GH ACTION Autorun Sun Feb 18 12:21:29 UTC 2024

andrew-couch · Feb 18, 2024 · 3dd8b2a · 3dd8b2a
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diff --git a/Data/fight_data.csv b/Data/fight_data.csv
@@ -1,32 +1,56 @@
 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
-2024-02-10,7486,Jack Hermansson,0,0,Decision,0,W,NA,5,5,0.7186544342507645,0.5498220640569395,235,121,0.5148936170212766,158,92,327,188,0.5749235474006116,159,95,0,2,1,0.5,6,0,5:00,Men_Middleweight
-2024-02-10,7486,Joe Pyfer,0,0,Decision,0,L,NA,5,5,0.984251968503937,0.37103174603174605,250,92,0.368,114,121,254,95,0.37401574803149606,139,188,0,6,0,0,1,1,5:00,Men_Middleweight
-2024-02-10,7485,Dan Ige,1,0,KO/TKO,0,W,NA,1,3,1,0.5789473684210527,19,11,0.5789473684210527,25,8,19,11,0.5789473684210527,25,8,0,0,0,0,0,0,2:43,Men_Featherweight
-2024-02-10,7485,Andre Fili,0,1,KO/TKO,0,L,NA,1,3,1,0.24242424242424243,33,8,0.24242424242424243,8,11,33,8,0.24242424242424243,8,11,0,0,0,0,0,0,2:43,Men_Featherweight
-2024-02-10,7484,Robert Bryczek,0,1,Decision,0,L,NA,3,3,0.9300699300699301,0.2644927536231884,133,32,0.24060150375939848,101,67,143,41,0.2867132867132867,104,77,0,0,0,0,4,0,5:00,Men_Middleweight
-2024-02-10,7484,Ihor Potieria,1,0,Decision,0,W,NA,3,3,0.9281767955801105,0.41260744985673353,168,67,0.39880952380952384,101,32,181,77,0.425414364640884,102,41,0,4,0,0,0,0,5:00,Men_Middleweight
-2024-02-10,7483,Brad Tavares,0,0,KO/TKO,0,L,NA,3,3,0.9333333333333333,0.4540229885057471,84,37,0.44047619047619047,52,71,90,42,0.4666666666666667,56,79,0,0,0,0,4,2,0:55,Men_Middleweight
-2024-02-10,7483,Gregory Rodrigues,0,0,KO/TKO,0,W,NA,3,3,0.9111111111111111,0.5813953488372093,123,71,0.5772357723577236,47,37,135,79,0.5851851851851851,48,42,0,6,2,0.3333333333333333,0,0,0:55,Men_Middleweight
-2024-02-10,7482,Michael Johnson,0,0,Decision,0,W,NA,3,3,0.8115942028985508,0.564,112,61,0.5446428571428571,31,33,138,80,0.5797101449275363,34,52,0,8,4,0.5,2,0,5:00,Men_Lightweight
-2024-02-10,7482,Darrius Flowers,0,0,Decision,0,L,NA,3,3,0.7441860465116279,0.5666666666666667,64,33,0.515625,51,61,86,52,0.6046511627906976,58,80,0,2,0,0,4,4,5:00,Men_Lightweight
-2024-02-10,7481,Rodolfo Vieira,0,0,Submission,0,W,NA,1,3,0.5238095238095238,0.625,11,6,0.5454545454545454,11,9,21,14,0.6666666666666666,11,14,1,3,3,1,0,0,4:48,Men_Middleweight
-2024-02-10,7481,Armen Petrosyan,0,0,Submission,0,L,NA,1,3,0.8,0.5111111111111111,20,9,0.45,5,6,25,14,0.56,7,14,0,0,0,0,0,3,4:48,Men_Middleweight
-2024-02-10,7480,Trevin Giles,0,1,KO/TKO,0,L,NA,2,3,0.9714285714285714,0.6666666666666666,102,68,0.6666666666666666,35,37,105,70,0.6666666666666666,35,38,0,2,0,0,0,0,4:03,Men_Welterweight
-2024-02-10,7480,Carlos Prates,1,0,KO/TKO,0,W,NA,2,3,0.9863013698630136,0.5172413793103449,72,37,0.5138888888888888,34,68,73,38,0.5205479452054794,35,70,0,0,0,0,2,0,4:03,Men_Welterweight
-2024-02-10,7479,Bolaji Oki,0,0,Decision,0,W,NA,3,3,0.9681528662420382,0.39158576051779936,152,60,0.39473684210526316,61,33,157,61,0.3885350318471338,61,35,0,1,1,1,5,1,5:00,Men_Lightweight
-2024-02-10,7479,Timmy Cuamba,0,0,Decision,0,L,NA,3,3,0.9791666666666666,0.35789473684210527,94,33,0.35106382978723405,92,60,96,35,0.3645833333333333,96,61,0,6,1,0.16666666666666666,0,1,5:00,Men_Lightweight
-2024-02-10,7478,Loma Lookboonmee,0,0,Decision,0,W,NA,3,3,0.8549618320610687,0.5390946502057613,112,58,0.5178571428571429,35,28,131,73,0.5572519083969466,47,52,0,2,1,0.5,1,1,5:00,Women_Strawweight
-2024-02-10,7478,Bruna Brasil,0,0,Decision,0,L,NA,3,3,0.6363636363636364,0.49382716049382713,63,28,0.4444444444444444,54,58,99,52,0.5252525252525253,58,73,0,2,1,0.5,1,1,5:00,Women_Strawweight
-2024-02-10,7477,Devin Clark,0,0,Decision,0,L,NA,3,3,1,0.41732283464566927,127,53,0.41732283464566927,88,101,127,53,0.41732283464566927,92,112,0,2,0,0,0,1,5:00,Men_Heavyweight
-2024-02-10,7477,Marcin Prachnio,0,0,Decision,0,W,NA,3,3,0.9264705882352942,0.5419847328244275,189,101,0.5343915343915344,74,53,204,112,0.5490196078431373,74,53,0,1,1,1,2,0,5:00,Men_Heavyweight
-2024-02-10,7476,Max Griffin,0,0,Decision,0,W,NA,3,3,0.8153846153846154,0.5254237288135594,53,26,0.49056603773584906,54,32,65,36,0.5538461538461539,54,43,0,2,1,0.5,1,1,5:00,Men_Welterweight
-2024-02-10,7476,Jeremiah Wells,0,0,Decision,0,L,NA,3,3,0.8865979381443299,0.4098360655737705,86,32,0.37209302325581395,27,26,97,43,0.44329896907216493,29,36,0,2,1,0.5,1,1,5:00,Men_Welterweight
-2024-02-10,7475,Zac Pauga,0,1,KO/TKO,0,L,NA,1,3,0.9285714285714286,0.6666666666666666,26,17,0.6538461538461539,19,10,28,19,0.6785714285714286,19,25,0,2,0,0,0,0,3:38,Men_Heavyweight
-2024-02-10,7475,Bogdan Guskov,1,0,KO/TKO,0,W,NA,1,3,0.6590909090909091,0.4794520547945205,29,10,0.3448275862068966,9,17,44,25,0.5681818181818182,9,19,0,0,0,0,2,0,3:38,Men_Heavyweight
-2024-02-10,7474,Fernie Garcia,0,1,KO/TKO,1,L,NA,2,3,0.9080459770114943,0.3433734939759036,79,26,0.3291139240506329,65,79,87,31,0.3563218390804598,85,109,0,0,0,0,2,1,2:12,Men_Featherweight
-2024-02-10,7474,Hyder Amil,1,0,KO/TKO,1,W,NA,2,3,0.7422680412371134,0.5562130177514792,144,79,0.5486111111111112,53,26,194,109,0.5618556701030928,56,31,2,3,1,0.3333333333333333,0,0,2:12,Men_Featherweight
-2024-02-10,7473,Daniel Marcos,0,0,Could Not Continue,0,N,NA,2,3,0.9767441860465116,0.6470588235294118,126,81,0.6428571428571429,50,45,129,84,0.6511627906976745,51,45,0,0,0,0,0,0,3:28,Men_Bantamweight
-2024-02-10,7473,Aoriqileng,0,0,Could Not Continue,0,D,NA,2,3,0.9895833333333334,0.4712041884816754,95,45,0.47368421052631576,45,81,96,45,0.46875,45,84,0,0,0,0,0,0,3:28,Men_Bantamweight
+2024-02-17,7498,Alexander Volkanovski,0,1,KO/TKO,0,L,NA,2,5,1,0.4392523364485981,107,47,0.4392523364485981,42,35,107,47,0.4392523364485981,42,36,0,0,0,0,0,0,3:32,Men_Featherweight
+2024-02-17,7498,Ilia Topuria,1,0,KO/TKO,0,W,NA,2,5,0.9871794871794872,0.45806451612903226,77,35,0.45454545454545453,60,47,78,36,0.46153846153846156,60,47,0,0,0,0,0,0,3:32,Men_Featherweight
+2024-02-17,7497,Robert Whittaker,0,0,Decision,0,W,NA,3,3,1,0.5428571428571428,175,95,0.5428571428571428,84,67,175,95,0.5428571428571428,84,67,0,1,0,0,0,0,5:00,Men_Middleweight
+2024-02-17,7497,Paulo Costa,0,0,Decision,0,L,NA,3,3,1,0.44370860927152317,151,67,0.44370860927152317,80,95,151,67,0.44370860927152317,80,95,0,0,0,0,1,0,5:00,Men_Middleweight
+2024-02-17,7496,Geoff Neal,0,0,Decision,0,L,NA,3,3,0.8725490196078431,0.5392670157068062,89,46,0.5168539325842697,68,67,102,57,0.5588235294117647,68,80,0,0,0,0,0,0,5:00,Men_Welterweight
+2024-02-17,7496,Ian Machado Garry,0,0,Decision,0,W,NA,3,3,0.9121621621621622,0.519434628975265,135,67,0.4962962962962963,43,46,148,80,0.5405405405405406,45,57,0,0,0,0,0,0,5:00,Men_Welterweight
+2024-02-17,7495,Merab Dvalishvili,0,0,Decision,0,W,NA,3,3,0.63003663003663,0.5415730337078651,172,74,0.43023255813953487,49,29,273,167,0.6117216117216118,52,54,1,11,5,0.45454545454545453,6,1,5:00,Men_Bantamweight
+2024-02-17,7495,Henry Cejudo,0,0,Decision,0,L,NA,3,3,0.7358490566037735,0.45108695652173914,78,29,0.3717948717948718,98,74,106,54,0.5094339622641509,106,167,0,7,1,0.14285714285714285,6,5,5:00,Men_Bantamweight
+2024-02-17,7494,Anthony Hernandez,0,0,Submission,0,W,NA,2,3,0.9390243902439024,0.4591194968553459,77,34,0.44155844155844154,22,35,82,39,0.47560975609756095,22,41,2,14,3,0.21428571428571427,0,0,3:23,Men_Middleweight
+2024-02-17,7494,Roman Kopylov,0,0,Submission,0,L,NA,2,3,0.9047619047619048,0.6333333333333333,57,35,0.6140350877192983,43,34,63,41,0.6507936507936508,43,39,0,0,0,0,11,3,3:23,Men_Middleweight
+2024-02-17,7493,Amanda Lemos,1,0,Decision,0,W,NA,3,3,0.9302325581395349,0.5301204819277109,80,41,0.5125,33,21,86,47,0.5465116279069767,35,50,0,2,2,1,2,1,5:00,Women_Strawweight
+2024-02-17,7493,Mackenzie Dern,0,1,Decision,2,L,NA,3,3,0.6352941176470588,0.5107913669064749,54,21,0.3888888888888889,39,41,85,50,0.5882352941176471,39,47,0,3,1,0.3333333333333333,0,2,5:00,Women_Strawweight
+2024-02-17,7492,Marcos Rogerio de Lima,1,0,KO/TKO,0,W,NA,2,3,0.5897435897435898,0.7741935483870968,46,33,0.717391304347826,16,11,78,63,0.8076923076923077,16,17,0,3,1,0.3333333333333333,0,0,1:14,Men_Heavyweight
+2024-02-17,7492,Junior Tafa,0,1,KO/TKO,0,L,NA,2,3,0.8181818181818182,0.4666666666666667,27,11,0.4074074074074074,13,33,33,17,0.5151515151515151,15,63,0,0,0,0,2,1,1:14,Men_Heavyweight
+2024-02-17,7491,Rinya Nakamura,0,0,Decision,0,W,NA,3,3,0.6140350877192983,0.6032608695652174,70,38,0.5428571428571428,13,12,114,73,0.6403508771929824,24,55,0,3,3,1,0,0,5:00,Men_Bantamweight
+2024-02-17,7491,Carlos Vera,0,0,Decision,0,L,NA,3,3,0.31645569620253167,0.6442307692307693,25,12,0.48,32,38,79,55,0.6962025316455697,41,73,0,0,0,0,0,3,5:00,Men_Bantamweight
+2024-02-17,7490,Zhang Mingyang,1,0,KO/TKO,0,W,NA,1,3,1,0.6071428571428571,28,17,0.6071428571428571,17,14,28,17,0.6071428571428571,17,14,0,0,0,0,0,0,1:41,Men_Heavyweight
+2024-02-17,7490,Brendson Ribeiro,0,1,KO/TKO,0,L,NA,1,3,1,0.45161290322580644,31,14,0.45161290322580644,11,17,31,14,0.45161290322580644,11,17,0,0,0,0,0,0,1:41,Men_Heavyweight
+2024-02-17,7489,Josh Quinlan,0,1,KO/TKO,0,L,NA,3,3,1,0.43333333333333335,90,39,0.43333333333333335,90,95,90,39,0.43333333333333335,90,96,0,1,0,0,0,0,1:18,Men_Welterweight
+2024-02-17,7489,Danny Barlow,1,0,KO/TKO,0,W,NA,3,3,0.9946236559139785,0.5148247978436657,185,95,0.5135135135135135,51,39,186,96,0.5161290322580645,51,39,0,0,0,0,1,0,1:18,Men_Welterweight
+2024-02-17,7488,Oban Elliott,0,1,Decision,0,W,NA,3,3,0.5904255319148937,0.6889632107023411,111,70,0.6306306306306306,38,23,188,136,0.723404255319149,40,30,0,5,3,0.6,0,2,5:00,Men_Welterweight
+2024-02-17,7488,Val Woodburn,1,0,Decision,1,L,NA,3,3,0.8714285714285714,0.40458015267175573,61,23,0.3770491803278688,41,70,70,30,0.42857142857142855,52,136,0,2,2,1,2,3,5:00,Men_Welterweight
+2024-02-17,7487,Andrea Lee,0,0,Decision,0,L,NA,3,3,0.8095238095238095,0.4166666666666667,102,36,0.35294117647058826,70,66,126,59,0.46825396825396826,74,106,1,3,2,0.6666666666666666,5,3,5:00,Women_Flyweight
+2024-02-17,7487,Miranda Maverick,0,0,Decision,0,W,NA,3,3,0.7555555555555555,0.5443037974683544,136,66,0.4852941176470588,66,36,180,106,0.5888888888888889,67,59,0,8,3,0.375,1,2,5:00,Women_Flyweight
+2024-02-10,7486,Jack Hermansson,0,0,Decision,0,W,NA,5,5,0.7186544342507645,0.5498220640569395,235,121,0.5148936170212766,158,92,327,188,0.5749235474006116,159,95,0,2,1,0.5,6,0,05:00:00,Men_Middleweight
+2024-02-10,7486,Joe Pyfer,0,0,Decision,0,L,NA,5,5,0.984251968503937,0.37103174603174605,250,92,0.368,114,121,254,95,0.37401574803149606,139,188,0,6,0,0,1,1,05:00:00,Men_Middleweight
+2024-02-10,7485,Dan Ige,1,0,KO/TKO,0,W,NA,1,3,1,0.5789473684210527,19,11,0.5789473684210527,25,8,19,11,0.5789473684210527,25,8,0,0,0,0,0,0,02:43:00,Men_Featherweight
+2024-02-10,7485,Andre Fili,0,1,KO/TKO,0,L,NA,1,3,1,0.24242424242424243,33,8,0.24242424242424243,8,11,33,8,0.24242424242424243,8,11,0,0,0,0,0,0,02:43:00,Men_Featherweight
+2024-02-10,7484,Robert Bryczek,0,1,Decision,0,L,NA,3,3,0.9300699300699301,0.2644927536231884,133,32,0.24060150375939848,101,67,143,41,0.2867132867132867,104,77,0,0,0,0,4,0,05:00:00,Men_Middleweight
+2024-02-10,7484,Ihor Potieria,1,0,Decision,0,W,NA,3,3,0.9281767955801105,0.41260744985673353,168,67,0.39880952380952384,101,32,181,77,0.425414364640884,102,41,0,4,0,0,0,0,05:00:00,Men_Middleweight
+2024-02-10,7483,Brad Tavares,0,0,KO/TKO,0,L,NA,3,3,0.9333333333333333,0.4540229885057471,84,37,0.44047619047619047,52,71,90,42,0.4666666666666667,56,79,0,0,0,0,4,2,00:55:00,Men_Middleweight
+2024-02-10,7483,Gregory Rodrigues,0,0,KO/TKO,0,W,NA,3,3,0.9111111111111111,0.5813953488372093,123,71,0.5772357723577236,47,37,135,79,0.5851851851851851,48,42,0,6,2,0.3333333333333333,0,0,00:55:00,Men_Middleweight
+2024-02-10,7482,Michael Johnson,0,0,Decision,0,W,NA,3,3,0.8115942028985508,0.564,112,61,0.5446428571428571,31,33,138,80,0.5797101449275363,34,52,0,8,4,0.5,2,0,05:00:00,Men_Lightweight
+2024-02-10,7482,Darrius Flowers,0,0,Decision,0,L,NA,3,3,0.7441860465116279,0.5666666666666667,64,33,0.515625,51,61,86,52,0.6046511627906976,58,80,0,2,0,0,4,4,05:00:00,Men_Lightweight
+2024-02-10,7481,Rodolfo Vieira,0,0,Submission,0,W,NA,1,3,0.5238095238095238,0.625,11,6,0.5454545454545454,11,9,21,14,0.6666666666666666,11,14,1,3,3,1,0,0,04:48:00,Men_Middleweight
+2024-02-10,7481,Armen Petrosyan,0,0,Submission,0,L,NA,1,3,0.8,0.5111111111111111,20,9,0.45,5,6,25,14,0.56,7,14,0,0,0,0,0,3,04:48:00,Men_Middleweight
+2024-02-10,7480,Trevin Giles,0,1,KO/TKO,0,L,NA,2,3,0.9714285714285714,0.6666666666666666,102,68,0.6666666666666666,35,37,105,70,0.6666666666666666,35,38,0,2,0,0,0,0,04:03:00,Men_Welterweight
+2024-02-10,7480,Carlos Prates,1,0,KO/TKO,0,W,NA,2,3,0.9863013698630136,0.5172413793103449,72,37,0.5138888888888888,34,68,73,38,0.5205479452054794,35,70,0,0,0,0,2,0,04:03:00,Men_Welterweight
+2024-02-10,7479,Bolaji Oki,0,0,Decision,0,W,NA,3,3,0.9681528662420382,0.39158576051779936,152,60,0.39473684210526316,61,33,157,61,0.3885350318471338,61,35,0,1,1,1,5,1,05:00:00,Men_Lightweight
+2024-02-10,7479,Timmy Cuamba,0,0,Decision,0,L,NA,3,3,0.9791666666666666,0.35789473684210527,94,33,0.35106382978723405,92,60,96,35,0.3645833333333333,96,61,0,6,1,0.16666666666666666,0,1,05:00:00,Men_Lightweight
+2024-02-10,7478,Loma Lookboonmee,0,0,Decision,0,W,NA,3,3,0.8549618320610687,0.5390946502057613,112,58,0.5178571428571429,35,28,131,73,0.5572519083969466,47,52,0,2,1,0.5,1,1,05:00:00,Women_Strawweight
+2024-02-10,7478,Bruna Brasil,0,0,Decision,0,L,NA,3,3,0.6363636363636364,0.49382716049382713,63,28,0.4444444444444444,54,58,99,52,0.5252525252525253,58,73,0,2,1,0.5,1,1,05:00:00,Women_Strawweight
+2024-02-10,7477,Devin Clark,0,0,Decision,0,L,NA,3,3,1,0.41732283464566927,127,53,0.41732283464566927,88,101,127,53,0.41732283464566927,92,112,0,2,0,0,0,1,05:00:00,Men_Heavyweight
+2024-02-10,7477,Marcin Prachnio,0,0,Decision,0,W,NA,3,3,0.9264705882352942,0.5419847328244275,189,101,0.5343915343915344,74,53,204,112,0.5490196078431373,74,53,0,1,1,1,2,0,05:00:00,Men_Heavyweight
+2024-02-10,7476,Max Griffin,0,0,Decision,0,W,NA,3,3,0.8153846153846154,0.5254237288135594,53,26,0.49056603773584906,54,32,65,36,0.5538461538461539,54,43,0,2,1,0.5,1,1,05:00:00,Men_Welterweight
+2024-02-10,7476,Jeremiah Wells,0,0,Decision,0,L,NA,3,3,0.8865979381443299,0.4098360655737705,86,32,0.37209302325581395,27,26,97,43,0.44329896907216493,29,36,0,2,1,0.5,1,1,05:00:00,Men_Welterweight
+2024-02-10,7475,Zac Pauga,0,1,KO/TKO,0,L,NA,1,3,0.9285714285714286,0.6666666666666666,26,17,0.6538461538461539,19,10,28,19,0.6785714285714286,19,25,0,2,0,0,0,0,03:38:00,Men_Heavyweight
+2024-02-10,7475,Bogdan Guskov,1,0,KO/TKO,0,W,NA,1,3,0.6590909090909091,0.4794520547945205,29,10,0.3448275862068966,9,17,44,25,0.5681818181818182,9,19,0,0,0,0,2,0,03:38:00,Men_Heavyweight
+2024-02-10,7474,Fernie Garcia,0,1,KO/TKO,1,L,NA,2,3,0.9080459770114943,0.3433734939759036,79,26,0.3291139240506329,65,79,87,31,0.3563218390804598,85,109,0,0,0,0,2,1,02:12:00,Men_Featherweight
+2024-02-10,7474,Hyder Amil,1,0,KO/TKO,1,W,NA,2,3,0.7422680412371134,0.5562130177514792,144,79,0.5486111111111112,53,26,194,109,0.5618556701030928,56,31,2,3,1,0.3333333333333333,0,0,02:12:00,Men_Featherweight
+2024-02-10,7473,Daniel Marcos,0,0,Could Not Continue,0,N,NA,2,3,0.9767441860465116,0.6470588235294118,126,81,0.6428571428571429,50,45,129,84,0.6511627906976745,51,45,0,0,0,0,0,0,03:28:00,Men_Bantamweight
+2024-02-10,7473,Aoriqileng,0,0,Could Not Continue,0,D,NA,2,3,0.9895833333333334,0.4712041884816754,95,45,0.47368421052631576,45,81,96,45,0.46875,45,84,0,0,0,0,0,0,03:28:00,Men_Bantamweight
 2024-02-03,7472,Roman Dolidze,0,1,Decision,1,L,NA,5,5,0.8,0.2719298245614035,152,34,0.2236842105263158,77,112,190,59,0.3105263157894737,94,154,0,4,0,0,0,0,05:00:00,Men_Middleweight
 2024-02-03,7472,Nassourdine Imavov,1,0,Decision,0,W,NA,5,5,0.7620967741935484,0.6086956521739131,189,112,0.5925925925925926,118,34,248,154,0.6209677419354839,131,59,1,0,0,0,4,0,05:00:00,Men_Middleweight
 2024-02-03,7471,Renato Moicano,0,0,Decision,0,W,NA,3,3,0.23728813559322035,0.7534246575342466,42,23,0.5476190476190477,36,23,177,142,0.8022598870056498,37,36,0,6,3,0.5,1,1,05:00:00,Men_Lightweight