Name Age Nationality Overall Potential Club Value Wage
7 L. Modri 32 Croatia 91 91 Real Madrid 67 420
9 Sergio Ramos 32 Spain 91 91 Real Madrid 51 380
12 T. Kroos 28 Germany 90 90 Real Madrid 76.5 355
20 T. Courtois 26 Belgium 89 90 Real Madrid 53.5 240
28 Casemiro 26 Brazil 88 90 Real Madrid 59.5 285
31 Isco 26 Spain 88 91 Real Madrid 73.5 315
36 Marcelo 30 Brazil 88 88 Real Madrid 43 285
37 G. Bale 28 Wales 88 88 Real Madrid 60 355
47 K. Navas 31 Costa Rica 87 87 Real Madrid 30.5 195
63 R. Varane 25 France 86 91 Real Madrid 50 210
Special Preferred.Foot International.Reputation Weak.Foot Skill.Moves
7 2280 Right 4 4 4
9 2201 Right 4 3 3
12 2190 Right 4 5 3
20 1311 Left 4 2 1
28 2170 Right 3 3 2
31 2137 Right 3 3 4
36 2279 Left 4 4 5
37 2279 Left 4 3 4
47 1345 Right 3 3 1
63 1895 Right 3 3 2
Work.Rate Position Jersey.Number Contract.Valid.Until Height Weight
7 High/ High RCM 10 2020 172.72 66.22449
9 High/ Medium RCB 15 2020 182.88 82.10022
12 Medium/ Medium LCM 8 2022 182.88 76.20352
20 Medium/ Medium GK 1 2024 198.12 96.16158
28 Medium/ High CDM 14 2021 185.42 83.91459
31 High/ Medium LW 22 2022 175.26 78.92507
36 High/ Low LB 12 2022 175.26 79.83226
37 High/ Medium ST 11 2022 185.42 82.10022
47 Medium/ Medium GK 1 2020 185.42 79.83226
63 Medium/ High RCB 4 2022 190.50 81.19303
LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM
7 77+3 77+3 77+3 85+3 84+3 84+3 84+3 85+3 87+3 87+3 87+3 86+3 88+3 88+3 88+3
9 73+3 73+3 73+3 70+3 71+3 71+3 71+3 70+3 71+3 71+3 71+3 72+3 75+3 75+3 75+3
12 78+3 78+3 78+3 81+3 82+3 82+3 82+3 81+3 84+3 84+3 84+3 82+3 86+3 86+3 86+3
20
28 72+3 72+3 72+3 69+3 73+3 73+3 73+3 69+3 74+3 74+3 74+3 71+3 80+3 80+3 80+3
31 76+3 76+3 76+3 84+3 83+3 83+3 83+3 84+3 86+3 86+3 86+3 83+3 83+3 83+3 83+3
36 80+3 80+3 80+3 84+3 83+3 83+3 83+3 84+3 84+3 84+3 84+3 85+3 84+3 84+3 84+3
37 86+3 86+3 86+3 86+3 86+3 86+3 86+3 86+3 85+3 85+3 85+3 85+3 80+3 80+3 80+3
47
63 62+3 62+3 62+3 61+3 63+3 63+3 63+3 61+3 64+3 64+3 64+3 64+3 69+3 69+3 69+3
RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing
7 86+3 82+3 81+3 81+3 81+3 82+3 79+3 71+3 71+3 71+3 79+3 86 72
9 72+3 81+3 84+3 84+3 84+3 81+3 84+3 87+3 87+3 87+3 84+3 66 60
12 82+3 79+3 82+3 82+3 82+3 79+3 77+3 72+3 72+3 72+3 77+3 88 76
20 14 14
28 71+3 78+3 85+3 85+3 85+3 78+3 79+3 85+3 85+3 85+3 79+3 52 59
31 83+3 72+3 73+3 73+3 73+3 72+3 68+3 63+3 63+3 63+3 68+3 75 79
36 85+3 85+3 83+3 83+3 83+3 85+3 84+3 81+3 81+3 81+3 84+3 90 70
37 85+3 73+3 70+3 70+3 70+3 73+3 71+3 67+3 67+3 67+3 71+3 87 86
47 11 15
63 64+3 75+3 79+3 79+3 79+3 75+3 78+3 83+3 83+3 83+3 78+3 36 40
HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing
7 55 93 76 90 85 78 88
9 91 78 66 63 74 72 77
12 54 92 82 81 86 84 93
20 13 33 12 13 19 20 35
28 76 85 53 69 59 74 82
31 55 89 65 94 88 76 83
36 75 84 54 90 85 67 76
37 84 85 85 87 90 87 80
47 11 30 11 16 11 15 37
63 83 75 42 57 46 54 76
BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower
7 93 80 72 93 90 94 79
9 84 76 75 78 85 66 79
12 90 64 62 70 89 71 87
20 23 46 52 61 84 45 36
28 78 59 65 62 84 66 86
31 95 75 69 87 77 90 69
36 92 83 82 86 88 86 83
37 85 94 95 82 85 65 92
47 19 54 53 60 84 61 21
63 77 83 85 63 83 40 52
Jumping Stamina Strength LongShots Aggression Interceptions Positioning
7 68 89 58 82 62 83 79
9 93 84 83 59 88 90 60
12 30 75 73 92 60 82 79
20 68 38 70 17 23 15 13
28 88 87 89 79 87 87 69
31 64 70 59 87 58 64 78
36 76 91 78 70 84 85 85
37 87 75 80 91 65 59 85
47 74 39 75 13 32 20 16
63 79 73 84 53 77 82 44
Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving
7 92 82 84 60 76 73 13
9 63 75 82 87 92 91 11
12 86 73 85 72 79 69 10
20 44 27 66 20 18 16 85
28 77 66 84 88 90 87 13
31 89 76 86 60 64 51 10
36 82 59 86 71 85 86 12
37 79 76 86 54 55 52 15
47 68 25 67 28 14 14 90
63 56 43 82 87 88 87 11
GKHandling GKKicking GKPositioning GKReflexes Release.Clause
7 9 7 14 9 137.4
9 8 9 7 11 104.6
12 11 13 7 10 156.8
20 91 72 86 88 113.7
28 14 16 12 12 126.4
31 8 12 15 6 156.2
36 5 5 5 9 88.2
37 15 11 5 6 123
47 81 75 82 90 62.5
63 11 9 5 14 106.3
mydata.Penalties mydata.Agility mydata.Wage mydata.Preferred.Foot
7 82 93 420 Right
9 75 78 380 Right
12 73 70 355 Right
20 27 61 240 Left
28 66 62 285 Right
31 76 87 315 Right
36 59 86 285 Left
37 76 82 355 Left
47 25 60 195 Right
63 43 63 210 RightLAB 3.2: Plot Revisions
Andrea Davila
datasetsICR Package for the FIFA dataset.
Filtered for just Real Madrid Club
LOOK AT DATASET
FIRST 10 ROWS REAL MADRID
LOOK AT DATASET
LAST 10 ROWS REAL MADRID
Name Age Nationality Overall Potential Club Value Wage
6725 Reguiln 21 Spain 68 80 Real Madrid 1.4 28
8733 Javi Snchez 21 Spain 67 79 Real Madrid 1.2 24
9142 Cristo Gonzlez 20 Spain 66 78 Real Madrid 1.2 26
10179 F. Feuillassier 20 Argentina 65 80 Real Madrid 1.2 23
10270 Fidalgo 21 Spain 65 75 Real Madrid 875 20
11164 Sergio Lpez 19 Spain 64 80 Real Madrid 875 9
11328 Fran Garca 18 Spain 64 79 Real Madrid 825 9
11878 Manu Hernando 19 Spain 64 76 Real Madrid 700 9
12505 Dani Gmez 19 Spain 63 77 Real Madrid 800 12
13688 L. Zidane 20 France 62 71 Real Madrid 350 9
Special Preferred.Foot International.Reputation Weak.Foot Skill.Moves
6725 1619 Left 1 3 3
8733 1444 Right 1 3 2
9142 1701 Right 1 2 3
10179 1574 Right 1 4 3
10270 1673 Right 1 3 3
11164 1715 Right 1 3 3
11328 1644 Left 1 3 2
11878 1568 Right 1 3 2
12505 1448 Right 1 3 2
13688 944 Right 1 3 1
Work.Rate Position Jersey.Number Contract.Valid.Until Height
6725 High/ Medium LB 23 2020 177.80
8733 Medium/ Medium CB 31 2019 187.96
9142 Medium/ Medium ST 27 2019 177.80
10179 Medium/ Medium LW 34 2019 172.72
10270 High/ Medium CM 36 2019 175.26
11164 High/ Medium RB 32 2019 177.80
11328 High/ Medium LB 37 2019 170.18
11878 Medium/ Medium CB 33 2021 180.34
12505 Medium/ Medium ST 38 2022 177.80
13688 Medium/ Medium GK 30 2019 182.88
Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM
6725 68.03886 52+2 52+2 52+2 58+2 56+2 56+2 56+2 58+2 57+2 57+2 57+2 61+2 58+2
8733 77.11070 45+2 45+2 45+2 44+2 44+2 44+2 44+2 44+2 45+2 45+2 45+2 46+2 50+2
9142 73.93556 65+2 65+2 65+2 66+2 66+2 66+2 66+2 66+2 66+2 66+2 66+2 65+2 61+2
10179 68.94604 63+2 63+2 63+2 64+2 64+2 64+2 64+2 64+2 62+2 62+2 62+2 62+2 55+2
10270 68.03886 57+2 57+2 57+2 63+2 62+2 62+2 62+2 63+2 64+2 64+2 64+2 64+2 64+2
11164 66.22449 58+2 58+2 58+2 61+2 59+2 59+2 59+2 61+2 59+2 59+2 59+2 61+2 58+2
11328 63.04934 53+2 53+2 53+2 60+2 57+2 57+2 57+2 60+2 57+2 57+2 57+2 61+2 57+2
11878 77.11070 51+2 51+2 51+2 52+2 52+2 52+2 52+2 52+2 52+2 52+2 52+2 54+2 54+2
12505 69.85322 61+2 61+2 61+2 57+2 59+2 59+2 59+2 57+2 57+2 57+2 57+2 55+2 48+2
13688 77.11070
CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing
6725 58+2 58+2 61+2 67+2 62+2 62+2 62+2 67+2 67+2 63+2 63+2 63+2 67+2 66
8733 50+2 50+2 46+2 59+2 61+2 61+2 61+2 59+2 61+2 66+2 66+2 66+2 61+2 32
9142 61+2 61+2 65+2 51+2 51+2 51+2 51+2 51+2 49+2 45+2 45+2 45+2 49+2 54
10179 55+2 55+2 62+2 48+2 44+2 44+2 44+2 48+2 44+2 38+2 38+2 38+2 44+2 64
10270 64+2 64+2 64+2 58+2 59+2 59+2 59+2 58+2 56+2 52+2 52+2 52+2 56+2 61
11164 58+2 58+2 61+2 63+2 59+2 59+2 59+2 63+2 63+2 59+2 59+2 59+2 63+2 63
11328 57+2 57+2 61+2 63+2 58+2 58+2 58+2 63+2 62+2 57+2 57+2 57+2 62+2 65
11878 54+2 54+2 54+2 60+2 60+2 60+2 60+2 60+2 61+2 63+2 63+2 63+2 61+2 44
12505 48+2 48+2 55+2 39+2 38+2 38+2 38+2 39+2 38+2 36+2 36+2 36+2 38+2 32
13688 12
Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy
6725 22 59 62 18 63 50 39
8733 28 66 63 18 34 27 34
9142 70 58 64 60 69 64 50
10179 72 49 62 55 70 44 45
10270 49 44 69 46 68 62 53
11164 52 56 61 48 64 57 41
11328 42 44 57 39 62 55 36
11878 32 68 62 29 56 44 39
12505 67 58 54 54 60 41 45
13688 8 12 22 6 10 14 11
LongPassing BallControl Acceleration SprintSpeed Agility Reactions
6725 44 67 74 72 52 66
8733 38 61 55 64 41 63
9142 60 68 73 70 70 60
10179 45 65 68 68 67 53
10270 65 70 65 63 68 62
11164 56 63 78 79 69 63
11328 49 65 79 79 68 62
11878 53 64 61 63 61 59
12505 35 66 66 65 70 56
13688 15 14 33 32 36 54
Balance ShotPower Jumping Stamina Strength LongShots Aggression
6725 71 54 60 72 45 33 58
8733 51 38 72 68 68 32 70
9142 71 65 65 63 49 63 52
10179 78 72 47 62 61 71 45
10270 77 54 51 64 49 48 62
11164 72 63 61 61 51 59 62
11328 89 47 60 66 44 45 63
11878 64 47 59 66 62 45 58
12505 65 59 62 51 70 52 28
13688 49 15 63 38 50 5 16
Interceptions Positioning Vision Penalties Composure Marking
6725 67 56 54 42 64 66
8733 67 25 35 38 55 64
9142 29 68 67 54 61 45
10179 22 58 56 50 54 35
10270 52 59 70 49 68 46
11164 60 50 46 43 62 59
11328 62 49 54 39 60 60
11878 55 43 37 42 47 70
12505 12 61 42 57 44 41
13688 14 5 45 19 36 13
StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning
6725 68 68 11 14 9 5
8733 67 65 11 15 13 8
9142 39 26 11 9 13 9
10179 23 20 7 13 9 13
10270 51 47 10 9 10 11
11164 61 62 12 12 11 7
11328 58 59 9 6 12 9
11878 65 67 11 12 13 12
12505 12 15 7 10 13 8
13688 11 13 65 60 61 62
GKReflexes Release.Clause mydata.Penalties mydata.Agility mydata.Wage
6725 12 3.2 42 52 28
8733 13 2.7 38 41 24
9142 13 2.6 54 70 26
10179 5 3.2 50 67 23
10270 9 2 49 68 20
11164 13 2.3 43 69 9
11328 11 2.2 39 68 9
11878 5 1.6 42 61 9
12505 14 2.1 57 70 12
13688 61 788 19 36 9
mydata.Preferred.Foot
6725 Left
8733 Right
9142 Right
10179 Right
10270 Right
11164 Right
11328 Left
11878 Right
12505 Right
13688 RightLOOK AT DATASET
TABLE FOR REAL MADRID PREFERRED FOOT
Left Right
0 6 27 SUMMARY STATISTICS
Penalties Agility
Min. :19.00 Min. :36.00
1st Qu.:42.00 1st Qu.:61.00
Median :53.00 Median :69.00
Mean :52.88 Mean :68.76
3rd Qu.:65.00 3rd Qu.:79.00
Max. :82.00 Max. :93.00 CHART 1
CHART 2
CHART 3
INTERPRETATIONS
Among these three different charts, I believe that the one that is more complete by data results is the third chart. It shows a scatter plot among with smooth curve that illustrate the relationship between Penalties and Agility among Real Madrid players, with points colored based on their Preferred Foot. The plot suggests a general positive trend, indicating that players with higher Penalties tend to have higher Agility. However, the intriguing insight comes from the distinction in the trend based on Preferred Foot. The relationship between penalties and agility for Real Madrid players categorized by preferred foot, it appears that right-footed players generally have higher agility scores across most penalty scores. The smoothing line for right-footed players shows a slight positive correlation between penalties and agility, indicating that right-footed players with higher penalty taking abilities also tend to have higher agility. In contrast, the smoothing line for left-footed players shows no clear correlation. This supports the subtitle that right-footed Real Madrid players demonstrate higher agility overall.
IMPROVEMENTS MADE
- In the first slide I added my name to indicate that it is my work. In Rstudio I typed: Author: “Andrea Davila” in the header.
- For the second slide that was technically in blank, I simply indicated which package the data was being pulled from (datasetsICR), the name of the dataset (FIFA), and that they were being filtered only for the Real Madrid Club.
- I changed the whole “LOOK AT DATASET” slide. Only in that one I had the first ten rows of Real Madrid, the last ten rows of Real Madrid, and the table for the categorical variable. It was too much information just for one slide. To change it I created a slide for each one, creating three new slides in total.