seed,model,skew_before,skew_after,r2,rmse,mae 0,Model A (Raw - Cleaned Data),1.6117597218719388,0.11233732717583493,0.9203584635748383,1112.2260975581842,717.2646557413894 0,Model B (Log - Cleaned & Guarded),1.6117597218719388,0.11233732717583493,0.9530739677359544,853.7489524749707,450.83278458657514 1,Model A (Raw - Cleaned Data),1.6136300025335966,0.11761894588420525,0.9179987891550628,1125.733478443795,716.2620063157657 1,Model B (Log - Cleaned & Guarded),1.6136300025335966,0.11761894588420525,0.9527734681165848,854.3158743340192,457.2505574064425 2,Model A (Raw - Cleaned Data),1.6164440704395693,0.1152523629641514,0.921545029218597,1103.3327542601116,712.3930604388398 2,Model B (Log - Cleaned & Guarded),1.6164440704395693,0.1152523629641514,0.9519809035108283,863.1837795738109,456.57205848636255 3,Model A (Raw - Cleaned Data),1.616755869083471,0.12305861042888185,0.9219186769368556,1095.4889626231761,707.7605971759522 3,Model B (Log - Cleaned & Guarded),1.616755869083471,0.12305861042888185,0.9527052617508875,852.5911838229248,454.4368313890394 4,Model A (Raw - Cleaned Data),1.6237593308620109,0.11968386431318528,0.9221109594493132,1102.9379426647085,715.7334191304906 4,Model B (Log - Cleaned & Guarded),1.6237593308620109,0.11968386431318528,0.9535637865714742,851.6110727749476,460.97166839524783 5,Model A (Raw - Cleaned Data),1.6197314708646353,0.11714788335015984,0.921255551810894,1103.7922707622606,714.0970341883282 5,Model B (Log - Cleaned & Guarded),1.6197314708646353,0.11714788335015984,0.9547661724161389,836.583020510585,452.23039639060437 6,Model A (Raw - Cleaned Data),1.6133208658130804,0.11328903490196637,0.9190102047042893,1130.7936372546108,717.2696961712628 6,Model B (Log - Cleaned & Guarded),1.6133208658130804,0.11328903490196637,0.9509382558858854,880.1155556492785,456.7316642000314 7,Model A (Raw - Cleaned Data),1.6227591902268117,0.11492385894997581,0.9214092176184827,1107.3950752193077,712.491493576307 7,Model B (Log - Cleaned & Guarded),1.6227591902268117,0.11492385894997581,0.9537409082488976,849.6016212310284,452.50691002393893 8,Model A (Raw - Cleaned Data),1.6269550556883188,0.119568278189064,0.9198300540481177,1142.6466447489609,724.8432977363082 8,Model B (Log - Cleaned & Guarded),1.6269550556883188,0.119568278189064,0.9523597660005636,880.832025234737,461.64335668959507 9,Model A (Raw - Cleaned Data),1.6173726928205543,0.1143137660357494,0.9245005535114746,1101.221346575882,710.4446145289158 9,Model B (Log - Cleaned & Guarded),1.6173726928205543,0.1143137660357494,0.9537190441294424,862.1918188097712,458.16590976115793 10,Model A (Raw - Cleaned Data),1.6218641837517462,0.11686350400566571,0.9219678114399331,1118.8786867308256,718.7556268260303 10,Model B (Log - Cleaned & Guarded),1.6218641837517462,0.11686350400566571,0.9531085203903994,867.3473893344757,460.0322639158177 11,Model A (Raw - Cleaned Data),1.6255029602664144,0.12242480144781205,0.9196963073820466,1118.772398947421,719.5579308641596 11,Model B (Log - Cleaned & Guarded),1.6255029602664144,0.12242480144781205,0.9544661007069384,842.4447085061335,456.4771439093499 12,Model A (Raw - Cleaned Data),1.6247829271848389,0.11501062239321956,0.9179525536316191,1146.530800961055,732.5340247297746 12,Model B (Log - Cleaned & Guarded),1.6247829271848389,0.11501062239321956,0.952017558663681,876.7875259489956,463.21444611325416 13,Model A (Raw - Cleaned Data),1.6211510823974935,0.11551675296092828,0.919457219344561,1128.1187484405511,717.7800960321193 13,Model B (Log - Cleaned & Guarded),1.6211510823974935,0.11551675296092828,0.9518631704941538,872.128037501611,459.95107375008837 14,Model A (Raw - Cleaned Data),1.6279979064899865,0.11976912406603767,0.9221329380493783,1114.0698905390582,712.534945192177 14,Model B (Log - Cleaned & Guarded),1.6279979064899865,0.11976912406603767,0.9537884731214941,858.2438536228417,459.4210880863513 15,Model A (Raw - Cleaned Data),1.6137960208458968,0.11281641113573924,0.9204963118026966,1115.11454788808,715.1093965666804 15,Model B (Log - Cleaned & Guarded),1.6137960208458968,0.11281641113573924,0.9521366644524195,865.2215424667978,453.86317165916284 16,Model A (Raw - Cleaned Data),1.615395561150649,0.11231228251871632,0.9229820050202008,1091.6662825960132,707.9692134098992 16,Model B (Log - Cleaned & Guarded),1.615395561150649,0.11231228251871632,0.9535297642764886,847.9714498771003,448.993535465562 17,Model A (Raw - Cleaned Data),1.614699894153318,0.11874618819064257,0.9226799903170068,1108.793511136559,709.5144059635555 17,Model B (Log - Cleaned & Guarded),1.614699894153318,0.11874618819064257,0.9554295886000376,841.8370726912821,447.81562765861725 18,Model A (Raw - Cleaned Data),1.6153257994479175,0.11207130764586519,0.9217749700679301,1122.9962139360437,723.2199797725507 18,Model B (Log - Cleaned & Guarded),1.6153257994479175,0.11207130764586519,0.9540012102313431,861.1496429263308,459.0657931927696 19,Model A (Raw - Cleaned Data),1.608722698800029,0.113255035004188,0.9215932582315318,1090.9959971133708,702.9216494782203 19,Model B (Log - Cleaned & Guarded),1.608722698800029,0.113255035004188,0.9510168874583709,862.3223505962409,452.0587360567648