/datasets/"+'4groundwater_withCDs_8.csv

1
R2 scores of Rid : 0.9678541954457692
[11.3991575  22.76434785 32.32082879 41.58683498 47.45603403] [10. 20. 30. 40. 50.]
std of Rid : 0.004264629717612403
R2 scores of XGB : 0.944100584930554
[12.542145 22.792679 32.096146 40.649963 45.476715] [10. 20. 30. 40. 50.]
std of XGB : 0.007933495615838022
R2 scores of SVR : 0.9619693833853186
[10.91563291 20.82788104 30.91250517 44.56524968 52.05686554] [10. 20. 30. 40. 50.]
std of SVR : 0.01255616741011388
R2 scores of Lin : 0.9677831747969782
[ 9.23696589 21.59650355 32.9306571  44.73369423 53.7518348 ] [10. 20. 30. 40. 50.]
std of Lin : 0.008823043767683

2
R2 scores of Rid : 0.9673018085169776
[12.21149702 21.34205373 31.25334638 41.38046615 44.38706979] [10. 20. 30. 40. 50.]
std of Rid : 0.00620701515671876
R2 scores of XGB : 0.9448017616639379
[13.59642  21.810364 31.062073 40.011963 42.33197 ] [10. 20. 30. 40. 50.]
std of XGB : 0.0112344382780475
R2 scores of SVR : 0.9538408111099242
[10.22081144 20.25677339 31.34831597 45.43892998 53.40630234] [10. 20. 30. 40. 50.]
std of SVR : 0.015449890924915924
R2 scores of Lin : 0.9666656305747514
[10.41096146 20.1298465  31.72884535 44.03541963 50.44878003] [10. 20. 30. 40. 50.]
std of Lin : 0.010000342932834562

3
R2 scores of Rid : 0.9671753475305721
[12.247486   22.91959949 32.98641283 41.67309349 46.65401208] [10. 20. 30. 40. 50.]
std of Rid : 0.003592477393623973
R2 scores of XGB : 0.9426532270415221
[13.881989 23.538628 32.78054  40.29563  44.07479 ] [10. 20. 30. 40. 50.]
std of XGB : 0.010913273885535896
R2 scores of SVR : 0.9607998482730589
[10.20079627 22.16146929 32.2067551  44.38281393 55.38364759] [10. 20. 30. 40. 50.]
std of SVR : 0.012198841851532229
R2 scores of Lin : 0.9674678106606646
[10.16646069 21.99337803 33.36410547 43.6198774  52.2886092 ] [10. 20. 30. 40. 50.]
std of Lin : 0.01275879312777875

4
R2 scores of Rid : 0.9679387567810112
[12.20443384 22.25370797 33.05814522 41.52032707 45.78632552] [10. 20. 30. 40. 50.]
std of Rid : 0.00502335540226963
R2 scores of XGB : 0.9415021547647952
[14.014511 22.738983 32.775055 40.01509  42.6855  ] [10. 20. 30. 40. 50.]
std of XGB : 0.011513267982187951
R2 scores of SVR : 0.9634884156627942
[10.76206968 22.66510949 31.8328466  43.46927399 54.64322569] [10. 20. 30. 40. 50.]
std of SVR : 0.007971012478059984
R2 scores of Lin : 0.967695725661908
[10.01829496 22.02594574 33.62028578 43.13640543 52.53885944] [10. 20. 30. 40. 50.]
std of Lin : 0.008318987864001723

5
R2 scores of Rid : 0.9682736483769976
[11.90489052 22.64104477 32.77485076 41.20458611 46.3319243 ] [10. 20. 30. 40. 50.]
std of Rid : 0.0038357729835078107
R2 scores of XGB : 0.9434711029352446
[12.82106  22.469315 32.38539  40.66211  44.50064 ] [10. 20. 30. 40. 50.]
std of XGB : 0.007967979018094096
R2 scores of SVR : 0.9596944314831847
[ 9.90040726 22.15912777 33.46383423 44.2884223  55.67019822] [10. 20. 30. 40. 50.]
std of SVR : 0.015639379057117778
R2 scores of Lin : 0.9655205082418383
[ 9.95900739 21.98566487 34.03688283 43.35346062 52.3408164 ] [10. 20. 30. 40. 50.]
std of Lin : 0.013289052381654768

6
R2 scores of Rid : 0.9676579391724683
[12.68255699 22.32736504 31.68115532 41.06056557 44.73977971] [10. 20. 30. 40. 50.]
std of Rid : 0.004906438433988981
R2 scores of XGB : 0.9431981409688713
[14.358612 22.86995  31.46814  39.585922 42.598312] [10. 20. 30. 40. 50.]
std of XGB : 0.010336114502768605
R2 scores of SVR : 0.9581540232183607
[11.66635454 22.36375309 32.45631216 44.95227026 53.8060979 ] [10. 20. 30. 40. 50.]
std of SVR : 0.012820806679378046
R2 scores of Lin : 0.9683306805575652
[10.4912396  21.86144467 32.35916474 43.0590221  50.38307254] [10. 20. 30. 40. 50.]
std of Lin : 0.008056748589081071

7
R2 scores of Rid : 0.9677812083503261
[13.13864329 22.46140034 31.88450764 42.13326613 45.77618836] [10. 20. 30. 40. 50.]
std of Rid : 0.004348506193454946
R2 scores of XGB : 0.9449693078698299
[14.364136 22.712341 31.709442 40.950546 43.744034] [10. 20. 30. 40. 50.]
std of XGB : 0.007855380055335504
R2 scores of SVR : 0.95407881300538
[11.8300498  21.74232943 31.50151561 45.74707435 52.78630104] [10. 20. 30. 40. 50.]
std of SVR : 0.01719283807535284
R2 scores of Lin : 0.9684974909976931
[11.0747605  21.38866946 32.40993697 44.85828881 51.68679939] [10. 20. 30. 40. 50.]
std of Lin : 0.007003992367956674

8
R2 scores of Rid : 0.9679683742063816
[11.55086331 21.90802855 32.12914878 41.85504793 45.67985273] [10. 20. 30. 40. 50.]
std of Rid : 0.004533298818222632
R2 scores of XGB : 0.9469297731227242
[12.9366   22.348282 31.986176 40.38626  43.864944] [10. 20. 30. 40. 50.]
std of XGB : 0.007634608447991157
R2 scores of SVR : 0.9593661590552486
[10.95317832 21.65829805 31.02685775 44.59155191 52.02872449] [10. 20. 30. 40. 50.]
std of SVR : 0.01546962449641459
R2 scores of Lin : 0.9677002586370133
[ 9.70633911 20.93600039 32.44754985 44.16531743 50.69666687] [10. 20. 30. 40. 50.]
std of Lin : 0.006731361479818356

9
R2 scores of Rid : 0.9679816345106358
[12.47086627 23.00919423 32.43078968 41.73484263 47.6206728 ] [10. 20. 30. 40. 50.]
std of Rid : 0.002748375088605026
R2 scores of XGB : 0.9439275368243747
[14.0156555 23.645561  32.298615  39.88891   45.566666 ] [10. 20. 30. 40. 50.]
std of XGB : 0.004808720714392165
R2 scores of SVR : 0.9476983139963153
[11.40013038 21.057828   30.80697488 45.83571909 53.28646952] [10. 20. 30. 40. 50.]
std of SVR : 0.035167651101885314
R2 scores of Lin : 0.9658054358160545
[10.19485985 21.63009289 32.8294818  45.07822912 53.73418252] [10. 20. 30. 40. 50.]
std of Lin : 0.01601551798623541

10
R2 scores of Rid : 0.9675544410056313
[10.96650818 22.31798222 32.75167769 41.29957975 46.02843308] [10. 20. 30. 40. 50.]
std of Rid : 0.005426119823515728
R2 scores of XGB : 0.9474070441622869
[12.138489 22.766342 32.64319  40.056747 44.15178 ] [10. 20. 30. 40. 50.]
std of XGB : 0.007395778775471608
R2 scores of SVR : 0.9588017050159955
[10.78696094 21.18476123 30.88368097 44.44578409 52.19656501] [10. 20. 30. 40. 50.]
std of SVR : 0.012367186737563828
R2 scores of Lin : 0.9681511740932581
[ 9.76273057 21.76146452 32.78692632 43.41205309 51.31719149] [10. 20. 30. 40. 50.]
std of Lin : 0.010042618938467326

11
R2 scores of Rid : 0.9669194554272744
[12.26048322 23.25031391 33.31114894 41.65561087 46.56932115] [10. 20. 30. 40. 50.]
std of Rid : 0.006283404109377387
R2 scores of XGB : 0.946222330945736
[13.500191 23.531876 33.218384 40.734863 44.565224] [10. 20. 30. 40. 50.]
std of XGB : 0.010348693082323415
R2 scores of SVR : 0.9562976264203336
[11.51387799 22.5682887  32.79127272 45.52705816 52.65793959] [10. 20. 30. 40. 50.]
std of SVR : 0.009440072297055194
R2 scores of Lin : 0.9647367566573621
[10.56300293 22.2301369  33.48918725 43.53371271 51.58823379] [10. 20. 30. 40. 50.]
std of Lin : 0.01810638620100876

——————————————————————————————————————————————
redrinkingwater_withCDs_8

1
R2 scores of Rid : 0.9563422141973075
[ 6.75182219 20.93329846 30.9935067  41.54683286 44.50751744] [10. 20. 30. 40. 50.]
std of Rid : 0.0048505099612426075
R2 scores of XGB : 0.9271090219626377
[ 5.812256 20.582361 30.60458  42.526176 43.06024 ] [10. 20. 30. 40. 50.]
std of XGB : 0.01450846690122832
R2 scores of SVR : 0.9460095415786893
[ 5.92049399 21.3974575  30.05548599 41.17260547 44.15719332] [10. 20. 30. 40. 50.]
std of SVR : 0.0048763387169371295
R2 scores of Lin : 0.9563414249858038
[ 6.75268082 20.93317601 30.99492703 41.547175   44.50754843] [10. 20. 30. 40. 50.]
std of Lin : 0.0048532692868202025

2
R2 scores of Rid : 0.9569986584489785
[ 7.25200914 21.02312554 31.28694707 41.88026248 44.4686532 ] [10. 20. 30. 40. 50.]
std of Rid : 0.004038104302681625
R2 scores of XGB : -1.121115364731979
[24.94928  32.340637 17.592468 95.46814  88.166504] [10. 20. 30. 40. 50.]
std of XGB : 3.5890399661238495
R2 scores of SVR : 0.9475222888477106
[ 7.58393222 23.03763594 31.25132793 41.39424078 43.66677355] [10. 20. 30. 40. 50.]
std of SVR : 0.005794923097789709
R2 scores of Lin : 0.9569989634480806
[ 7.25277997 21.02292556 31.28840608 41.88075244 44.46861378] [10. 20. 30. 40. 50.]
std of Lin : 0.004038465979235297

3
R2 scores of Rid : 0.9563143022651264
[ 7.36035885 21.11906003 32.11677342 42.0066426  44.04162951] [10. 20. 30. 40. 50.]
std of Rid : 0.006024260847130379
R2 scores of XGB : 0.34704460514788515
[10.909332 23.770264 27.566666 59.91635  56.612823] [10. 20. 30. 40. 50.]
std of XGB : 0.6047578863106071
R2 scores of SVR : 0.9468844285822883
[ 7.31159501 22.42911913 32.88730385 41.39876842 43.2635815 ] [10. 20. 30. 40. 50.]
std of SVR : 0.009235761557147776
R2 scores of Lin : 0.9563130389260435
[ 7.36157061 21.11871946 32.11842356 42.00717749 44.0412702 ] [10. 20. 30. 40. 50.]
std of Lin : 0.0060291811116369

4
R2 scores of Rid : 0.9562137215803432
[ 6.79863234 20.9657263  30.94086693 42.01425463 44.73343214] [10. 20. 30. 40. 50.]
std of Rid : 0.004952378041849732
R2 scores of XGB : -5.9807949151017405
[ 8.360413 22.834045 27.131836 58.49852  55.736176] [10. 20. 30. 40. 50.]
std of XGB : 12.004872986203175
R2 scores of SVR : 0.9463703612002352
[ 5.57826154 21.24651843 28.52165658 41.71822857 44.70456289] [10. 20. 30. 40. 50.]
std of SVR : 0.007041882374043016
R2 scores of Lin : 0.9562131507283944
[ 6.79957523 20.96544932 30.9426404  42.01465417 44.73333936] [10. 20. 30. 40. 50.]
std of Lin : 0.004953490107863709

5
R2 scores of Rid : 0.9573464115659259
[ 7.42605765 21.09359878 31.24959915 41.55977601 44.37346327] [10. 20. 30. 40. 50.]
std of Rid : 0.003174655673496248
R2 scores of XGB : -0.20347209498183227
[14.648895 23.710754 28.142273 74.81464  64.936584] [10. 20. 30. 40. 50.]
std of XGB : 1.0161408544019692
R2 scores of SVR : 0.9474105738243536
[ 6.55979248 21.76583383 30.59743573 40.66715216 43.95564858] [10. 20. 30. 40. 50.]
std of SVR : 0.0069108129032328875
R2 scores of Lin : 0.9573465481423638
[ 7.42685708 21.09322957 31.2512649  41.56021599 44.37338329] [10. 20. 30. 40. 50.]
std of Lin : 0.0031758774889817064

6
R2 scores of Rid : 0.9568619268059182
[ 7.37214221 21.15204047 31.50446816 41.53657015 44.43702764] [10. 20. 30. 40. 50.]
std of Rid : 0.0041528822843825966
R2 scores of XGB : 0.6703529100412888
[ 9.42778  22.798355 28.821762 53.51641  51.17849 ] [10. 20. 30. 40. 50.]
std of XGB : 0.2585900798738261
R2 scores of SVR : 0.9474365251046193
[ 7.50120931 22.75995836 31.5802367  40.98194033 43.32323691] [10. 20. 30. 40. 50.]
std of SVR : 0.005768025284205756
R2 scores of Lin : 0.9568613652281815
[ 7.37238979 21.15181621 31.50685906 41.53734384 44.43637263] [10. 20. 30. 40. 50.]
std of Lin : 0.004151879435090715

7
R2 scores of Rid : 0.9569531519199602
[ 8.00597703 21.62982655 30.76334823 40.79098176 44.24576135] [10. 20. 30. 40. 50.]
std of Rid : 0.0044287200029630505
R2 scores of XGB : -1.9037592379781767
[ 8.850937 23.198654 29.576767 54.518982 52.40851 ] [10. 20. 30. 40. 50.]
std of XGB : 3.6196266143738924
R2 scores of SVR : 0.945995016011271
[ 7.84080866 22.99277282 31.05376238 40.97770355 43.91740577] [10. 20. 30. 40. 50.]
std of SVR : 0.00601138445254006
R2 scores of Lin : 0.9569529240323161
[ 8.00746991 21.62956534 30.76518603 40.79146393 44.2455058 ] [10. 20. 30. 40. 50.]
std of Lin : 0.004429826079335281

8
R2 scores of Rid : 0.9566907715650583
[ 7.332856   21.36818117 30.79482627 41.80743272 44.93063759] [10. 20. 30. 40. 50.]
std of Rid : 0.004736089381735674
R2 scores of XGB : -0.5685026587280009
[ 6.463316 21.454777 28.784725 42.708252 45.719856] [10. 20. 30. 40. 50.]
std of XGB : 2.2224639159408355
R2 scores of SVR : 0.9459649069990658
[ 7.96943303 22.03187765 31.42403519 41.41774876 43.50602687] [10. 20. 30. 40. 50.]
std of SVR : 0.007654329081642471
R2 scores of Lin : 0.9566901028224318
[ 7.33372941 21.36790446 30.79762624 41.80834063 44.92939372] [10. 20. 30. 40. 50.]
std of Lin : 0.004736178212739531

9
R2 scores of Rid : 0.9566303576780066
[ 7.39062737 20.5966906  31.08989521 42.26353866 44.42931511] [10. 20. 30. 40. 50.]
std of Rid : 0.004676827995809186
R2 scores of XGB : 0.07479884490715923
[ 9.567993 29.300781 27.075256 79.256775 71.12216 ] [10. 20. 30. 40. 50.]
std of XGB : 1.0623451919083393
R2 scores of SVR : 0.943891544018005
[ 8.40845111 22.79540455 31.2368528  41.42252364 43.47705008] [10. 20. 30. 40. 50.]
std of SVR : 0.008386179732650541
R2 scores of Lin : 0.9566305061759797
[ 7.39134403 20.59630646 31.09146453 42.26402729 44.4292256 ] [10. 20. 30. 40. 50.]
std of Lin : 0.004677305482673752

10
R2 scores of Rid : 0.9575046619106542
[ 6.73298806 21.3705627  31.40654458 41.04530523 44.51884144] [10. 20. 30. 40. 50.]
std of Rid : 0.0027892462278407523
R2 scores of XGB : 0.4628988252753599
[ 5.624777 20.94589  30.446135 42.281162 43.32984 ] [10. 20. 30. 40. 50.]
std of XGB : 0.7201980292242502
R2 scores of SVR : 0.9482807211393469
[ 7.33507725 22.08085694 30.74791494 40.19833511 43.35349294] [10. 20. 30. 40. 50.]
std of SVR : 0.008572151758069881
R2 scores of Lin : 0.9575042648889166
[ 6.73396857 21.37044037 31.40807821 41.04550664 44.51887905] [10. 20. 30. 40. 50.]
std of Lin : 0.0027925950030423296

11
R2 scores of Rid : 0.9567659575104421
[ 7.7530208  21.14719617 30.92945168 41.54618429 44.64708241] [10. 20. 30. 40. 50.]
std of Rid : 0.006128522389545064
R2 scores of XGB : -0.6238345033461402
[11.3461   20.175476 26.284119 59.756805 56.021484] [10. 20. 30. 40. 50.]
std of XGB : 2.655422422064336
R2 scores of SVR : 0.9494941361492935
[ 8.01953717 22.59875354 30.61957749 41.65381927 44.42752348] [10. 20. 30. 40. 50.]
std of SVR : 0.0087770   20654673619
R2 scores of Lin : 0.9567652218724113
[ 7.75385683 21.14701467 30.93096687 41.54655419 44.64712402] [10. 20. 30. 40. 50.]
std of Lin : 0.00612612265760913

12