----------drinkingwater------RGB (without N-BCDs)------------------------------------------------------- (^_^) The data is stored in the file "noCDs_1_8_sort.csv" R2 scores of Rid : 0.6116806847994918 [18.64843313 24.92413766 23.19563285 32.02651449 37.18794376] [10. 20. 30. 40. 50.] std of Rid : 0.009151473633539051 R2 scores of XGB : 0.5468980067417025 [17.406006 23.278076 24.754028 32.486572 32.422363] [10. 20. 30. 40. 50.] std of XGB : 0.017517816184962037 R2 scores of SVR : 0.6783074077359234 [15.63434831 25.73556139 24.87481954 33.89806142 36.18033956] [10. 20. 30. 40. 50.] std of SVR : 0.002576069129927624 R2 scores of Lin : 0.5813930330641603 [17.75205605 28.63943255 28.07978176 34.69342681 34.69855748] [10. 20. 30. 40. 50.] std of Lin : 0.01663960586204171 mean MAE of Rid : 7.5369394928479725 std MAE of Rid : 0.16958785368734275 mean MAE of XGB : 8.4387744140625 std MAE of XGB : 0.19510343266023356 mean MAE of SVR : 6.97852078079365 std MAE of SVR : 0.05830759317453311 mean MAE of Lin : 8.041667160490224 std MAE of Lin : 0.09655314803209451 ----------drinkingwater------RGB+Kmeans(without N-BCDs)------------------------------------------------------- (^_^) The data is stored in the file "noCDs_1_8_sort.csv" R2 scores of Rid : 0.3863673065155762 [24.70249695 24.31306941 30.98480547 34.82781793 31.18339161] [10. 20. 30. 40. 50.] std of Rid : 0.013326877983830511 R2 scores of XGB : 0.4612957607757299 [25.674881 22.538483 26.990982 33.87755 34.87863 ] [10. 20. 30. 40. 50.] std of XGB : 0.01985005135645124 R2 scores of SVR : 0.5478778002408722 [21.17686694 17.21424266 27.66750104 35.6234118 33.5874666 ] [10. 20. 30. 40. 50.] std of SVR : 0.018678356595226178 R2 scores of Lin : 0.4921306325733661 [1.96308594e+01 8.24441890e+11 2.74785156e+01 3.51757812e+01 3.30800781e+01] [10. 20. 30. 40. 50.] std of Lin : 0.16498834851843228 mean MAE of Rid : 9.782384553060023 std MAE of Rid : 0.11517082524282869 mean MAE of XGB : 9.019734344482423 std MAE of XGB : 0.17624895081807299 mean MAE of SVR : 8.476421623658261 std MAE of SVR : 0.15355692132010312 mean MAE of Lin : 7.558925781249999 std MAE of Lin : 2.4469292351179583 ----------drinkingwater------RGB (with N-BCDs)------------------------------------------------------- (^_^) The data is stored in the file "redrinkingwater_withCDs_8.csv" R2 scores of Rid : 0.7422758453881293 [ 5.75081526 17.42445317 38.63546956 41.62693806 37.12034193] [10. 20. 30. 40. 50.] std of Rid : 0.012421378213046615 R2 scores of XGB : 0.8267892274283699 [ 2.7708588 17.866962 33.41078 39.418907 39.716557 ] [10. 20. 30. 40. 50.] std of XGB : 0.008486113745818345 R2 scores of SVR : 0.7815180132899642 [ 4.51635739 16.8084003 37.32215339 41.18125055 39.14647335] [10. 20. 30. 40. 50.] std of SVR : 0.010892293899865886 R2 scores of Lin : 0.7422194698574551 [ 5.75201297 17.42434655 38.63759756 41.62787917 37.11930315] [10. 20. 30. 40. 50.] std of Lin : 0.012423729627817256 mean MAE of Rid : 6.8250175764638 std MAE of Rid : 0.1009671250244874 mean MAE of XGB : 6.800333743095398 std MAE of XGB : 0.0980698199293267 mean MAE of SVR : 6.906989992584494 std MAE of SVR : 0.2916610496277803 mean MAE of Lin : 6.774136859407001 std MAE of Lin : 0.10949996852930208 ----------drinkingwater------RGB+Kmeans (with N-BCDs)-------------------------------------------- (^_^) The data is stored in the file "redrinkingwater_withCDs_8.csv" R2 scores of Rid : 0.9463859290806793 [ 6.17506073 21.2868058 29.59181663 41.12455797 44.15623896] [10. 20. 30. 40. 50.] std of Rid : 0.006153178584502595 R2 scores of XGB : 0.8369616991404918 [ 2.0629501 20.413906 31.23022 38.09753 40.31122 ] [10. 20. 30. 40. 50.] std of XGB : 0.008251513809741718 R2 scores of SVR : 0.9442328429246698 [ 7.9919488 21.94146698 32.37191963 41.0062665 43.56869972] [10. 20. 30. 40. 50.] std of SVR : 0.005256666434838044 R2 scores of Lin : 0.9570943483099892 [ 7.14744063 20.91697447 31.24886545 41.57344022 44.55031765] [10. 20. 30. 40. 50.] std of Lin : 0.0050699084087340385 mean MAE of Rid : 2.7518867932452604 std MAE of Rid : 0.09772444332721224 mean MAE of XGB : 8.191407318115235 std MAE of XGB : 3.7586883829835713 mean MAE of SVR : 2.846563245051247 std MAE of SVR : 0.3179090736339135 mean MAE of Lin : 2.786120075900526 std MAE of Lin : 0.10045219715186757 ----------groundwater------RGB (without N-BCDs)------------------------------------------------------- (^_^) The data is stored in the file "noCDs_2_8_sort.csv" R2 scores of Rid : 0.2506369272934525 [22.40172713 23.22350521 24.36622426 26.63151544 32.57777536] [10. 20. 30. 40. 50.] std of Rid : 0.12836354462983865 R2 scores of XGB : 0.2671750409781933 [19.782104 21.231812 25.784302 24.950073 31.668457] [10. 20. 30. 40. 50.] std of XGB : 0.13457255872925275 R2 scores of SVR : 0.6176067754795996 [17.24753981 20.0708937 26.03913818 28.35393148 44.04768487] [10. 20. 30. 40. 50.] std of SVR : 0.3089569725907575 R2 scores of Lin : 0.32986061508521974 [18.69881245 21.89012942 24.12219247 23.7366156 35.70787828] [10. 20. 30. 40. 50.] std of Lin : 0.16545097938655776 mean MAE of Rid : 10.116559519212096 std MAE of Rid : 0.2394815620711314 mean MAE of XGB : 9.0971826171875 std MAE of XGB : 1.7998565637606103 mean MAE of SVR : 4.46229228206819 std MAE of SVR : 1.3804511816255316 mean MAE of Lin : 8.448804145708063 std MAE of Lin : 1.6844433785502888 ----------groundwater------RGB+Kmeans (without N-BCDs)------------------------------------------------------- (^_^) The data is stored in the file "noCDs_2_8_sort.csv" R2 scores of Rid : 0.4457050709946828 [22.49197118 24.89604569 25.78298281 29.74214737 35.97394153] [10. 20. 30. 40. 50.] std of Rid : 0.15089394538912468 R2 scores of XGB : 0.16147695685526778 [27.367344 23.416979 26.398205 25.077496 34.18171 ] [10. 20. 30. 40. 50.] std of XGB : 0.08314795872683485 R2 scores of SVR : 0.9349846365786159 [15.17550535 23.10789188 28.16365555 36.71418317 47.70807046] [10. 20. 30. 40. 50.] std of SVR : 0.012517766372049103 R2 scores of Lin : -1.4545728611003446e+18 [1.55534668e+01 2.29509277e+01 2.73796387e+01 1.55425075e+10 4.92634277e+01] [10. 20. 30. 40. 50.] std of Lin : 1.469532537516304e+18 mean MAE of Rid : 8.329012312830695 std MAE of Rid : 2.0305915331597597 mean MAE of XGB : 9.360559730529786 std MAE of XGB : 2.906471507535082 mean MAE of SVR : 3.535781335107221 std MAE of SVR : 0.7162970688012551 mean MAE of Lin : 2.637596435546875 std MAE of Lin : 1.0627007598849514 ----------groundwater------RGB (with N-BCDs)------------------------------------------------------- (^_^) The data is stored in the file "4groundwater_withCDs_8.csv" R2 scores of Rid : 0.9196888870121761 [11.73630874 26.36008213 36.00886652 39.43915951 52.78361905] [10. 20. 30. 40. 50.] std of Rid : 0.007733017356216983 R2 scores of XGB : 0.9013129928706448 [12.010803 27.163666 36.444122 38.728333 52.406693] [10. 20. 30. 40. 50.] std of XGB : 0.007541279666123842 R2 scores of SVR : 0.8607144177308348 [12.12427157 23.44381043 33.66360493 41.47892601 53.04844562] [10. 20. 30. 40. 50.] std of SVR : 0.2869863489510423 R2 scores of Lin : 0.854166024691559 [11.3364011 24.16163454 34.57621788 41.23137766 53.77932458] [10. 20. 30. 40. 50.] std of Lin : 0.2847845717086163 mean MAE of Rid : 2.789339827317543 std MAE of Rid : 0.13146734400391108 mean MAE of XGB : 3.1857543945312505 std MAE of XGB : 0.15335972653522129 mean MAE of SVR : 4.546910744814513 std MAE of SVR : 0.1982273531298953 mean MAE of Lin : 4.43694810610374 std MAE of Lin : 0.12467802972628 ----------groundwater-----RGB+Kmeans (with N-BCDs)---------------------------------------------- (^_^) The data is stored in the file "4groundwater_withCDs_8.csv" R2 scores of Rid : 0.9678977456340713 [11.70909489 22.50301227 32.2860438 41.25194012 45.69322669] [10. 20. 30. 40. 50.] std of Rid : 0.004843732723548256 R2 scores of XGB : 0.9468493117253705 [12.972794 22.790268 32.03235 40.23369 43.67386 ] [10. 20. 30. 40. 50.] std of XGB : 0.00690376838831059 R2 scores of SVR : 0.9571433512313975 [10.68594385 22.55197179 31.5856731 43.89505595 52.57723925] [10. 20. 30. 40. 50.] std of SVR : 0.010779639907348532 R2 scores of Lin : 0.9681202471274835 [ 9.79728904 21.76954679 32.79669573 43.19190433 51.38512104] [10. 20. 30. 40. 50.] std of Lin : 0.010058503493311924 mean MAE of Rid : 4.388932749142855 std MAE of Rid : 0.31961694908499205 mean MAE of XGB : 4.517108154296875 std MAE of XGB : 0.24311396177383637 mean MAE of SVR : 4.267610079682472 std MAE of SVR : 0.3726642753254646 mean MAE of Lin : 4.566219100972644 std MAE of Lin : 0.34547391255027515