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Chinmay0303 · Oct 2, 2024 · 4ccbdda · 4ccbdda
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diff --git a/02_Football/1_DataScraping.ipynb b/02_Football/1_DataScraping.ipynb
diff --git a/02_Football/2_DataCleaning.ipynb b/02_Football/2_DataCleaning.ipynb
diff --git a/02_Football/3_EDA.ipynb b/02_Football/3_EDA.ipynb
diff --git a/02_Football/4_FE.ipynb b/02_Football/4_FE.ipynb
diff --git a/02_Football/5_Model.ipynb b/02_Football/5_Model.ipynb
diff --git a/02_Football/Clean_Data/SoFifa_data.csv b/02_Football/Clean_Data/SoFifa_data.csv
diff --git a/02_Football/Data_corr.csv b/02_Football/Data_corr.csv
diff --git a/02_Football/Data_new.csv b/02_Football/Data_new.csv
diff --git a/02_Football/Extra_Data/SoFifa_data_free.csv b/02_Football/Extra_Data/SoFifa_data_free.csv
diff --git a/02_Football/Extra_Data/SoFifa_data_loan.csv b/02_Football/Extra_Data/SoFifa_data_loan.csv
diff --git a/02_Football/Extra_Data/SoFifa_data_zero.csv b/02_Football/Extra_Data/SoFifa_data_zero.csv
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+,Name,Age,Overall rating,Potential,ID,Height_cm,Weight_kg,foot,Best position,Growth,Joined,Loan date end,Total attacking,Crossing,Finishing,Heading accuracy,Short passing,Volleys,Total skill,Dribbling,Curve,FK Accuracy,Long passing,Ball control,Total movement,Acceleration,Sprint speed,Agility,Reactions,Balance,Total power,Shot power,Jumping,Stamina,Strength,Long shots,Total mentality,Aggression,Interceptions,Att. Position,Vision,Penalties,Composure,Total defending,Defensive awareness,Standing tackle,Sliding tackle,Total goalkeeping,GK Diving,GK Handling,GK Kicking,GK Positioning,GK Reflexes,Total stats,Base stats,Weak foot,Skill moves,Attacking work rate,Defensive work rate,International reputation,Body type,Pace / Diving,Shooting / Handling,Passing / Kicking,Dribbling / Reflexes,Defending / Pace,Physical / Positioning,PlayStyles,PlayStyles +,Number of playstyles,Value_mill(€),Wage_thous(€),ReleaseClause_mill(€),Team,Contract
+4,Lamine Yamal,15,76,91,277643,180 ,65 ,Left,CAM,15,"Jul 1, 2022",,298,69,75,33,72,49,350,84,75,45,64,82,389,84,81,87,63,74,304,70,54,57,45,78,244,42,18,70,66,48,65,71,23,20,28,46,9,13,7,10,7,1702,374,3,4,Medium,Medium,1,Lean (170-185),82,72,68,81,23,48,Technical Flair Quick Step ,,3,0.0,0.0,0.0,Spain,2022 ~ 2026
+863,Pepe,40,81,81,120533,188 ,79 ,Right,CB,0,"Jan 8, 2019",,269,46,46,81,73,23,284,58,44,47,75,60,341,73,77,62,81,48,378,63,91,82,86,56,318,94,79,40,48,57,80,245,83,82,80,47,8,15,5,9,10,1882,415,3,2,Medium,High,4,Lean (185+),75,51,60,61,81,87,Jockey Anticipate Slide Tackle Bruiser Aerial Leadership ,,6,0.0,12.0,0.0,Porto,2019 ~ 2024
+2067,22 K. Miura,54,56,56,254704,177 ,72 ,Right,CAM,0,"Jul 1, 2005",,289,44,66,56,61,62,291,64,69,54,36,68,155,20,24,20,36,55,196,50,25,15,45,61,253,45,16,67,66,59,72,42,16,13,13,41,6,14,8,6,7,1267,253,4,3,Low,Low,1,Normal (170-185),22,61,55,59,19,37,,,2,0.0,0.7,0.0,Yokohama,2005 ~ 2022
+2516,11 Grafite,31,80,84,152820,189 ,88 ,Right,ST,4,"Jan 1, 2007",,377,58,87,84,72,76,318,78,66,55,46,73,383,78,77,63,80,85,384,85,82,68,85,64,349,86,25,79,73,86,0,82,16,43,23,44,14,11,6,5,8,1937,411,4,3,,,3,Normal (170-185),77,81,64,75,33,81,,,1,0.0,0.0,0.0,VfL Wolfsburg,2007 ~ 2012
+3945,23 Jorge Molina,40,75,75,154472,188 ,72 ,Right,ST,0,"Aug 24, 2020",,366,52,78,79,78,79,321,70,62,59,57,73,210,31,34,31,84,30,316,81,42,31,87,75,346,77,41,86,72,70,79,96,45,32,19,55,6,14,8,13,14,1710,354,4,3,Medium,Medium,1,Normal (185+),33,78,67,66,41,69,,,2,0.0,9.0,0.0,Granada,2020 ~ 2023
+3951,11 Dong Fangzhuo,25,62,69,158320,188 ,74 ,Right,ST,7,"Jan 1, 2005",,290,54,66,54,54,62,267,58,58,55,33,63,318,66,68,62,55,67,329,68,67,68,69,57,286,54,26,73,67,66,0,94,33,31,30,35,5,13,7,5,5,1619,345,2,2,,,1,Normal (170-185),67,65,54,60,33,66,,,0,0.0,0.0,0.0,Portimonense,2005 ~ 2012
+3991,Ó. Cardozo,40,72,72,179752,193 ,87 ,Left,ST,0,"Jul 1, 2017",,350,52,78,79,64,77,334,63,67,74,58,72,213,41,38,41,63,30,340,80,71,31,82,76,313,72,12,79,75,75,76,70,22,28,20,50,12,7,6,14,11,1670,338,3,3,Medium,Low,2,Normal (185+),39,78,64,63,27,67,Power Header Press Proven Long Shot Taker (CPU AI) Leadership ,,4,0.0,0.65,0.0,Libertad,2017 ~ 2026
+3992,08 T. Sheringham,41,68,82,393,183 ,79 ,Right,ST,14,,,306,72,80,82,72,0,231,47,0,74,28,82,145,42,44,0,59,0,252,71,0,45,67,69,325,52,96,88,0,89,0,65,34,31,0,68,5,21,28,21,21,1392,348,3,1,,,4,PLAYER_BODY_TYPE_,43,76,61,61,50,57,,,2,0.0,0.0,0.0,Colchester United,2008
+3999,R. Santa Cruz,41,69,69,25798,191 ,93 ,Right,ST,0,"Jan 12, 2022",,354,58,78,78,63,77,308,63,73,52,45,75,179,30,32,30,59,28,310,76,66,28,80,60,316,66,35,77,63,75,76,91,35,25,31,41,13,6,8,6,8,1599,326,3,3,Medium,Medium,2,Normal (185+),31,74,59,62,36,64,Power Header Aerial Injury Prone ,,3,0.0,0.5,0.0,Libertad,2022 ~ 2024
+4032,23 Rubén Castro,41,70,70,115909,169 ,68 ,Right,ST,0,"Jul 6, 2022",,327,60,73,62,63,69,326,67,70,74,47,68,362,67,63,76,75,81,354,75,88,55,65,71,321,54,37,78,74,78,68,62,36,12,14,57,14,8,15,8,12,1809,360,3,3,Medium,Low,2,Normal (170-),65,73,63,69,29,61,,,2,0.0,5.0,0.0,Málaga,2022 ~ 2023
+4036,10 Wendel,25,61,77,135082,180 ,76 ,Right,ST,16,,,237,50,56,66,65,0,212,65,0,35,59,53,193,75,70,0,48,0,261,64,0,75,77,45,214,65,41,52,0,56,0,124,56,68,0,74,8,22,59,22,22,1315,375,3,1,,,3,PLAYER_BODY_TYPE_,72,55,57,58,59,74,,,0,0.0,0.0,0.0,Santo André,2007
+4038,14 Cris,36,70,70,135479,183 ,77 ,Right,CB,0,"May 1, 2013",,287,59,41,75,72,40,261,29,57,45,70,60,229,38,31,43,56,61,316,68,73,51,77,47,320,80,69,50,51,70,0,201,68,68,65,50,8,10,12,7,13,1664,329,2,2,Medium,Medium,2,Normal (170-185),34,49,63,43,69,71,,,2,0.0,20.0,0.0,Vasco da Gama,2013 ~ 2015
+5064,C. Dundas,42,52,52,262371,188 ,88 ,Right,ST,0,"Jul 1, 2019",,228,34,54,52,44,44,206,49,39,35,32,51,201,30,33,49,51,38,279,55,61,32,84,47,210,42,18,54,40,56,53,56,20,20,16,53,11,13,10,12,7,1233,255,3,2,Medium,Low,1,Normal (185+),32,52,39,49,22,61,,,0,0.0,1.0,0.0,Sutton United,2019 ~ 2024
diff --git a/02_Football/Img/Cleaning/HandW2.png b/02_Football/Img/Cleaning/HandW2.png
diff --git a/02_Football/Img/Cleaning/HeightandWeight.png b/02_Football/Img/Cleaning/HeightandWeight.png
diff --git a/02_Football/Img/Cleaning/TeamContr2.png b/02_Football/Img/Cleaning/TeamContr2.png
diff --git a/02_Football/Img/Cleaning/TeamContract.png b/02_Football/Img/Cleaning/TeamContract.png
diff --git a/02_Football/Img/Cleaning/Val.png b/02_Football/Img/Cleaning/Val.png
diff --git a/02_Football/Img/Cleaning/Val2.png b/02_Football/Img/Cleaning/Val2.png
diff --git a/02_Football/Img/Cleaning/Wage.png b/02_Football/Img/Cleaning/Wage.png
diff --git a/02_Football/Img/Cleaning/Wage2.png b/02_Football/Img/Cleaning/Wage2.png
diff --git a/02_Football/Img/Cleaning/newValWageRelea.png b/02_Football/Img/Cleaning/newValWageRelea.png
diff --git a/02_Football/Img/ModelPred1.png b/02_Football/Img/ModelPred1.png
diff --git a/02_Football/Img/ModelPred2.png b/02_Football/Img/ModelPred2.png
diff --git a/02_Football/Img/Scraped_Data.png b/02_Football/Img/Scraped_Data.png
diff --git a/02_Football/Img/Sofifa.png b/02_Football/Img/Sofifa.png