Lab 3.2

Gustavo Maida

First 10 players

[1] 33

                Name Age Nationality Overall Potential                Club
1           L. Messi  31   Argentina      94        94        FC Barcelona
2  Cristiano Ronaldo  33    Portugal      94        94            Juventus
3          Neymar Jr  26      Brazil      92        93 Paris Saint-Germain
4             De Gea  27       Spain      91        93   Manchester United
5       K. De Bruyne  27     Belgium      91        92     Manchester City
6          E. Hazard  27     Belgium      91        91             Chelsea
7           L. Modri  32     Croatia      91        91         Real Madrid
8           L. Surez  31     Uruguay      91        91        FC Barcelona
9       Sergio Ramos  32       Spain      91        91         Real Madrid
10          J. Oblak  25    Slovenia      90        93     Atletico Madrid
   Value Wage Special Preferred.Foot International.Reputation Weak.Foot
1  110.5  565    2202           Left                        5         4
2     77  405    2228          Right                        5         4
3  118.5  290    2143          Right                        5         5
4     72  260    1471          Right                        4         3
5    102  355    2281          Right                        4         5
6     93  340    2142          Right                        4         4
7     67  420    2280          Right                        4         4
8     80  455    2346          Right                        5         4
9     51  380    2201          Right                        4         3
10    68   94    1331          Right                        3         3
   Skill.Moves      Work.Rate Position Jersey.Number Contract.Valid.Until
1            4 Medium/ Medium       RF            10                 2021
2            5      High/ Low       ST             7                 2022
3            5   High/ Medium       LW            10                 2022
4            1 Medium/ Medium       GK             1                 2020
5            4     High/ High      RCM             7                 2023
6            4   High/ Medium       LF            10                 2020
7            4     High/ High      RCM            10                 2020
8            3   High/ Medium       RS             9                 2021
9            3   High/ Medium      RCB            15                 2020
10           1 Medium/ Medium       GK             1                 2021
   Height   Weight   LS   ST   RS   LW   LF   CF   RF   RW  LAM  CAM  RAM   LM
1  170.18 72.12119 88+2 88+2 88+2 92+2 93+2 93+2 93+2 92+2 93+2 93+2 93+2 91+2
2  187.96 83.00740 91+3 91+3 91+3 89+3 90+3 90+3 90+3 89+3 88+3 88+3 88+3 88+3
3  175.26 68.03886 84+3 84+3 84+3 89+3 89+3 89+3 89+3 89+3 89+3 89+3 89+3 88+3
4  193.04 76.20352                                                            
5  180.34 69.85322 82+3 82+3 82+3 87+3 87+3 87+3 87+3 87+3 88+3 88+3 88+3 88+3
6  172.72 73.93556 83+3 83+3 83+3 89+3 88+3 88+3 88+3 89+3 89+3 89+3 89+3 89+3
7  172.72 66.22449 77+3 77+3 77+3 85+3 84+3 84+3 84+3 85+3 87+3 87+3 87+3 86+3
8  182.88 86.18255 87+5 87+5 87+5 86+5 87+5 87+5 87+5 86+5 85+5 85+5 85+5 84+5
9  182.88 82.10022 73+3 73+3 73+3 70+3 71+3 71+3 71+3 70+3 71+3 71+3 71+3 72+3
10 187.96 87.08974                                                            
    LCM   CM  RCM   RM  LWB  LDM  CDM  RDM  RWB   LB  LCB   CB  RCB   RB
1  84+2 84+2 84+2 91+2 64+2 61+2 61+2 61+2 64+2 59+2 47+2 47+2 47+2 59+2
2  81+3 81+3 81+3 88+3 65+3 61+3 61+3 61+3 65+3 61+3 53+3 53+3 53+3 61+3
3  81+3 81+3 81+3 88+3 65+3 60+3 60+3 60+3 65+3 60+3 47+3 47+3 47+3 60+3
4                                                                       
5  87+3 87+3 87+3 88+3 77+3 77+3 77+3 77+3 77+3 73+3 66+3 66+3 66+3 73+3
6  82+3 82+3 82+3 89+3 66+3 63+3 63+3 63+3 66+3 60+3 49+3 49+3 49+3 60+3
7  88+3 88+3 88+3 86+3 82+3 81+3 81+3 81+3 82+3 79+3 71+3 71+3 71+3 79+3
8  79+5 79+5 79+5 84+5 69+5 68+5 68+5 68+5 69+5 66+5 63+5 63+5 63+5 66+5
9  75+3 75+3 75+3 72+3 81+3 84+3 84+3 84+3 81+3 84+3 87+3 87+3 87+3 84+3
10                                                                      
   Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve
1        84        95              70           90      86        97    93
2        84        94              89           81      87        88    81
3        79        87              62           84      84        96    88
4        17        13              21           50      13        18    21
5        93        82              55           92      82        86    85
6        81        84              61           89      80        95    83
7        86        72              55           93      76        90    85
8        77        93              77           82      88        87    86
9        66        60              91           78      66        63    74
10       13        11              15           29      13        12    13
   FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility
1          94          87          96           91          86      91
2          76          77          94           89          91      87
3          87          78          95           94          90      96
4          19          51          42           57          58      60
5          83          91          91           78          76      79
6          79          83          94           94          88      95
7          78          88          93           80          72      93
8          84          64          90           86          75      82
9          72          77          84           76          75      78
10         14          26          16           43          60      67
   Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression
1         95      95        85      68      72       59        94         48
2         96      70        95      95      88       79        93         63
3         94      84        80      61      81       49        82         56
4         90      43        31      67      43       64        12         38
5         91      77        91      63      90       75        91         76
6         90      94        82      56      83       66        80         54
7         90      94        79      68      89       58        82         62
8         92      83        86      69      90       83        85         87
9         85      66        79      93      84       83        59         88
10        86      49        22      76      41       78        12         34
   Interceptions Positioning Vision Penalties Composure Marking StandingTackle
1             22          94     94        75        96      33             28
2             29          95     82        85        95      28             31
3             36          89     87        81        94      27             24
4             30          12     68        40        68      15             21
5             61          87     94        79        88      68             58
6             41          87     89        86        91      34             27
7             83          79     92        82        84      60             76
8             41          92     84        85        85      62             45
9             90          60     63        75        82      87             92
10            19          11     70        11        70      27             12
   SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes
1             26        6         11        15            14          8
2             23        7         11        15            14         11
3             33        9          9        15            15         11
4             13       90         85        87            88         94
5             51       15         13         5            10         13
6             22       11         12         6             8          8
7             73       13          9         7            14          9
8             38       27         25        31            33         37
9             91       11          8         9             7         11
10            18       86         92        78            88         89
   Release.Clause Wage.n
1           226.5    565
2           127.1    405
3           228.1    290
4           138.6    260
5           196.4    355
6           172.1    340
7           137.4    420
8             164    455
9           104.6    380
10          144.5     94

First 10 Real Madrid players

           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 Wage.n
7           9         7            14          9          137.4    420
9           8         9             7         11          104.6    380
12         11        13             7         10          156.8    355
20         91        72            86         88          113.7    240
28         14        16            12         12          126.4    285
31          8        12            15          6          156.2    315
36          5         5             5          9           88.2    285
37         15        11             5          6            123    355
47         81        75            82         90           62.5    195
63         11         9             5         14          106.3    210

Last 10 players

                    Name Age         Nationality Overall Potential
18198         D. Holland  18 Republic of Ireland      47        61
18199         J. Livesey  18             England      47        70
18200       M. Baldisimo  18              Canada      47        69
18201           J. Young  18            Scotland      47        62
18202           D. Walsh  18 Republic of Ireland      47        68
18203       J. Lundstram  19             England      47        65
18204 N. Christoffersson  19              Sweden      47        63
18205          B. Worman  16             England      47        67
18206     D. Walker-Rice  17             England      47        66
18207          G. Nugent  16             England      46        66
                        Club Value Wage Special Preferred.Foot
18198              Cork City    60    1    1362          Right
18199          Burton Albion    60    1     792          Right
18200 Vancouver Whitecaps FC    70    1    1303          Right
18201           Swindon Town    60    1    1203           Left
18202           Waterford FC    60    1    1098           Left
18203        Crewe Alexandra    60    1    1307          Right
18204         Trelleborgs FF    60    1    1098          Right
18205       Cambridge United    60    1    1189          Right
18206        Tranmere Rovers    60    1    1228          Right
18207        Tranmere Rovers    60    1    1321          Right
      International.Reputation Weak.Foot Skill.Moves      Work.Rate Position
18198                        1         3           2 Medium/ Medium       CM
18199                        1         2           1 Medium/ Medium       GK
18200                        1         3           2   Medium/ High       CM
18201                        1         2           2 Medium/ Medium       ST
18202                        1         3           2 Medium/ Medium       RB
18203                        1         2           2 Medium/ Medium       CM
18204                        1         2           2 Medium/ Medium       ST
18205                        1         3           2 Medium/ Medium       ST
18206                        1         3           2 Medium/ Medium       RW
18207                        1         3           2 Medium/ Medium       CM
      Jersey.Number Contract.Valid.Until Height   Weight   LS   ST   RS   LW
18198            14                 2018 177.80 63.95652 45+2 45+2 45+2 49+2
18199            22                 2021 180.34 69.85322                    
18200            65                 2021 167.64 68.03886 42+2 42+2 42+2 43+2
18201            21                 2019 175.26 71.21400 45+2 45+2 45+2 44+2
18202            29                 2018 185.42 76.20352 32+2 32+2 32+2 29+2
18203            22                 2019 175.26 60.78138 42+2 42+2 42+2 44+2
18204            21                 2020 190.50 77.11070 45+2 45+2 45+2 39+2
18205            33                 2021 172.72 67.13167 45+2 45+2 45+2 45+2
18206            34                 2019 177.80 69.85322 47+2 47+2 47+2 47+2
18207            33                 2019 177.80 79.83226 43+2 43+2 43+2 45+2
        LF   CF   RF   RW  LAM  CAM  RAM   LM  LCM   CM  RCM   RM  LWB  LDM
18198 48+2 48+2 48+2 49+2 49+2 49+2 49+2 49+2 47+2 47+2 47+2 49+2 45+2 44+2
18199                                                                      
18200 44+2 44+2 44+2 43+2 44+2 44+2 44+2 45+2 45+2 45+2 45+2 45+2 47+2 48+2
18201 45+2 45+2 45+2 44+2 44+2 44+2 44+2 41+2 37+2 37+2 37+2 41+2 31+2 28+2
18202 30+2 30+2 30+2 29+2 28+2 28+2 28+2 30+2 30+2 30+2 30+2 30+2 39+2 38+2
18203 44+2 44+2 44+2 44+2 45+2 45+2 45+2 44+2 45+2 45+2 45+2 44+2 44+2 45+2
18204 42+2 42+2 42+2 39+2 40+2 40+2 40+2 38+2 35+2 35+2 35+2 38+2 30+2 31+2
18205 46+2 46+2 46+2 45+2 44+2 44+2 44+2 44+2 38+2 38+2 38+2 44+2 34+2 30+2
18206 46+2 46+2 46+2 47+2 45+2 45+2 45+2 46+2 39+2 39+2 39+2 46+2 36+2 32+2
18207 44+2 44+2 44+2 45+2 45+2 45+2 45+2 46+2 45+2 45+2 45+2 46+2 46+2 46+2
       CDM  RDM  RWB   LB  LCB   CB  RCB   RB Crossing Finishing
18198 44+2 44+2 45+2 44+2 40+2 40+2 40+2 44+2       44        44
18199                                               14         8
18200 48+2 48+2 47+2 47+2 48+2 48+2 48+2 47+2       31        31
18201 28+2 28+2 31+2 30+2 27+2 27+2 27+2 30+2       28        47
18202 38+2 38+2 39+2 42+2 46+2 46+2 46+2 42+2       22        23
18203 45+2 45+2 44+2 45+2 45+2 45+2 45+2 45+2       34        38
18204 31+2 31+2 30+2 29+2 32+2 32+2 32+2 29+2       23        52
18205 30+2 30+2 34+2 33+2 28+2 28+2 28+2 33+2       25        40
18206 32+2 32+2 36+2 35+2 31+2 31+2 31+2 35+2       44        50
18207 46+2 46+2 46+2 46+2 47+2 47+2 47+2 46+2       41        34
      HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy
18198              36           53      43        50    48         46
18199              14           19       8        10    13         10
18200              41           51      26        46    35         31
18201              47           42      37        39    32         25
18202              45           25      27        21    21         27
18203              40           49      25        42    30         34
18204              52           43      36        39    32         20
18205              46           38      38        45    38         27
18206              39           42      40        51    34         32
18207              46           48      30        43    40         34
      LongPassing BallControl Acceleration SprintSpeed Agility Reactions
18198          52          51           68          62      58        41
18199          21          11           18          24      22        36
18200          55          47           60          63      53        46
18201          30          41           65          48      64        54
18202          27          32           52          52      39        43
18203          45          43           54          57      60        49
18204          25          40           41          39      38        40
18205          28          44           70          69      50        47
18206          32          52           61          60      52        21
18207          44          51           57          55      55        51
      Balance ShotPower Jumping Stamina Strength LongShots Aggression
18198      62        50      55      50       38        37         37
18199      47        26      56      20       38         5         25
18200      55        49      57      42       43        30         53
18201      80        44      77      31       31        51         26
18202      48        39      74      39       52        16         44
18203      76        43      55      40       47        38         46
18204      52        41      47      43       67        42         47
18205      58        45      60      55       32        45         32
18206      71        64      42      40       48        34         33
18207      63        43      62      47       60        32         56
      Interceptions Positioning Vision Penalties Composure Marking
18198            28          39     48        49        52      41
18199             6           5     37        14        34      15
18200            49          35     40        36        40      48
18201            16          46     37        58        50      15
18202            45          20     31        38        43      44
18203            46          39     52        43        45      40
18204            16          46     33        43        42      22
18205            15          48     43        55        41      32
18206            22          44     47        50        46      20
18207            42          34     49        33        43      40
      StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning
18198             47            38       13          6         9            10
18199             11            13       46         52        58            42
18200             49            49        7          7         9            14
18201             17            14       11         15        12            12
18202             47            53        9         10         9            11
18203             48            47       10         13         7             8
18204             15            19       10          9         9             5
18205             13            11        6          5        10             6
18206             25            27       14          6        14             8
18207             43            50       10         15         9            12
      GKReflexes Release.Clause Wage.n
18198         15             88      1
18199         48            165      1
18200         15            175      1
18201         11            143      1
18202         13            153      1
18203          9            143      1
18204         12            113      1
18205         13            165      1
18206          9            143      1
18207          9            165      1

Last 10 Real Madrid players

                 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 Wage.n
6725          12            3.2     28
8733          13            2.7     24
9142          13            2.6     26
10179          5            3.2     23
10270          9              2     20
11164         13            2.3      9
11328         11            2.2      9
11878          5            1.6      9
12505         14            2.1     12
13688         61            788      9

Summary

[1] "All Players"

   Penalties        Volleys     
 Min.   : 5.00   Min.   : 4.00  
 1st Qu.:39.00   1st Qu.:30.00  
 Median :49.00   Median :44.00  
 Mean   :48.55   Mean   :42.91  
 3rd Qu.:60.00   3rd Qu.:57.00  
 Max.   :92.00   Max.   :90.00  
 NA's   :48      NA's   :48

[1] "Real Madrid Players"

   Penalties        Volleys     
 Min.   :19.00   Min.   : 6.00  
 1st Qu.:42.00   1st Qu.:36.00  
 Median :53.00   Median :48.00  
 Mean   :52.88   Mean   :48.09  
 3rd Qu.:65.00   3rd Qu.:65.00  
 Max.   :82.00   Max.   :85.00

Player’s Preferred Foot


       Left Right 
   48  4211 13948

[1] "All Players"


       Left Right 
    0     6    27

[1] "Real Madrid Players"

Test Plots - 1

2

3

4

5 - Original Chart

Interpretation of 5

I found it more interesting to use the position as the categorical varibable instead of the preferred foot. There is a reasonable linear relationship between penalties and volleys scored. Most players with higher wages score more goals. However, there are some high-paid players who have not scored as many goals because of their position as goalkeepers. According to this reasoning, attacking players have scored the most goals.

Final Revised Chart

Final Interpretation

Right footed players have a reasonable positive linear relationship between penalties and volleys scored. Most players with higher wages score more goals. However, there are some high-paid players who have not scored as many goals because of their position, most of them are goalkeepers.Left footed players have a lot of variance. Based on this chart we could interpret that players score more penalties than volleys.

Peers Feedback

My peers noticed I used the wrong categorical variable. I changed to the Preferred Foot. I also added the geom_smooth function to add the lines to provide a more accurate interpretation of the comparison between right and left footed players. We also notice a difference between our sources and decided that referencing the data set was enough.