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FIFA20-Players-Dataset-with-Stats--Images

active ARFF CC0: Public Domain Visibility: public Uploaded 24-03-2022 by Dustin Carrion
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About Dataset This data set includes15K Fifa20 Players with 15+ features and their images , including their position, age, and Country, and many more. It can be used for learning Statistics, Performing Data Analysis, and Data Visualization using various libraries like Seaborn, Pandas-Bokeh, and Plotly. It can be used to plot various Plots to understand the comparison between various features. References Sofifa.com

74 features

Name	string	14878 unique values 0 missing
Image (ignore)	string	14944 unique values 0 missing
Country	string	161 unique values 0 missing
Position	string	615 unique values 0 missing
Age	numeric	27 unique values 0 missing
Overall	numeric	35 unique values 0 missing
Potential	numeric	35 unique values 0 missing
Club	string	666 unique values 224 missing
ID	numeric	14944 unique values 0 missing
Height	string	21 unique values 0 missing
Weight	string	55 unique values 0 missing
Foot	string	2 unique values 0 missing
BOV	numeric	36 unique values 0 missing
BP	string	15 unique values 0 missing
Growth	numeric	24 unique values 0 missing
Joined	string	1655 unique values 0 missing
Loan_Date_End	string	23 unique values 13785 missing
Value	string	214 unique values 0 missing
Wage	string	141 unique values 0 missing
Release_Clause	string	997 unique values 0 missing
Attacking	numeric	347 unique values 0 missing
Crossing	numeric	87 unique values 0 missing
Finishing	numeric	93 unique values 0 missing
Heading_Accuracy	numeric	89 unique values 0 missing
Short_Passing	numeric	83 unique values 0 missing
Volleys	numeric	86 unique values 0 missing
Skill	numeric	385 unique values 0 missing
Dribbling	numeric	92 unique values 0 missing
Curve	numeric	89 unique values 0 missing
FK_Accuracy	numeric	89 unique values 0 missing
Long_Passing	numeric	85 unique values 0 missing
Ball_Control	numeric	90 unique values 0 missing
Movement	numeric	325 unique values 0 missing
Acceleration	numeric	86 unique values 0 missing
Sprint_Speed	numeric	84 unique values 0 missing
Agility	numeric	80 unique values 0 missing
Reactions	numeric	59 unique values 0 missing
Balance	numeric	81 unique values 0 missing
Power	numeric	279 unique values 0 missing
Shot_Power	numeric	79 unique values 0 missing
Jumping	numeric	71 unique values 0 missing
Stamina	numeric	85 unique values 0 missing
Strength	numeric	75 unique values 0 missing
Long_Shots	numeric	90 unique values 0 missing
Mentality	numeric	335 unique values 0 missing
Aggression	numeric	86 unique values 0 missing
Interceptions	numeric	87 unique values 0 missing
Positioning	numeric	94 unique values 0 missing
Vision	numeric	86 unique values 0 missing
Penalties	numeric	86 unique values 0 missing
Composure	numeric	85 unique values 0 missing
Defending	numeric	244 unique values 0 missing
Marking	numeric	91 unique values 0 missing
Standing_Tackle	numeric	88 unique values 0 missing
Sliding_Tackle	numeric	86 unique values 0 missing
Goalkeeping	numeric	219 unique values 0 missing
GK_Diving	numeric	62 unique values 0 missing
GK_Handling	numeric	63 unique values 0 missing
GK_Kicking	numeric	77 unique values 0 missing
GK_Positioning	numeric	64 unique values 0 missing
GK_Reflexes	numeric	66 unique values 0 missing
Total_Stats	numeric	1297 unique values 0 missing
Base_Stats	numeric	225 unique values 0 missing
W/F	numeric	5 unique values 0 missing
SM	numeric	5 unique values 0 missing
A/W	string	3 unique values 0 missing
D/W	string	3 unique values 0 missing
IR	numeric	5 unique values 0 missing
PAC	numeric	69 unique values 0 missing
SHO	numeric	79 unique values 0 missing
PAS	numeric	66 unique values 0 missing
DRI	numeric	68 unique values 0 missing
DEF	numeric	78 unique values 0 missing
PHY	numeric	60 unique values 0 missing
Hits	string	505 unique values 0 missing