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Updated 3 years ago
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