Perfilador de Datos
Jonathan Miguel
18 de febrero de 2019
Verificación, instalación y carga de las librerÃas
##
## Attaching package: 'Hmisc'## The following objects are masked from 'package:base':
##
## format.pval, units##
## Bellow Packages Successfully Installed:
##
## ggplot2 stringi colorspace Hmisc
## TRUE TRUE TRUE TRUELectura y muestra de los primeros y últimos datos de la tabla
## ï.. ID Name Age
## 1 0 158023 L. Messi 31
## 2 1 20801 Cristiano Ronaldo 33
## 3 2 190871 Neymar Jr 26
## 4 3 193080 De Gea 27
## 5 4 192985 K. De Bruyne 27
## 6 5 183277 E. Hazard 27
## 18202 18201 243413 D. Walsh 18
## 18203 18202 238813 J. Lundstram 19
## 18204 18203 243165 N. Christoffersson 19
## 18205 18204 241638 B. Worman 16
## 18206 18205 246268 D. Walker-Rice 17
## 18207 18206 246269 G. Nugent 16
## Photo Nationality
## 1 https://cdn.sofifa.org/players/4/19/158023.png Argentina
## 2 https://cdn.sofifa.org/players/4/19/20801.png Portugal
## 3 https://cdn.sofifa.org/players/4/19/190871.png Brazil
## 4 https://cdn.sofifa.org/players/4/19/193080.png Spain
## 5 https://cdn.sofifa.org/players/4/19/192985.png Belgium
## 6 https://cdn.sofifa.org/players/4/19/183277.png Belgium
## 18202 https://cdn.sofifa.org/players/4/19/243413.png Republic of Ireland
## 18203 https://cdn.sofifa.org/players/4/19/238813.png England
## 18204 https://cdn.sofifa.org/players/4/19/243165.png Sweden
## 18205 https://cdn.sofifa.org/players/4/19/241638.png England
## 18206 https://cdn.sofifa.org/players/4/19/246268.png England
## 18207 https://cdn.sofifa.org/players/4/19/246269.png England
## Flag Overall Potential
## 1 https://cdn.sofifa.org/flags/52.png 94 94
## 2 https://cdn.sofifa.org/flags/38.png 94 94
## 3 https://cdn.sofifa.org/flags/54.png 92 93
## 4 https://cdn.sofifa.org/flags/45.png 91 93
## 5 https://cdn.sofifa.org/flags/7.png 91 92
## 6 https://cdn.sofifa.org/flags/7.png 91 91
## 18202 https://cdn.sofifa.org/flags/25.png 47 68
## 18203 https://cdn.sofifa.org/flags/14.png 47 65
## 18204 https://cdn.sofifa.org/flags/46.png 47 63
## 18205 https://cdn.sofifa.org/flags/14.png 47 67
## 18206 https://cdn.sofifa.org/flags/14.png 47 66
## 18207 https://cdn.sofifa.org/flags/14.png 46 66
## Club Club.Logo
## 1 FC Barcelona https://cdn.sofifa.org/teams/2/light/241.png
## 2 Juventus https://cdn.sofifa.org/teams/2/light/45.png
## 3 Paris Saint-Germain https://cdn.sofifa.org/teams/2/light/73.png
## 4 Manchester United https://cdn.sofifa.org/teams/2/light/11.png
## 5 Manchester City https://cdn.sofifa.org/teams/2/light/10.png
## 6 Chelsea https://cdn.sofifa.org/teams/2/light/5.png
## 18202 Waterford FC https://cdn.sofifa.org/teams/2/light/753.png
## 18203 Crewe Alexandra https://cdn.sofifa.org/teams/2/light/121.png
## 18204 Trelleborgs FF https://cdn.sofifa.org/teams/2/light/703.png
## 18205 Cambridge United https://cdn.sofifa.org/teams/2/light/1944.png
## 18206 Tranmere Rovers https://cdn.sofifa.org/teams/2/light/15048.png
## 18207 Tranmere Rovers https://cdn.sofifa.org/teams/2/light/15048.png
## Value Wage Special Preferred.Foot International.Reputation
## 1 €110.5M €565K 2202 Left 5
## 2 €77M €405K 2228 Right 5
## 3 €118.5M €290K 2143 Right 5
## 4 €72M €260K 1471 Right 4
## 5 €102M €355K 2281 Right 4
## 6 €93M €340K 2142 Right 4
## 18202 €60K €1K 1098 Left 1
## 18203 €60K €1K 1307 Right 1
## 18204 €60K €1K 1098 Right 1
## 18205 €60K €1K 1189 Right 1
## 18206 €60K €1K 1228 Right 1
## 18207 €60K €1K 1321 Right 1
## Weak.Foot Skill.Moves Work.Rate Body.Type Real.Face Position
## 1 4 4 Medium/ Medium Messi Yes RF
## 2 4 5 High/ Low C. Ronaldo Yes ST
## 3 5 5 High/ Medium Neymar Yes LW
## 4 3 1 Medium/ Medium Lean Yes GK
## 5 5 4 High/ High Normal Yes RCM
## 6 4 4 High/ Medium Normal Yes LF
## 18202 3 2 Medium/ Medium Lean No RB
## 18203 2 2 Medium/ Medium Lean No CM
## 18204 2 2 Medium/ Medium Normal No ST
## 18205 3 2 Medium/ Medium Normal No ST
## 18206 3 2 Medium/ Medium Lean No RW
## 18207 3 2 Medium/ Medium Lean No CM
## Jersey.Number Joined Loaned.From Contract.Valid.Until Height
## 1 10 Jul 1, 2004 2021 5'7
## 2 7 Jul 10, 2018 2022 6'2
## 3 10 Aug 3, 2017 2022 5'9
## 4 1 Jul 1, 2011 2020 6'4
## 5 7 Aug 30, 2015 2023 5'11
## 6 10 Jul 1, 2012 2020 5'8
## 18202 29 Apr 20, 2018 2018 6'1
## 18203 22 May 3, 2017 2019 5'9
## 18204 21 Mar 19, 2018 2020 6'3
## 18205 33 Jul 1, 2017 2021 5'8
## 18206 34 Apr 24, 2018 2019 5'10
## 18207 33 Oct 30, 2018 2019 5'10
## Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM
## 1 159lbs 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 183lbs 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 150lbs 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 168lbs
## 5 154lbs 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 163lbs 83+3 83+3 83+3 89+3 88+3 88+3 88+3 89+3 89+3 89+3 89+3 89+3
## 18202 168lbs 32+2 32+2 32+2 29+2 30+2 30+2 30+2 29+2 28+2 28+2 28+2 30+2
## 18203 134lbs 42+2 42+2 42+2 44+2 44+2 44+2 44+2 44+2 45+2 45+2 45+2 44+2
## 18204 170lbs 45+2 45+2 45+2 39+2 42+2 42+2 42+2 39+2 40+2 40+2 40+2 38+2
## 18205 148lbs 45+2 45+2 45+2 45+2 46+2 46+2 46+2 45+2 44+2 44+2 44+2 44+2
## 18206 154lbs 47+2 47+2 47+2 47+2 46+2 46+2 46+2 47+2 45+2 45+2 45+2 46+2
## 18207 176lbs 43+2 43+2 43+2 45+2 44+2 44+2 44+2 45+2 45+2 45+2 45+2 46+2
## LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB
## 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
## 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
## 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
## 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
## 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
## 18202 30+2 30+2 30+2 30+2 39+2 38+2 38+2 38+2 39+2 42+2 46+2 46+2 46+2
## 18203 45+2 45+2 45+2 44+2 44+2 45+2 45+2 45+2 44+2 45+2 45+2 45+2 45+2
## 18204 35+2 35+2 35+2 38+2 30+2 31+2 31+2 31+2 30+2 29+2 32+2 32+2 32+2
## 18205 38+2 38+2 38+2 44+2 34+2 30+2 30+2 30+2 34+2 33+2 28+2 28+2 28+2
## 18206 39+2 39+2 39+2 46+2 36+2 32+2 32+2 32+2 36+2 35+2 31+2 31+2 31+2
## 18207 45+2 45+2 45+2 46+2 46+2 46+2 46+2 46+2 46+2 46+2 47+2 47+2 47+2
## RB Crossing Finishing HeadingAccuracy ShortPassing Volleys
## 1 59+2 84 95 70 90 86
## 2 61+3 84 94 89 81 87
## 3 60+3 79 87 62 84 84
## 4 17 13 21 50 13
## 5 73+3 93 82 55 92 82
## 6 60+3 81 84 61 89 80
## 18202 42+2 22 23 45 25 27
## 18203 45+2 34 38 40 49 25
## 18204 29+2 23 52 52 43 36
## 18205 33+2 25 40 46 38 38
## 18206 35+2 44 50 39 42 40
## 18207 46+2 41 34 46 48 30
## Dribbling Curve FKAccuracy LongPassing BallControl Acceleration
## 1 97 93 94 87 96 91
## 2 88 81 76 77 94 89
## 3 96 88 87 78 95 94
## 4 18 21 19 51 42 57
## 5 86 85 83 91 91 78
## 6 95 83 79 83 94 94
## 18202 21 21 27 27 32 52
## 18203 42 30 34 45 43 54
## 18204 39 32 20 25 40 41
## 18205 45 38 27 28 44 70
## 18206 51 34 32 32 52 61
## 18207 43 40 34 44 51 57
## SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina
## 1 86 91 95 95 85 68 72
## 2 91 87 96 70 95 95 88
## 3 90 96 94 84 80 61 81
## 4 58 60 90 43 31 67 43
## 5 76 79 91 77 91 63 90
## 6 88 95 90 94 82 56 83
## 18202 52 39 43 48 39 74 39
## 18203 57 60 49 76 43 55 40
## 18204 39 38 40 52 41 47 43
## 18205 69 50 47 58 45 60 55
## 18206 60 52 21 71 64 42 40
## 18207 55 55 51 63 43 62 47
## Strength LongShots Aggression Interceptions Positioning Vision
## 1 59 94 48 22 94 94
## 2 79 93 63 29 95 82
## 3 49 82 56 36 89 87
## 4 64 12 38 30 12 68
## 5 75 91 76 61 87 94
## 6 66 80 54 41 87 89
## 18202 52 16 44 45 20 31
## 18203 47 38 46 46 39 52
## 18204 67 42 47 16 46 33
## 18205 32 45 32 15 48 43
## 18206 48 34 33 22 44 47
## 18207 60 32 56 42 34 49
## Penalties Composure Marking StandingTackle SlidingTackle GKDiving
## 1 75 96 33 28 26 6
## 2 85 95 28 31 23 7
## 3 81 94 27 24 33 9
## 4 40 68 15 21 13 90
## 5 79 88 68 58 51 15
## 6 86 91 34 27 22 11
## 18202 38 43 44 47 53 9
## 18203 43 45 40 48 47 10
## 18204 43 42 22 15 19 10
## 18205 55 41 32 13 11 6
## 18206 50 46 20 25 27 14
## 18207 33 43 40 43 50 10
## GKHandling GKKicking GKPositioning GKReflexes Release.Clause
## 1 11 15 14 8 €226.5M
## 2 11 15 14 11 €127.1M
## 3 9 15 15 11 €228.1M
## 4 85 87 88 94 €138.6M
## 5 13 5 10 13 €196.4M
## 6 12 6 8 8 €172.1M
## 18202 10 9 11 13 €153K
## 18203 13 7 8 9 €143K
## 18204 9 9 5 12 €113K
## 18205 5 10 6 13 €165K
## 18206 6 14 8 9 €143K
## 18207 15 9 12 9 €165KInspeccion de la tabla
1)Resumen estadistico de las columnas
## ï.. ID Name Age
## Min. : 0 Min. : 16 J. RodrÃÂguez: 11 Min. :16.00
## 1st Qu.: 4552 1st Qu.:200316 Paulinho : 8 1st Qu.:21.00
## Median : 9103 Median :221759 J. Williams : 7 Median :25.00
## Mean : 9103 Mean :214298 R. Williams : 7 Mean :25.12
## 3rd Qu.:13654 3rd Qu.:236530 Felipe : 6 3rd Qu.:28.00
## Max. :18206 Max. :246620 J. Gómez : 6 Max. :45.00
## (Other) :18162
## Photo Nationality
## https://cdn.sofifa.org/players/4/19/100803.png: 1 England : 1662
## https://cdn.sofifa.org/players/4/19/100899.png: 1 Germany : 1198
## https://cdn.sofifa.org/players/4/19/101317.png: 1 Spain : 1072
## https://cdn.sofifa.org/players/4/19/101473.png: 1 Argentina: 937
## https://cdn.sofifa.org/players/4/19/101488.png: 1 France : 914
## https://cdn.sofifa.org/players/4/19/101880.png: 1 Brazil : 827
## (Other) :18201 (Other) :11597
## Flag Overall
## https://cdn.sofifa.org/flags/14.png: 1662 Min. :46.00
## https://cdn.sofifa.org/flags/21.png: 1198 1st Qu.:62.00
## https://cdn.sofifa.org/flags/45.png: 1072 Median :66.00
## https://cdn.sofifa.org/flags/52.png: 937 Mean :66.24
## https://cdn.sofifa.org/flags/18.png: 914 3rd Qu.:71.00
## https://cdn.sofifa.org/flags/54.png: 827 Max. :94.00
## (Other) :11597
## Potential Club
## Min. :48.00 : 241
## 1st Qu.:67.00 Arsenal : 33
## Median :71.00 AS Monaco : 33
## Mean :71.31 Atlético Madrid : 33
## 3rd Qu.:75.00 Borussia Dortmund: 33
## Max. :95.00 Burnley : 33
## (Other) :17801
## Club.Logo Value
## https://cdn.sofifa.org/teams/2/light/1.png : 33 €1.1M: 431
## https://cdn.sofifa.org/teams/2/light/10.png : 33 €375K: 372
## https://cdn.sofifa.org/teams/2/light/10029.png : 33 €425K: 354
## https://cdn.sofifa.org/teams/2/light/100888.png: 33 €325K: 351
## https://cdn.sofifa.org/teams/2/light/11.png : 33 €450K: 343
## https://cdn.sofifa.org/teams/2/light/110.png : 33 €525K: 338
## (Other) :18009 (Other):16018
## Wage Special Preferred.Foot International.Reputation
## €1K :4900 Min. : 731 : 48 Min. :1.000
## €2K :2827 1st Qu.:1457 Left : 4211 1st Qu.:1.000
## €3K :1857 Median :1635 Right:13948 Median :1.000
## €4K :1255 Mean :1598 Mean :1.113
## €5K : 869 3rd Qu.:1787 3rd Qu.:1.000
## €6K : 682 Max. :2346 Max. :5.000
## (Other):5817 NA's :48
## Weak.Foot Skill.Moves Work.Rate Body.Type
## Min. :1.000 Min. :1.000 Medium/ Medium:9810 Normal :10595
## 1st Qu.:3.000 1st Qu.:2.000 High/ Medium :3173 Lean : 6417
## Median :3.000 Median :2.000 Medium/ High :1690 Stocky : 1140
## Mean :2.947 Mean :2.361 High/ High :1015 : 48
## 3rd Qu.:3.000 3rd Qu.:3.000 Medium/ Low : 850 Akinfenwa : 1
## Max. :5.000 Max. :5.000 High/ Low : 699 C. Ronaldo: 1
## NA's :48 NA's :48 (Other) : 970 (Other) : 5
## Real.Face Position Jersey.Number Joined
## : 48 ST :2152 Min. : 1.00 : 1553
## No :16505 GK :2025 1st Qu.: 8.00 Jul 1, 2018: 1538
## Yes: 1654 CB :1778 Median :17.00 Jul 1, 2017: 1133
## CM :1394 Mean :19.55 Jan 1, 2018: 635
## LB :1322 3rd Qu.:26.00 Jul 1, 2016: 614
## RB :1291 Max. :99.00 Jul 1, 2015: 368
## (Other):8245 NA's :60 (Other) :12366
## Loaned.From Contract.Valid.Until Height Weight
## :16943 2019 :4819 6'0 :2881 165lbs : 1483
## Atalanta : 20 2021 :4360 5'10 :2479 154lbs : 1439
## Sassuolo : 18 2020 :4027 5'9 :2238 176lbs : 1041
## Juventus : 17 2022 :1477 5'11 :2159 172lbs : 987
## SL Benfica : 17 2023 :1053 6'2 :2015 159lbs : 946
## Sporting CP: 14 Jun 30, 2019: 931 6'1 :1908 161lbs : 936
## (Other) : 1178 (Other) :1540 (Other):4527 (Other):11375
## LS ST RS LW
## : 2085 : 2085 : 2085 : 2085
## 61+2 : 705 61+2 : 705 61+2 : 705 63+2 : 745
## 60+2 : 695 60+2 : 695 60+2 : 695 61+2 : 705
## 59+2 : 688 59+2 : 688 59+2 : 688 62+2 : 687
## 63+2 : 667 63+2 : 667 63+2 : 667 59+2 : 678
## 64+2 : 666 64+2 : 666 64+2 : 666 60+2 : 678
## (Other):12701 (Other):12701 (Other):12701 (Other):12629
## LF CF RF RW
## : 2085 : 2085 : 2085 : 2085
## 61+2 : 713 61+2 : 713 61+2 : 713 63+2 : 745
## 63+2 : 694 63+2 : 694 63+2 : 694 61+2 : 705
## 62+2 : 686 62+2 : 686 62+2 : 686 62+2 : 687
## 60+2 : 677 60+2 : 677 60+2 : 677 59+2 : 678
## 64+2 : 676 64+2 : 676 64+2 : 676 60+2 : 678
## (Other):12676 (Other):12676 (Other):12676 (Other):12629
## LAM CAM RAM LM
## : 2085 : 2085 : 2085 : 2085
## 61+2 : 744 61+2 : 744 61+2 : 744 61+2 : 804
## 62+2 : 722 62+2 : 722 62+2 : 722 62+2 : 757
## 60+2 : 702 60+2 : 702 60+2 : 702 60+2 : 744
## 63+2 : 675 63+2 : 675 63+2 : 675 63+2 : 742
## 59+2 : 674 59+2 : 674 59+2 : 674 64+2 : 715
## (Other):12605 (Other):12605 (Other):12605 (Other):12360
## LCM CM RCM RM
## : 2085 : 2085 : 2085 : 2085
## 58+2 : 762 58+2 : 762 58+2 : 762 61+2 : 804
## 62+2 : 747 62+2 : 747 62+2 : 747 62+2 : 757
## 60+2 : 743 60+2 : 743 60+2 : 743 60+2 : 744
## 61+2 : 731 61+2 : 731 61+2 : 731 63+2 : 742
## 59+2 : 726 59+2 : 726 59+2 : 726 64+2 : 715
## (Other):12413 (Other):12413 (Other):12413 (Other):12360
## LWB LDM CDM RDM
## : 2085 : 2085 : 2085 : 2085
## 61+2 : 713 62+2 : 660 62+2 : 660 62+2 : 660
## 60+2 : 697 60+2 : 620 60+2 : 620 60+2 : 620
## 59+2 : 685 61+2 : 620 61+2 : 620 61+2 : 620
## 56+2 : 679 59+2 : 592 59+2 : 592 59+2 : 592
## 62+2 : 677 64+2 : 592 64+2 : 592 64+2 : 592
## (Other):12671 (Other):13038 (Other):13038 (Other):13038
## RWB LB LCB CB
## : 2085 : 2085 : 2085 : 2085
## 61+2 : 713 61+2 : 669 63+2 : 634 63+2 : 634
## 60+2 : 697 58+2 : 659 62+2 : 618 62+2 : 618
## 59+2 : 685 59+2 : 653 64+2 : 591 64+2 : 591
## 56+2 : 679 63+2 : 652 65+2 : 580 65+2 : 580
## 62+2 : 677 64+2 : 646 61+2 : 569 61+2 : 569
## (Other):12671 (Other):12843 (Other):13130 (Other):13130
## RCB RB Crossing Finishing
## : 2085 : 2085 Min. : 5.00 Min. : 2.00
## 63+2 : 634 61+2 : 669 1st Qu.:38.00 1st Qu.:30.00
## 62+2 : 618 58+2 : 659 Median :54.00 Median :49.00
## 64+2 : 591 59+2 : 653 Mean :49.73 Mean :45.55
## 65+2 : 580 63+2 : 652 3rd Qu.:64.00 3rd Qu.:62.00
## 61+2 : 569 64+2 : 646 Max. :93.00 Max. :95.00
## (Other):13130 (Other):12843 NA's :48 NA's :48
## HeadingAccuracy ShortPassing Volleys Dribbling
## Min. : 4.0 Min. : 7.00 Min. : 4.00 Min. : 4.00
## 1st Qu.:44.0 1st Qu.:54.00 1st Qu.:30.00 1st Qu.:49.00
## Median :56.0 Median :62.00 Median :44.00 Median :61.00
## Mean :52.3 Mean :58.69 Mean :42.91 Mean :55.37
## 3rd Qu.:64.0 3rd Qu.:68.00 3rd Qu.:57.00 3rd Qu.:68.00
## Max. :94.0 Max. :93.00 Max. :90.00 Max. :97.00
## NA's :48 NA's :48 NA's :48 NA's :48
## Curve FKAccuracy LongPassing BallControl
## Min. : 6.00 Min. : 3.00 Min. : 9.00 Min. : 5.00
## 1st Qu.:34.00 1st Qu.:31.00 1st Qu.:43.00 1st Qu.:54.00
## Median :48.00 Median :41.00 Median :56.00 Median :63.00
## Mean :47.17 Mean :42.86 Mean :52.71 Mean :58.37
## 3rd Qu.:62.00 3rd Qu.:57.00 3rd Qu.:64.00 3rd Qu.:69.00
## Max. :94.00 Max. :94.00 Max. :93.00 Max. :96.00
## NA's :48 NA's :48 NA's :48 NA's :48
## Acceleration SprintSpeed Agility Reactions
## Min. :12.00 Min. :12.00 Min. :14.0 Min. :21.00
## 1st Qu.:57.00 1st Qu.:57.00 1st Qu.:55.0 1st Qu.:56.00
## Median :67.00 Median :67.00 Median :66.0 Median :62.00
## Mean :64.61 Mean :64.73 Mean :63.5 Mean :61.84
## 3rd Qu.:75.00 3rd Qu.:75.00 3rd Qu.:74.0 3rd Qu.:68.00
## Max. :97.00 Max. :96.00 Max. :96.0 Max. :96.00
## NA's :48 NA's :48 NA's :48 NA's :48
## Balance ShotPower Jumping Stamina
## Min. :16.00 Min. : 2.00 Min. :15.00 Min. :12.00
## 1st Qu.:56.00 1st Qu.:45.00 1st Qu.:58.00 1st Qu.:56.00
## Median :66.00 Median :59.00 Median :66.00 Median :66.00
## Mean :63.97 Mean :55.46 Mean :65.09 Mean :63.22
## 3rd Qu.:74.00 3rd Qu.:68.00 3rd Qu.:73.00 3rd Qu.:74.00
## Max. :96.00 Max. :95.00 Max. :95.00 Max. :96.00
## NA's :48 NA's :48 NA's :48 NA's :48
## Strength LongShots Aggression Interceptions
## Min. :17.00 Min. : 3.00 Min. :11.00 Min. : 3.0
## 1st Qu.:58.00 1st Qu.:33.00 1st Qu.:44.00 1st Qu.:26.0
## Median :67.00 Median :51.00 Median :59.00 Median :52.0
## Mean :65.31 Mean :47.11 Mean :55.87 Mean :46.7
## 3rd Qu.:74.00 3rd Qu.:62.00 3rd Qu.:69.00 3rd Qu.:64.0
## Max. :97.00 Max. :94.00 Max. :95.00 Max. :92.0
## NA's :48 NA's :48 NA's :48 NA's :48
## Positioning Vision Penalties Composure
## Min. : 2.00 Min. :10.0 Min. : 5.00 Min. : 3.00
## 1st Qu.:38.00 1st Qu.:44.0 1st Qu.:39.00 1st Qu.:51.00
## Median :55.00 Median :55.0 Median :49.00 Median :60.00
## Mean :49.96 Mean :53.4 Mean :48.55 Mean :58.65
## 3rd Qu.:64.00 3rd Qu.:64.0 3rd Qu.:60.00 3rd Qu.:67.00
## Max. :95.00 Max. :94.0 Max. :92.00 Max. :96.00
## NA's :48 NA's :48 NA's :48 NA's :48
## Marking StandingTackle SlidingTackle GKDiving
## Min. : 3.00 Min. : 2.0 Min. : 3.00 Min. : 1.00
## 1st Qu.:30.00 1st Qu.:27.0 1st Qu.:24.00 1st Qu.: 8.00
## Median :53.00 Median :55.0 Median :52.00 Median :11.00
## Mean :47.28 Mean :47.7 Mean :45.66 Mean :16.62
## 3rd Qu.:64.00 3rd Qu.:66.0 3rd Qu.:64.00 3rd Qu.:14.00
## Max. :94.00 Max. :93.0 Max. :91.00 Max. :90.00
## NA's :48 NA's :48 NA's :48 NA's :48
## GKHandling GKKicking GKPositioning GKReflexes
## Min. : 1.00 Min. : 1.00 Min. : 1.00 Min. : 1.00
## 1st Qu.: 8.00 1st Qu.: 8.00 1st Qu.: 8.00 1st Qu.: 8.00
## Median :11.00 Median :11.00 Median :11.00 Median :11.00
## Mean :16.39 Mean :16.23 Mean :16.39 Mean :16.71
## 3rd Qu.:14.00 3rd Qu.:14.00 3rd Qu.:14.00 3rd Qu.:14.00
## Max. :92.00 Max. :91.00 Max. :90.00 Max. :94.00
## NA's :48 NA's :48 NA's :48 NA's :48
## Release.Clause
## : 1564
## €1.1M: 557
## €1.3M: 423
## €1.4M: 386
## €1.2M: 385
## €1.5M: 337
## (Other):145552)Representacion textual del objeto
## 'data.frame': 18207 obs. of 89 variables:
## $ ï.. : int 0 1 2 3 4 5 6 7 8 9 ...
## $ ID : int 158023 20801 190871 193080 192985 183277 177003 176580 155862 200389 ...
## $ Name : Factor w/ 17194 levels "A. Öhman","A. Ömür",..: 9689 3206 12560 4187 8671 4478 9697 9899 15466 7835 ...
## $ Age : int 31 33 26 27 27 27 32 31 32 25 ...
## $ Photo : Factor w/ 18207 levels "https://cdn.sofifa.org/players/4/19/100803.png",..: 567 6032 3132 3468 3453 1986 1447 1391 484 4443 ...
## $ Nationality : Factor w/ 164 levels "Afghanistan",..: 7 124 21 141 14 14 36 159 141 138 ...
## $ Flag : Factor w/ 164 levels "https://cdn.sofifa.org/flags/1.png",..: 123 108 125 115 138 138 2 132 115 114 ...
## $ Overall : int 94 94 92 91 91 91 91 91 91 90 ...
## $ Potential : int 94 94 93 93 92 91 91 91 91 93 ...
## $ Club : Factor w/ 652 levels ""," SSV Jahn Regensburg",..: 218 333 438 380 379 142 475 218 475 65 ...
## $ Club.Logo : Factor w/ 679 levels "https://cdn.sofifa.org/flags/103.png",..: 491 553 638 90 30 577 493 491 493 490 ...
## $ Value : Factor w/ 217 levels "€0","€1.1M",..: 17 196 19 191 13 214 183 202 155 184 ...
## $ Wage : Factor w/ 144 levels "€0","€100K",..: 95 75 56 50 67 65 78 82 71 138 ...
## $ Special : int 2202 2228 2143 1471 2281 2142 2280 2346 2201 1331 ...
## $ Preferred.Foot : Factor w/ 3 levels "","Left","Right": 2 3 3 3 3 3 3 3 3 3 ...
## $ International.Reputation: int 5 5 5 4 4 4 4 5 4 3 ...
## $ Weak.Foot : int 4 4 5 3 5 4 4 4 3 3 ...
## $ Skill.Moves : int 4 5 5 1 4 4 4 3 3 1 ...
## $ Work.Rate : Factor w/ 10 levels "","High/ High",..: 10 3 4 10 2 4 2 4 4 10 ...
## $ Body.Type : Factor w/ 11 levels "","Akinfenwa",..: 6 3 7 5 8 8 5 8 8 8 ...
## $ Real.Face : Factor w/ 3 levels "","No","Yes": 3 3 3 3 3 3 3 3 3 3 ...
## $ Position : Factor w/ 28 levels "","CAM","CB",..: 23 28 16 7 21 13 21 25 20 7 ...
## $ Jersey.Number : int 10 7 10 1 7 10 10 9 15 1 ...
## $ Joined : Factor w/ 1737 levels "","Apr 1, 2008",..: 776 796 249 783 255 784 105 801 98 836 ...
## $ Loaned.From : Factor w/ 342 levels "","1. FC Köln",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ Contract.Valid.Until : Factor w/ 37 levels "","2018","2019",..: 5 6 6 4 7 4 4 5 4 5 ...
## $ Height : Factor w/ 22 levels "","5'1","5'10",..: 10 15 12 17 4 11 11 13 13 15 ...
## $ Weight : Factor w/ 58 levels "","110lbs","115lbs",..: 23 34 19 27 21 25 17 37 33 38 ...
## $ LS : Factor w/ 94 levels "","31+2","32+2",..: 93 94 88 1 85 87 75 92 67 1 ...
## $ ST : Factor w/ 94 levels "","31+2","32+2",..: 93 94 88 1 85 87 75 92 67 1 ...
## $ RS : Factor w/ 94 levels "","31+2","32+2",..: 93 94 88 1 85 87 75 92 67 1 ...
## $ LW : Factor w/ 106 levels "","25+2","27+2",..: 106 105 105 1 104 105 101 103 71 1 ...
## $ LF : Factor w/ 103 levels "","27+2","29+2",..: 103 102 101 1 98 100 95 99 68 1 ...
## $ CF : Factor w/ 103 levels "","27+2","29+2",..: 103 102 101 1 98 100 95 99 68 1 ...
## $ RF : Factor w/ 103 levels "","27+2","29+2",..: 103 102 101 1 98 100 95 99 68 1 ...
## $ RW : Factor w/ 106 levels "","25+2","27+2",..: 106 105 105 1 104 105 101 103 71 1 ...
## $ LAM : Factor w/ 102 levels "","27+2","28+2",..: 102 100 101 1 100 101 99 97 69 1 ...
## $ CAM : Factor w/ 102 levels "","27+2","28+2",..: 102 100 101 1 100 101 99 97 69 1 ...
## $ RAM : Factor w/ 102 levels "","27+2","28+2",..: 102 100 101 1 100 101 99 97 69 1 ...
## $ LM : Factor w/ 101 levels "","27+2","28+2",..: 101 99 99 1 99 100 98 96 70 1 ...
## $ LCM : Factor w/ 93 levels "","30+2","31+2",..: 88 83 83 1 92 85 93 79 70 1 ...
## $ CM : Factor w/ 93 levels "","30+2","31+2",..: 88 83 83 1 92 85 93 79 70 1 ...
## $ RCM : Factor w/ 93 levels "","30+2","31+2",..: 88 83 83 1 92 85 93 79 70 1 ...
## $ RM : Factor w/ 101 levels "","27+2","28+2",..: 101 99 99 1 99 100 98 96 70 1 ...
## $ LWB : Factor w/ 96 levels "","30+2","31+2",..: 55 58 58 1 83 60 93 67 91 1 ...
## $ LDM : Factor w/ 100 levels "","28+2","29+2",..: 50 51 49 1 84 55 92 66 97 1 ...
## $ CDM : Factor w/ 100 levels "","28+2","29+2",..: 50 51 49 1 84 55 92 66 97 1 ...
## $ RDM : Factor w/ 100 levels "","28+2","29+2",..: 50 51 49 1 84 55 92 66 97 1 ...
## $ RWB : Factor w/ 96 levels "","30+2","31+2",..: 55 58 58 1 83 60 93 67 91 1 ...
## $ LB : Factor w/ 99 levels "","29+2","30+2",..: 49 54 52 1 79 52 91 65 99 1 ...
## $ LCB : Factor w/ 109 levels "","25+2","27+2",..: 30 44 31 1 71 35 81 65 109 1 ...
## $ CB : Factor w/ 109 levels "","25+2","27+2",..: 30 44 31 1 71 35 81 65 109 1 ...
## $ RCB : Factor w/ 109 levels "","25+2","27+2",..: 30 44 31 1 71 35 81 65 109 1 ...
## $ RB : Factor w/ 99 levels "","29+2","30+2",..: 49 54 52 1 79 52 91 65 99 1 ...
## $ Crossing : int 84 84 79 17 93 81 86 77 66 13 ...
## $ Finishing : int 95 94 87 13 82 84 72 93 60 11 ...
## $ HeadingAccuracy : int 70 89 62 21 55 61 55 77 91 15 ...
## $ ShortPassing : int 90 81 84 50 92 89 93 82 78 29 ...
## $ Volleys : int 86 87 84 13 82 80 76 88 66 13 ...
## $ Dribbling : int 97 88 96 18 86 95 90 87 63 12 ...
## $ Curve : int 93 81 88 21 85 83 85 86 74 13 ...
## $ FKAccuracy : int 94 76 87 19 83 79 78 84 72 14 ...
## $ LongPassing : int 87 77 78 51 91 83 88 64 77 26 ...
## $ BallControl : int 96 94 95 42 91 94 93 90 84 16 ...
## $ Acceleration : int 91 89 94 57 78 94 80 86 76 43 ...
## $ SprintSpeed : int 86 91 90 58 76 88 72 75 75 60 ...
## $ Agility : int 91 87 96 60 79 95 93 82 78 67 ...
## $ Reactions : int 95 96 94 90 91 90 90 92 85 86 ...
## $ Balance : int 95 70 84 43 77 94 94 83 66 49 ...
## $ ShotPower : int 85 95 80 31 91 82 79 86 79 22 ...
## $ Jumping : int 68 95 61 67 63 56 68 69 93 76 ...
## $ Stamina : int 72 88 81 43 90 83 89 90 84 41 ...
## $ Strength : int 59 79 49 64 75 66 58 83 83 78 ...
## $ LongShots : int 94 93 82 12 91 80 82 85 59 12 ...
## $ Aggression : int 48 63 56 38 76 54 62 87 88 34 ...
## $ Interceptions : int 22 29 36 30 61 41 83 41 90 19 ...
## $ Positioning : int 94 95 89 12 87 87 79 92 60 11 ...
## $ Vision : int 94 82 87 68 94 89 92 84 63 70 ...
## $ Penalties : int 75 85 81 40 79 86 82 85 75 11 ...
## $ Composure : int 96 95 94 68 88 91 84 85 82 70 ...
## $ Marking : int 33 28 27 15 68 34 60 62 87 27 ...
## $ StandingTackle : int 28 31 24 21 58 27 76 45 92 12 ...
## $ SlidingTackle : int 26 23 33 13 51 22 73 38 91 18 ...
## $ GKDiving : int 6 7 9 90 15 11 13 27 11 86 ...
## $ GKHandling : int 11 11 9 85 13 12 9 25 8 92 ...
## $ GKKicking : int 15 15 15 87 5 6 7 31 9 78 ...
## $ GKPositioning : int 14 14 15 88 10 8 14 33 7 88 ...
## $ GKReflexes : int 8 11 11 94 13 8 9 37 11 89 ...
## $ Release.Clause : Factor w/ 1245 levels "","€1.1M","€1.2M",..: 295 84 296 106 234 189 104 170 24 123 ...Informacion acerca de las dimensiiones de la Tabla y el nombre de sus columnas
Dimensión: Número de filasx Número de Columnas
## [1] 18207 89Número de filas
## [1] 18207Número de columnas
## [1] 89Nombre de las columnas
## [1] "ï.." "ID"
## [3] "Name" "Age"
## [5] "Photo" "Nationality"
## [7] "Flag" "Overall"
## [9] "Potential" "Club"
## [11] "Club.Logo" "Value"
## [13] "Wage" "Special"
## [15] "Preferred.Foot" "International.Reputation"
## [17] "Weak.Foot" "Skill.Moves"
## [19] "Work.Rate" "Body.Type"
## [21] "Real.Face" "Position"
## [23] "Jersey.Number" "Joined"
## [25] "Loaned.From" "Contract.Valid.Until"
## [27] "Height" "Weight"
## [29] "LS" "ST"
## [31] "RS" "LW"
## [33] "LF" "CF"
## [35] "RF" "RW"
## [37] "LAM" "CAM"
## [39] "RAM" "LM"
## [41] "LCM" "CM"
## [43] "RCM" "RM"
## [45] "LWB" "LDM"
## [47] "CDM" "RDM"
## [49] "RWB" "LB"
## [51] "LCB" "CB"
## [53] "RCB" "RB"
## [55] "Crossing" "Finishing"
## [57] "HeadingAccuracy" "ShortPassing"
## [59] "Volleys" "Dribbling"
## [61] "Curve" "FKAccuracy"
## [63] "LongPassing" "BallControl"
## [65] "Acceleration" "SprintSpeed"
## [67] "Agility" "Reactions"
## [69] "Balance" "ShotPower"
## [71] "Jumping" "Stamina"
## [73] "Strength" "LongShots"
## [75] "Aggression" "Interceptions"
## [77] "Positioning" "Vision"
## [79] "Penalties" "Composure"
## [81] "Marking" "StandingTackle"
## [83] "SlidingTackle" "GKDiving"
## [85] "GKHandling" "GKKicking"
## [87] "GKPositioning" "GKReflexes"
## [89] "Release.Clause"Tipos de variables (p. ej.categorica, factor,etc…) y resumen estadistico
## nuevos_datos
##
## 89 Variables 18207 Observations
## ---------------------------------------------------------------------------
## ï..
## n missing distinct Info Mean Gmd .05 .10
## 18207 0 18207 1 9103 6069 910.3 1820.6
## .25 .50 .75 .90 .95
## 4551.5 9103.0 13654.5 16385.4 17295.7
##
## lowest : 0 1 2 3 4, highest: 18202 18203 18204 18205 18206
## ---------------------------------------------------------------------------
## ID
## n missing distinct Info Mean Gmd .05 .10
## 18207 0 18207 1 214298 30098 163964 179805
## .25 .50 .75 .90 .95
## 200316 221759 236530 243215 244736
##
## lowest : 16 41 80 164 657, highest: 246609 246613 246616 246617 246620
## ---------------------------------------------------------------------------
## Name
## n missing distinct
## 18207 0 17194
##
## lowest : A. Öhman A. Ömür A. Önal A. Özbiliz A. Özer
## highest: Zhu Zhengyu Zou Zheng Zubeldia Zubiaurre Zuo Yiteng
## ---------------------------------------------------------------------------
## Age
## n missing distinct Info Mean Gmd .05 .10
## 18207 0 29 0.996 25.12 5.305 18 19
## .25 .50 .75 .90 .95
## 21 25 28 32 33
##
## lowest : 16 17 18 19 20, highest: 40 41 42 44 45
## ---------------------------------------------------------------------------
## Photo
## n missing distinct
## 18207 0 18207
##
## lowest : https://cdn.sofifa.org/players/4/19/100803.png https://cdn.sofifa.org/players/4/19/100899.png https://cdn.sofifa.org/players/4/19/101317.png https://cdn.sofifa.org/players/4/19/101473.png https://cdn.sofifa.org/players/4/19/101488.png
## highest: https://cdn.sofifa.org/players/4/19/768.png https://cdn.sofifa.org/players/4/19/80.png https://cdn.sofifa.org/players/4/19/8205.png https://cdn.sofifa.org/players/4/19/9014.png https://cdn.sofifa.org/players/4/19/9833.png
## ---------------------------------------------------------------------------
## Nationality
## n missing distinct
## 18207 0 164
##
## lowest : Afghanistan Albania Algeria Andorra Angola
## highest: Uzbekistan Venezuela Wales Zambia Zimbabwe
## ---------------------------------------------------------------------------
## Flag
## n missing distinct
## 18207 0 164
##
## lowest : https://cdn.sofifa.org/flags/1.png https://cdn.sofifa.org/flags/10.png https://cdn.sofifa.org/flags/100.png https://cdn.sofifa.org/flags/101.png https://cdn.sofifa.org/flags/102.png
## highest: https://cdn.sofifa.org/flags/93.png https://cdn.sofifa.org/flags/95.png https://cdn.sofifa.org/flags/97.png https://cdn.sofifa.org/flags/98.png https://cdn.sofifa.org/flags/99.png
## ---------------------------------------------------------------------------
## Overall
## n missing distinct Info Mean Gmd .05 .10
## 18207 0 48 0.998 66.24 7.761 54 57
## .25 .50 .75 .90 .95
## 62 66 71 75 77
##
## lowest : 46 47 48 49 50, highest: 89 90 91 92 94
## ---------------------------------------------------------------------------
## Potential
## n missing distinct Info Mean Gmd .05 .10
## 18207 0 47 0.998 71.31 6.904 62 64
## .25 .50 .75 .90 .95
## 67 71 75 79 82
##
## lowest : 48 50 51 52 53, highest: 91 92 93 94 95
## ---------------------------------------------------------------------------
## Club
## n missing distinct
## 18207 0 652
##
## lowest : SSV Jahn Regensburg 1. FC Heidenheim 1846 1. FC Köln 1. FC Kaiserslautern
## highest: Yeni Malatyaspor Yeovil Town Yokohama F. Marinos Zagłębie Lubin Zagłębie Sosnowiec
## ---------------------------------------------------------------------------
## Club.Logo
## n missing distinct
## 18207 0 679
##
## lowest : https://cdn.sofifa.org/flags/103.png https://cdn.sofifa.org/flags/108.png https://cdn.sofifa.org/flags/111.png https://cdn.sofifa.org/flags/12.png https://cdn.sofifa.org/flags/140.png
## highest: https://cdn.sofifa.org/teams/2/light/94.png https://cdn.sofifa.org/teams/2/light/95.png https://cdn.sofifa.org/teams/2/light/97.png https://cdn.sofifa.org/teams/2/light/982.png https://cdn.sofifa.org/teams/2/light/983.png
## ---------------------------------------------------------------------------
## Value
## n missing distinct
## 18207 0 217
##
## lowest : €0 €1.1M €1.2M €1.3M €1.4M
## highest: €925K €93M €950K €975K €9M
## ---------------------------------------------------------------------------
## Wage
## n missing distinct
## 18207 0 144
##
## lowest : €0 €100K €105K €10K €110K
## highest: €96K €97K €98K €99K €9K
## ---------------------------------------------------------------------------
## Special
## n missing distinct Info Mean Gmd .05 .10
## 18207 0 1422 1 1598 301.2 1043 1192
## .25 .50 .75 .90 .95
## 1457 1635 1787 1911 1977
##
## lowest : 731 738 752 755 757, highest: 2278 2279 2280 2281 2346
## ---------------------------------------------------------------------------
## Preferred.Foot
## n missing distinct
## 18207 0 3
##
## Value Left Right
## Frequency 48 4211 13948
## Proportion 0.003 0.231 0.766
## ---------------------------------------------------------------------------
## International.Reputation
## n missing distinct Info Mean Gmd
## 18159 48 5 0.245 1.113 0.2096
##
## Value 1 2 3 4 5
## Frequency 16532 1261 309 51 6
## Proportion 0.910 0.069 0.017 0.003 0.000
## ---------------------------------------------------------------------------
## Weak.Foot
## n missing distinct Info Mean Gmd
## 18159 48 5 0.744 2.947 0.6484
##
## Value 1 2 3 4 5
## Frequency 158 3761 11349 2662 229
## Proportion 0.009 0.207 0.625 0.147 0.013
## ---------------------------------------------------------------------------
## Skill.Moves
## n missing distinct Info Mean Gmd
## 18159 48 5 0.846 2.361 0.791
##
## Value 1 2 3 4 5
## Frequency 2026 8565 6600 917 51
## Proportion 0.112 0.472 0.363 0.050 0.003
## ---------------------------------------------------------------------------
## Work.Rate
## n missing distinct
## 18207 0 10
##
## (48, 0.003), High/ High (1015, 0.056), High/ Low (699, 0.038), High/
## Medium (3173, 0.174), Low/ High (439, 0.024), Low/ Low (34, 0.002), Low/
## Medium (449, 0.025), Medium/ High (1690, 0.093), Medium/ Low (850, 0.047),
## Medium/ Medium (9810, 0.539)
## ---------------------------------------------------------------------------
## Body.Type
## n missing distinct
## 18207 0 11
##
## (48, 0.003), Akinfenwa (1, 0.000), C. Ronaldo (1, 0.000), Courtois (1,
## 0.000), Lean (6417, 0.352), Messi (1, 0.000), Neymar (1, 0.000), Normal
## (10595, 0.582), PLAYER_BODY_TYPE_25 (1, 0.000), Shaqiri (1, 0.000), Stocky
## (1140, 0.063)
## ---------------------------------------------------------------------------
## Real.Face
## n missing distinct
## 18207 0 3
##
## Value No Yes
## Frequency 48 16505 1654
## Proportion 0.003 0.907 0.091
## ---------------------------------------------------------------------------
## Position
## n missing distinct
## 18207 0 28
##
## lowest : CAM CB CDM CF , highest: RM RS RW RWB ST
## ---------------------------------------------------------------------------
## Jersey.Number
## n missing distinct Info Mean Gmd .05 .10
## 18147 60 99 0.999 19.55 15.76 2 4
## .25 .50 .75 .90 .95
## 8 17 26 35 44
##
## lowest : 1 2 3 4 5, highest: 95 96 97 98 99
## ---------------------------------------------------------------------------
## Joined
## n missing distinct
## 18207 0 1737
##
## lowest : Apr 1, 2008 Apr 1, 2011 Apr 1, 2013 Apr 1, 2015
## highest: Sep 9, 2013 Sep 9, 2015 Sep 9, 2016 Sep 9, 2017 Sep 9, 2018
## ---------------------------------------------------------------------------
## Loaned.From
## n missing distinct
## 18207 0 342
##
## lowest : 1. FC Köln 1. FC Union Berlin 1. FSV Mainz 05 Östersunds FK
## highest: West Bromwich Albion West Ham United Wigan Athletic Wolverhampton Wanderers Yokohama F. Marinos
## ---------------------------------------------------------------------------
## Contract.Valid.Until
## n missing distinct
## 18207 0 37
##
## lowest : 2018 2019 2020 2021
## highest: May 31, 2019 May 31, 2020 May 4, 2019 Nov 30, 2018 Oct 14, 2019
## ---------------------------------------------------------------------------
## Height
## n missing distinct
## 18207 0 22
##
## lowest : 5'1 5'10 5'11 5'2 , highest: 6'5 6'6 6'7 6'8 6'9
## ---------------------------------------------------------------------------
## Weight
## n missing distinct
## 18207 0 58
##
## lowest : 110lbs 115lbs 117lbs 119lbs, highest: 227lbs 229lbs 234lbs 236lbs 243lbs
## ---------------------------------------------------------------------------
## LS
## n missing distinct
## 18207 0 94
##
## lowest : 31+2 32+2 33+2 34+2, highest: 86+3 87+3 87+5 88+2 91+3
## ---------------------------------------------------------------------------
## ST
## n missing distinct
## 18207 0 94
##
## lowest : 31+2 32+2 33+2 34+2, highest: 86+3 87+3 87+5 88+2 91+3
## ---------------------------------------------------------------------------
## RS
## n missing distinct
## 18207 0 94
##
## lowest : 31+2 32+2 33+2 34+2, highest: 86+3 87+3 87+5 88+2 91+3
## ---------------------------------------------------------------------------
## LW
## n missing distinct
## 18207 0 106
##
## lowest : 25+2 27+2 28+2 29+2, highest: 86+3 86+5 87+3 89+3 92+2
## ---------------------------------------------------------------------------
## LF
## n missing distinct
## 18207 0 103
##
## lowest : 27+2 29+2 30+2 31+2, highest: 87+5 88+3 89+3 90+3 93+2
## ---------------------------------------------------------------------------
## CF
## n missing distinct
## 18207 0 103
##
## lowest : 27+2 29+2 30+2 31+2, highest: 87+5 88+3 89+3 90+3 93+2
## ---------------------------------------------------------------------------
## RF
## n missing distinct
## 18207 0 103
##
## lowest : 27+2 29+2 30+2 31+2, highest: 87+5 88+3 89+3 90+3 93+2
## ---------------------------------------------------------------------------
## RW
## n missing distinct
## 18207 0 106
##
## lowest : 25+2 27+2 28+2 29+2, highest: 86+3 86+5 87+3 89+3 92+2
## ---------------------------------------------------------------------------
## LAM
## n missing distinct
## 18207 0 102
##
## lowest : 27+2 28+2 29+2 30+2, highest: 86+3 87+3 88+3 89+3 93+2
## ---------------------------------------------------------------------------
## CAM
## n missing distinct
## 18207 0 102
##
## lowest : 27+2 28+2 29+2 30+2, highest: 86+3 87+3 88+3 89+3 93+2
## ---------------------------------------------------------------------------
## RAM
## n missing distinct
## 18207 0 102
##
## lowest : 27+2 28+2 29+2 30+2, highest: 86+3 87+3 88+3 89+3 93+2
## ---------------------------------------------------------------------------
## LM
## n missing distinct
## 18207 0 101
##
## lowest : 27+2 28+2 29+2 30+2, highest: 85+3 86+3 88+3 89+3 91+2
## ---------------------------------------------------------------------------
## LCM
## n missing distinct
## 18207 0 93
##
## lowest : 30+2 31+2 32+2 33+2, highest: 84+3 85+3 86+3 87+3 88+3
## ---------------------------------------------------------------------------
## CM
## n missing distinct
## 18207 0 93
##
## lowest : 30+2 31+2 32+2 33+2, highest: 84+3 85+3 86+3 87+3 88+3
## ---------------------------------------------------------------------------
## RCM
## n missing distinct
## 18207 0 93
##
## lowest : 30+2 31+2 32+2 33+2, highest: 84+3 85+3 86+3 87+3 88+3
## ---------------------------------------------------------------------------
## RM
## n missing distinct
## 18207 0 101
##
## lowest : 27+2 28+2 29+2 30+2, highest: 85+3 86+3 88+3 89+3 91+2
## ---------------------------------------------------------------------------
## LWB
## n missing distinct
## 18207 0 96
##
## lowest : 30+2 31+2 32+2 33+2, highest: 82+2 82+3 83+3 84+3 85+3
## ---------------------------------------------------------------------------
## LDM
## n missing distinct
## 18207 0 100
##
## lowest : 28+2 29+2 30+2 31+2, highest: 83+3 84+3 85+3 86+3 87+3
## ---------------------------------------------------------------------------
## CDM
## n missing distinct
## 18207 0 100
##
## lowest : 28+2 29+2 30+2 31+2, highest: 83+3 84+3 85+3 86+3 87+3
## ---------------------------------------------------------------------------
## RDM
## n missing distinct
## 18207 0 100
##
## lowest : 28+2 29+2 30+2 31+2, highest: 83+3 84+3 85+3 86+3 87+3
## ---------------------------------------------------------------------------
## RWB
## n missing distinct
## 18207 0 96
##
## lowest : 30+2 31+2 32+2 33+2, highest: 82+2 82+3 83+3 84+3 85+3
## ---------------------------------------------------------------------------
## LB
## n missing distinct
## 18207 0 99
##
## lowest : 29+2 30+2 31+2 32+2, highest: 81+3 82+2 82+3 83+3 84+3
## ---------------------------------------------------------------------------
## LCB
## n missing distinct
## 18207 0 109
##
## lowest : 25+2 27+2 28+2 29+2, highest: 83+3 84+3 85+3 86+3 87+3
## ---------------------------------------------------------------------------
## CB
## n missing distinct
## 18207 0 109
##
## lowest : 25+2 27+2 28+2 29+2, highest: 83+3 84+3 85+3 86+3 87+3
## ---------------------------------------------------------------------------
## RCB
## n missing distinct
## 18207 0 109
##
## lowest : 25+2 27+2 28+2 29+2, highest: 83+3 84+3 85+3 86+3 87+3
## ---------------------------------------------------------------------------
## RB
## n missing distinct
## 18207 0 99
##
## lowest : 29+2 30+2 31+2 32+2, highest: 81+3 82+2 82+3 83+3 84+3
## ---------------------------------------------------------------------------
## Crossing
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 89 1 49.73 20.63 13 19
## .25 .50 .75 .90 .95
## 38 54 64 70 74
##
## lowest : 5 6 7 8 9, highest: 89 90 91 92 93
## ---------------------------------------------------------------------------
## Finishing
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 93 1 45.55 22.35 11 16
## .25 .50 .75 .90 .95
## 30 49 62 69 73
##
## lowest : 2 4 5 6 7, highest: 91 92 93 94 95
## ---------------------------------------------------------------------------
## HeadingAccuracy
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 91 1 52.3 18.93 13 19
## .25 .50 .75 .90 .95
## 44 56 64 71 75
##
## lowest : 4 5 6 7 8, highest: 90 91 92 93 94
## ---------------------------------------------------------------------------
## ShortPassing
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 85 0.999 58.69 15.67 26 34
## .25 .50 .75 .90 .95
## 54 62 68 74 77
##
## lowest : 7 8 11 12 13, highest: 89 90 91 92 93
## ---------------------------------------------------------------------------
## Volleys
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 87 1 42.91 20.26 12 17
## .25 .50 .75 .90 .95
## 30 44 57 66 70
##
## lowest : 4 5 6 7 8, highest: 86 87 88 89 90
## ---------------------------------------------------------------------------
## Dribbling
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 94 0.999 55.37 20.13 13 19
## .25 .50 .75 .90 .95
## 49 61 68 74 77
##
## lowest : 4 5 6 7 8, highest: 93 94 95 96 97
## ---------------------------------------------------------------------------
## Curve
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 89 1 47.17 21.04 13 19
## .25 .50 .75 .90 .95
## 34 48 62 70 75
##
## lowest : 6 7 8 9 10, highest: 90 91 92 93 94
## ---------------------------------------------------------------------------
## FKAccuracy
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 90 1 42.86 20 13 19
## .25 .50 .75 .90 .95
## 31 41 57 67 72
##
## lowest : 3 4 6 7 8, highest: 90 91 92 93 94
## ---------------------------------------------------------------------------
## LongPassing
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 84 0.999 52.71 17.18 23 29
## .25 .50 .75 .90 .95
## 43 56 64 70 74
##
## lowest : 9 10 11 12 13, highest: 88 89 90 91 93
## ---------------------------------------------------------------------------
## BallControl
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 90 0.999 58.37 17.37 19 27
## .25 .50 .75 .90 .95
## 54 63 69 74 77
##
## lowest : 5 8 9 10 11, highest: 92 93 94 95 96
## ---------------------------------------------------------------------------
## Acceleration
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 86 0.999 64.61 16.4 34 43
## .25 .50 .75 .90 .95
## 57 67 75 81 85
##
## lowest : 12 13 14 15 16, highest: 93 94 95 96 97
## ---------------------------------------------------------------------------
## SprintSpeed
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 85 0.999 64.73 16.06 34 43
## .25 .50 .75 .90 .95
## 57 67 75 81 85
##
## lowest : 12 13 14 15 16, highest: 92 93 94 95 96
## ---------------------------------------------------------------------------
## Agility
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 81 0.999 63.5 16.49 34 41
## .25 .50 .75 .90 .95
## 55 66 74 80 85
##
## lowest : 14 15 18 19 20, highest: 92 93 94 95 96
## ---------------------------------------------------------------------------
## Reactions
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 68 0.999 61.84 10.15 47 50
## .25 .50 .75 .90 .95
## 56 62 68 73 76
##
## lowest : 21 30 31 32 33, highest: 92 93 94 95 96
## ---------------------------------------------------------------------------
## Balance
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 81 0.999 63.97 15.77 36 44
## .25 .50 .75 .90 .95
## 56 66 74 80 84
##
## lowest : 16 17 18 19 20, highest: 92 93 94 95 96
## ---------------------------------------------------------------------------
## ShotPower
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 92 1 55.46 19.23 21 25
## .25 .50 .75 .90 .95
## 45 59 68 75 78
##
## lowest : 2 3 6 7 8, highest: 91 92 93 94 95
## ---------------------------------------------------------------------------
## Jumping
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 74 0.999 65.09 13.18 43 50
## .25 .50 .75 .90 .95
## 58 66 73 80 83
##
## lowest : 15 16 22 23 26, highest: 91 92 93 94 95
## ---------------------------------------------------------------------------
## Stamina
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 85 0.999 63.22 17.28 29 37
## .25 .50 .75 .90 .95
## 56 66 74 80 84
##
## lowest : 12 13 14 15 16, highest: 92 93 94 95 96
## ---------------------------------------------------------------------------
## Strength
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 74 0.999 65.31 14.06 41 48
## .25 .50 .75 .90 .95
## 58 67 74 80 84
##
## lowest : 17 24 25 26 27, highest: 92 93 94 95 97
## ---------------------------------------------------------------------------
## LongShots
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 92 1 47.11 21.89 12 17
## .25 .50 .75 .90 .95
## 33 51 62 70 73
##
## lowest : 3 4 5 6 7, highest: 90 91 92 93 94
## ---------------------------------------------------------------------------
## Aggression
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 85 1 55.87 19.71 24 30
## .25 .50 .75 .90 .95
## 44 59 69 76 80
##
## lowest : 11 12 13 14 15, highest: 91 92 93 94 95
## ---------------------------------------------------------------------------
## Interceptions
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 89 1 46.7 23.62 13 17
## .25 .50 .75 .90 .95
## 26 52 64 71 75
##
## lowest : 3 4 5 6 7, highest: 87 88 89 90 92
## ---------------------------------------------------------------------------
## Positioning
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 94 1 49.96 21.68 11 16
## .25 .50 .75 .90 .95
## 38 55 64 71 75
##
## lowest : 2 3 4 5 6, highest: 91 92 93 94 95
## ---------------------------------------------------------------------------
## Vision
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 85 1 53.4 16.04 29 33
## .25 .50 .75 .90 .95
## 44 55 64 71 74
##
## lowest : 10 11 12 13 14, highest: 90 91 92 93 94
## ---------------------------------------------------------------------------
## Penalties
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 87 1 48.55 17.78 18 25
## .25 .50 .75 .90 .95
## 39 49 60 68 72
##
## lowest : 5 7 8 9 10, highest: 88 89 90 91 92
## ---------------------------------------------------------------------------
## Composure
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 84 0.999 58.65 12.83 39 43
## .25 .50 .75 .90 .95
## 51 60 67 73 76
##
## lowest : 3 12 13 14 15, highest: 92 93 94 95 96
## ---------------------------------------------------------------------------
## Marking
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 92 1 47.28 22.67 13 18
## .25 .50 .75 .90 .95
## 30 53 64 70 74
##
## lowest : 3 4 5 6 7, highest: 90 91 92 93 94
## ---------------------------------------------------------------------------
## StandingTackle
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 90 1 47.7 24.59 13 15
## .25 .50 .75 .90 .95
## 27 55 66 72 75
##
## lowest : 2 5 6 7 8, highest: 89 90 91 92 93
## ---------------------------------------------------------------------------
## SlidingTackle
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 88 1 45.66 24.23 12 15
## .25 .50 .75 .90 .95
## 24 52 64 70 74
##
## lowest : 3 4 6 7 8, highest: 87 88 89 90 91
## ---------------------------------------------------------------------------
## GKDiving
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 71 0.994 16.62 13.77 6 7
## .25 .50 .75 .90 .95
## 8 11 14 56 66
##
## lowest : 1 2 3 4 5, highest: 85 86 87 88 90
## ---------------------------------------------------------------------------
## GKHandling
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 70 0.994 16.39 13.25 6 7
## .25 .50 .75 .90 .95
## 8 11 14 54 64
##
## lowest : 1 2 3 4 5, highest: 85 86 87 91 92
## ---------------------------------------------------------------------------
## GKKicking
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 79 0.994 16.23 13 6 7
## .25 .50 .75 .90 .95
## 8 11 14 52 62
##
## lowest : 1 2 3 4 5, highest: 84 85 87 88 91
## ---------------------------------------------------------------------------
## GKPositioning
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 79 0.994 16.39 13.31 6 7
## .25 .50 .75 .90 .95
## 8 11 14 52 64
##
## lowest : 1 2 3 4 5, highest: 86 87 88 89 90
## ---------------------------------------------------------------------------
## GKReflexes
## n missing distinct Info Mean Gmd .05 .10
## 18159 48 76 0.994 16.71 13.93 6 7
## .25 .50 .75 .90 .95
## 8 11 14 56 67
##
## lowest : 1 2 3 4 5, highest: 88 89 90 92 94
## ---------------------------------------------------------------------------
## Release.Clause
## n missing distinct
## 18207 0 1245
##
## lowest : €1.1M €1.2M €1.3M €1.4M
## highest: €997K €998K €999K €99K €9M
## ---------------------------------------------------------------------------Histogramas de picos para variables continuas y un Gráfico de puntos para las variables categóricas de las proporciones de las categorÃas
## $Categorical
##
## $Continuous
Graficas del comportamiento de las variables por columnas
