GH ACTION Autorun Sun Nov 17 12:19:42 UTC 2024

andrew-couch · Nov 17, 2024 · f5b53a9 · f5b53a9
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diff --git a/Data/fight_data.csv b/Data/fight_data.csv
@@ -1,26 +1,50 @@
 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
-2024-11-09,7901,Neil Magny,0,2,KO/TKO,0,L,NA,1,5,0.6060606060606061,0.6226415094339622,20,10,0.5,9,12,33,23,0.696969696969697,9,13,0,7,0,0,0,1,4:50,Men_Welterweight
-2024-11-09,7901,Carlos Prates,2,0,KO/TKO,0,W,NA,1,5,0.9545454545454546,0.5813953488372093,21,12,0.5714285714285714,10,10,22,13,0.5909090909090909,10,23,0,1,1,1,7,0,4:50,Men_Welterweight
-2024-11-09,7900,Gerald Meerschaert,0,1,Submission,1,L,NA,3,3,0.75,0.5873015873015873,54,30,0.5555555555555556,28,38,72,44,0.6111111111111112,32,82,0,2,0,0,8,5,1:44,Men_Middleweight
-2024-11-09,7900,Reinier de Ridder,1,0,Submission,0,W,NA,3,3,0.5789473684210527,0.6666666666666666,66,38,0.5757575757575758,24,30,114,82,0.7192982456140351,28,44,1,13,5,0.38461538461538464,2,0,1:44,Men_Middleweight
-2024-11-09,7899,Gaston Bolanos,0,0,Decision,1,W,NA,3,3,0.7211538461538461,0.7430167597765364,75,53,0.7066666666666667,28,17,104,80,0.7692307692307693,31,30,0,2,2,1,2,4,5:00,Men_Bantamweight
-2024-11-09,7899,Cortavious Romious,0,0,Decision,0,L,NA,3,3,0.7377049180327869,0.44339622641509435,45,17,0.37777777777777777,22,53,61,30,0.4918032786885246,24,80,0,6,4,0.6666666666666666,0,2,5:00,Men_Bantamweight
-2024-11-09,7898,Luana Pinheiro,0,0,Decision,1,L,NA,3,3,0.8203125,0.45064377682403434,105,42,0.4,56,52,128,63,0.4921875,67,78,0,0,0,0,12,5,5:00,Women_Strawweight
-2024-11-09,7898,Gillian Robertson,0,0,Decision,1,W,NA,3,3,0.7448275862068966,0.5138339920948617,108,52,0.48148148148148145,63,42,145,78,0.5379310344827586,65,63,0,17,5,0.29411764705882354,0,0,5:00,Women_Strawweight
-2024-11-09,7897,Mansur Abdul-Malik,1,0,KO/TKO,0,W,NA,1,3,0.9444444444444444,0.5714285714285714,51,29,0.5686274509803921,2,3,54,31,0.5740740740740741,2,3,0,0,0,0,0,0,2:44,Men_Middleweight
-2024-11-09,7897,Dusko Todorovic,0,1,KO/TKO,0,L,NA,1,3,1,0.6,5,3,0.6,22,29,5,3,0.6,23,31,0,0,0,0,0,0,2:44,Men_Middleweight
-2024-11-09,7896,Karolina Kowalkiewicz,0,0,Decision,0,L,NA,3,3,0.8521739130434782,0.5023474178403756,98,46,0.46938775510204084,71,73,115,61,0.5304347826086957,75,91,0,1,0,0,3,0,5:00,Women_Strawweight
-2024-11-09,7896,Denise Gomes,0,0,Decision,0,W,NA,3,3,0.8674698795180723,0.5290322580645161,144,73,0.5069444444444444,52,46,166,91,0.5481927710843374,54,61,1,3,0,0,1,0,5:00,Women_Strawweight
-2024-11-09,7895,Elizeu Zaleski dos Santos,0,0,KO/TKO,0,W,NA,1,3,0.813953488372093,0.28205128205128205,35,11,0.3142857142857143,5,3,43,11,0.2558139534883721,5,3,0,0,0,0,0,0,1:15,Men_Welterweight
-2024-11-09,7895,Zachary Scroggin,0,0,KO/TKO,0,L,NA,1,3,1,0.375,8,3,0.375,24,11,8,3,0.375,32,11,0,0,0,0,0,0,1:15,Men_Welterweight
-2024-11-09,7894,Matthew Semelsberger,0,0,KO/TKO,0,L,NA,1,3,1,0.25,8,2,0.25,5,7,8,2,0.25,5,7,0,0,0,0,0,0,0:51,Men_Welterweight
-2024-11-09,7894,Charles Radtke,0,0,KO/TKO,0,W,NA,1,3,1,0.5833333333333334,12,7,0.5833333333333334,6,2,12,7,0.5833333333333334,6,2,0,0,0,0,0,0,0:51,Men_Welterweight
-2024-11-09,7893,Cody Stamann,0,0,Submission,0,L,NA,1,3,1,0.3939393939393939,33,13,0.3939393939393939,24,20,33,13,0.3939393939393939,25,21,0,1,0,0,0,0,4:19,Men_Bantamweight
-2024-11-09,7893,Da'Mon Blackshear,0,0,Submission,0,W,NA,1,3,0.9565217391304348,0.45555555555555555,44,20,0.45454545454545453,20,13,46,21,0.45652173913043476,20,13,3,0,0,0,1,0,4:19,Men_Bantamweight
-2024-11-09,7892,Tresean Gore,0,0,Submission,0,W,NA,1,3,0.6,1,3,3,1,3,2,5,5,1,3,2,1,1,1,1,1,0,1:23,Men_Middleweight
-2024-11-09,7892,Antonio Trocoli,0,0,Submission,0,L,NA,1,3,1,0.4,5,2,0.4,0,3,5,2,0.4,0,5,0,1,0,0,0,1,1:23,Men_Middleweight
-2024-11-09,7891,Melissa Mullins,0,0,KO/TKO,0,W,NA,2,3,0.7058823529411765,0.6344827586206897,60,38,0.6333333333333333,20,12,85,54,0.6352941176470588,20,22,0,3,2,0.6666666666666666,3,0,1:20,Women_Bantamweight
-2024-11-09,7891,Klaudia Sygula,0,0,KO/TKO,0,L,NA,2,3,0.7619047619047619,0.4594594594594595,32,12,0.375,22,38,42,22,0.5238095238095238,31,54,0,3,0,0,1,2,1:20,Women_Bantamweight
+2024-11-16,7913,Jon Jones,1,0,KO/TKO,0,W,NA,3,5,0.9296875,0.8097165991902834,119,96,0.8067226890756303,52,37,128,104,0.8125,52,42,0,1,1,1,0,0,4:29,Men_Heavyweight
+2024-11-16,7913,Stipe Miocic,0,1,KO/TKO,0,L,NA,3,5,0.9468085106382979,0.43169398907103823,89,37,0.4157303370786517,23,96,94,42,0.44680851063829785,24,104,0,0,0,0,0,1,4:29,Men_Heavyweight
+2024-11-16,7912,Charles Oliveira,0,0,Decision,0,W,NA,5,5,0.7973856209150327,0.7454545454545455,122,88,0.7213114754098361,29,84,153,117,0.7647058823529411,31,150,2,12,5,0.4166666666666667,1,0,5:00,Men_Lightweight
+2024-11-16,7912,Michael Chandler,0,0,Decision,0,L,NA,5,5,0.6243093922651933,0.7959183673469388,113,84,0.7433628318584071,34,88,181,150,0.8287292817679558,36,117,0,1,0,0,7,5,5:00,Men_Lightweight
+2024-11-16,7911,Bo Nickal,0,0,Decision,0,W,NA,3,3,1,0.6352941176470588,85,54,0.6352941176470588,82,47,85,54,0.6352941176470588,82,48,0,0,0,0,0,0,5:00,Men_Middleweight
+2024-11-16,7911,Paul Craig,0,0,Decision,0,L,NA,3,3,0.9923076923076923,0.3667953667953668,129,47,0.3643410852713178,31,54,130,48,0.36923076923076925,31,54,0,0,0,0,0,0,5:00,Men_Middleweight
+2024-11-16,7910,Viviane Araujo,0,0,Decision,0,W,NA,3,3,0.5592105263157895,0.6455696202531646,85,48,0.5647058823529412,74,58,152,105,0.6907894736842105,79,76,1,3,3,1,6,1,5:00,Women_Flyweight
+2024-11-16,7910,Karine Silva,0,0,Decision,0,L,NA,3,3,0.8516129032258064,0.46689895470383275,132,58,0.4393939393939394,37,48,155,76,0.49032258064516127,47,105,1,7,1,0.14285714285714285,0,3,5:00,Women_Flyweight
+2024-11-16,7909,Mauricio Ruffy,1,0,Decision,0,W,NA,3,3,0.9416666666666667,0.6051502145922747,113,67,0.5929203539823009,146,90,120,74,0.6166666666666667,148,112,0,0,0,0,6,0,5:00,Men_Catchweight
+2024-11-16,7909,James Llontop,0,1,Decision,0,L,NA,3,3,0.9076923076923077,0.40725806451612906,236,90,0.3813559322033898,46,67,260,112,0.4307692307692308,46,74,0,6,0,0,0,0,5:00,Men_Catchweight
+2024-11-16,7908,Jonathan Martinez,0,0,Decision,0,L,NA,3,3,0.9908256880733946,0.4470046082949309,108,48,0.4444444444444444,121,102,109,49,0.44954128440366975,121,105,0,0,0,0,0,0,5:00,Men_Bantamweight
+2024-11-16,7908,Marcus McGhee,0,0,Decision,0,W,NA,3,3,0.9867256637168141,0.4610244988864143,223,102,0.45739910313901344,60,48,226,105,0.4646017699115044,60,49,0,0,0,0,0,0,5:00,Men_Bantamweight
+2024-11-16,7907,Jim Miller,0,0,Submission,0,W,NA,1,3,0.96,0.42857142857142855,24,10,0.4166666666666667,15,16,25,11,0.44,15,16,1,0,0,0,3,0,2:44,Men_Lightweight
+2024-11-16,7907,Damon Jackson,0,0,Submission,0,L,NA,1,3,1,0.5161290322580645,31,16,0.5161290322580645,14,10,31,16,0.5161290322580645,14,11,0,3,0,0,0,0,2:44,Men_Lightweight
+2024-11-16,7906,David Onama,1,1,Decision,0,W,NA,3,3,0.8801652892561983,0.5846153846153846,213,121,0.568075117370892,81,74,242,145,0.5991735537190083,86,79,1,3,1,0.3333333333333333,0,0,5:00,Men_Lightweight
+2024-11-16,7906,Roberto Romero,1,1,Decision,0,L,NA,3,3,0.9393939393939394,0.478125,155,74,0.4774193548387097,92,121,165,79,0.47878787878787876,97,145,0,0,0,0,2,1,5:00,Men_Lightweight
+2024-11-16,7905,Marcin Tybura,0,0,TKO,1,W,NA,2,3,0.2620320855614973,0.7966101694915254,49,35,0.7142857142857143,14,15,187,153,0.8181818181818182,17,27,0,3,1,0.3333333333333333,0,0,5:00,Men_Heavyweight
+2024-11-16,7905,Jhonata Diniz,0,0,TKO,0,L,NA,2,3,0.6590909090909091,0.5753424657534246,29,15,0.5172413793103449,14,35,44,27,0.6136363636363636,34,153,0,0,0,0,2,1,5:00,Men_Heavyweight
+2024-11-16,7904,Mickey Gall,0,1,KO/TKO,0,L,NA,1,3,0.9534883720930233,0.6904761904761905,41,28,0.6829268292682927,25,31,43,30,0.6976744186046512,25,31,0,0,0,0,0,0,2:55,Men_Welterweight
+2024-11-16,7904,Ramiz Brahimaj,1,0,KO/TKO,0,W,NA,1,3,1,0.5535714285714286,56,31,0.5535714285714286,13,28,56,31,0.5535714285714286,13,30,0,0,0,0,0,0,2:55,Men_Welterweight
+2024-11-16,7903,Bassil Hafez,0,1,KO/TKO,0,L,NA,3,3,1,0.34285714285714286,70,24,0.34285714285714286,52,65,70,24,0.34285714285714286,52,66,0,0,0,0,0,0,0:40,Men_Welterweight
+2024-11-16,7903,Oban Elliott,1,0,KO/TKO,0,W,NA,3,3,0.9915254237288136,0.5574468085106383,117,65,0.5555555555555556,46,24,118,66,0.559322033898305,46,24,0,0,0,0,0,0,0:40,Men_Welterweight
+2024-11-16,7902,Veronica Hardy,0,0,Decision,0,L,NA,3,3,0.865546218487395,0.481981981981982,103,46,0.44660194174757284,50,26,119,61,0.5126050420168067,55,41,0,0,0,0,1,3,5:00,Women_Flyweight
+2024-11-16,7902,Eduarda Moura,0,0,Decision,0,W,NA,3,3,0.7916666666666666,0.38953488372093026,76,26,0.34210526315789475,57,46,96,41,0.4270833333333333,58,61,0,4,3,0.75,0,0,5:00,Women_Flyweight
+2024-11-09,7901,Neil Magny,0,2,KO/TKO,0,L,NA,1,5,0.6060606060606061,0.6226415094339622,20,10,0.5,9,12,33,23,0.696969696969697,9,13,0,7,0,0,0,1,04:50:00,Men_Welterweight
+2024-11-09,7901,Carlos Prates,2,0,KO/TKO,0,W,NA,1,5,0.9545454545454546,0.5813953488372093,21,12,0.5714285714285714,10,10,22,13,0.5909090909090909,10,23,0,1,1,1,7,0,04:50:00,Men_Welterweight
+2024-11-09,7900,Gerald Meerschaert,0,1,Submission,1,L,NA,3,3,0.75,0.5873015873015873,54,30,0.5555555555555556,28,38,72,44,0.6111111111111112,32,82,0,2,0,0,8,5,01:44:00,Men_Middleweight
+2024-11-09,7900,Reinier de Ridder,1,0,Submission,0,W,NA,3,3,0.5789473684210527,0.6666666666666666,66,38,0.5757575757575758,24,30,114,82,0.7192982456140351,28,44,1,13,5,0.38461538461538464,2,0,01:44:00,Men_Middleweight
+2024-11-09,7899,Gaston Bolanos,0,0,Decision,1,W,NA,3,3,0.7211538461538461,0.7430167597765364,75,53,0.7066666666666667,28,17,104,80,0.7692307692307693,31,30,0,2,2,1,2,4,05:00:00,Men_Bantamweight
+2024-11-09,7899,Cortavious Romious,0,0,Decision,0,L,NA,3,3,0.7377049180327869,0.44339622641509435,45,17,0.37777777777777777,22,53,61,30,0.4918032786885246,24,80,0,6,4,0.6666666666666666,0,2,05:00:00,Men_Bantamweight
+2024-11-09,7898,Luana Pinheiro,0,0,Decision,1,L,NA,3,3,0.8203125,0.45064377682403434,105,42,0.4,56,52,128,63,0.4921875,67,78,0,0,0,0,12,5,05:00:00,Women_Strawweight
+2024-11-09,7898,Gillian Robertson,0,0,Decision,1,W,NA,3,3,0.7448275862068966,0.5138339920948617,108,52,0.48148148148148145,63,42,145,78,0.5379310344827586,65,63,0,17,5,0.29411764705882354,0,0,05:00:00,Women_Strawweight
+2024-11-09,7897,Mansur Abdul-Malik,1,0,KO/TKO,0,W,NA,1,3,0.9444444444444444,0.5714285714285714,51,29,0.5686274509803921,2,3,54,31,0.5740740740740741,2,3,0,0,0,0,0,0,02:44:00,Men_Middleweight
+2024-11-09,7897,Dusko Todorovic,0,1,KO/TKO,0,L,NA,1,3,1,0.6,5,3,0.6,22,29,5,3,0.6,23,31,0,0,0,0,0,0,02:44:00,Men_Middleweight
+2024-11-09,7896,Karolina Kowalkiewicz,0,0,Decision,0,L,NA,3,3,0.8521739130434782,0.5023474178403756,98,46,0.46938775510204084,71,73,115,61,0.5304347826086957,75,91,0,1,0,0,3,0,05:00:00,Women_Strawweight
+2024-11-09,7896,Denise Gomes,0,0,Decision,0,W,NA,3,3,0.8674698795180723,0.5290322580645161,144,73,0.5069444444444444,52,46,166,91,0.5481927710843374,54,61,1,3,0,0,1,0,05:00:00,Women_Strawweight
+2024-11-09,7895,Elizeu Zaleski dos Santos,0,0,KO/TKO,0,W,NA,1,3,0.813953488372093,0.28205128205128205,35,11,0.3142857142857143,5,3,43,11,0.2558139534883721,5,3,0,0,0,0,0,0,01:15:00,Men_Welterweight
+2024-11-09,7895,Zachary Scroggin,0,0,KO/TKO,0,L,NA,1,3,1,0.375,8,3,0.375,24,11,8,3,0.375,32,11,0,0,0,0,0,0,01:15:00,Men_Welterweight
+2024-11-09,7894,Matthew Semelsberger,0,0,KO/TKO,0,L,NA,1,3,1,0.25,8,2,0.25,5,7,8,2,0.25,5,7,0,0,0,0,0,0,00:51:00,Men_Welterweight
+2024-11-09,7894,Charles Radtke,0,0,KO/TKO,0,W,NA,1,3,1,0.5833333333333334,12,7,0.5833333333333334,6,2,12,7,0.5833333333333334,6,2,0,0,0,0,0,0,00:51:00,Men_Welterweight
+2024-11-09,7893,Cody Stamann,0,0,Submission,0,L,NA,1,3,1,0.3939393939393939,33,13,0.3939393939393939,24,20,33,13,0.3939393939393939,25,21,0,1,0,0,0,0,04:19:00,Men_Bantamweight
+2024-11-09,7893,Da'Mon Blackshear,0,0,Submission,0,W,NA,1,3,0.9565217391304348,0.45555555555555555,44,20,0.45454545454545453,20,13,46,21,0.45652173913043476,20,13,3,0,0,0,1,0,04:19:00,Men_Bantamweight
+2024-11-09,7892,Tresean Gore,0,0,Submission,0,W,NA,1,3,0.6,1,3,3,1,3,2,5,5,1,3,2,1,1,1,1,1,0,01:23:00,Men_Middleweight
+2024-11-09,7892,Antonio Trocoli,0,0,Submission,0,L,NA,1,3,1,0.4,5,2,0.4,0,3,5,2,0.4,0,5,0,1,0,0,0,1,01:23:00,Men_Middleweight
+2024-11-09,7891,Melissa Mullins,0,0,KO/TKO,0,W,NA,2,3,0.7058823529411765,0.6344827586206897,60,38,0.6333333333333333,20,12,85,54,0.6352941176470588,20,22,0,3,2,0.6666666666666666,3,0,01:20:00,Women_Bantamweight
+2024-11-09,7891,Klaudia Sygula,0,0,KO/TKO,0,L,NA,2,3,0.7619047619047619,0.4594594594594595,32,12,0.375,22,38,42,22,0.5238095238095238,31,54,0,3,0,0,1,2,01:20:00,Women_Bantamweight
 2024-11-02,7890,Brandon Moreno,0,0,Decision,0,W,NA,5,5,1,0.416403785488959,317,132,0.416403785488959,172,63,317,132,0.416403785488959,173,63,0,1,0,0,3,1,05:00:00,Men_Flyweight
 2024-11-02,7890,Amir Albazi,0,0,Decision,0,L,NA,5,5,0.9957627118644068,0.267515923566879,235,63,0.2680851063829787,185,132,236,63,0.2669491525423729,185,132,0,4,1,0.25,1,0,05:00:00,Men_Flyweight
 2024-11-02,7889,Erin Blanchfield,0,0,Decision,0,W,NA,5,5,0.7260981912144703,0.4535928143712575,281,110,0.3914590747330961,151,94,387,193,0.49870801033591733,153,101,0,8,2,0.25,3,1,05:00:00,Women_Flyweight