GH ACTION Autorun Sun Aug 18 12:17:32 UTC 2024

andrew-couch · Aug 18, 2024 · eb32941 · eb32941
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diff --git a/Data/fight_data.csv b/Data/fight_data.csv
@@ -1,24 +1,48 @@
 date,fight_pk,fighter,kd,kds_received,method,pass,res,rev,round_finished,rounds,sig_reg_mixture,sig_reg_percent,sig_strike_attempts,sig_strike_landed,sig_strike_percent,sig_strikes_avoided,sig_strikes_received,strike_attempts,strike_landed,strike_percent,strikes_avoided,strikes_received,sub_attempts,td_attempts,td_landed,td_percent,tds_defended,tds_received,time,weight_class
-2024-08-10,7770,Marcin Tybura,0,0,Submission,1,L,NA,1,5,0.2222222222222222,0.4090909090909091,4,0,0,2,3,18,9,0.5,3,8,0,0,0,0,0,1,1:44,Men_Heavyweight
-2024-08-10,7770,Serghei Spivac,0,0,Submission,0,W,NA,1,5,0.45454545454545453,0.6875,5,3,0.6,4,0,11,8,0.7272727272727273,9,9,1,1,1,1,0,0,1:44,Men_Heavyweight
-2024-08-10,7769,Damon Jackson,0,0,Decision,1,L,NA,3,3,0.6805555555555556,0.6694214876033058,49,32,0.6530612244897959,27,73,72,49,0.6805555555555556,49,218,0,5,1,0.2,2,5,5:00,Men_Featherweight
-2024-08-10,7769,Chepe Mariscal,0,0,Decision,2,W,NA,3,3,0.37453183520599254,0.7929155313351499,100,73,0.73,17,32,267,218,0.8164794007490637,23,49,0,7,5,0.7142857142857143,4,1,5:00,Men_Featherweight
-2024-08-10,7768,Danny Barlow,0,0,Decision,0,W,NA,3,3,0.9252336448598131,0.48058252427184467,99,47,0.47474747474747475,42,50,107,52,0.48598130841121495,42,59,0,2,0,0,2,0,5:00,Men_Welterweight
-2024-08-10,7768,Nikolay Veretennikov,0,0,Decision,0,L,NA,3,3,0.9108910891089109,0.56476683937823835,92,50,0.5434782608695652,52,47,101,59,0.5841584158415841,55,52,0,2,0,0,2,0,5:00,Men_Welterweight
-2024-08-10,7767,Chris Gutierrez,0,0,Decision,0,W,NA,3,3,0.8863636363636364,0.7710843373493976,78,59,0.7564102564102564,53,16,88,69,0.7840909090909091,55,32,0,0,0,0,9,2,5:00,Men_Bantamweight
-2024-08-10,7767,Quang Le,0,0,Decision,0,L,NA,3,3,0.7931034482758621,0.3076923076923077,69,16,0.2318840579710145,19,59,87,32,0.367816091954023,19,69,0,11,2,0.18181818181818182,0,0,5:00,Men_Bantamweight
-2024-08-10,7766,Yana Santos,1,0,Decision,0,W,NA,3,3,0.7258064516129032,0.7133956386292835,135,94,0.6962962962962963,68,56,186,135,0.7258064516129032,79,73,0,0,0,0,0,0,5:00,Women_Bantamweight
-2024-08-10,7766,Chelsea Chandler,0,1,Decision,0,L,NA,3,3,0.8157894736842105,0.4673913043478261,124,56,0.45161290322580644,41,94,152,73,0.48026315789473684,51,135,0,0,0,0,0,0,5:00,Women_Bantamweight
-2024-08-10,7765,Toshiomi Kazama,0,1,Submission,1,W,NA,2,3,0.05952380952380952,0.7752808988764045,5,2,0.4,12,26,84,67,0.7976190476190477,12,36,1,9,1,0.1111111111111111,0,0,1:55,Men_Bantamweight
-2024-08-10,7765,Charalampos Grigoriou,1,0,Submission,0,L,NA,2,3,0.7916666666666666,0.7209302325581395,38,26,0.6842105263157895,3,2,48,36,0.75,17,67,0,0,0,0,8,1,1:55,Men_Bantamweight
-2024-08-10,7764,Karol Rosa,0,0,Decision,0,W,NA,3,3,0.8699551569506726,0.6163069544364509,194,117,0.6030927835051546,90,92,223,140,0.6278026905829597,91,138,0,2,1,0.5,0,0,5:00,Women_Bantamweight
-2024-08-10,7764,Pannie Kianzad,0,0,Decision,0,L,NA,3,3,0.7947598253275109,0.559610705596107,182,92,0.5054945054945055,77,117,229,138,0.6026200873362445,83,140,0,0,0,0,1,1,5:00,Women_Bantamweight
-2024-08-10,7763,Jhonata Diniz,0,0,Decision,0,W,NA,3,3,0.9626168224299065,0.580952380952381,103,59,0.5728155339805825,55,29,107,63,0.5887850467289719,71,49,0,0,0,0,3,2,5:00,Men_Heavyweight
-2024-08-10,7763,Karl Williams,0,0,Decision,0,L,NA,3,3,0.7,0.38235294117647056,84,29,0.34523809523809523,44,59,120,49,0.4083333333333333,44,63,0,5,2,0.4,0,0,5:00,Men_Heavyweight
-2024-08-10,7762,Youssef Zalal,0,0,Submission,0,W,NA,1,3,1,0.8333333333333334,12,10,0.8333333333333334,20,6,12,10,0.8333333333333334,20,7,1,2,1,0.5,0,0,3:52,Men_Featherweight
-2024-08-10,7762,Jarno Errens,0,0,Submission,0,L,NA,1,3,0.9629629629629629,0.24528301886792453,26,6,0.23076923076923078,2,10,27,7,0.25925925925925924,2,10,0,0,0,0,1,1,3:52,Men_Featherweight
-2024-08-10,7761,Stephanie Luciano,1,0,Decision,0,W,NA,3,3,0.9210526315789473,0.43561643835616437,175,72,0.4114285714285714,110,41,190,87,0.45789473684210524,114,45,0,0,0,0,9,1,5:00,Women_Strawweight
-2024-08-10,7761,Talita Alencar,0,1,Decision,0,L,NA,3,3,0.949685534591195,0.27741935483870966,151,41,0.271523178807947,103,72,159,45,0.2830188679245283,103,87,0,10,1,0.1,0,0,5:00,Women_Strawweight
+2024-08-17,7782,Dricus Du Plessis,0,0,Submission,0,W,NA,4,5,0.9563106796116505,0.46898263027295284,197,90,0.45685279187817257,106,97,206,99,0.48058252427184467,106,105,2,9,4,0.4444444444444444,1,0,3:38,Men_Middleweight
+2024-08-17,7782,Israel Adesanya,0,0,Submission,1,L,NA,4,5,0.9620853080568721,0.48792270531400966,203,97,0.47783251231527096,107,90,211,105,0.4976303317535545,107,99,0,1,0,0,5,4,3:38,Men_Middleweight
+2024-08-17,7781,Kai Kara-France,2,0,KO/TKO,0,W,NA,1,3,1,0.35294117647058826,51,18,0.35294117647058826,20,9,51,18,0.35294117647058826,20,9,0,0,0,0,0,0,4:04,Men_Flyweight
+2024-08-17,7781,Steve Erceg,0,2,KO/TKO,0,L,NA,1,3,1,0.3103448275862069,29,9,0.3103448275862069,33,18,29,9,0.3103448275862069,33,18,0,0,0,0,0,0,4:04,Men_Flyweight
+2024-08-17,7780,Mateusz Gamrot,0,0,Decision,0,L,NA,3,3,0.8376623376623377,0.5371024734982333,129,64,0.49612403100775193,78,65,154,88,0.5714285714285714,80,82,0,15,5,0.3333333333333333,0,0,5:00,Men_Lightweight
+2024-08-17,7780,Dan Hooker,0,0,Decision,0,W,NA,3,3,0.8827160493827161,0.4819672131147541,143,65,0.45454545454545453,65,64,162,82,0.5061728395061729,66,88,0,0,0,0,10,5,5:00,Men_Lightweight
+2024-08-17,7779,Tai Tuivasa,0,0,Decision,0,L,NA,3,3,1,0.29365079365079366,126,37,0.29365079365079366,93,91,126,37,0.29365079365079366,93,92,0,0,0,0,0,0,5:00,Men_Heavyweight
+2024-08-17,7779,Jairzinho Rozenstruik,0,0,Decision,0,W,NA,3,3,0.9945945945945946,0.4959349593495935,184,91,0.4945652173913043,89,37,185,92,0.4972972972972973,89,37,0,0,0,0,0,0,5:00,Men_Heavyweight
+2024-08-17,7778,Li Jingliang,0,2,KO/TKO,0,L,NA,2,3,1,0.36936936936936937,111,41,0.36936936936936937,29,55,111,41,0.36936936936936937,29,55,0,0,0,0,0,0,4:02,Men_Welterweight
+2024-08-17,7778,Carlos Prates,2,0,KO/TKO,0,W,NA,2,3,1,0.6547619047619048,84,55,0.6547619047619048,70,41,84,55,0.6547619047619048,70,41,0,0,0,0,0,0,4:02,Men_Welterweight
+2024-08-17,7777,Junior Tafa,0,0,Submission,0,L,NA,1,3,0.6153846153846154,0.7142857142857143,8,5,0.625,0,4,13,10,0.7692307692307693,3,20,0,0,0,0,1,2,4:56,Men_Heavyweight
+2024-08-17,7777,Valter Walker,0,0,Submission,0,W,NA,1,3,0.17391304347826086,0.8888888888888888,4,4,1,3,5,23,20,0.8695652173913043,3,10,1,3,2,0.6666666666666666,0,0,4:56,Men_Heavyweight
+2024-08-17,7776,Josh Culibao,1,0,Decision,0,L,NA,3,3,0.8466666666666667,0.5848375451263538,127,70,0.5511811023622047,91,27,150,92,0.6133333333333333,95,39,0,0,0,0,0,1,5:00,Men_Featherweight
+2024-08-17,7776,Ricardo Ramos,0,1,Decision,0,W,NA,3,3,0.8805970149253731,0.2619047619047619,118,27,0.2288135593220339,57,70,134,39,0.291044776119403,58,92,1,1,1,1,0,0,5:00,Men_Featherweight
+2024-08-17,7775,Casey O'Neill,0,0,Decision,0,W,NA,3,3,0.8502202643171806,0.4666666666666667,193,83,0.43005181347150256,56,41,227,113,0.4977973568281938,56,46,1,2,0,0,4,1,5:00,Women_Flyweight
+2024-08-17,7775,Luana Santos,0,0,Decision,0,L,NA,3,3,0.9509803921568627,0.4371859296482412,97,41,0.422680412371134,110,83,102,46,0.45098039215686275,114,113,0,5,1,0.2,2,0,5:00,Women_Flyweight
+2024-08-17,7774,Jack Jenkins,2,0,KO/TKO,0,W,NA,3,3,0.8289473684210527,0.6151079136690647,126,73,0.5793650793650794,55,24,152,98,0.6447368421052632,56,45,0,0,0,0,7,2,0:48,Men_Featherweight
+2024-08-17,7774,Herbert Burns,0,2,KO/TKO,0,L,NA,3,3,0.7821782178217822,0.38333333333333336,79,24,0.3037974683544304,53,73,101,45,0.44554455445544555,54,98,0,9,2,0.2222222222222222,0,0,0:48,Men_Featherweight
+2024-08-17,7773,Tom Nolan,0,0,Decision,0,W,NA,3,3,0.8888888888888888,0.5026737967914439,176,84,0.4772727272727273,71,69,198,104,0.5252525252525253,72,89,1,0,0,0,3,2,5:00,Men_Lightweight
+2024-08-17,7773,Alex Reyes,0,0,Decision,0,L,NA,3,3,0.8695652173913043,0.5249169435215947,140,69,0.4928571428571429,92,84,161,89,0.5527950310559007,94,104,0,5,2,0.4,0,0,5:00,Men_Lightweight
+2024-08-17,7772,Song Kenan,0,0,Decision,0,W,NA,3,3,0.8542713567839196,0.5420054200542005,170,87,0.5117647058823529,59,40,199,113,0.5678391959798995,60,67,0,5,1,0.2,13,2,5:00,Men_Welterweight
+2024-08-17,7772,Ricky Glenn,0,0,Decision,0,L,NA,3,3,0.7795275590551181,0.47345132743362833,99,40,0.40404040404040403,83,87,127,67,0.5275590551181102,86,113,0,15,2,0.13333333333333333,4,1,5:00,Men_Welterweight
+2024-08-17,7771,Stewart Nicoll,0,0,Submission,0,L,NA,1,3,0.5862068965517241,0.5,17,8,0.47058823529411764,2,3,29,15,0.5172413793103449,2,3,0,1,1,1,0,0,2:39,Men_Flyweight
+2024-08-17,7771,Jesus Aguilar,0,0,Submission,0,W,NA,1,3,1,0.6,5,3,0.6,9,8,5,3,0.6,14,15,1,0,0,0,0,1,2:39,Men_Flyweight
+2024-08-10,7770,Marcin Tybura,0,0,Submission,1,L,NA,1,5,0.2222222222222222,0.4090909090909091,4,0,0,2,3,18,9,0.5,3,8,0,0,0,0,0,1,01:44:00,Men_Heavyweight
+2024-08-10,7770,Serghei Spivac,0,0,Submission,0,W,NA,1,5,0.45454545454545453,0.6875,5,3,0.6,4,0,11,8,0.7272727272727273,9,9,1,1,1,1,0,0,01:44:00,Men_Heavyweight
+2024-08-10,7769,Damon Jackson,0,0,Decision,1,L,NA,3,3,0.6805555555555556,0.6694214876033058,49,32,0.6530612244897959,27,73,72,49,0.6805555555555556,49,218,0,5,1,0.2,2,5,05:00:00,Men_Featherweight
+2024-08-10,7769,Chepe Mariscal,0,0,Decision,2,W,NA,3,3,0.37453183520599254,0.7929155313351499,100,73,0.73,17,32,267,218,0.8164794007490637,23,49,0,7,5,0.7142857142857143,4,1,05:00:00,Men_Featherweight
+2024-08-10,7768,Danny Barlow,0,0,Decision,0,W,NA,3,3,0.9252336448598131,0.48058252427184467,99,47,0.47474747474747475,42,50,107,52,0.48598130841121495,42,59,0,2,0,0,2,0,05:00:00,Men_Welterweight
+2024-08-10,7768,Nikolay Veretennikov,0,0,Decision,0,L,NA,3,3,0.9108910891089109,0.56476683937823835,92,50,0.5434782608695652,52,47,101,59,0.5841584158415841,55,52,0,2,0,0,2,0,05:00:00,Men_Welterweight
+2024-08-10,7767,Chris Gutierrez,0,0,Decision,0,W,NA,3,3,0.8863636363636364,0.7710843373493976,78,59,0.7564102564102564,53,16,88,69,0.7840909090909091,55,32,0,0,0,0,9,2,05:00:00,Men_Bantamweight
+2024-08-10,7767,Quang Le,0,0,Decision,0,L,NA,3,3,0.7931034482758621,0.3076923076923077,69,16,0.2318840579710145,19,59,87,32,0.367816091954023,19,69,0,11,2,0.18181818181818182,0,0,05:00:00,Men_Bantamweight
+2024-08-10,7766,Yana Santos,1,0,Decision,0,W,NA,3,3,0.7258064516129032,0.7133956386292835,135,94,0.6962962962962963,68,56,186,135,0.7258064516129032,79,73,0,0,0,0,0,0,05:00:00,Women_Bantamweight
+2024-08-10,7766,Chelsea Chandler,0,1,Decision,0,L,NA,3,3,0.8157894736842105,0.4673913043478261,124,56,0.45161290322580644,41,94,152,73,0.48026315789473684,51,135,0,0,0,0,0,0,05:00:00,Women_Bantamweight
+2024-08-10,7765,Toshiomi Kazama,0,1,Submission,1,W,NA,2,3,0.05952380952380952,0.7752808988764045,5,2,0.4,12,26,84,67,0.7976190476190477,12,36,1,9,1,0.1111111111111111,0,0,01:55:00,Men_Bantamweight
+2024-08-10,7765,Charalampos Grigoriou,1,0,Submission,0,L,NA,2,3,0.7916666666666666,0.7209302325581395,38,26,0.6842105263157895,3,2,48,36,0.75,17,67,0,0,0,0,8,1,01:55:00,Men_Bantamweight
+2024-08-10,7764,Karol Rosa,0,0,Decision,0,W,NA,3,3,0.8699551569506726,0.6163069544364509,194,117,0.6030927835051546,90,92,223,140,0.6278026905829597,91,138,0,2,1,0.5,0,0,05:00:00,Women_Bantamweight
+2024-08-10,7764,Pannie Kianzad,0,0,Decision,0,L,NA,3,3,0.7947598253275109,0.559610705596107,182,92,0.5054945054945055,77,117,229,138,0.6026200873362445,83,140,0,0,0,0,1,1,05:00:00,Women_Bantamweight
+2024-08-10,7763,Jhonata Diniz,0,0,Decision,0,W,NA,3,3,0.9626168224299065,0.580952380952381,103,59,0.5728155339805825,55,29,107,63,0.5887850467289719,71,49,0,0,0,0,3,2,05:00:00,Men_Heavyweight
+2024-08-10,7763,Karl Williams,0,0,Decision,0,L,NA,3,3,0.7,0.38235294117647056,84,29,0.34523809523809523,44,59,120,49,0.4083333333333333,44,63,0,5,2,0.4,0,0,05:00:00,Men_Heavyweight
+2024-08-10,7762,Youssef Zalal,0,0,Submission,0,W,NA,1,3,1,0.8333333333333334,12,10,0.8333333333333334,20,6,12,10,0.8333333333333334,20,7,1,2,1,0.5,0,0,03:52:00,Men_Featherweight
+2024-08-10,7762,Jarno Errens,0,0,Submission,0,L,NA,1,3,0.9629629629629629,0.24528301886792453,26,6,0.23076923076923078,2,10,27,7,0.25925925925925924,2,10,0,0,0,0,1,1,03:52:00,Men_Featherweight
+2024-08-10,7761,Stephanie Luciano,1,0,Decision,0,W,NA,3,3,0.9210526315789473,0.43561643835616437,175,72,0.4114285714285714,110,41,190,87,0.45789473684210524,114,45,0,0,0,0,9,1,05:00:00,Women_Strawweight
+2024-08-10,7761,Talita Alencar,0,1,Decision,0,L,NA,3,3,0.949685534591195,0.27741935483870966,151,41,0.271523178807947,103,72,159,45,0.2830188679245283,103,87,0,10,1,0.1,0,0,05:00:00,Women_Strawweight
 2024-08-03,7760,Cory Sandhagen,0,0,Decision,0,L,NA,5,5,0.9244186046511628,0.4561933534743202,159,71,0.44654088050314467,89,98,172,80,0.46511627906976744,96,123,0,2,0,0,8,5,05:00:00,Men_Bantamweight
 2024-08-03,7760,Umar Nurmagomedov,0,0,Decision,0,W,NA,5,5,0.8538812785388128,0.5443349753694581,187,98,0.5240641711229946,88,71,219,123,0.5616438356164384,92,80,0,13,5,0.38461538461538464,2,0,05:00:00,Men_Bantamweight
 2024-08-03,7759,Shara Magomedov,0,0,Decision,0,W,NA,3,3,0.8516746411483254,0.5684754521963824,178,97,0.5449438202247191,69,77,209,123,0.5885167464114832,78,94,0,0,0,0,4,3,05:00:00,Men_Middleweight