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Fifa19_dataset Analysis

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
Fifa=pd.read_csv('data.csv')
Fifa.head(10)
Fifa.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 18207 entries, 0 to 18206 Data columns (total 89 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Unnamed: 0 18207 non-null int64 1 ID 18207 non-null int64 2 Name 18207 non-null object 3 Age 18207 non-null int64 4 Photo 18207 non-null object 5 Nationality 18207 non-null object 6 Flag 18207 non-null object 7 Overall 18207 non-null int64 8 Potential 18207 non-null int64 9 Club 17966 non-null object 10 Club Logo 18207 non-null object 11 Value 18207 non-null object 12 Wage 18207 non-null object 13 Special 18207 non-null int64 14 Preferred Foot 18159 non-null object 15 International Reputation 18159 non-null float64 16 Weak Foot 18159 non-null float64 17 Skill Moves 18159 non-null float64 18 Work Rate 18159 non-null object 19 Body Type 18159 non-null object 20 Real Face 18159 non-null object 21 Position 18147 non-null object 22 Jersey Number 18147 non-null float64 23 Joined 16654 non-null object 24 Loaned From 1264 non-null object 25 Contract Valid Until 17918 non-null object 26 Height 18159 non-null object 27 Weight 18159 non-null object 28 LS 16122 non-null object 29 ST 16122 non-null object 30 RS 16122 non-null object 31 LW 16122 non-null object 32 LF 16122 non-null object 33 CF 16122 non-null object 34 RF 16122 non-null object 35 RW 16122 non-null object 36 LAM 16122 non-null object 37 CAM 16122 non-null object 38 RAM 16122 non-null object 39 LM 16122 non-null object 40 LCM 16122 non-null object 41 CM 16122 non-null object 42 RCM 16122 non-null object 43 RM 16122 non-null object 44 LWB 16122 non-null object 45 LDM 16122 non-null object 46 CDM 16122 non-null object 47 RDM 16122 non-null object 48 RWB 16122 non-null object 49 LB 16122 non-null object 50 LCB 16122 non-null object 51 CB 16122 non-null object 52 RCB 16122 non-null object 53 RB 16122 non-null object 54 Crossing 18159 non-null float64 55 Finishing 18159 non-null float64 56 HeadingAccuracy 18159 non-null float64 57 ShortPassing 18159 non-null float64 58 Volleys 18159 non-null float64 59 Dribbling 18159 non-null float64 60 Curve 18159 non-null float64 61 FKAccuracy 18159 non-null float64 62 LongPassing 18159 non-null float64 63 BallControl 18159 non-null float64 64 Acceleration 18159 non-null float64 65 SprintSpeed 18159 non-null float64 66 Agility 18159 non-null float64 67 Reactions 18159 non-null float64 68 Balance 18159 non-null float64 69 ShotPower 18159 non-null float64 70 Jumping 18159 non-null float64 71 Stamina 18159 non-null float64 72 Strength 18159 non-null float64 73 LongShots 18159 non-null float64 74 Aggression 18159 non-null float64 75 Interceptions 18159 non-null float64 76 Positioning 18159 non-null float64 77 Vision 18159 non-null float64 78 Penalties 18159 non-null float64 79 Composure 18159 non-null float64 80 Marking 18159 non-null float64 81 StandingTackle 18159 non-null float64 82 SlidingTackle 18159 non-null float64 83 GKDiving 18159 non-null float64 84 GKHandling 18159 non-null float64 85 GKKicking 18159 non-null float64 86 GKPositioning 18159 non-null float64 87 GKReflexes 18159 non-null float64 88 Release Clause 16643 non-null object dtypes: float64(38), int64(6), object(45) memory usage: 9.2+ MB