library(readr)
library(tidyverse)
library(Hmisc)
WNBA_per_game_team_stats <- read_csv("WNBA_Per_Game_Stats.csv")
WNBA_per_game_team_stats <- as_tibble(x=WNBA_per_game_team_stats)
summary(WNBA_per_game_team_stats)
## Rk Team G MP
## Min. : 1.00 Length:13 Min. :35.00 Min. :200.0
## 1st Qu.: 3.75 Class :character 1st Qu.:35.00 1st Qu.:200.7
## Median : 6.50 Mode :character Median :35.00 Median :201.1
## Mean : 6.50 Mean :35.15 Mean :201.1
## 3rd Qu.: 9.25 3rd Qu.:35.00 3rd Qu.:201.4
## Max. :12.00 Max. :36.00 Max. :202.1
## NA's :1
## FG FGA FG% 3P
## Min. :28.00 Min. :65.70 Min. :0.4110 Min. : 4.600
## 1st Qu.:29.10 1st Qu.:67.50 1st Qu.:0.4310 1st Qu.: 6.100
## Median :30.30 Median :68.30 Median :0.4380 Median : 7.700
## Mean :29.89 Mean :68.29 Mean :0.4377 Mean : 7.708
## 3rd Qu.:30.70 3rd Qu.:68.70 3rd Qu.:0.4470 3rd Qu.: 9.200
## Max. :31.50 Max. :71.30 Max. :0.4550 Max. :10.100
##
## 3PA 3P% 2P 2PA
## Min. :14.50 Min. :0.2880 Min. :19.50 Min. :39.40
## 1st Qu.:19.60 1st Qu.:0.3230 1st Qu.:20.60 1st Qu.:41.50
## Median :22.80 Median :0.3350 Median :21.90 Median :43.50
## Mean :22.82 Mean :0.3355 Mean :22.18 Mean :45.47
## 3rd Qu.:26.00 3rd Qu.:0.3490 3rd Qu.:23.20 3rd Qu.:48.70
## Max. :29.30 Max. :0.3820 Max. :25.70 Max. :56.40
##
## 2P% FT FTA FT%
## Min. :0.4500 Min. :11.10 Min. :14.70 Min. :0.7450
## 1st Qu.:0.4770 1st Qu.:13.70 1st Qu.:17.00 1st Qu.:0.7610
## Median :0.4880 Median :14.60 Median :18.40 Median :0.7810
## Mean :0.4891 Mean :14.32 Mean :18.26 Mean :0.7851
## 3rd Qu.:0.5050 3rd Qu.:15.40 3rd Qu.:18.90 3rd Qu.:0.8040
## Max. :0.5230 Max. :16.30 Max. :21.80 Max. :0.8330
##
## ORB DRB TRB AST
## Min. : 5.700 Min. :24.30 Min. :32.00 Min. :18.70
## 1st Qu.: 7.200 1st Qu.:25.10 1st Qu.:33.30 1st Qu.:19.60
## Median : 8.300 Median :26.20 Median :34.50 Median :20.40
## Mean : 8.292 Mean :26.19 Mean :34.48 Mean :20.51
## 3rd Qu.: 8.900 3rd Qu.:26.90 3rd Qu.:35.40 3rd Qu.:20.50
## Max. :11.200 Max. :28.50 Max. :37.40 Max. :23.20
##
## STL BLK TOV PF
## Min. :5.900 Min. :3.300 Min. :11.10 Min. :15.00
## 1st Qu.:7.200 1st Qu.:3.600 1st Qu.:12.50 1st Qu.:16.60
## Median :7.300 Median :4.200 Median :13.40 Median :17.10
## Mean :7.523 Mean :4.154 Mean :13.37 Mean :17.41
## 3rd Qu.:7.900 3rd Qu.:4.600 3rd Qu.:14.30 3rd Qu.:18.40
## Max. :9.300 Max. :5.300 Max. :15.10 Max. :19.10
##
## PTS
## Min. :77.30
## 1st Qu.:79.30
## Median :81.80
## Mean :81.82
## 3rd Qu.:83.90
## Max. :86.40
##
describe(WNBA_per_game_team_stats)
## WNBA_per_game_team_stats
##
## 25 Variables 13 Observations
## --------------------------------------------------------------------------------
## Rk
## n missing distinct Info Mean Gmd .05 .10
## 12 1 12 1 6.5 4.333 1.55 2.10
## .25 .50 .75 .90 .95
## 3.75 6.50 9.25 10.90 11.45
##
## Value 1 2 3 4 5 6 7 8 9 10 11
## Frequency 1 1 1 1 1 1 1 1 1 1 1
## Proportion 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083 0.083
##
## Value 12
## Frequency 1
## Proportion 0.083
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## Team
## n missing distinct
## 13 0 13
##
## lowest : Atlanta Dream Chicago Sky Connecticut Sun Dallas Wings Indiana Fever
## highest: Minnesota Lynx New York Liberty Phoenix Mercury Seattle Storm Washington Mystics
## --------------------------------------------------------------------------------
## G
## n missing distinct Info Mean Gmd
## 13 0 2 0.393 35.15 0.2821
##
## Value 35 36
## Frequency 11 2
## Proportion 0.846 0.154
## --------------------------------------------------------------------------------
## MP
## n missing distinct Info Mean Gmd
## 13 0 5 0.94 201.1 0.7718
##
## Value 200.0 200.7 201.1 201.4 202.1
## Frequency 2 4 1 4 2
## Proportion 0.154 0.308 0.077 0.308 0.154
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## FG
## n missing distinct Info Mean Gmd .05 .10
## 13 0 11 0.995 29.89 1.328 28.06 28.26
## .25 .50 .75 .90 .95
## 29.10 30.30 30.70 31.04 31.26
##
## Value 28.0 28.1 28.9 29.1 29.2 29.9 30.3 30.7 30.8 31.1 31.5
## Frequency 1 1 1 1 1 1 2 2 1 1 1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.154 0.154 0.077 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## FGA
## n missing distinct Info Mean Gmd .05 .10
## 13 0 12 0.997 68.29 2.095 65.82 65.98
## .25 .50 .75 .90 .95
## 67.50 68.30 68.70 70.86 71.06
##
## Value 65.7 65.9 66.3 67.5 67.7 68.0 68.3 68.5 68.7 70.7 70.9
## Frequency 1 1 1 1 1 1 2 1 1 1 1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.154 0.077 0.077 0.077 0.077
##
## Value 71.3
## Frequency 1
## Proportion 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## FG%
## n missing distinct Info Mean Gmd .05 .10
## 13 0 11 0.995 0.4377 0.01423 0.4194 0.4254
## .25 .50 .75 .90 .95
## 0.4310 0.4380 0.4470 0.4510 0.4532
##
## Value 0.411 0.425 0.427 0.431 0.433 0.438 0.440 0.446 0.447 0.452 0.455
## Frequency 1 1 1 1 1 2 1 1 2 1 1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.154 0.077 0.077 0.154 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## 3P
## n missing distinct Info Mean Gmd .05 .10
## 13 0 13 1 7.708 2.174 5.26 5.76
## .25 .50 .75 .90 .95
## 6.10 7.70 9.20 9.78 9.92
##
## Value 4.6 5.7 6.0 6.1 6.2 7.3 7.7 8.7 9.1 9.2 9.7
## Frequency 1 1 1 1 1 1 1 1 1 1 1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077
##
## Value 9.8 10.1
## Frequency 1 1
## Proportion 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## 3PA
## n missing distinct Info Mean Gmd .05 .10
## 13 0 13 1 22.82 5.005 16.42 17.94
## .25 .50 .75 .90 .95
## 19.60 22.80 26.00 26.48 27.62
##
## Value 14.5 17.7 18.9 19.6 20.9 22.5 22.8 25.7 25.9 26.0 26.4
## Frequency 1 1 1 1 1 1 1 1 1 1 1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077
##
## Value 26.5 29.3
## Frequency 1 1
## Proportion 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## 3P%
## n missing distinct Info Mean Gmd .05 .10
## 13 0 12 0.997 0.3355 0.02792 0.3036 0.3152
## .25 .50 .75 .90 .95
## 0.3230 0.3350 0.3490 0.3640 0.3730
##
## Value 0.288 0.314 0.320 0.323 0.326 0.335 0.338 0.344 0.349 0.352 0.367
## Frequency 1 1 1 2 1 1 1 1 1 1 1
## Proportion 0.077 0.077 0.077 0.154 0.077 0.077 0.077 0.077 0.077 0.077 0.077
##
## Value 0.382
## Frequency 1
## Proportion 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## 2P
## n missing distinct Info Mean Gmd .05 .10
## 13 0 13 1 22.18 2.315 20.04 20.42
## .25 .50 .75 .90 .95
## 20.60 21.90 23.20 25.26 25.52
##
## Value 19.5 20.4 20.5 20.6 20.7 21.5 21.9 22.0 22.2 23.2 24.7
## Frequency 1 1 1 1 1 1 1 1 1 1 1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077
##
## Value 25.4 25.7
## Frequency 1 1
## Proportion 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## 2PA
## n missing distinct Info Mean Gmd .05 .10
## 13 0 13 1 45.47 5.987 40.00 40.50
## .25 .50 .75 .90 .95
## 41.50 43.50 48.70 51.52 53.64
##
## Value 39.4 40.4 40.9 41.5 42.0 42.6 43.5 45.5 48.0 48.7 50.4
## Frequency 1 1 1 1 1 1 1 1 1 1 1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077
##
## Value 51.8 56.4
## Frequency 1 1
## Proportion 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## 2P%
## n missing distinct Info Mean Gmd .05 .10
## 13 0 12 0.997 0.4891 0.02613 0.4530 0.4590
## .25 .50 .75 .90 .95
## 0.4770 0.4880 0.5050 0.5170 0.5194
##
## Value 0.450 0.455 0.475 0.477 0.483 0.487 0.488 0.490 0.491 0.505 0.517
## Frequency 1 1 1 1 1 1 1 1 1 1 2
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.154
##
## Value 0.523
## Frequency 1
## Proportion 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## FT
## n missing distinct Info Mean Gmd .05 .10
## 13 0 12 0.997 14.32 1.613 12.00 12.74
## .25 .50 .75 .90 .95
## 13.70 14.60 15.40 15.64 15.94
##
## Value 11.1 12.6 13.3 13.7 13.9 14.3 14.6 14.8 15.0 15.4 15.7
## Frequency 1 1 1 1 1 1 1 1 1 2 1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.154 0.077
##
## Value 16.3
## Frequency 1
## Proportion 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## FTA
## n missing distinct Info Mean Gmd .05 .10
## 13 0 12 0.997 18.26 2.085 15.48 16.18
## .25 .50 .75 .90 .95
## 17.00 18.40 18.90 20.08 20.84
##
## Value 14.7 16.0 16.9 17.0 18.3 18.4 18.5 18.8 18.9 19.6 20.2
## Frequency 1 1 1 1 2 1 1 1 1 1 1
## Proportion 0.077 0.077 0.077 0.077 0.154 0.077 0.077 0.077 0.077 0.077 0.077
##
## Value 21.8
## Frequency 1
## Proportion 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## FT%
## n missing distinct Info Mean Gmd .05 .10
## 13 0 13 1 0.7851 0.03497 0.7480 0.7518
## .25 .50 .75 .90 .95
## 0.7610 0.7810 0.8040 0.8298 0.8324
##
## Value 0.745 0.750 0.759 0.761 0.768 0.778 0.781 0.785 0.789 0.804 0.821
## Frequency 1 1 1 1 1 1 1 1 1 1 1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077
##
## Value 0.832 0.833
## Frequency 1 1
## Proportion 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## ORB
## n missing distinct Info Mean Gmd .05 .10
## 13 0 11 0.995 8.292 1.733 6.42 6.90
## .25 .50 .75 .90 .95
## 7.20 8.30 8.90 10.30 10.84
##
## Value 5.7 6.9 7.2 7.6 8.3 8.5 8.6 8.9 9.1 10.6 11.2
## Frequency 1 2 1 1 2 1 1 1 1 1 1
## Proportion 0.077 0.154 0.077 0.077 0.154 0.077 0.077 0.077 0.077 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## DRB
## n missing distinct Info Mean Gmd .05 .10
## 13 0 11 0.995 26.19 1.528 24.54 24.72
## .25 .50 .75 .90 .95
## 25.10 26.20 26.90 28.10 28.44
##
## Value 24.3 24.7 24.8 25.1 25.7 26.1 26.2 26.7 26.9 28.4 28.5
## Frequency 1 1 1 1 1 1 2 1 2 1 1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.154 0.077 0.154 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## TRB
## n missing distinct Info Mean Gmd .05 .10
## 13 0 12 0.997 34.48 2 32.00 32.12
## .25 .50 .75 .90 .95
## 33.30 34.50 35.40 36.56 36.98
##
## Value 32.0 32.6 33.3 34.2 34.3 34.5 34.9 35.0 35.4 36.0 36.7
## Frequency 2 1 1 1 1 1 1 1 1 1 1
## Proportion 0.154 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077
##
## Value 37.4
## Frequency 1
## Proportion 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## AST
## n missing distinct Info Mean Gmd .05 .10
## 13 0 11 0.989 20.51 1.497 18.94 19.18
## .25 .50 .75 .90 .95
## 19.60 20.40 20.50 22.54 22.90
##
## Value 18.7 19.1 19.5 19.6 19.9 20.3 20.4 20.5 21.9 22.7 23.2
## Frequency 1 1 1 1 1 1 3 1 1 1 1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.231 0.077 0.077 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## STL
## n missing distinct Info Mean Gmd .05 .10
## 13 0 11 0.989 7.523 1.046 6.32 6.64
## .25 .50 .75 .90 .95
## 7.20 7.30 7.90 8.74 9.00
##
## Value 5.9 6.6 6.8 7.2 7.3 7.4 7.5 7.9 8.5 8.8 9.3
## Frequency 1 1 1 1 3 1 1 1 1 1 1
## Proportion 0.077 0.077 0.077 0.077 0.231 0.077 0.077 0.077 0.077 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## BLK
## n missing distinct Info Mean Gmd .05 .10
## 13 0 10 0.986 4.154 0.7795 3.30 3.30
## .25 .50 .75 .90 .95
## 3.60 4.20 4.60 4.94 5.12
##
## Value 3.3 3.6 3.9 4.1 4.2 4.5 4.6 4.7 5.0 5.3
## Frequency 3 1 1 1 2 1 1 1 1 1
## Proportion 0.231 0.077 0.077 0.077 0.154 0.077 0.077 0.077 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## TOV
## n missing distinct Info Mean Gmd .05 .10
## 13 0 11 0.995 13.37 1.392 11.76 12.26
## .25 .50 .75 .90 .95
## 12.50 13.40 14.30 14.88 14.98
##
## Value 11.1 12.2 12.5 12.7 13.2 13.4 13.7 14.3 14.8 14.9 15.1
## Frequency 1 1 2 1 1 2 1 1 1 1 1
## Proportion 0.077 0.077 0.154 0.077 0.077 0.154 0.077 0.077 0.077 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## PF
## n missing distinct Info Mean Gmd .05 .10
## 13 0 10 0.992 17.41 1.359 15.90 16.52
## .25 .50 .75 .90 .95
## 16.60 17.10 18.40 18.70 18.86
##
## Value 15.0 16.5 16.6 16.8 17.0 17.1 17.4 18.4 18.7 19.1
## Frequency 1 1 2 1 1 1 1 2 2 1
## Proportion 0.077 0.077 0.154 0.077 0.077 0.077 0.077 0.154 0.154 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------
## PTS
## n missing distinct Info Mean Gmd .05 .10
## 13 0 13 1 81.82 3.397 78.08 78.66
## .25 .50 .75 .90 .95
## 79.30 81.80 83.90 85.18 85.74
##
## Value 77.3 78.6 78.9 79.3 79.9 81.7 81.8 82.9 83.0 83.9 84.7
## Frequency 1 1 1 1 1 1 1 1 1 1 1
## Proportion 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077
##
## Value 85.3 86.4
## Frequency 1 1
## Proportion 0.077 0.077
##
## For the frequency table, variable is rounded to the nearest 0
## --------------------------------------------------------------------------------