644
-0.0091373214698936,-0.006219916672730669
0.03622453107095295,-0.005177767324752787
0.02336026847473445,0.0004920215609054285
0.02462563698872402,-0.001539429741875535
-0.01827719067661155,-0.0009841461669252913
0.01603863449393248,0.0011734017873818378
-0.018686072272420397,0.0010210589448482812
0.0235464645515947,-0.005311496206509194
-0.025193664797827236,-0.004359421230817052
0.00650821243124227,-0.0021556999762231896
-0.016337038031215778,0.003669313515887257
0.007470054776481088,0.002357684377607517
0.03501385973783411,-0.0005915854564676748
-0.01656634256547003,-0.0063957239485725875
0.02266010174155072,-0.0030695874105867646
-0.026057170356817573,-0.0014392625422414637
-0.02507695942573769,0.0009628559382492824
-0.006544485202391075,0.0011927902381217818
0.03556577305703222,-0.005058014962005489
-0.022448896411598643,0.0013089150723142075
0.01305628989834107,-0.0013767863982009111
-0.01395441067018481,0.0022329605476111986
-0.014660422446193512,-0.004050527747004366
0.00013958045185223644,-0.003361948577537535
-0.0159340775431652,0.002314107801117269
-0.005995566990938957,-0.0060274518114841955
0.012405902753783407,0.0007808495361384532
-0.023115970594350024,-0.006360562603647705
0.030493720116423623,-0.00017441387195976654
0.021590846980817813,0.0013827810672291385
0.005691054593337588,-0.005647865734512245
-0.024973594878033262,-0.006305710428000832
0.008052606539426077,-0.005671944358998121
0.024961382016272956,-0.003860148760790185
0.03170144361030645,-0.00541553289912506
0.03191409639599836,-0.00018673164216802263
-0.018215837374209856,-0.004536090853383315
0.004969904453100228,-0.001902589201443046
-0.023550562208843363,0.0017825005767724347
0.03299205979441697,-0.005392587096949175
0.012659159154662425,-0.005537522978158488
-0.013015590906755557,-0.003915026372482141
0.032483432830125,-0.0035958495217806308
-0.010558985809061484,-0.0058972283512638765
-0.02343130462547093,-0.005396795500822487
-0.024948956552409127,-0.0056820806229187365
-0.02254180439029697,0.002647402432830164
-0.025941210712816954,0.0007202669955555137
-0.021280976786219742,-0.0002546041759440218
-0.022129356330708175,-0.006765917769942367
-0.010856229097076963,-0.0019475473640190484
-0.023823786680286792,-0.003285875585156049
-0.0006508851432304591,-4.056144482676716e-05
0.009792676337960843,-0.005559146800411908
-0.007482189259693118,-0.003705245805445661
0.013064907811373181,-0.0041340503368674265
0.0007303399349314586,-0.004966576009290732
-0.0002467308071327015,0.0003798552107297584
0.006519319102878878,0.0027754943294558305
-0.02508886453218266,-0.0030083736747696793
0.004057650637978052,-0.001407820609050172
-0.02340345475413898,-0.00033852009579733375
-0.022303433843742157,-0.001998580620915111
-0.016367866245815994,-0.006201993729326359
-0.0206742293050055,-0.006985278240304354
-0.017651666191318315,0.002268511273669876
0.0234272979311588,-8.709863532080017e-05
0.02720363493326676,0.0008803059232167371
0.02788239542486467,0.0025474581532154775
0.022281509927201022,0.002929883639717544
-0.022091221150622144,-0.0010035584320874959
-0.020963467905036406,0.0014374645660658464
-0.025292164087774977,-0.00603733842294003
-0.01435232420511098,-0.006095772511155232
-0.015707139702250572,-0.006811093171109922
-0.0123069802589394,-0.0009563619718145552
-0.0065317421517408075,-0.0017147028732151376
-0.02031262235007986,0.001526982700222227
-0.008098970832466527,-0.0004987191871235995
-0.02503835562174181,-0.00589494565110571
0.024961422490160867,-0.004939153995435014
-0.017187096069118064,-0.00402022545458227
-0.021030432343169227,0.0001264384577754317
0.0032643049893031073,0.0019787722329973334
-0.02147562578826273,-0.006490273559422027
0.0009113935237734724,-0.005135980009644318
0.020774485061437628,-0.005496259234512316
-0.025378175315004067,-0.003709788281441348
-0.0005971539885614718,0.0006963126984040058
-0.011450323684511043,0.003015246256231341
-0.021637095984297663,-0.002937464128013493
-0.00018455900888022028,0.00364094268111877
-0.018414914537814287,0.003656353550594061
0.024479701590701106,0.0016088121653198145
-0.016720169845687055,-0.006581474003075849
-0.013259581661459557,0.0005733476535078157
0.03643690315845428,-0.002143920437740178
-0.023194739956516663,-0.0060847113794643415
-0.006150064565611863,-0.0031897433110903532
tw1,tw2
0.007749188198643564,0.0024522153510857375
0.009372295018426492,-0.016055403867856803
-0.007941687067235068,-0.029672246497177174
0.007920505484837002,-0.021057046937310853
-0.007476246754226316,0.0009789147222478735
-0.0015718218946872385,-0.028123540110296014
0.005902677206133088,-0.022808925387698045
0.00029142202190710065,0.01878325105175628
0.002549021542009061,0.030802867287542765
0.008979476917410481,-0.011727210650424313
0.0072697829785418056,0.008998408234055913
0.010408063211505295,-0.026631019722735294
0.0073307474318870525,0.021330327586181294
0.0004835464285645949,0.03237173298500017
-0.007498959353902306,-0.01663130421680258
0.006948871828573667,-0.02936418522317991
-0.0022787572811377443,0.007927919755931642
0.0008305548660798787,0.021585733197871097
-0.007532592402444204,-0.0011300021839985332
-0.005431455969046237,-0.015371852294356333
0.0007320480267307174,-0.02362910713634141
0.006156492012484652,0.012227977261230205
0.008805786150214122,-0.022207003826388662
-0.000912396189907308,0.014236869587274673
0.005465913606850233,0.025308646853075274
-0.005182290291128162,0.03616943534913913
0.008433393614487208,-0.013873167051274338
0.007097487990544351,-0.020660893406142477
0.0015342645577059236,-0.007312257221517453
-0.006408485320732994,0.028239035357236424
0.006035817743455782,-1.4620202904880308e-05
0.00437195651822455,-0.0197191166380924
0.0056750187260992645,-0.006117216624843821
0.0032146666597111934,0.012835372469631193
-0.009469293117781094,0.0016479356399025646
-0.005143428842742333,0.0047757290843578395
0.008590761922223314,0.01841422496720968
-0.008260622786750289,0.014911458432546949
-0.0033843544853880206,-0.014464759077721469
0.00413615093700042,-0.02076924091968802
0.005731742217856238,0.0049407816982217564
0.007866356289955502,0.023455831887280128
-0.007935032277109694,0.030460280046814756
0.006972853192435881,0.0006825823251399091
-0.0068207983659003026,-0.0030660468407403933
-0.007560967264060518,-0.01747811356020767
0.0007572090920796928,0.006991722230242171
-0.0030909794580774516,-0.012256632763226631
-0.0018846687574713764,0.02943228118311713
-0.007670214677460114,-0.02940234111223849
0.010028644005323339,-0.016269400958235283
-0.004559909537781664,-0.0298636087525023
0.008294277151884504,-0.017119858356059777
0.0005459328234114075,0.015360327008617725
-0.00827711196628541,-0.027488767886698594
0.0005300177976035464,0.02063800679931521
-0.00288167586972787,-0.00853877151716841
-0.006828703775356243,-0.025744474050202387
0.008007646021158991,-0.017238404112146145
0.000846737071779121,-0.011500903670704509
0.0048323953424667596,-0.012734074009833722
-0.008336491392265222,0.0036904112595840255
-0.009548045085482185,-0.003119560969584042
-0.002546851871470898,0.025279882446709673
-0.008591814555269871,-0.01023918728081805
-0.00682760247688036,-0.028374555069886797
0.003823368949703615,0.009531679070311286
0.0032605674201906937,0.03375163080629559
0.010611131645951385,-0.0008925287604871768
0.007153603175483303,0.02963027716839632
0.0020763847413145103,-0.001487526183515872
0.010456315222391974,-0.0075971700681805865
0.0011121690058152195,0.015727135984060933
-0.002078510898428816,-0.003979766067178418
-0.00019041891086941237,0.03405648480297487
0.008409740018570467,-0.026609551890453446
-0.007568657663758128,-0.007445401971516132
-0.008616291955764195,-0.016151023625902754
-0.003762327547423727,-0.01436683097606771
0.007465388182174747,-0.020031123940346448
-0.008036309660540537,-0.027967142407603514
-0.004663297331592091,0.03374789121398814
0.003312306296469801,0.00768756672519471
0.00876385665835553,-0.022385356795250937
-0.003176473656143111,-0.029250463568028295
-0.003232228156794952,-0.0036564081119481485
-0.0047939335810349044,-0.028741595112035636
-0.005857103701921579,0.03350530655059979
-3.044317746042635e-05,-0.030399163572572677
0.009712265038074843,-0.019200799164728177
0.009261541890967527,-0.026588913525765263
0.0023190869383347412,0.011940610034159915
0.008222196913724385,-0.01364431736118028
-0.0016067045800560384,0.02888705452040747
0.006900974637466889,0.01611919964344162
0.009848767971759771,0.017901324226802746
-0.008084815715298881,-0.024709428781337518
-0.006270516651397863,0.023143267099818947
0.0047864801078711,-0.025333754855748822
-0.005473030596773638,0.01273149628855769
0.0074152708092859836,-0.0295571223915092
0.0014721660862291666,0.024950853805003538
-0.008662481858643156,0.019112581378043378
-0.008066672859839728,-0.016394878008762905
-0.007857293011713434,-0.003707088399015821
0.0068711337544445535,-0.008103209745795207
-0.006300015600332252,-0.023272544773769287
0.007338564847433605,-0.018319225813526272
-0.006575181237260412,0.027547615688216655
0.00995655136971138,0.005701945748715395
-0.002919722599508189,-0.001527107982756782
0.0056320369162431265,-0.028839577329012097
-0.003970158880099935,-0.02827573051899614
-0.010055061223893276,-0.008138979050354427
0.004393196359250687,0.02775142889390672
-0.007059132750800078,0.003657706242599694
0.010904612830955604,-0.009356198893424289
0.0101167317562325,-0.022349825891390538
0.0017508561567204928,-0.02102062381085898
-0.00806491513787019,0.028938179462852414
0.008793277346994432,-0.02177912372945578
-0.004934029694065072,-0.005124918306290419
0.0049602981461454275,-0.025011705800405525
0.004512240687456148,0.004465544374907968
-0.0009683687206243283,0.003528965693349463
0.005880566923118571,-0.025020188261893728
0.0005935733771286408,0.01720768892249059
-0.005240296719206564,-0.020010541896541553
0.007769692886827065,0.028029553050489486
-0.00941076945133832,-0.010933039720084727
-0.007600195410067161,-0.024391257799039338
-0.0029879899337519125,0.02539127717056807
0.009491449690388537,0.023627284597260254
-0.0035475373067546632,0.0247381665416857
-0.006569562115162957,0.03555969774278726
-0.007890723315348624,0.023642525935032674
-0.009657015310759149,-0.010749854491469878
0.006003234582302119,0.005928757103975654
-0.002454134376626317,-0.0027498033825384197
0.009198900432342633,-0.024626621212612224
-0.008077792016919556,0.023089515367655293
-0.004541663654339289,0.01751417951874548
0.0038312773064573674,0.004189063911160723
-0.008833688012675114,0.007118649112270999
0.0019223718595228895,0.028052918901237706
0.007884219509456926,0.03190474631714405
0.009397595185172102,0.028540221923048052
0.008610171780613587,-0.026919217005489354
0.010809346511884897,-0.022261768690406598
0.008318836097142714,-0.012393309299356912
0.0072216853823657765,0.025827852079193407
0.0033657216233043165,-0.003242018075544268
0.009075573870647932,0.0006138934436588361
-0.0005438858922359666,-0.012505557659477036
-0.003953502086164743,0.025849860603988323
0.0016397645602110739,0.004184789181795587
-0.004634233353364624,0.008150491923133003
-0.0013403029009123255,0.011250291897603244
-0.0007458302118144612,-0.015570384388984278
-0.0037226791895525156,-0.02914194197774191
0.009974025657320897,-0.0007820504592783648
-0.002178524316584364,-0.0051320097270038875
0.009266734211297069,-0.013155117607299087
0.008483735132547587,-0.004672455659366411
0.004775711617106687,0.014049723244401333
0.006585780898115387,0.020686456114265506
0.006665261893023945,-0.024748695865871022
-0.007958763583144197,-0.012060036417415081
-0.008889492349201535,-0.019458151726468996
-0.00827738168277371,-0.028527565084528864
-0.00736385710644645,-0.029380130417992534
0.00856463476286591,-0.00907571419760872
0.008189771317556282,-0.021590356370660115
0.010004277535787122,0.016945568883273206
0.003416907961240674,0.028521731168253857
0.004163254654227212,0.022894879846013107
0.004227682214645426,-0.007466931668881047
0.0016285406763633728,-0.00390606683688894
0.007923091890665878,-0.021771807365859982
0.002482030903910009,-0.009447127082511008
0.009544177634179578,0.027027765061753188
-0.0067195080158559475,0.030405987979553732
0.005647740958376418,0.00399869845911717
0.00825682190585194,-0.014265960646637828
-0.00257313915410165,-0.02707931302427201
0.007186134087189426,0.015514634497496814
-0.0014213784962805037,0.012265598204199257
-0.006146297879773031,0.025593746587497846
0.010171262849538579,0.0025489524572183675
-0.0006779168619111854,-0.018253730353248756
0.00339637673369721,-0.028075575098425763
0.007969859663791781,-0.000654714794226019
-0.0016371111714803058,-0.030311091983150497
0.006607984229997074,-0.028715677870556372
-0.008107330430974159,-0.025539814601309604
0.004496995698708331,0.026576133076501446
0.004957498645861154,-0.01504283777723061
-0.009848800839841378,6.047301618420861e-05
0.008245799721642126,0.013652330114964827
0.0012315457720664183,0.002225706996832076
tw1,tw2
0.009323747029700971,0.00834195330312193
0.011332062123941375,-0.01408029525421356
-0.013561925529544036,-0.03054124212094117
0.008460307915050789,-0.020017439385998887
-0.01426091048277299,0.005138833490509753
-0.005524723074959725,-0.028267938148884262
0.005136406852098669,-0.022066081760506246
-0.0026958436759067853,0.03080543409676572
0.0011966867385629493,0.04954512904304756
0.010701310864477426,-0.009017544400504104
0.008732047416696198,0.017126242728211963
0.014002442549363534,-0.02672388957561574
0.008926833892329532,0.03505990442366024
-0.001984473426517884,0.05195770560787819
-0.013826226540687159,-0.014816063365886742
0.00732366647086068,-0.030504518101169043
-0.007361864960637544,0.014559244627831001
-0.001723804380899134,0.035165485664043906
-0.01431367409861211,0.002558735575994432
-0.011357256497087909,-0.013281040972550603
-0.002339276654864747,-0.022652829965283422
0.006866996366707893,0.021630339248627055
0.010225950546774634,-0.021383613859677488
-0.004878488308230455,0.023793476547274497
0.005778386234290327,0.041116325945743847
-0.010210297889284937,0.057656195762336514
0.009524353748474317,-0.011549436103414516
0.007009868957067334,-0.019526985793379557
-0.0013630602250863932,-0.004032634814150393
-0.012066475091275009,0.044896305562322034
0.006185784276387732,0.005073993637446872
0.00281757924234894,-0.01824626180189754
0.005219000554972444,-0.002458631299672151
0.0019834964332174285,0.022255906283610342
-0.015668653925974066,0.006048817326063216
-0.011615601056599034,0.010045106605895346
0.011232676616731288,0.030664778003882648
-0.014380882834455131,0.024166115455471305
-0.008600186266870063,-0.012179796772589804
0.0024842658795437914,-0.019470557399808318
0.005929665343548336,0.011503629275089473
0.00986419338725858,0.038242430286863346
-0.012966593768239644,0.04800129656683166
0.007832133128223263,0.006019315556499212
-0.013548245633072512,0.00027917800592106023
-0.013858726273842728,-0.015742936754341783
-0.0023125147985254488,0.013702219570419429
-0.008279600218882549,-0.009761960415434853
-0.005778999449249117,0.047294349531414384
-0.013383035349225865,-0.03006974047029553
0.012721940537337474,-0.014304719787102675
-0.009685853808072999,-0.030525992244553705
0.00915606145434757,-0.015353885009808266
-0.002390422561157589,0.025655189032553573
-0.014097001559336683,-0.0275485554787875
-0.002242339799338147,0.03367766115770404
-0.00812642894120924,-0.005662639437716055
-0.012667827241567047,-0.025126221693286727
0.00861971429205112,-0.015493884633819385
-0.002428572816220796,-0.008798443666655852
0.003587592092361827,-0.010203851778793363
-0.01495210148605719,0.00858914804355472
-0.015875707134077915,0.00018728358786329266
-0.007000508686945017,0.04069038588423958
-0.015175090657039841,-0.00794916172822456
-0.012570966424863942,-0.02852022134479824
0.0029090218279855945,0.01760924717990031
0.002341628726587615,0.05411065185141332
0.014803182495329505,0.004162115793369482
0.00859061230401701,0.047672595964272264
-0.00037063996625145285,0.0029132125970100994
0.014024279483737918,-0.004058944489580406
-0.0014331547586593288,0.02627114300395577
-0.0070503386966248305,-0.00042922415744842124
-0.0029856628979570837,0.05458063514151268
0.009762877609251014,-0.02683352824366965
-0.014246779502792212,-0.004776128635327684
-0.015015286734418841,-0.014411216864219902
-0.009138420007858881,-0.01209165428375502
0.007632940872503848,-0.018785716692371997
-0.013845052699130923,-0.028139921342981912
-0.009666091842502972,0.05391578751078506
0.002002406716056594,0.014987858671806416
0.010148517623620495,-0.02160039008129008
-0.007786328354327295,-0.02971683680134177
-0.008807169037275367,-0.00015386005958639704
-0.01001436946335037,-0.028951332849649968
-0.011153285903339166,0.05333335684962871
-0.0032574805504217014,-0.03162774260168778
0.012044079385093547,-0.017763302456872167
0.011546620946075354,-0.02674579765057764
0.0004728040989087287,0.020857818645352515
0.009135922088528918,-0.011284814794685079
-0.005367101987493843,0.04644636872976982
0.008183444973797055,0.027305071746283424
0.013682862668666869,0.029842461059594712
-0.014103347570977153,-0.02400016541751449
-0.012238608641524318,0.03687652567401671
0.0035402726519802932,-0.025143647785835825
-0.011854352105286625,0.021041982564368664
0.008211397042789764,-0.030736833562018447
-0.0006054103194313015,0.04042251001445504
-0.014195967414950918,0.030447732029393264
-0.014453288078097544,-0.01461678594636507
-0.014605771984564322,-0.0005081907310071632
0.0070725467498269565,-0.004788026933818211
-0.012113748433231954,-0.022121211141409473
0.007419435204950364,-0.016755985468249843
-0.012277059273693242,0.04377156271064746
0.013790300863987165,0.012689114232273604
-0.008388905109297504,0.0023811579626128454
0.005043725370224496,-0.029812071631221855
-0.008904350208701447,-0.028336072640666874
-0.016198946608125025,-0.00566195346048046
0.004062001538589238,0.044857062551498225
-0.01383553129387348,0.008525799235070741
0.014860844305850628,-0.006139932742804534
0.01303033914635348,-0.02148930704329908
-0.000946484055630626,-0.01959431888571837
-0.013141352569551318,0.045606775373249295
0.010181430855170832,-0.020869198805518827
-0.01116472568337365,-0.0019806886937105833
0.003785288054236783,-0.024746421089027224
0.0038744841759936754,0.010762406269260325
-0.005296268425600985,0.008873179425489854
0.0051784789949205975,-0.024819574332506096
-0.0022488654249421328,0.028439282718372115
-0.010885716068669164,-0.01834557160741363
0.009667478625033255,0.045186140971645125
-0.015832409128547806,-0.008773110781044518
-0.013604293649733996,-0.023555729667566635
-0.007676543240636324,0.04082975636941978
0.012901874629317127,0.038370135679638366
-0.008558599203860033,0.03974163055992853
-0.011747806133002796,0.05638389717440729
-0.013559472133113051,0.03743277977887002
-0.016000726136980722,-0.008586071043727928
0.006430027588174868,0.012851117484684808
-0.007654109104769789,0.0009757230016653115
0.011213199409767984,-0.02430801474298145
-0.013689732303206588,0.036554754463620324
-0.010404755828661405,0.028306976889852856
0.002734979761607234,0.010326272192097086
-0.015126662461610242,0.013161229226123831
0.000170423751001951,0.045261794468989196
0.009865192958699177,0.0510687924879133
0.012666505554101662,0.045776997317958146
0.010210400512222634,-0.027212725700635487
0.014506651030111496,-0.021351560739542533
0.009379926156183556,-0.009817493412215363
0.008716440946333427,0.04187278161699743
0.0016529181881292099,0.0008779728933240721
0.011745706054120557,0.0060217569467063345
-0.004509371895916811,-0.009940726101806241
-0.00909479168837557,0.04146351046037301
-0.0009133321469984995,0.010063922869479047
-0.010897474038273083,0.014604574293864442
-0.00571323465514658,0.019364315160797486
-0.004724181773492649,-0.013326735222200448
-0.008549931061590372,-0.029536318309569803
0.013484122617616931,0.00428147593279829
-0.007178061606984067,-0.0017681368668787459
0.01121120174384991,-0.01068539592782821
0.01021702318937609,-0.0006003106546195319
0.004583989635951455,0.02417047939015346
0.007643379603125056,0.03410009945362853
0.0064170712703047784,-0.02451281415789679
-0.01450686058877522,-0.009899427214391021
-0.015138214446119146,-0.0180754580321345
-0.013973115043409663,-0.02897598630847321
-0.013096465752609473,-0.02997921967520995
0.01005314708065165,-0.005897107894683951
0.008979252043619077,-0.020656804551203074
0.014004537726404448,0.02843677429400994
0.002525481797995728,0.04602885127114457
0.003664309347277267,0.03739020345545614
0.002845445772989147,-0.004109876709830554
-0.001157891341483669,-4.363046198142817e-05
0.008483191409516998,-0.020876934482813476
7.730461139308226e-05,-0.0064485731555933914
0.012962002791567326,0.04347697098333392
-0.012225846011162472,0.04824985546055806
0.005745994888605402,0.010244425542804803
0.009173285139855117,-0.012011815051364116
-0.006973103783002796,-0.02680440928315815
0.008679507670031596,0.02642281268900174
-0.005809164115051196,0.020822749069011506
-0.011953694321835365,0.040759244784691395
0.014090135054489805,0.008543161913721883
-0.004539325144908374,-0.016313704807725038
0.0016243307390494677,-0.028646568537276526
0.009537230160567636,0.004367395686988906
-0.005581639617304707,-0.03135407872419217
0.0066422219591628605,-0.029646627771437378
-0.014081225720973058,-0.025018709271862855
0.004220633158919379,0.04304947326333443
0.003718633340731383,-0.01285837577836028
-0.01585546931700772,0.00408944349600476
0.010589253400190811,0.023723432874832244
-0.0016556215619930661,0.0074729329404231645
tw1,tw2
9.888584629584045,-0.05207960525889632
11.520969789270211,-6.218026289706103
-7.9065762777674,-5.4845461944446185
8.896060232460563,-7.018656138597528
-8.355967993148369,-0.0063751893357988365
-2.631466686026748,-6.952440670740849
5.858625438780031,-6.8783081654943246
0.12786394692061265,6.116508545944043
4.430416462524448,10.575144773240893
10.944967197050367,-4.956513198101369
9.695266100226,2.553168323411022
13.632777619289598,-8.774007554651945
11.230724903001843,7.661363801113737
1.263234809847063,10.737238315502154
-7.793845266779208,-4.891412184670479
7.9277687565238395,-8.053246369179853
-3.6697741699887487,2.161604235958386
1.0852237764485935,7.133777223132576
-8.29186462232736,-0.6577773184611786
-6.402015865742882,-4.923422015643752
-0.43619899726031974,-6.584372471097552
8.136963027928843,3.8055424986920485
10.506854182626597,-7.523980355846149
-1.7583182937799293,4.456985486881258
8.520350925056093,8.97683806602744
-8.198211693707506,9.780939498869046
9.829902566867233,-5.469019336454451
7.542213596011813,-6.731697163030127
0.1676717471466631,-3.305276476658129
-9.519518879597307,7.270116656897677
6.772785929556846,-0.9998973572033236
3.684769172096928,-6.169076977728814
5.745572543854571,-3.050257569592638
3.704159079500805,3.9394376617493876
-10.002549533773951,0.23173886602285876
-6.551464591524272,1.132113528601515
13.238150966493677,6.625930638921176
-10.42969814628411,3.714988895349123
-4.789810148897821,-4.912806853411105
3.4200152790149545,-6.32499776185265
6.738982027332796,0.86701570761943
12.532031379273477,8.621397669451284
-12.597528613444872,6.572083447254435
8.366051392294082,-0.7400261134241646
-7.692553756117533,-1.3341771021407283
-7.816068570704765,-5.0484819014271025
-0.10501348014014411,1.7030671985974237
-4.585200738542774,-4.417451226103857
-2.5276531962663924,9.282916827061506
-7.742164713913844,-5.7662344710499625
12.780895263292685,-6.400823106926701
-5.380792711566329,-6.669425493858583
9.502920178435048,-6.249415283725426
0.22428342939914359,4.882391091510108
-8.127825308067528,-5.781387453893373
0.5911409376214394,6.782506875256551
-4.455930370202289,-3.441925517581403
-7.197010034073557,-6.255096201447714
8.999822061455461,-6.214084898925876
-0.6636475161976634,-4.405433338085224
4.2525976491739925,-4.808838198422521
-9.237471996209223,0.82435655162449
-9.632413949313147,-1.0678529086310107
-3.5600586465991384,7.909432555770373
-8.632092162835747,-3.169595048085327
-7.176197852114839,-6.259521007792856
4.278884853563554,2.6450715843526353
5.869738913698214,11.795106221242108
15.060229143803227,-1.2882110619465266
12.134513633481667,11.01334959468587
1.0562257879860724,-1.4644647697910855
14.107602353106707,-3.7677531254560037
1.0193843215002971,5.025245385167565
-3.711776996437365,-2.1015627328467588
0.2548235996226822,11.149043915038718
10.066747967818522,-8.199186128888009
-8.070441903919445,-2.5644222431382104
-8.485137423093981,-4.570121551337728
-5.112284345688941,-4.862682410936081
8.112564612308162,-6.692233110184162
-7.979182551496123,-5.843748134137627
-7.105949288824391,9.459144562093542
3.3819360713062707,1.9207954868841313
10.437260254414099,-7.547924797509452
-4.14952957428153,-6.868235970981004
-4.795876610335817,-1.9010430555563218
-5.595720505492295,-6.673770378288239
-9.150715458387928,8.719864080637258
-0.8942615123446345,-7.124009133195848
12.145249407279898,-7.093872879888771
11.589685803000478,-8.475572223419107
2.3600729367458015,3.58520759086786
9.459595222805405,-5.374934562984933
-2.111651660822588,9.18342153734956
9.818963404786452,5.463443771757262
15.735780070165596,6.569910743685519
-8.034883493769776,-5.896580187321767
-8.786525519439252,6.249134867561395
4.493979749900674,-7.097166041778479
-7.1114357372623545,3.707754013544303
8.68910162952453,-8.20011751458324
2.2773715437472717,8.363573362737803
-11.674025927534956,4.338966015027083
-8.151836913083734,-4.7361660635348315
-8.40699674866999,-1.4153205012459509
7.474792111672393,-3.7005726818908684
-6.857298870756132,-6.13905619786113
7.88373078219184,-6.310758075558148
-9.709264960998638,7.038282521203982
14.475634268952362,1.366457427582617
-4.5017726903435715,-1.2108437877559908
5.929652518754324,-7.688294117333967
-4.894802964931095,-6.7743367518195825
-9.631494426007478,-2.3406611297913855
7.0638103848060325,9.750587140923997
-8.165284543220999,0.8153624090254183
14.830654221898484,-4.390953109002226
12.957177631330033,-7.92653935963569
0.5739706886780525,-6.248174434286462
-12.559496241409057,6.2336087687867305
10.46778119103093,-7.429763163935938
-6.2223792714305475,-2.2034853681562154
4.701672058893401,-7.074975856453882
4.836954637426508,0.671333788762901
-2.368645518202598,0.4700849092393753
5.956999548044777,-7.233678154115978
0.4267032386362075,5.560747664334755
-6.143068739784795,-5.81955434534315
13.05983822164233,10.487942377694502
-9.100969713019154,-3.186489234454882
-7.731408217822107,-6.003300970923547
-4.198183857106649,7.844865803363909
15.850602370457352,8.962685765370097
-4.999837125241335,7.5259028182924865
-10.705015240015811,8.666906191869174
-11.262248666717106,5.560249328520634
-9.254325393241949,-3.0870143145396227
7.263945499971456,1.2605336033065555
-4.067179479685201,-1.6643983781935177
11.350034377277012,-8.13027717158731
-11.470467974943311,5.351689191082393
-6.1946062306150935,5.2658976871056495
3.8246125292257815,0.5675442275863034
-10.03526103229487,1.7250578858456862
3.210549478997123,9.501584251357926
13.956056942352376,12.123082919562123
16.51328355089688,11.02817763759139
10.446464137347057,-8.31186658919767
14.215863603962354,-8.05017424075465
9.687814672106974,-5.054934461473529
11.669402527206977,9.479689800213855
2.6494609624487637,-2.085270454860442
12.18881427606393,-0.7317831462078246
-2.1491860619423164,-4.607038569513591
-5.610719919009625,7.716940973768075
0.8386587145806459,0.6066009985535885
-6.127263367695768,2.274169318620217
-2.448102271873694,3.366506080254851
-2.2921020694708574,-5.266426405839667
-4.6543574977584115,-6.8103287248076185
13.812778104560131,-1.2558234661192316
-3.814762992236261,-2.4659429592524233
11.41911320581611,-5.406922097857397
10.548604182366233,-2.676531991681557
6.136016079905275,4.46607321239064
9.823102684188235,7.2950925164327955
7.077554555189366,-7.3644910246994755
-8.18707114331513,-3.7572851752582395
-8.578868983254686,-5.106913110972705
-8.11648751833281,-5.599561327778112
-7.5428224379788205,-5.93419166100076
10.338855404669175,-4.119111755369602
9.37808163012427,-7.205672638834301
15.928145937627043,6.177234971029343
5.585180101332945,9.886763290247437
6.1396469774812275,7.880780965647965
3.6006983608760166,-3.412496521581552
0.38501335626814637,-2.260829878721296
8.925139753057515,-7.16391333432319
1.2722943191513068,-3.9200663829913722
16.550260972257185,10.412314806579111
-10.302787645154815,7.516828647863825
6.520280834944572,0.5008435311700197
9.498450806012755,-5.541393241566382
-3.6496475398338006,-6.826929979965875
10.25043304454963,5.242677553057085
-2.4972655675044138,3.738677333153092
-8.836281324495879,6.8423554966363085
14.559067451310852,0.07585949159995664
-2.1415786356118574,-5.764088208280121
2.9284498574860365,-7.272674717958473
9.982370469170696,-1.229990063908609
-2.604243298578787,-6.997178881720977
7.333764258707248,-7.904570808000088
-8.041224649668457,-5.919826552937344
7.091750016338651,9.320869184600483
4.394578152281142,-5.328184626186527
-10.156557324957518,-0.19465207458550537
11.985125538826445,4.574427212984453
0.19312718480332336,-0.11095180085346357
tw1,tw2
10.974649550659862,3.5497977951813624
12.926083765380248,-4.5535609569279885
-12.421189364051706,-6.3315912084609
9.61566516543592,-6.294243183813471
-12.733962558172493,3.79466296373036
-5.862555065972359,-7.577058603648183
5.464286480074485,-6.593138969529086
-1.8140318353267801,10.20268686991944
3.607529032383212,14.715839455681675
12.034524200893017,-2.7169376695746053
10.90698505657543,6.4605069785532905
16.559291929099672,-8.513494896788487
12.810423570540841,11.845623819683091
-0.6742790135928942,14.792434150449651
-11.406058543406203,-1.8101836059326217
9.19593424743936,-8.502347653036928
-6.700003557007214,6.316553155449078
-0.5941167452704903,11.221318249057752
-12.54449410756692,3.217287194161699
-9.726676121709716,-1.6998094438845754
-2.934787236116236,-6.222006847785622
8.94669256646852,7.831917885921321
11.96279584154913,-6.8383688955690545
-4.272126700702771,8.544960416718524
9.19796249706613,13.171469025293874
-13.214766904131565,13.138113367322447
10.573522319376664,-3.5787160661031265
7.683120530247173,-6.031403338474583
-1.6118406898250015,0.2141168283336441
-14.895626877761153,10.292162706151096
6.901854425291631,2.5405199908660165
2.3852991008629587,-5.293071841089379
5.343377079744151,-0.015874185384184614
3.1618682998675354,8.072722163431322
-14.800252184067773,3.5953453249838674
-10.530798116577365,5.107651001446932
15.392863579697043,10.776388127792352
-15.808822517402092,6.599962318224641
-7.776507017711921,-1.7195985196561168
2.049715883395912,-5.645589842074749
7.031030479269255,4.694819093085819
14.40672194695724,12.848514597137758
-18.539604528307862,9.028555247661686
8.965181671083656,2.7823211205289056
-11.664264299017404,2.687183935861512
-11.440380276188279,-2.117889409738538
-1.8270789887804497,5.923425249791457
-7.483395998747497,-0.897574384885317
-5.72638772630291,13.143909319270087
-12.222121281201915,-6.468425089018247
14.606278641649396,-4.689019399070105
-9.517436065596428,-7.678865426281277
10.22793701072679,-4.8725747351734725
-1.5753383163800692,9.016657077335552
-12.367793993374548,-5.673600160306435
-1.23848331416891,10.863262005433121
-7.298091498341634,0.5018819797204088
-11.199155392791504,-5.573892190945763
9.53913038114284,-4.884258686535574
-2.7593632441228735,-1.3484285259127162
3.2107026974598014,-2.622664074184577
-13.973541854219071,4.328682686039691
-14.131735357482071,2.4960905050399447
-7.060148528072105,11.69559235776336
-12.556837742134313,0.5358176358136646
-11.47655670761933,-6.546330558067844
3.9322372318372203,6.723588637400553
5.421186668360946,15.970847546438108
17.360656661969784,2.120057112017861
13.706753684655716,15.295953038728449
-0.3586143079665973,2.4583650995665707
16.09485848139291,-0.9331276628781708
-0.5010333926020891,9.167951060503746
-6.3927892217211735,2.097897643951171
-2.063132114005377,15.170876391504144
11.820078486411347,-8.147801318129979
-11.953537116387537,1.3579012805269883
-12.229677095586148,-1.4405915437585506
-8.159761904737564,-1.6095553887706586
8.44459332222467,-5.860025310942937
-12.276520014581287,-5.928241126454331
-11.828317411486047,12.914935675585319
2.75487858834304,6.004627767627717
11.88277789554769,-6.893596892921707
-7.8944913612059295,-7.7429232442935145
-7.805088242555435,2.3388764827427693
-9.67131870245612,-7.2530574663911125
-14.42640939539389,11.886157453734441
-3.459918348636144,-8.361143000473056
13.945963644242177,-5.844633049333943
13.888862386969244,-8.314488543097305
1.3893373258587616,7.743098381340417
10.069233724958401,-3.465040036620671
-5.153548773458297,13.072635064868564
11.095514199180059,9.557684411421874
18.47121856173728,10.723187196224423
-12.006252933555885,-4.789994259682658
-13.963793592277675,9.36185224487874
3.751499312892456,-7.249707781243565
-11.611278109145125,7.272849397329345
10.301011657142368,-8.61793509219892
0.9138225168663112,12.46337457793755
-17.329028687927163,6.902582722120314
-11.831396915176612,-1.6220075041968869
-12.563209495324934,2.477290331944566
7.49271933399104,-1.0054209513196568
-10.603092745613985,-4.712842662180471
8.038907356086966,-5.209763572671079
-15.128077711995743,10.019278752066
16.811037368185048,5.129212228565599
-7.4795842831914,3.0679269619983245
6.240873873620345,-8.228780731248676
-8.76490527077457,-7.260201366191303
-13.895434434329879,1.165427391548512
7.202832995460547,13.935124061783334
-12.620218182005544,4.556794636103547
17.01077801238428,-1.7198022336131515
15.271902801714425,-7.080703136701693
-1.6128355875151712,-5.376113051079322
-18.484680006115077,8.669892084026749
11.870907780951931,-6.685781202539708
-9.631735629252034,1.9659957602185045
4.015373066830328,-7.171608818852597
4.5822216790710755,4.579131059010528
-4.7806013660823865,4.748991026212501
5.795395474565041,-7.279449958418269
-1.354398227690588,9.67552238311891
-9.580167362361358,-3.605408231757586
14.934644398276589,14.774984464100214
-13.11725369776449,0.3685791456888765
-11.657009991437377,-4.816874677635354
-7.930955505970651,11.570925229319222
18.527496911078245,13.232672691273862
-9.009195679216553,11.170302222066063
-16.321739411310503,11.61724084323042
-16.950750075853293,8.213686284620067
-13.315209940046117,0.43408878711015575
7.730410802471795,5.109695909641545
-6.875240013241786,2.59016785280037
13.353194441709825,-7.717034144455205
-17.181330128260413,7.959226011261478
-10.508830832740095,8.839996799464934
3.27887895767158,4.528894452672446
-15.077642524223627,4.91426489458923
2.067474867062195,13.615770868671184
15.933961760760397,16.463339153510375
19.21375958152108,15.382253716609036
12.380636303024048,-8.272442157036991
16.88863597059219,-7.124120525061102
10.362716412786305,-2.953712362909563
13.242187838236475,13.72158499210795
1.5778135520381298,1.5386170318604329
13.83152083120467,2.747915750030259
-4.568996801458383,-1.479447326785106
-9.842932121030408,11.289401210588402
-0.5680063583737507,4.764115601396014
-10.108407042543064,6.169486663718715
-5.12848908708834,7.493647892102146
-4.858560657694632,-2.692368436583955
-8.53476840895182,-7.613498360911819
15.824506059250027,2.1459536362111606
-6.510578478050533,1.6823170335458002
12.688919609936114,-3.3388851277403617
11.585779465055168,0.37165697742548787
6.34680192582384,8.562494169161894
11.023444331942073,11.460607280977229
7.36712094259569,-7.305182546591723
-11.938282303395603,-0.11295070920211714
-12.349454742554961,-2.5838016959695906
-12.474799516108938,-5.931386272538482
-12.010589839245313,-6.622512489601462
11.231143308307807,-1.5574304645217154
10.33566417379344,-6.523642727114542
18.70964960218273,10.308162583653036
5.220868394429026,14.048575549315537
6.152531934689932,12.041598207275953
2.5922995312030963,-0.3489553868388242
-1.2501002155111607,1.5647229119339485
9.71331642461466,-6.544435084964334
-0.34736038269504377,-0.8358977718219194
19.30048149793673,14.74516527348392
-15.852599197933863,10.43334171176371
6.723268772219548,4.294795314084347
10.13249749606726,-3.7237485350057398
-7.121978629095828,-7.0576627366788145
11.651580066793251,9.323876509200083
-5.231794652713091,7.83625005735685
-14.040047378211959,9.954800476927907
16.831606618689193,3.685739017980225
-4.80535325898925,-3.8148831818566933
1.8025970298448186,-7.9036691277892
10.985264632075015,2.163106526030731
-5.862236671681721,-8.247613075832
8.248166965461103,-8.321539807103441
-12.084200118197934,-5.091049249263627
7.281835678607017,13.502638360034801
3.334725272042519,-3.57632874907047
-14.9085649184738,3.151566683662921
13.849998583829183,8.610484711828384
-1.4079314036943416,4.045089324120148
tw1,tw2
-37.68090068941457,-3.975053140312795
-42.88929595861491,3.921586094228857
36.01661108249845,17.788946674568372
-38.642311243410816,7.889697167391219
30.876400245269778,-1.0912596417147853
-3.700473502318765,17.610821513707172
-31.181299231084104,10.905097446909231
-16.20916686900049,-14.036125795884082
-23.847408643604034,-14.893689765007402
-41.34771904798605,2.2252305330535904
-36.10728777914346,-7.026723383408978
-47.04581352424974,8.577950049264459
-34.43538295960216,-11.11216974297448
-17.284881144813582,-15.954927680044946
27.716722252102016,9.25449509815158
-36.772311448557055,15.15096469887903
-1.7525613227810553,-7.484595316645219
-18.472050838660273,-14.880576604089121
30.826752365669783,0.2992394788033792
15.769792422982597,8.268740679937643
-12.258655012692152,13.57426032564269
-33.56634616498272,-8.993745357811093
-42.073463043396316,7.542432490585838
-10.202455091666309,-11.861039421491427
-30.879414586785686,-13.088572421913113
14.264959574534338,-19.315718721023153
-39.86572332532672,3.5436360854431044
-35.48088558259906,8.453216984044673
-17.105013832391577,1.7579662674633738
24.291521431722472,-18.63177368965536
-33.53734004210114,-3.1222882156302134
-25.512216853133594,9.548954948330703
-31.79590171408808,0.2554827033222935
-26.131316405448086,-10.51101225755885
46.676132246030086,-1.1900039927578305
15.893951001651665,-4.346955442023024
-36.49021352521024,-9.42798603551276
39.979404268943526,-10.899527559784175
5.2707177061340005,7.42134692086578
-24.64670670878776,10.42148903063601
-32.9324068611256,-5.747308121342286
-34.8241828911442,-11.007885866194364
42.31556141967274,-19.229901631812247
-35.980213408185065,-3.3386197442105328
25.751155829899055,1.3398918865023646
28.053283353035752,9.735709201980441
-16.626561979375452,-7.428912170096481
3.844754649813531,5.974489794937419
-7.105714968970908,-17.43315010392542
32.532771073025295,17.59537007681046
-44.578568135036285,3.539947329147317
10.515534034972163,18.941796658464014
-39.593522569640065,5.319133088953883
-16.913115952319636,-12.380324268503095
36.233524172911935,15.821890776133095
-17.290496797012544,-14.678042927011028
2.7839792130327154,3.5982348383518072
23.984312428055205,14.84342840436642
-38.60145540547647,5.6219691778040755
-13.619819267168374,4.7060542757752515
-27.919432217304944,4.55066480667935
37.75026928050765,-2.764848050544188
45.537723054471655,1.925468617120572
-3.302229217112348,-17.02928669276448
35.98792999536266,5.920592904232194
24.731182876906686,16.889749362555804
-27.849432363241185,-8.655371376041053
-25.57720170833617,-13.925295865699432
-42.77072449420018,-2.168487903674645
-33.17561880723882,-11.74175275117598
-20.406220295398484,-2.1391632911059872
-43.90355020395985,0.10103755786700219
-19.174052794126624,-12.461144513265879
-1.4532151868775856,0.48758187632508054
-14.698099643332597,-16.103410095820692
-41.56205229056144,10.85827758763628
29.667393750272417,4.132561017221867
35.25029499226188,9.12675224322654
7.135182620622253,7.415896460822644
-36.81365803058621,7.724179031538128
34.40515310191199,16.245061541773623
10.021864258132624,-19.039759429676977
-26.18415685736179,-7.758201937642607
-41.96088797714832,7.692668281979238
3.3829113322741975,18.570010783143182
4.579111555869801,0.6340543883578249
11.944571860863817,17.72892167354925
19.755991653995984,-19.615553126838513
-10.971794124452337,20.087512090120576
-44.318176786723555,5.064393395657831
-44.3687033938282,9.729315977084255
-23.22545599668373,-10.277197251791538
-39.18802337968806,3.556991375027863
-8.470110025966072,-17.261930025113692
-34.51069714689511,-10.019737286152335
-37.60714475560711,-8.344618138667911
32.547668261490664,13.976477216442895
22.94572312735356,-16.52478626124433
-27.41742051431075,13.602616059267888
17.68127027796551,-10.042647964979878
-38.599959204075134,14.763904519841134
-20.760093379081084,-15.368252837399652
46.14015344577208,-13.586841249146538
31.423355352224668,9.190961306570578
32.45216385747229,1.984458193268786
-35.21435749830219,1.1579454514739922
20.430627520121128,13.213345582357285
-36.24184963438162,6.794056289996632
25.7857507664653,-18.399417901087702
-40.64354720645638,-4.526898179550194
2.8338488133376316,-0.8336383893304529
-31.567156493951575,16.022869309004694
7.569825929094499,17.454940973538463
48.57580214001137,4.98034642040097
-28.513817324132102,-13.911001082534316
28.462728013094214,-3.0171366687825625
-44.8382327827212,0.5925140833453995
-45.87878253329844,6.2104090558067
-16.009018620496185,11.346854940029395
43.39603322176432,-18.696859937870407
-41.951585168324556,7.319364546279218
14.01583404157671,2.0673074943631207
-27.997529824024745,13.233873688651265
-29.588238737081948,-5.761868664830391
-7.985872843972508,-4.81384091495881
-31.439239575117213,12.563647836664884
-17.286911793713237,-13.272785542649707
14.520370669108765,11.117885320952688
-34.09654479525736,-11.299650914427758
42.055484489356495,6.444261078663011
28.874735252488783,13.82704019100084
-0.7701041995007785,-17.183437989881625
-36.190211570603395,-9.584199114184656
2.7378273078806217,-17.11175870834913
27.020962752378473,-20.077676880168845
38.626629141877956,-16.45504252982981
44.17248196213529,6.382378482942499
-33.59992973412768,-6.159202587419479
0.40454677931001726,-0.1905169623692089
-43.83785072789273,8.479668023061166
40.63803643132321,-16.10648743032437
10.511252428016071,-13.543515526396028
-27.499582779086445,-5.694224433286358
42.90371148375342,-5.1253173481847725
-22.13169064747238,-15.391505609182463
-33.77945422110511,-10.747829418693385
-35.27501835118457,-9.723796354828238
-42.337721137266456,10.820403269914848
-47.163420604954155,5.610049369701443
-39.462003029038655,2.872723354518243
-33.68698421893892,-11.769112834458198
-24.75975064164019,-1.20055460294369
-40.41198848023957,-2.888751569828642
-7.7655057131835505,5.6595595784238455
5.253314386101188,-17.547811868002334
-19.76888404558451,-5.711832897737995
12.491675926183333,-6.932095446155714
-7.481119600345373,-9.95312184117305
-6.609852265513169,7.777374891774585
6.146951168412194,18.357247516899996
-42.00820589316017,-2.248028294950231
-0.8732330508239272,1.2556356435126759
-42.250932501789606,2.7056887941993466
-39.7070916273846,-0.7595593795068822
-30.333334129779285,-10.463172112028946
-33.36926947024135,-11.549207010401815
-34.39441016913477,11.641232079708715
31.283948180705522,6.803816334008047
37.35414740376715,10.931393874447018
37.79246948418152,16.634185535048253
29.614936794249743,17.662248363685123
-40.081370745071524,1.1901721725909624
-39.73344249003081,7.908449247416215
-37.91668711716001,-8.010431899042302
-26.206302709950936,-14.51626330800104
-28.316014362999447,-13.601924464193026
-26.85863754123262,1.3194725615760596
-18.167669435239375,-0.4950498978564468
-38.754957065458676,8.31515163749011
-20.272987720953495,2.971978457465525
-35.58637992826432,-9.659281893749878
27.537484560723513,-19.280340180914223
-32.698086231464124,-5.285471057609577
-39.31699542333475,3.8542415462572066
0.9947959244916547,16.5546916272491
-35.07469205307015,-9.61860347466498
-7.25404994172591,-10.604676713027587
21.865250924693918,-17.658887730425555
-41.56842929028561,-3.3812620773992563
-6.700509986822908,9.653499616142199
-23.0315976750599,16.75222098570076
-38.342881296423315,-2.55121643733591
-4.152173813908192,19.963114252165568
-35.24762201940316,14.921655451005243
33.128258829429,14.50717125606488
-28.81673978274674,-13.819780210849412
-28.001232425553304,6.038751812036516
49.77214184178722,-0.08871852959016735
-36.97347857591756,-8.242619177167576
-17.772017632792924,-4.407958459560078
tw1,tw2
-38.929234688563696,-10.85714668729517
-47.78173415799483,2.8627160592068037
52.503899521727305,21.296697856254866
-39.85694075515529,8.13431905104035
45.32738636649279,-8.535313853618817
6.74687681693139,18.831976554369092
-28.119168247034324,11.346633092728169
-7.315286752770227,-25.39160282796967
-18.538341872102592,-27.589579453211
-45.02416220088746,-0.1271111151234834
-36.77119514162369,-15.710982180033355
-55.45412071797248,10.440652398849373
-36.17764760782249,-21.931167685043803
-9.676438503594383,-28.937761673023218
43.15976962730004,8.874761715943848
-37.35297781692273,17.44299124251512
9.65624598113682,-16.780711382576058
-10.3392927137985,-26.630678106075408
45.42918997028805,-6.329234649156703
29.871754771118255,7.339442419827769
-3.0466686862079584,13.931824921445333
-32.18566841361306,-18.57176309636887
-45.94505585082849,8.139700807934851
0.007768023058176254,-22.503297205230652
-29.452015550605992,-24.819664311379043
26.407842744950614,-32.63509917269286
-42.03240375019632,1.8373195407434082
-34.58548841567691,8.533976720160332
-7.657605414244131,-1.9500314062663762
37.47532197725628,-31.491978232352075
-30.795542276013272,-9.342631095732663
-19.69499570341892,9.247317760718097
-27.906144937749175,-3.9161246691567015
-19.94293588425645,-20.487649591434725
62.99637886983761,-8.78386328764283
28.79882159692547,-13.028386503249969
-40.64673122421825,-19.468469359760782
54.86691084448036,-22.19385757525528
18.181482976270402,6.110295970036049
-18.62665053166687,10.317951464950298
-30.043846596671948,-13.51408749890016
-37.814648457713346,-21.8604782808613
57.35768554843997,-32.35238159247992
-35.28507099048878,-9.748043376252483
40.019956811210186,-4.482563533608321
43.57123957808258,9.650312870611202
-7.18241831674402,-16.06759704359959
16.588740881052615,3.9338451117834836
2.8722052885024354,-30.216612342990196
48.53260937034365,20.855185050001566
-51.24053730392893,2.543472205539416
23.204197038735998,21.147947262407996
-41.48063915094504,4.545654691415521
-7.9621588665640175,-23.097396141543292
52.887770682733375,18.733377224067354
-8.777761075766868,-26.30769452327025
15.34810841095586,0.22035856399023146
38.98867769643302,16.8613359161644
-39.709798653356046,4.873696286758019
-3.568401461103889,2.3816071913594925
-22.42160059564751,2.518222477875817
52.78334821838274,-11.161078080323449
62.02836420998021,-3.8575424898325394
7.377469315403339,-29.43086713994733
51.89927397331721,3.0810671193792416
39.68127801244201,19.506733671347078
-22.190283277140466,-17.7922295874895
-21.495046370155947,-26.74638799499313
-50.41255679612996,-7.6756150785332125
-35.25426140990443,-23.2830532470404
-11.685582538371818,-7.894645541267835
-51.27321200228917,-3.456657377357942
-10.79923695956775,-23.202794246218687
10.514598401560583,-4.592921004693089
-6.5203826615787435,-29.25073898814795
-45.103505981968006,12.598674264965815
44.67321658316132,0.12130988636334905
51.525929770584305,8.647304908867362
20.267243917544157,6.087795420038951
-36.733115812523316,7.67928732940657
50.77372516991335,19.204384159022766
21.832494907973533,-32.20183518103689
-19.62527502233504,-16.4244451777492
-45.737585381091364,8.334135803316968
14.976230727995755,20.28262031153554
17.117336494309896,-4.673560891466636
24.97246781682231,19.76460671465781
32.46952392525718,-32.800616466544355
-2.2965554457671615,21.626431895187757
-50.38777719323468,4.881060706016186
-50.18921319876391,11.546043424726136
-15.811683957645918,-20.10671948371789
-40.77368656696183,1.7801833871556028
1.318345685685813,-29.98732475533629
-34.96319174141265,-20.213631028239753
-44.20773690154826,-17.835870916612862
48.75125121090267,16.078304293737823
36.02620742741966,-28.94628881705337
-22.976163212554127,14.41249514075777
30.411217941765393,-20.91733901215793
-40.333010052292884,17.239425699902206
-13.615872712988597,-27.5310296162342
61.75279036000234,-25.505634564926027
47.27182644118083,8.765489228228994
47.42807723283242,-3.6021922492192715
-33.63443989129623,-2.3673476079420723
35.053282203463,14.564986204990817
-35.7060166158228,6.308799418535479
39.10926196995867,-31.216611368250675
-47.099067987412525,-11.860949605466004
15.106233428749185,-6.947541588391864
-29.326881202648515,17.820261379164712
19.95923935367361,19.1781277005567
65.87598565061973,1.301843640999948
-25.554385584863148,-26.08342755247731
42.49729380064655,-11.4242811445718
-53.16022631670005,-2.410344536654705
-53.28737941006064,6.867854199848367
-7.385900961436555,11.264195345997017
58.57639376346845,-31.701407978369282
-45.72674122806389,7.804578246236602
27.440276502001183,-2.7876030274723007
-23.75352241054366,14.003390703436587
-24.508768353037823,-13.435772228102138
2.9591869516601434,-12.545078335125282
-28.71866142848802,13.47313847868729
-8.539096227663514,-24.334026330297128
28.4761039813093,11.523890882520739
-37.243233831741435,-22.508824352184547
58.740370418820206,3.9125029142033583
44.587636462033764,15.729055432302353
10.197264495775713,-29.619405709851478
-42.38370103311508,-19.747957870774762
14.08255179619239,-29.515104612582817
40.38419679364983,-33.42805664925066
53.269354222894506,-28.967866919182242
61.10746372636176,3.7826614645164938
-31.331681499329115,-14.191632560716691
12.512218382159915,-5.781427174061122
-49.18700401898413,9.737590996064661
55.5177490271923,-28.557673830993558
22.620239856102174,-25.179457846530752
-21.354004628306384,-13.303330840637287
58.41151655690654,-14.549220697236812
-15.791430782928131,-27.87935087957794
-37.465395189308225,-22.025015051585967
-41.55373888300328,-20.157043860479277
-46.490074579485494,12.675906730328037
-56.037404681477184,6.230821208546459
-41.31260626284305,0.7166496082682272
-35.57336046017171,-23.05486231289551
-17.454859853851666,-6.327039679471916
-44.75363122291094,-9.062469579588765
3.3525983926077956,3.6668048054545537
16.81104162200426,-30.079318099691697
-10.948225565173338,-13.414066501697867
24.97997685689124,-16.606541303040913
3.2065365827991954,-19.98885803748501
4.549947741303413,6.665638551280466
18.213778127692038,20.17900598857544
-48.36568873403029,-7.883318744687905
11.196428173134628,-3.3873018774280084
-46.737397123643746,0.7937757871074069
-42.28716698077257,-5.374581884922449
-26.62603602171213,-20.582026993089535
-33.577188446854194,-22.49407192915737
-33.1660950978332,12.618199070558255
46.82795898874912,4.709192491799541
54.07246746071853,11.64268797713676
54.62402481204807,19.880731349963334
45.19141005730203,20.772836859322375
-42.67111900605525,-2.005394832801258
-41.757363120505445,8.307954764402766
-44.76044588836926,-17.328159153911756
-21.867312773918663,-26.905336007760745
-24.52658487554765,-25.26586812325477
-20.547536381916828,-2.3659460912369212
-8.893436564967388,-5.402067202002954
-40.07135552539412,8.738933109902923
-11.761482955179645,-0.02665818803805564
-42.04094858350972,-19.97196286950394
41.00895617379806,-32.31559741777466
-29.56208061288354,-12.77749876620694
-41.002610684445735,2.262998714401398
12.416888730858275,17.7773524242168
-36.06894423027759,-19.646112568950322
3.4195726990634867,-20.888226311780592
34.84572009205292,-30.29485369946466
-48.38872141142885,-9.890725313263417
4.245627397754227,9.178202215711885
-17.335602013867963,17.937775910435597
-39.89071747127361,-8.475135395003853
5.955839264471351,21.61721763630341
-34.876551156314115,16.92062210581056
49.398986384977476,16.829898198867184
-25.906913395971642,-25.86121482023445
-22.734231945740078,4.650072216966038
66.639381790687,-7.061552350111839
-40.11833984592572,-17.673866709272104
-8.42569321988475,-11.48994944158153
tw1,tw2
1.9479748069308371,-2.3885979602980214
3.5128419782335385,-27.38951734866029
-5.711751361581811,-40.20308854936986
2.812572546877341,-32.332181372064206
-4.373258162463543,-0.9631688357552122
-2.964381290021109,-38.07475863735502
1.8925070155919883,-33.43512956465335
-3.0259932040291275,24.55751121493433
0.17100247106212407,48.15550427595039
2.7522913699098623,-22.256172097940443
2.564408120586222,8.48611381388072
6.652813477712506,-38.21437264707364
5.593324589780551,31.775099424030486
-2.681950147402439,49.73836747014979
-5.069970770053217,-24.425253931728605
2.882764596757063,-39.99935928747629
-3.5115520932843225,7.7494289597728425
-2.511678104954555,29.66224849202945
-4.364851067024986,-3.8060873779025144
-4.087308959694887,-22.832923060936984
-1.1659956880305629,-33.26949276359643
2.160749559575791,14.20864866191846
3.620259607987336,-33.778538935449916
-3.64518979850164,16.931041628589547
3.866405803177493,39.06096798968293
-7.480594330812423,53.50772159315119
2.456706127121116,-24.651690173982736
2.3379247650356874,-31.61583928539779
-1.0039953400336188,-13.861361479639761
-7.036569732896872,39.25456927597728
0.6705418762599322,-5.653079774787628
0.9636440036416971,-29.65993703395653
0.6132546751745664,-13.93252947401286
-0.46945492996245974,15.04049930953574
-4.710804914702649,0.020463093393374265
-3.932221595411235,3.908117916479796
6.509369220163791,26.13948283802857
-5.241528655222012,18.572945102981237
-3.0967112988306127,-21.842831376879673
0.8788817639147339,-30.744587692369592
0.7746265671260417,1.9502192395143325
6.8337864807425674,36.187805177671414
-6.157363917039383,43.26582899665642
1.2324006478296496,-4.912137277896463
-4.135179540188346,-6.4556927301771765
-5.161025774953259,-25.520598395177032
-2.175856938909007,5.933087668594396
-2.889128260571148,-19.055164490827572
-5.3789689575290325,42.65908266413518
-5.809427599694693,-39.90465566123036
4.426166426598414,-27.71245864674131
-4.8932098525244925,-40.07631488157048
2.658434279548082,-28.27406624555099
-2.7088118965652157,18.88094187176329
-5.876339629169884,-37.8805921777595
-2.8266388164661578,27.858301720633776
-2.744194376756532,-14.265624466359704
-5.515068556207041,-35.71787033851176
2.4942262553995818,-28.299642714499797
-1.116282841329891,-18.95163463389426
0.737973405709063,-21.822523140421474
-4.637293875844584,2.7732864258075622
-4.856274044915111,-6.471470449887107
-5.698560655513262,34.8746727899658
-5.006704747919855,-16.019316903466986
-5.681499538420454,-38.71482261778314
-0.19645722175786773,9.570391405847417
1.4764119144979233,54.542621411697574
5.472361803180313,-7.571677366107714
7.0689965583865515,48.623545975230435
-1.1151231818157612,-6.362175717724867
4.725704139519721,-17.093249799950826
-2.2448332980314234,19.586483122948437
-2.521395423547297,-8.44349991435309
-3.5070917130568304,52.51869767778479
3.8179939036829182,-37.88494155564102
-4.50909275268635,-12.288758042716047
-5.430825467397092,-23.836443654652193
-3.2678832739374144,-21.675160297641497
2.4660158628875024,-31.093908115666167
-5.867972464601387,-38.391475066925175
-7.286326388360223,49.281241539779614
-0.6577543564236308,6.657474465814509
3.6022758758567335,-33.94558080259981
-4.072687496907363,-39.330613161022
-2.917994441397674,-7.752125123089748
-4.886006636741278,-38.91828006667395
-7.444831469519698,48.48863082867477
-2.173297626074657,-40.353675614633104
4.298478344751537,-30.875183749284993
4.814265969131803,-38.036596280807665
-1.2664572846723203,13.485720585674166
2.296850866697369,-24.31280665444774
-5.10980103356674,41.798708056605534
3.7869698088896797,21.481320232815534
8.317967725167932,25.166221190612944
-5.844743705544694,-34.601803800170906
-6.516225661157478,30.80955598660644
1.3475014883666887,-35.72912516126581
-4.956048223057579,14.964024292611867
3.2818405692139123,-40.24073023990991
-1.6693646083305183,36.16077871526462
-5.214204679723345,25.020872604021342
-5.266345744233391,-24.132138987650137
-4.489406793067538,-7.262819797524635
1.2177002532272851,-17.00944133658337
-5.099413164036555,-32.734161952482886
2.251602457866987,-29.214602087696058
-6.93970176812833,38.09139310376278
5.326036107345956,2.8226149386645147
-2.8925546192148417,-4.982727940631484
1.9217159697323467,-39.30538233188477
-4.40862320263642,-38.35083881831336
-5.12376000947792,-13.28307537173714
2.6483055669359103,43.34116640272345
-4.355467888364402,2.6300062326738782
5.57488898507976,-19.349812785485447
5.369065481896477,-34.156176513409925
-0.48373671193216694,-30.49256507225965
-5.990602694995609,40.722127022282784
3.5549427122446673,-33.34522205560005
-3.485679684177917,-9.410145735694705
1.4462442069249448,-35.440668828443975
-0.016363900643796114,1.4682477434908634
-2.630800804272674,1.379807623189258
1.9755979775176584,-35.68197038762789
-2.719323065470313,21.9607476008973
-4.331883809896439,-28.709039060191486
7.69104387562399,45.533019333877164
-5.260605633563664,-16.979103530036802
-5.694434267816412,-34.17464527850408
-5.985383581180159,34.9237255193697
9.275308344786623,36.658594914638385
-6.217721979147036,33.642247525933634
-7.357847881595461,52.039545262204896
-6.0343106930875905,31.907922332729584
-5.284858303561869,-16.751232397948066
1.0577728894503622,3.4789155353388423
-2.6925210113560425,-6.719838643896232
4.4006865057056075,-36.22347283710262
-5.86455788424265,31.077554585250518
-5.547780727396649,21.895376740224243
-0.4220152755574915,1.2008076927169284
-4.760047007770936,7.53698692236317
-0.9122224022827154,42.351056323950836
8.516919144887396,53.51903124261109
10.239925660024184,46.72275829464823
4.070942104926338,-38.20701577547188
6.582304910623471,-34.112227687639965
2.260936445709163,-22.870415961830986
6.461984150361211,40.85875952848422
-0.48288887799515834,-9.188837184420812
3.111124697208119,-5.397419607969049
-1.737602788328772,-19.85426132397845
-6.502659198305487,35.455038547147204
-1.5920172242262751,1.690195074015982
-4.16342579241946,8.435459721819825
-3.55421197564214,12.411100820608858
-1.8363221702723607,-23.620547653450508
-4.3697146791344395,-39.25605576859841
4.3013077213946715,-7.4919695591650495
-2.5207407437487603,-9.942585546053095
3.1464683557331625,-24.026116888055483
2.117959707329078,-13.013510464917474
1.1311645469147464,17.341377295434512
4.476745088283302,30.29625377977583
2.401810306020586,-35.63611231939067
-4.909431576296313,-18.43343159939539
-5.740375831752836,-28.132434454113515
-5.774214770212879,-39.0343466579842
-5.811269644040557,-39.85231117116741
2.2474306238107076,-18.86179715792057
3.041436004171551,-32.971369691047805
8.32038813298012,23.299142257438398
1.2765993109357154,44.2469520621276
1.693493577552978,33.655479622531494
0.1154505598787452,-15.068470233227494
-1.1581959271071938,-9.450500679901957
2.8837806844859983,-33.066017806846375
-0.48516466419918913,-16.903926127119632
10.159467501479227,43.609497922019585
-7.1068001069126865,42.97232334420424
0.6456243122717638,0.49284288453237934
2.3714992570631352,-25.04639198213566
-3.4808448035233255,-36.975863101682066
3.964004138333074,20.366187091069882
-3.7059771833329833,13.922642470231914
-6.81684154915289,34.80523584970552
5.122798374693957,-2.310117561804063
-1.8418447969710243,-26.888510081019568
0.41796351375329266,-38.24939863458931
1.8494349707928777,-7.158708204960085
-3.2534844459395558,-40.31542215921231
2.5872844649283167,-39.372105199262535
-5.878584336272716,-35.59635367671071
2.6526548241068255,41.062869402534226
0.9624402845785269,-24.584183802701197
-4.705970350862401,-2.1547309903609886
4.733211383582557,16.917170624503186
-1.6782352576276978,-0.9857519486017949
tw1,tw2
8.884395825526546,9.020702517177419
8.83273807901707,-23.299406704484802
-12.92629890610776,-40.44936804708962
7.402987523472646,-30.576984429879758
-14.12487911626178,6.134355179246157
-2.7306375066113304,-38.75420798526119
6.08389357303119,-32.5926055040875
0.16351031963252893,44.006189835012286
4.672109803976852,72.83040794179533
8.71906161907497,-16.52827962762769
9.177834806182773,22.936523903169743
10.372773877958167,-38.83919404905065
10.76684933318596,51.94968517907023
0.8491104623445693,75.33275930359036
-12.695110645516728,-21.211143523049508
6.654838689084556,-42.75905586474285
-5.016576711431043,19.540309959147933
1.2506771298532797,50.69896859686097
-14.025958391688988,2.50795704661995
-9.395185897225929,-19.47294988955879
0.6727899755895095,-32.2762305972868
8.439448808416557,30.220799272969245
8.031048522983845,-32.40000236178607
-2.2717080556738907,33.303076836459546
8.884880232669495,61.17515426128539
-11.94923252053529,80.35018124810281
8.10519490201191,-19.872529245038344
6.920566146128479,-29.788185113759482
1.6661799373144888,-8.041417051413056
-14.372261199725628,62.306183536651446
7.205416077635363,4.3090917531688575
4.905607733533316,-27.557011225017433
6.499520973372739,-6.7119056954629315
4.861757779287004,31.205664663369078
-16.884444660967063,7.431668101703778
-10.461940722403497,13.045391328946835
11.798393979685727,44.90904559429866
-16.579721924408588,32.89891770930771
-5.990239455731917,-18.314362432117754
4.6677967093094,-29.021904348085002
7.319481953139892,14.22826175376948
11.62538936197523,57.13879043220361
-17.542125865675942,65.76170397908402
8.05511848885083,5.567743827215644
-12.725537139121961,-0.7381352857197143
-12.738705914637997,-22.408306901473686
0.7244997940029236,18.131621492686108
-5.620321019673128,-15.117494422044516
-4.188677082844336,67.55055940176373
-12.570852781535514,-39.98464985819741
9.661652236510342,-23.604113973628678
-7.625744347917475,-41.09928162558204
7.822274328825941,-24.812366702657357
0.5588104045663727,36.251172830465734
-13.466332341613388,-36.89219063018876
0.6610557629358738,48.384273348000164
-5.473087933164081,-9.530589955558838
-11.26865735351496,-34.24647069488487
7.622129331677506,-24.937687443918755
0.6686444435307877,-14.508233911664966
5.469983207089321,-17.27102919165781
-15.634384163840728,11.001018330311645
-16.614925529516427,-0.6990700302068973
-5.66281887722657,57.825606137708775
-14.82287512149211,-11.92899729453206
-11.283818166484537,-38.32835375049355
5.500593955752294,23.94789213573314
6.012562402943743,79.90896814128891
12.142515460435455,2.6006923150806998
11.421051962684473,71.8970772349777
2.5699984996445835,1.8569133829014817
11.058541733578409,-9.569787447090235
1.5942587295804245,37.25111803640326
-4.278888498805237,-2.288934008344633
-0.49344831727533744,78.73267489692105
7.713856537154442,-38.790826881820735
-13.527370703285264,-7.698765966265931
-14.427759650270545,-20.537590916272933
-6.635474434856015,-18.13914161974848
7.164147138313254,-28.95978305893081
-13.117186802481001,-37.64101528531525
-10.65387808835554,75.52241414172161
4.710523495732502,19.911525774533615
7.990521474760982,-32.65621035706222
-5.3199604676671015,-40.3057594328004
-6.380200745470177,-1.7336133739372457
-7.9643330260175205,-39.16086125448211
-13.425384154652647,74.11906661299552
-0.5814425673107237,-43.019648934614544
9.097406075137556,-28.020306403199697
8.628624913490256,-38.79942106585533
3.4715062834291075,29.015670175370346
7.962140858450809,-19.48633520538766
-3.580032974733925,66.45507756871808
9.664375252616765,39.37467231687695
13.349249706372845,43.60083011295467
-13.24650185810156,-32.690925574950704
-13.775314762536816,51.21179206203684
5.150000931030313,-36.02949591448962
-11.583424386664596,28.85983820076772
7.022953259481142,-43.10239867723705
2.534587638684364,58.79649683612265
-17.562027982141338,41.519616083121825
-13.591536391997472,-20.877307616023877
-14.293284933100402,-1.7600794345275617
7.337722921673802,-10.301062346749859
-10.443737097898627,-30.642693303619488
7.156792835465879,-26.394812336582618
-14.678989791154514,60.685728918717025
11.895385576684411,15.797988276546384
-5.924133485969229,1.8473211279726982
5.688756736347777,-41.713868588079784
-6.583743514834971,-38.527752349776485
-16.818394759474714,-8.682947312105341
7.527127113396318,66.58762718912486
-13.700019820812429,10.91287893373071
11.667974656641377,-12.472889618309026
9.645001379570907,-32.63034157978755
1.996630676830783,-28.69735067714172
-17.634239865884886,62.462723635297046
8.02784547923197,-31.773814406795083
-9.332211466450502,-4.099236013441683
5.304164867517962,-35.593021087439574
6.004169984541576,13.257961019482622
-2.4262138004972584,11.073061268492587
5.997819506524955,-35.88571630604989
0.6938737549123104,40.480490675036314
-8.805521308603062,-26.056405856153916
12.011617169577164,68.16253138524398
-15.884127411632221,-12.954273522143566
-12.509752104845582,-32.22453706727004
-6.648409765545253,57.87614493476764
13.58109365903173,57.4592674935945
-7.899948052771052,56.13111644841928
-15.12551919757152,77.85040763259853
-16.860553542462668,51.425482179905046
-16.202743301853964,-12.675960640711828
7.66766922366795,16.29469877156776
-5.010100545168122,-0.22788182678679192
8.44858174987479,-35.94574752508443
-17.114579139877165,50.14417935981845
-9.918582446185816,39.447975173233566
5.180844481677397,12.68526839385521
-16.60307147715988,17.398828649650405
3.4564956584195414,66.198497808848
12.486045600118459,77.33387442057796
14.008882120950872,69.2771518507285
7.917228172892905,-39.259866724070974
10.81770004297664,-32.459469366749445
8.110557058356335,-17.533615497736392
11.14540732955448,62.82134141487874
4.224900678441898,-1.3711923910461792
10.01962070780612,5.340798758451363
-1.4175629156212182,-15.793110172661073
-8.833872440807696,58.44665061327089
2.1003173712778533,12.56720690558842
-9.70887918012371,19.61760153400747
-3.1526655636108387,26.66362767086902
-1.6417564227790606,-20.264560629515536
-6.208090157666476,-40.015198245642594
11.080631801744715,2.712029873147131
-4.40860749093607,-4.176865159582881
8.906863752790748,-18.806160480408657
8.842609993254491,-4.565253247306565
7.035127801495101,34.26701212629482
9.843326992926492,50.30589792283183
6.521873690144304,-35.70337244087973
-13.742934882657899,-14.6340770178222
-14.627133157169112,-25.222132743175464
-13.42263459633805,-38.552470394849
-12.125528134238216,-39.953041154029144
8.54321961876014,-12.1700697825976
7.562156673670145,-31.41262725115618
13.456075894159696,41.308141655462805
6.0382938782884,67.97204482164756
6.866860452622426,54.995323058988355
5.040696785731733,-8.728105280971086
1.8566737412440446,-2.3663457924382882
7.379886055308127,-31.626559743711574
2.9258978533688094,-11.615810691146905
14.039133841035678,65.63977045401899
-15.160827549960118,66.76118829482986
7.160123915617092,12.287250225900749
7.950675287513121,-20.45714539634217
-4.278177492826842,-36.851372589807696
9.891271694568061,37.95413498715507
-3.3116325065053047,28.83280645929129
-13.664857550922648,56.678576480707065
11.827243155374603,9.294042711368547
-1.455741305895181,-24.146123484892122
3.7486476998670426,-39.931036102794415
8.764219920154616,2.901000402078523
-2.941594375218358,-42.489877804943276
6.402797781185434,-41.70806903995486
-13.263519156318885,-33.917307222431724
7.606671055584677,63.855055239099435
5.525335080706071,-20.818562660697992
-17.150123697664014,4.706529116896874
10.75981652920634,33.57042521920922
1.3935148042447665,8.739121015401842
tw1,tw2,tw3,objective_score,shap_baseline,shap_sum_plus_baseline
11.96560443700367,8.949905957768472,12.727381279202442,283.2789259618843,911.1937027148216,283.2789259618843
11.276312261534276,5.847596130988846,13.780601164730804,5955.71351431616,911.1937027148216,5955.71351431616
11.850257317913176,12.074578747492584,6.153022694079913,122431.3999458205,911.1937027148216,122431.3999458205
9.053473441060104,8.337182218093231,13.340884899637416,773.540169359919,911.1937027148216,773.540169359919
10.79478608072598,12.40485451943747,8.99072778944598,5961.245159322243,911.1937027148216,5961.245159322243
7.045148496062992,9.991263083142513,5.574355304937578,19221.29719969623,911.1937027148216,19221.29719969623
feature,mean_abs_shap
tw3,27322.03855433154
tw2,6191.739661514076
tw1,5566.356603242402
tw1,tw2,tw3
-48.02660279859265,-379.1686671082786,-200.71950684606605
-189.46609909798644,5359.212613134742,-125.22670243541688
5692.472109894559,16919.606915698372,98908.12721751275
-154.04386319846444,128.30690570392795,-111.91657586036612
-1864.0348156483947,226.0937210790671,6687.992551176749
-25450.096128816418,-14138.04914636007,57898.248772157895
feature,mean_abs_shap
tw1,0.015632741993238025
tw3,0.0073210529608543976
tw2,0.002810350437701552
feature,mean_abs_shap
tw2,0.020348422567176633
tw3,0.004342272395470746
tw1,0.004161060776819298
feature,mean_abs_shap
tw3,0.030310601857344105
tw1,0.008496367381034875
tw2,0.007287444028736113
feature,mean_abs_shap
tw3,13.0210305268423
tw1,7.917244237656751
tw2,5.103128809432837
feature,mean_abs_shap
tw1,37.20124327580537
tw3,13.497518069835351
tw2,7.395929300479581
feature,mean_abs_shap
tw2,41.36184067149968
tw3,6.073192515954167
tw1,2.901698213652998
feature,mean_abs_shap
tw3,39.58066362595297
tw2,13.807081157200633
tw1,9.105397768056745
feature,mean_abs_shap
tw1,0.015012120878466428
tw3,0.0026849938121478695
tw2,0.0012616902910934996
feature,mean_abs_shap
tw2,0.021022154294371515
tw1,0.003048611812833139
tw3,0.003021314061422495
feature,mean_abs_shap
tw3,0.028297295308885057
tw2,0.006267724370766697
tw1,0.0059056321813718456
feature,mean_abs_shap
tw3,13.263495822865504
tw2,7.206302730070523
tw1,6.862479209858984
feature,mean_abs_shap
tw1,31.533826798433875
tw3,7.262155971915118
tw2,3.4762144813055453
feature,mean_abs_shap
tw2,36.553715082907594
tw3,4.993552283729199
tw1,2.8085303953399205
feature,mean_abs_shap
tw3,38.699682162896096
tw2,12.657831376374817
tw1,7.731492953090411
feature,mean_abs_shap
tw1,0.017572690164505255
tw2,0.0030966325552147984
tw3,0.003053309607291307
tw4,0.002335231133072233
tw5,0.0007110226634982852
feature,mean_abs_shap
tw2,0.016476609036074855
tw1,0.0036759569038545114
tw4,0.0024890391853915387
tw3,0.0017529141989021352
tw5,0.0007365668437400938
feature,mean_abs_shap
tw3,0.023912055103296814
tw1,0.0037835596955793976
tw2,0.002560146051507722
tw5,0.0020705337568461806
tw4,0.0012036616310239943
feature,mean_abs_shap
tw4,0.017538650400112862
tw2,0.005341839839155947
tw1,0.004496641747513837
tw3,0.0016895243920328482
tw5,0.0012675174304502853
feature,mean_abs_shap
tw5,0.010642361691880322
tw2,0.00322306923447207
tw1,0.0027914446468216753
tw3,0.0018199107782671375
tw4,0.001501951473567609
feature,mean_abs_shap
tw2,4.9605819433435165
tw1,3.296091866150963
tw3,2.883995390077644
tw4,2.088041482644975
tw5,1.4701392740522534
feature,mean_abs_shap
tw1,30.30910800122937
tw3,3.479958680623551
tw4,2.995736502891993
tw5,1.3771024160138317
tw2,0.9688093175816778
feature,mean_abs_shap
tw2,30.592460184188386
tw3,5.966169635429372
tw1,4.003846041424384
tw4,3.3461457854969905
tw5,1.8263860501371212
feature,mean_abs_shap
tw3,47.122970087851314
tw2,6.194588919656985
tw1,4.582978334446506
tw5,3.3988259723719136
tw4,0.9974948796328852
feature,mean_abs_shap
tw4,23.579812415777983
tw1,4.840215253378378
tw2,3.9452263527962064
tw3,3.6811878334235173
tw5,2.9554322319134525
feature,mean_abs_shap
tw5,14.078698206061315
tw3,5.639203508914964
tw2,3.923817431568781
tw4,3.701037840437815
tw1,3.4833113725875195
Markdown is supported
0% or
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment