Lab 3.2

Jason Flores

Introduction

  • This analysis shows date from FIFA players in 2019. We take a closer look on the Manchester United statistics from that year, where we compare penalty accuracy percentage verses a players agility rating. We are comparing the difference between left footed players and right footed players. This analysis will provide a good input on the accuracy in the penalty box and agility in the left and right footed players.

Top Ten Highest Rated Players on the Team

          Name Age Nationality Overall Potential              Club Value Wage
1       De Gea  27       Spain      91        93 Manchester United    72  260
2     P. Pogba  25      France      87        91 Manchester United    64  210
3    R. Lukaku  25     Belgium      87        89 Manchester United  62.5  230
4    A. Snchez  29       Chile      85        85 Manchester United  37.5  215
5   A. Martial  22      France      84        90 Manchester United  42.5  165
6      N. Mati  29      Serbia      84        84 Manchester United    24  165
7    Juan Mata  30       Spain      83        83 Manchester United  24.5  160
8         Fred  25      Brazil      82        84 Manchester United  26.5  140
9   J. Lingard  25     England      82        83 Manchester United  26.5  140
10 M. Rashford  20     England      81        89 Manchester United    27  110
   Special Preferred.Foot International.Reputation Weak.Foot Skill.Moves
1     1471          Right                        4         3           1
2     2247          Right                        4         4           5
3     2031           Left                        3         3           3
4     2172          Right                        4         3           4
5     2064          Right                        3         3           4
6     2100           Left                        3         3           3
7     1984           Left                        3         3           4
8     2180           Left                        1         4           4
9     2095          Right                        2         3           4
10    2062          Right                        2         4           4
        Work.Rate Position Jersey.Number Contract.Valid.Until Height   Weight
1  Medium/ Medium       GK             1                 2020 193.04 76.20352
2       High/ Low      RDM             6                 2021 193.04 83.91459
3  Medium/ Medium       ST             9                 2022 190.50 93.89362
4      High/ High       RW             7                 2022 170.18 73.93556
5  Medium/ Medium       LW            11                 2019 182.88 76.20352
6    Medium/ High      CDM            31                 2020 193.04 84.82177
7  Medium/ Medium       RM             8                 2019 170.18 63.04934
8      High/ High       CM            17                 2023 170.18 63.95652
9      High/ High      CAM             7                 2021 175.26 62.14215
10   High/ Medium       LW            11                 2020 185.42 69.85322
     LS   ST   RS   LW   LF   CF   RF   RW  LAM  CAM  RAM   LM  LCM   CM  RCM
1                                                                            
2  81+3 81+3 81+3 82+3 82+3 82+3 82+3 82+3 83+3 83+3 83+3 83+3 84+3 84+3 84+3
3  84+3 84+3 84+3 79+3 81+3 81+3 81+3 79+3 78+3 78+3 78+3 79+3 72+3 72+3 72+3
4  81+3 81+3 81+3 82+3 82+3 82+3 82+3 82+3 82+3 82+3 82+3 82+3 77+3 77+3 77+3
5  81+3 81+3 81+3 82+3 82+3 82+3 82+3 82+3 80+3 80+3 80+3 81+3 73+3 73+3 73+3
6  73+3 73+3 73+3 72+3 74+3 74+3 74+3 72+3 74+3 74+3 74+3 74+3 79+3 79+3 79+3
7  74+3 74+3 74+3 80+3 80+3 80+3 80+3 80+3 82+3 82+3 82+3 80+3 77+3 77+3 77+3
8  74+2 74+2 74+2 77+2 77+2 77+2 77+2 77+2 79+2 79+2 79+2 78+2 80+2 80+2 80+2
9  78+2 78+2 78+2 81+2 81+2 81+2 81+2 81+2 81+2 81+2 81+2 80+2 76+2 76+2 76+2
10 79+2 79+2 79+2 80+2 80+2 80+2 80+2 80+2 78+2 78+2 78+2 79+2 72+2 72+2 72+2
     RM  LWB  LDM  CDM  RDM  RWB   LB  LCB   CB  RCB   RB Crossing Finishing
1                                                               17        13
2  83+3 77+3 78+3 78+3 78+3 77+3 75+3 74+3 74+3 74+3 75+3       80        73
3  79+3 60+3 58+3 58+3 58+3 60+3 57+3 54+3 54+3 54+3 57+3       78        87
4  82+3 65+3 64+3 64+3 64+3 65+3 62+3 57+3 57+3 57+3 62+3       77        80
5  81+3 64+3 60+3 60+3 60+3 64+3 61+3 54+3 54+3 54+3 61+3       76        84
6  74+3 78+3 82+3 82+3 82+3 78+3 77+3 80+3 80+3 80+3 77+3       71        64
7  80+3 61+3 60+3 60+3 60+3 61+3 56+3 46+3 46+3 46+3 56+3       83        78
8  78+2 78+2 79+2 79+2 79+2 78+2 77+2 73+2 73+2 73+2 77+2       67        74
9  80+2 70+2 67+2 67+2 67+2 70+2 67+2 60+2 60+2 60+2 67+2       74        78
10 79+2 63+2 59+2 59+2 59+2 63+2 60+2 53+2 53+2 53+2 60+2       75        78
   HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing
1               21           50      13        18    21         19          51
2               73           86      85        87    84         82          90
3               86           77      79        80    74         66          73
4               73           77      83        87    79         78          75
5               69           77      74        87    84         54          60
6               74           84      73        80    72         67          83
7               56           85      71        82    84         86          79
8               55           85      70        79    70         72          80
9               64           78      70        83    80         63          66
10              71           75      72        83    77         78          65
   BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower
1           42           57          58      60        90      43        31
2           90           71          79      74        81      64        90
3           72           77          90      60        86      46        88
4           86           86          79      90        83      87        84
5           86           88          89      85        81      81        84
6           79           52          59      44        83      50        83
7           88           69          62      84        85      89        75
8           86           77          79      84        82      87        76
9           83           84          82      86        83      86        80
10          80           90          93      88        79      77        87
   Jumping Stamina Strength LongShots Aggression Interceptions Positioning
1       67      43       64        12         38            30          12
2       83      88       89        81         78            66          81
3       71      84       94        74         75            27          89
4       87      83       72        81         79            46          84
5       74      75       75        80         58            42          83
6       67      84       85        75         80            86          69
7       70      71       37        72         50            39          83
8       83      87       61        76         73            80          69
9       63      87       53        80         73            53          86
10      68      79       71        77         70            42          81
   Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving
1      68        40        68      15             21            13       90
2      87        81        87      66             70            68        5
3      76        78        83      30             30            30        8
4      82        77        84      38             44            35       10
5      73        81        79      38             39            36        9
6      73        64        84      83             84            75        7
7      85        81        87      42             31            21        9
8      76        65        82      76             78            69        7
9      82        65        84      65             50            44       14
10     74        74        73      32             40            33       11
   GKHandling GKKicking GKPositioning GKReflexes Release.Clause
1          85        87            88         94          138.6
2           6         2             4          3          123.2
3          15        14             7         10          120.3
4          10        15            12         13           69.4
5           8         8            15         11           87.1
6          15        12            14          9           44.4
7          10        14             5          8           45.3
8          16        15            11         15             51
9          10         8            13          9             51
10          6        15             7         14           55.4

Last Ten Rated Players on the Team

           Name Age Nationality Overall Potential              Club Value Wage
24     L. Grant  35     England      74        74 Manchester United   1.3   39
25  Diogo Dalot  19    Portugal      72        84 Manchester United   4.7   26
26 S. McTominay  21    Scotland      71        81 Manchester United   3.8   43
27     A. Gomes  17     England      67        87 Manchester United   1.5   15
28     T. Chong  18 Netherlands      65        85 Manchester United   1.1   13
29  E. Hamilton  19    Scotland      65        78 Manchester United     1   11
30   C. Gribbin  19     England      65        80 Manchester United   1.2   11
31     R. Poole  20       Wales      64        75 Manchester United   675   13
32  R. Williams  19     England      64        79 Manchester United   875    8
33     J. Bohui  19     England      63        76 Manchester United   700   10
   Special Preferred.Foot International.Reputation Weak.Foot Skill.Moves
24    1300          Right                        1         4           1
25    1906          Right                        1         3           3
26    1847          Right                        1         3           3
27    1722          Right                        1         4           4
28    1733           Left                        1         4           4
29    1734           Left                        1         3           3
30    1669           Left                        1         3           3
31    1572          Right                        1         3           2
32    1479          Right                        1         3           2
33    1556          Right                        1         3           3
        Work.Rate Position Jersey.Number Contract.Valid.Until Height   Weight
24 Medium/ Medium       GK            13                 2020 193.04 83.00740
25   High/ Medium       RB            20                 2023 182.88 71.21400
26 Medium/ Medium       CM            17                 2021 193.04 87.99692
27 Medium/ Medium      CAM            47                 2021 160.02 60.78138
28     High/ High       RW            44                 2019 182.88 69.85322
29   Medium/ High       CM            48                 2020 185.42 74.84274
30 Medium/ Medium      CAM            42                 2019 182.88 72.12119
31 Medium/ Medium       CB            50                 2019 180.34 73.93556
32 Medium/ Medium       CB            52                 2019 182.88 74.84274
33     High/ High       ST            46                 2019 175.26 74.84274
     LS   ST   RS   LW   LF   CF   RF   RW  LAM  CAM  RAM   LM  LCM   CM  RCM
24                                                                           
25 67+2 67+2 67+2 68+2 68+2 68+2 68+2 68+2 66+2 66+2 66+2 69+2 66+2 66+2 66+2
26 66+2 66+2 66+2 66+2 66+2 66+2 66+2 66+2 67+2 67+2 67+2 67+2 69+2 69+2 69+2
27 60+2 60+2 60+2 66+2 64+2 64+2 64+2 66+2 66+2 66+2 66+2 65+2 62+2 62+2 62+2
28 62+2 62+2 62+2 65+2 63+2 63+2 63+2 65+2 64+2 64+2 64+2 64+2 59+2 59+2 59+2
29 62+2 62+2 62+2 61+2 62+2 62+2 62+2 61+2 63+2 63+2 63+2 61+2 63+2 63+2 63+2
30 61+2 61+2 61+2 64+2 63+2 63+2 63+2 64+2 64+2 64+2 64+2 64+2 61+2 61+2 61+2
31 48+2 48+2 48+2 51+2 51+2 51+2 51+2 51+2 53+2 53+2 53+2 54+2 56+2 56+2 56+2
32 46+2 46+2 46+2 47+2 46+2 46+2 46+2 47+2 48+2 48+2 48+2 48+2 49+2 49+2 49+2
33 61+2 61+2 61+2 62+2 62+2 62+2 62+2 62+2 61+2 61+2 61+2 60+2 52+2 52+2 52+2
     RM  LWB  LDM  CDM  RDM  RWB   LB  LCB   CB  RCB   RB Crossing Finishing
24                                                              19        17
25 69+2 72+2 69+2 69+2 69+2 72+2 71+2 70+2 70+2 70+2 71+2       75        52
26 67+2 68+2 71+2 71+2 71+2 68+2 68+2 70+2 70+2 70+2 68+2       66        58
27 65+2 53+2 51+2 51+2 51+2 53+2 51+2 43+2 43+2 43+2 51+2       61        61
28 64+2 56+2 53+2 53+2 53+2 56+2 54+2 51+2 51+2 51+2 54+2       66        61
29 61+2 59+2 62+2 62+2 62+2 59+2 59+2 60+2 60+2 60+2 59+2       57        58
30 64+2 54+2 51+2 51+2 51+2 54+2 51+2 45+2 45+2 45+2 51+2       62        54
31 54+2 58+2 61+2 61+2 61+2 58+2 59+2 62+2 62+2 62+2 59+2       34        28
32 48+2 55+2 57+2 57+2 57+2 55+2 57+2 62+2 62+2 62+2 57+2       32        27
33 60+2 44+2 41+2 41+2 41+2 44+2 41+2 37+2 37+2 37+2 41+2       45        62
   HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing
24              14           43      15        11    17         19          40
25              65           69      44        73    75         44          58
26              72           75      53        65    50         34          69
27              51           67      57        68    65         68          65
28              50           62      59        68    67         60          58
29              64           69      52        61    54         50          64
30              54           66      44        69    64         72          63
31              60           64      25        55    40         30          62
32              63           58      37        51    35         36          55
33              51           58      48        62    48         42          35
   BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower
24          34           52          46      56        69      56        24
25          74           73          73      69        76      63        76
26          73           62          65      61        67      51        71
27          68           75          69      83        62      90        61
28          61           78          77      76        53      56        60
29          65           60          55      62        61      60        70
30          67           70          68      62        60      66        65
31          61           70          65      69        57      70        32
32          50           72          74      58        52      59        43
33          65           75          78      71        59      73        59
   Jumping Stamina Strength LongShots Aggression Interceptions Positioning
24      73      39       71        19         42            26          14
25      78      79       71        59         80            68          68
26      66      71       78        61         72            73          61
27      55      57       32        64         42            37          58
28      64      63       66        62         65            42          66
29      61      66       68        68         70            59          59
30      54      65       60        62         50            42          62
31      78      71       70        32         65            57          44
32      65      41       68        30         66            56          29
33      66      62       64        59         66            21          64
   Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving
24     50        20        60      12             13            19       74
25     54        43        73      72             68            67       10
26     71        59        74      68             69            64        9
27     68        66        69      36             38            35       14
28     65        44        60      43             46            42       13
29     63        51        54      57             54            53        7
30     64        56        58      22             35            40        7
31     47        37        55      61             64            61       16
32     43        49        51      63             68            66        7
33     57        64        57      20             16            16        9
   GKHandling GKKicking GKPositioning GKReflexes Release.Clause
24         72        74            74         76            2.5
25          6        10             6          8            9.6
26          6         6            10         11            7.8
27         15        14             6         14            4.3
28          7        14             8         11            3.2
29         11         5             9         11            2.5
30         11        12             7         14            2.9
31         15        13             7         12            1.4
32          5         6             6          9            2.2
33          7        10            13         11            1.7

Summary Stats on Penalties

   vars  n  mean    sd median trimmed   mad min max range  skew kurtosis   se
X1    1 33 57.85 16.23     59      59 14.83  16  81    65 -0.59     0.07 2.83

Summary Statitics on Agility

   vars  n  mean    sd median trimmed   mad min max range  skew kurtosis   se
X1    1 33 69.21 12.42     69   69.52 13.34  44  90    46 -0.16    -1.03 2.16

Manchester United Chart

Chart Aanlysis

This chart compares accuracy in the penalty box to the players agility from the Manchester United team of 2019. The analysis of the chart shows that as a player’s accuracy in the penalty box goes up, it shows that they are usually more agile with a few outliers. Then we can compare the difference between left footed and right footed players, and it seems to show the same results.

More to Think About

There are more right footed players in the world than left footed players so it can be difficult to compare the two because right footed players will seem more dominate, just because there are more players. Also this shows the statistics of the entire team, which includes all positions. The players with less accuracy doesn’t always mean that the players aren’t good. A defender will have low accuracy in the penalty box because they are not shooting the ball as much as a forward. Players come in different styles, and each player has their positives and negatives when it comes to a game.