Stadium_Waste-Descriptive_Analysis_I

Author

Jingyi Yang

Install Packages

library(skimr)
library(summarytools)
Warning in fun(libname, pkgname): couldn't connect to display ":0"
library("googlesheets4")
library("readr")
library("tidyverse")
── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.1.4     ✔ purrr     1.1.0
✔ forcats   1.0.1     ✔ stringr   1.5.2
✔ ggplot2   4.0.0     ✔ tibble    3.3.0
✔ lubridate 1.9.4     ✔ tidyr     1.3.1
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
✖ tibble::view()  masks summarytools::view()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library(dplyr)

Import the Data

Warning in .Primitive("as.double")(x, ...): NAs introduced by coercion
Warning in .Primitive("as.double")(x, ...): NAs introduced by coercion

Descriptive Analysis

str(Collected_Data)
tibble [1,396 × 42] (S3: tbl_df/tbl/data.frame)
 $ conference                       : chr [1:1396] "ACC" "ACC" "ACC" "ACC" ...
 $ university                       : chr [1:1396] "Clemson" "Clemson" "Clemson" "Clemson" ...
 $ city                             : chr [1:1396] "Clemson" "Clemson" "Clemson" "Clemson" ...
 $ state                            : chr [1:1396] "SC" "SC" "SC" "SC" ...
 $ is_urban                         : num [1:1396] 1 1 1 1 1 1 1 1 1 1 ...
 $ game_date                        : chr [1:1396] "Sept. 10, 2016" "Sept. 17, 2016" "Oct. 1, 2016" "Oct. 15, 2016" ...
 $ season_year                      : num [1:1396] 2016 2016 2016 2016 2016 ...
 $ opponent                         : chr [1:1396] "Troy" "SC St." "Louisville" "NC State" ...
 $ tenure_year                      : num [1:1396] 1 1 1 1 1 1 1 2 2 2 ...
 $ S_Game                           : num [1:1396] 1 2 3 4 5 6 7 1 2 3 ...
 $ stadium_trash_tons               : num [1:1396] 22.1 10.2 24.8 22.7 15.3 ...
 $ stadium_recycling_tons           : num [1:1396] 15.5 16.1 32.9 19.1 23.1 ...
 $ stadium_compost_tons             : num [1:1396] 0 0 0 0 0 0 0 0 0 0 ...
 $ stadium_other_diverted_tons      : num [1:1396] 0 0 0 0 0 0 0 0 0 0 ...
 $ stadium_total_waste_tons         : num [1:1396] 37.6 26.3 57.6 41.8 38.4 ...
 $ stadium_diversion_rate           : num [1:1396] 0.412 0.613 0.57 0.457 0.601 ...
 $ tailgate_trash_tons              : num [1:1396] 0 0 0 0 0 0 0 0 0 0 ...
 $ tailgate_recycling_tons          : num [1:1396] 0 0 0 0 0 0 0 0 0 0 ...
 $ tailgate_organics_tons           : num [1:1396] 0 0 0 0 0 0 0 0 0 0 ...
 $ tailgate_total_waste_tons        : num [1:1396] 0 0 0 0 0 0 0 0 0 0 ...
 $ tailgate_diversion_rate          : num [1:1396] 0 0 0 0 0 0 0 0 0 0 ...
 $ combined_trash_tons              : num [1:1396] 22.1 10.2 24.8 22.7 15.3 ...
 $ combined_recycling_tons          : num [1:1396] 15.5 16.1 32.9 19.1 23.1 ...
 $ combined_compost_tons            : num [1:1396] 0 0 0 0 0 0 0 0 0 0 ...
 $ combined_total_waste_tons        : num [1:1396] 37.6 26.3 57.6 41.8 38.4 ...
 $ combined_diversion_rate          : num [1:1396] 0.412 0.613 0.57 0.457 0.601 ...
 $ attendance                       : num [1:1396] 78532 79590 83362 81200 80609 ...
 $ game_start_time                  : chr [1:1396] "12:30" "12:00" "20:00" "12:00" ...
 $ game_weather                     : chr [1:1396] NA NA NA NA ...
 $ game_win_flag                    : num [1:1396] 1 1 1 1 1 0 1 1 1 1 ...
 $ tailgate_included_flag           : num [1:1396] 0 0 0 0 0 0 0 0 0 0 ...
 $ Sstadium_waste_per_capita_lbs    : num [1:1396] 0.957 0.662 1.383 1.03 0.952 ...
 $ stadium_trash_per_capita_lbs     : num [1:1396] 0.563 0.256 0.595 0.559 0.379 ...
 $ stadium_recycling_per_capita_lbs : num [1:1396] 0.394 0.406 0.788 0.471 0.572 ...
 $ combined_diversion_per_capita_lbs: num [1:1396] 0.394 0.406 0.788 0.471 0.572 ...
 $ stadium_compost_per_capita_lbs   : num [1:1396] 0 0 0 0 0 0 0 0 0 0 ...
 $ combined_compost_per_capita_lbs  : num [1:1396] 0 0 0 0 0 0 0 0 0 0 ...
 $ stadium_diversion_per_capita_lbs : num [1:1396] 0.394 0.406 0.788 0.471 0.572 ...
 $ combined_waste_per_capita_kg     : num [1:1396] 0.478 0.331 0.691 0.515 0.476 ...
 $ stadium_waste_per_capita_kg      : num [1:1396] 0.478 0.331 0.691 0.515 0.476 ...
 $ combined_diversion_per_capita_kg : num [1:1396] 0.197 0.203 0.394 0.235 0.286 ...
 $ stadium_diversion_per_capita_kg  : num [1:1396] 0.197 0.203 0.394 0.235 0.286 ...
summary(Collected_Data)
  conference         university            city              state          
 Length:1396        Length:1396        Length:1396        Length:1396       
 Class :character   Class :character   Class :character   Class :character  
 Mode  :character   Mode  :character   Mode  :character   Mode  :character  
                                                                            
                                                                            
                                                                            
                                                                            
    is_urban       game_date          season_year     opponent        
 Min.   :0.0000   Length:1396        Min.   :2003   Length:1396       
 1st Qu.:1.0000   Class :character   1st Qu.:2013   Class :character  
 Median :1.0000   Mode  :character   Median :2016   Mode  :character  
 Mean   :0.8916                      Mean   :2015                     
 3rd Qu.:1.0000                      3rd Qu.:2018                     
 Max.   :1.0000                      Max.   :2024                     
 NA's   :21                                                           
  tenure_year         S_Game      stadium_trash_tons stadium_recycling_tons
 Min.   : 1.000   Min.   :1.000   Min.   :  0.000    Min.   : 0.000        
 1st Qu.: 2.000   1st Qu.:2.000   1st Qu.:  2.642    1st Qu.: 1.720        
 Median : 5.000   Median :4.000   Median :  7.735    Median : 3.323        
 Mean   : 5.999   Mean   :3.873   Mean   : 13.382    Mean   : 5.109        
 3rd Qu.: 9.000   3rd Qu.:6.000   3rd Qu.: 17.080    3rd Qu.: 6.049        
 Max.   :20.000   Max.   :9.000   Max.   :139.980    Max.   :61.831        
                                                                           
 stadium_compost_tons stadium_other_diverted_tons stadium_total_waste_tons
 Min.   : 0.000       Min.   : 0.00000            Min.   :  0.000         
 1st Qu.: 0.000       1st Qu.: 0.00000            1st Qu.:  8.302         
 Median : 0.000       Median : 0.00000            Median : 13.715         
 Mean   : 1.254       Mean   : 0.09419            Mean   : 19.707         
 3rd Qu.: 1.890       3rd Qu.: 0.00000            3rd Qu.: 23.738         
 Max.   :13.530       Max.   :10.09000            Max.   :159.860         
                                                                          
 stadium_diversion_rate tailgate_trash_tons tailgate_recycling_tons
 Min.   :0.0000         Min.   : 0.000      Min.   : 0.0000        
 1st Qu.:0.1585         1st Qu.: 0.000      1st Qu.: 0.0000        
 Median :0.2984         Median : 0.000      Median : 0.0000        
 Mean   :0.4047         Mean   : 2.540      Mean   : 0.9734        
 3rd Qu.:0.6770         3rd Qu.: 2.529      3rd Qu.: 0.0700        
 Max.   :6.0304         Max.   :65.100      Max.   :22.3407        
 NA's   :5              NA's   :33          NA's   :33             
 tailgate_organics_tons tailgate_total_waste_tons tailgate_diversion_rate
 Min.   :0.00000        Min.   : 0.000            Min.   :0.00000        
 1st Qu.:0.00000        1st Qu.: 0.000            1st Qu.:0.00000        
 Median :0.00000        Median : 0.000            Median :0.00000        
 Mean   :0.05161        Mean   : 3.565            Mean   :0.09889        
 3rd Qu.:0.00000        3rd Qu.: 4.320            3rd Qu.:0.05608        
 Max.   :4.64000        Max.   :67.730            Max.   :7.82000        
 NA's   :33             NA's   :33                NA's   :33             
 combined_trash_tons combined_recycling_tons combined_compost_tons
 Min.   :  0.000     Min.   : 0.000          Min.   : 0.000       
 1st Qu.:  5.596     1st Qu.: 2.210          1st Qu.: 0.000       
 Median : 11.790     Median : 4.095          Median : 0.000       
 Mean   : 15.887     Mean   : 6.059          Mean   : 1.304       
 3rd Qu.: 20.212     3rd Qu.: 7.694          3rd Qu.: 1.941       
 Max.   :139.980     Max.   :61.831          Max.   :14.591       
                                                                  
 combined_total_waste_tons combined_diversion_rate   attendance    
 Min.   :  0.00            Min.   :0.0000          Min.   :  1275  
 1st Qu.: 10.72            1st Qu.:0.1656          1st Qu.: 48574  
 Median : 18.24            Median :0.2865          Median : 78306  
 Mean   : 23.19            Mean   :0.3632          Mean   : 73494  
 3rd Qu.: 30.37            3rd Qu.:0.5493          3rd Qu.:101708  
 Max.   :159.86            Max.   :5.1662          Max.   :115109  
                           NA's   :5               NA's   :1       
 game_start_time    game_weather       game_win_flag    tailgate_included_flag
 Length:1396        Length:1396        Min.   :0.0000   Min.   :0.0000        
 Class :character   Class :character   1st Qu.:0.0000   1st Qu.:0.0000        
 Mode  :character   Mode  :character   Median :1.0000   Median :0.0000        
                                       Mean   :0.6993   Mean   :0.4513        
                                       3rd Qu.:1.0000   3rd Qu.:1.0000        
                                       Max.   :1.0000   Max.   :1.0000        
                                       NA's   :6                              
 Sstadium_waste_per_capita_lbs stadium_trash_per_capita_lbs
 Min.   :0.0000                Min.   :0.00000             
 1st Qu.:0.2698                1st Qu.:0.08452             
 Median :0.3795                Median :0.23111             
 Mean   :0.5341                Mean   :0.35616             
 3rd Qu.:0.6825                3rd Qu.:0.50741             
 Max.   :6.9282                Max.   :2.66990             
 NA's   :1                     NA's   :1                   
 stadium_recycling_per_capita_lbs combined_diversion_per_capita_lbs
 Min.   :0.00000                  Min.   :0.0000                   
 1st Qu.:0.05997                  1st Qu.:0.0772                   
 Median :0.09755                  Median :0.1566                   
 Mean   :0.14039                  Mean   :0.2141                   
 3rd Qu.:0.17067                  3rd Qu.:0.2770                   
 Max.   :3.01991                  Max.   :4.3643                   
 NA's   :1                        NA's   :7                        
 stadium_compost_per_capita_lbs combined_compost_per_capita_lbs
 Min.   :0.00000                Min.   :0.00000                
 1st Qu.:0.00000                1st Qu.:0.00000                
 Median :0.00000                Median :0.00000                
 Mean   :0.03973                Mean   :0.04094                
 3rd Qu.:0.06044                3rd Qu.:0.06437                
 Max.   :1.34437                Max.   :1.34437                
 NA's   :1                      NA's   :1                      
 stadium_diversion_per_capita_lbs combined_waste_per_capita_kg
 Min.   :0.00000                  Min.   :0.0000              
 1st Qu.:0.06695                  1st Qu.:0.1723              
 Median :0.14012                  Median :0.2805              
 Mean   :0.18149                  Mean   :0.3182              
 3rd Qu.:0.23698                  3rd Qu.:0.4211              
 Max.   :4.36428                  Max.   :3.4641              
 NA's   :1                        NA's   :1                   
 stadium_waste_per_capita_kg combined_diversion_per_capita_kg
 Min.   :0.0000              Min.   :0.00000                 
 1st Qu.:0.1349              1st Qu.:0.03861                 
 Median :0.1897              Median :0.07854                 
 Mean   :0.2670              Mean   :0.10803                 
 3rd Qu.:0.3413              3rd Qu.:0.13936                 
 Max.   :3.4641              Max.   :2.18214                 
 NA's   :1                   NA's   :1                       
 stadium_diversion_per_capita_kg
 Min.   :0.00000                
 1st Qu.:0.03348                
 Median :0.07006                
 Mean   :0.09075                
 3rd Qu.:0.11849                
 Max.   :2.18214                
 NA's   :1                      

Not good for categorical variables

skim(Collected_Data)
Data summary
Name Collected_Data
Number of rows 1396
Number of columns 42
_______________________
Column type frequency:
character 8
numeric 34
________________________
Group variables None

Variable type: character

skim_variable n_missing complete_rate min max empty n_unique whitespace
conference 0 1.00 3 5 0 5 0
university 0 1.00 3 19 0 31 0
city 0 1.00 5 22 0 30 0
state 0 1.00 2 2 0 24 0
game_date 383 0.73 6 14 0 455 0
opponent 29 0.98 2 40 0 297 0
game_start_time 0 1.00 4 5 0 56 0
game_weather 1174 0.16 2 31 0 116 0

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
is_urban 21 0.98 0.89 0.31 0 1.00 1.00 1.00 1.00 ▁▁▁▁▇
season_year 0 1.00 2015.20 4.60 2003 2013.00 2016.00 2018.00 2024.00 ▂▂▅▇▂
tenure_year 0 1.00 6.00 4.63 1 2.00 5.00 9.00 20.00 ▇▃▂▂▁
S_Game 0 1.00 3.87 1.98 1 2.00 4.00 6.00 9.00 ▇▇▃▆▁
stadium_trash_tons 0 1.00 13.38 16.64 0 2.64 7.73 17.08 139.98 ▇▁▁▁▁
stadium_recycling_tons 0 1.00 5.11 5.94 0 1.72 3.32 6.05 61.83 ▇▁▁▁▁
stadium_compost_tons 0 1.00 1.25 2.13 0 0.00 0.00 1.89 13.53 ▇▁▁▁▁
stadium_other_diverted_tons 0 1.00 0.09 0.38 0 0.00 0.00 0.00 10.09 ▇▁▁▁▁
stadium_total_waste_tons 0 1.00 19.71 19.11 0 8.30 13.71 23.74 159.86 ▇▁▁▁▁
stadium_diversion_rate 5 1.00 0.40 0.33 0 0.16 0.30 0.68 6.03 ▇▁▁▁▁
tailgate_trash_tons 33 0.98 2.54 5.56 0 0.00 0.00 2.53 65.10 ▇▁▁▁▁
tailgate_recycling_tons 33 0.98 0.97 2.50 0 0.00 0.00 0.07 22.34 ▇▁▁▁▁
tailgate_organics_tons 33 0.98 0.05 0.31 0 0.00 0.00 0.00 4.64 ▇▁▁▁▁
tailgate_total_waste_tons 33 0.98 3.57 7.10 0 0.00 0.00 4.32 67.73 ▇▁▁▁▁
tailgate_diversion_rate 33 0.98 0.10 0.33 0 0.00 0.00 0.06 7.82 ▇▁▁▁▁
combined_trash_tons 0 1.00 15.89 16.35 0 5.60 11.79 20.21 139.98 ▇▁▁▁▁
combined_recycling_tons 0 1.00 6.06 6.25 0 2.21 4.10 7.69 61.83 ▇▁▁▁▁
combined_compost_tons 0 1.00 1.30 2.22 0 0.00 0.00 1.94 14.59 ▇▁▁▁▁
combined_total_waste_tons 0 1.00 23.19 19.00 0 10.72 18.24 30.37 159.86 ▇▂▁▁▁
combined_diversion_rate 5 1.00 0.36 0.28 0 0.17 0.29 0.55 5.17 ▇▁▁▁▁
attendance 1 1.00 73494.20 27953.92 1275 48573.50 78306.00 101708.00 115109.00 ▁▅▅▅▇
game_win_flag 6 1.00 0.70 0.46 0 0.00 1.00 1.00 1.00 ▃▁▁▁▇
tailgate_included_flag 0 1.00 0.45 0.50 0 0.00 0.00 1.00 1.00 ▇▁▁▁▆
Sstadium_waste_per_capita_lbs 1 1.00 0.53 0.45 0 0.27 0.38 0.68 6.93 ▇▁▁▁▁
stadium_trash_per_capita_lbs 1 1.00 0.36 0.37 0 0.08 0.23 0.51 2.67 ▇▂▁▁▁
stadium_recycling_per_capita_lbs 1 1.00 0.14 0.18 0 0.06 0.10 0.17 3.02 ▇▁▁▁▁
combined_diversion_per_capita_lbs 7 0.99 0.21 0.24 0 0.08 0.16 0.28 4.36 ▇▁▁▁▁
stadium_compost_per_capita_lbs 1 1.00 0.04 0.07 0 0.00 0.00 0.06 1.34 ▇▁▁▁▁
combined_compost_per_capita_lbs 1 1.00 0.04 0.07 0 0.00 0.00 0.06 1.34 ▇▁▁▁▁
stadium_diversion_per_capita_lbs 1 1.00 0.18 0.21 0 0.07 0.14 0.24 4.36 ▇▁▁▁▁
combined_waste_per_capita_kg 1 1.00 0.32 0.22 0 0.17 0.28 0.42 3.46 ▇▁▁▁▁
stadium_waste_per_capita_kg 1 1.00 0.27 0.22 0 0.13 0.19 0.34 3.46 ▇▁▁▁▁
combined_diversion_per_capita_kg 1 1.00 0.11 0.12 0 0.04 0.08 0.14 2.18 ▇▁▁▁▁
stadium_diversion_per_capita_kg 1 1.00 0.09 0.11 0 0.03 0.07 0.12 2.18 ▇▁▁▁▁

Not good for visualization

summary_df <- summarytools::dfSummary(Collected_Data,
                                     varnumbers=FALSE,
                                     plain.ascii=FALSE,
                                     style="grid",
                                     graph.col = TRUE,
                                     valid.col=FALSE)

# Print the summary table and suppress warnings
print(summary_df,
      method="render",
      table.classes="table-condensed")

Data Frame Summary

Collected_Data

Dimensions: 1396 x 42
Duplicates: 0
Variable Stats / Values Freqs (% of Valid) Graph Missing
conference [character]
1. ACC
2. Big10
3. Big12
4. Pac12
5. SEC
230 ( 16.5% )
598 ( 42.8% )
78 ( 5.6% )
221 ( 15.8% )
269 ( 19.3% )
0 (0.0%)
university [character]
1. Michigan
2. Ohio State
3. UNC
4. Penn State
5. Tennessee
6. Colorado University
7. Purdue
8. Wisconsin
9. UoTexas
10. Florida
[ 21 others ]
143 ( 10.2% )
123 ( 8.8% )
100 ( 7.2% )
82 ( 5.9% )
77 ( 5.5% )
59 ( 4.2% )
55 ( 3.9% )
55 ( 3.9% )
54 ( 3.9% )
43 ( 3.1% )
605 ( 43.3% )
0 (0.0%)
city [character]
1. Ann Arbor
2. Columbus
3. Chapel Hill
4. College Station
5. Knoxville
6. Boulder
7. Madison
8. West Lafayette
9. Austin
10. Gainesville
[ 20 others ]
143 ( 10.2% )
123 ( 8.8% )
100 ( 7.2% )
82 ( 5.9% )
77 ( 5.5% )
59 ( 4.2% )
55 ( 3.9% )
55 ( 3.9% )
54 ( 3.9% )
43 ( 3.1% )
605 ( 43.3% )
0 (0.0%)
state [character]
1. NC
2. MI
3. OH
4. PA
5. TN
6. WA
7. GA
8. CO
9. CA
10. IN
[ 14 others ]
169 ( 12.1% )
164 ( 11.7% )
123 ( 8.8% )
82 ( 5.9% )
77 ( 5.5% )
74 ( 5.3% )
69 ( 4.9% )
59 ( 4.2% )
55 ( 3.9% )
55 ( 3.9% )
469 ( 33.6% )
0 (0.0%)
is_urban [numeric]
Min : 0
Mean : 0.9
Max : 1
0 : 149 ( 10.8% )
1 : 1226 ( 89.2% )
21 (1.5%)
game_date [character]
1. 9/15/2018
2. 9/7/2019
3. 10/3/2015
4. 11/7/2015
5. 9/1/2018
6. 9/23/2017
7. 9/8/2018
8. 10/6/2018
9. 11/10/2018
10. 11/17/2018
[ 445 others ]
12 ( 1.2% )
9 ( 0.9% )
8 ( 0.8% )
8 ( 0.8% )
8 ( 0.8% )
8 ( 0.8% )
8 ( 0.8% )
7 ( 0.7% )
7 ( 0.7% )
7 ( 0.7% )
931 ( 91.9% )
383 (27.4%)
season_year [numeric]
Mean (sd) : 2015.2 (4.6)
min ≤ med ≤ max:
2003 ≤ 2016 ≤ 2024
IQR (CV) : 5 (0)
22 distinct values 0 (0.0%)
opponent [character]
1. Indiana
2. Northwestern
3. Michigan State
4. Nebraska
5. Illinois
6. Wisconsin
7. Minnesota
8. Iowa
9. Maryland
10. Penn State
[ 287 others ]
31 ( 2.3% )
29 ( 2.1% )
27 ( 2.0% )
27 ( 2.0% )
26 ( 1.9% )
26 ( 1.9% )
25 ( 1.8% )
24 ( 1.8% )
24 ( 1.8% )
23 ( 1.7% )
1105 ( 80.8% )
29 (2.1%)
tenure_year [numeric]
Mean (sd) : 6 (4.6)
min ≤ med ≤ max:
1 ≤ 5 ≤ 20
IQR (CV) : 7 (0.8)
20 distinct values 0 (0.0%)
S_Game [numeric]
Mean (sd) : 3.9 (2)
min ≤ med ≤ max:
1 ≤ 4 ≤ 9
IQR (CV) : 4 (0.5)
1 : 209 ( 15.0% )
2 : 212 ( 15.2% )
3 : 210 ( 15.0% )
4 : 207 ( 14.8% )
5 : 205 ( 14.7% )
6 : 201 ( 14.4% )
7 : 132 ( 9.5% )
8 : 19 ( 1.4% )
9 : 1 ( 0.1% )
0 (0.0%)
stadium_trash_tons [numeric]
Mean (sd) : 13.4 (16.6)
min ≤ med ≤ max:
0 ≤ 7.7 ≤ 140
IQR (CV) : 14.4 (1.2)
1195 distinct values 0 (0.0%)
stadium_recycling_tons [numeric]
Mean (sd) : 5.1 (5.9)
min ≤ med ≤ max:
0 ≤ 3.3 ≤ 61.8
IQR (CV) : 4.3 (1.2)
989 distinct values 0 (0.0%)
stadium_compost_tons [numeric]
Mean (sd) : 1.3 (2.1)
min ≤ med ≤ max:
0 ≤ 0 ≤ 13.5
IQR (CV) : 1.9 (1.7)
447 distinct values 0 (0.0%)
stadium_other_diverted_tons [numeric]
Mean (sd) : 0.1 (0.4)
min ≤ med ≤ max:
0 ≤ 0 ≤ 10.1
IQR (CV) : 0 (4.1)
126 distinct values 0 (0.0%)
stadium_total_waste_tons [numeric]
Mean (sd) : 19.7 (19.1)
min ≤ med ≤ max:
0 ≤ 13.7 ≤ 159.9
IQR (CV) : 15.4 (1)
1257 distinct values 0 (0.0%)
stadium_diversion_rate [numeric]
Mean (sd) : 0.4 (0.3)
min ≤ med ≤ max:
0 ≤ 0.3 ≤ 6
IQR (CV) : 0.5 (0.8)
1301 distinct values 5 (0.4%)
tailgate_trash_tons [numeric]
Mean (sd) : 2.5 (5.6)
min ≤ med ≤ max:
0 ≤ 0 ≤ 65.1
IQR (CV) : 2.5 (2.2)
402 distinct values 33 (2.4%)
tailgate_recycling_tons [numeric]
Mean (sd) : 1 (2.5)
min ≤ med ≤ max:
0 ≤ 0 ≤ 22.3
IQR (CV) : 0.1 (2.6)
327 distinct values 33 (2.4%)
tailgate_organics_tons [numeric]
Mean (sd) : 0.1 (0.3)
min ≤ med ≤ max:
0 ≤ 0 ≤ 4.6
IQR (CV) : 0 (6.1)
58 distinct values 33 (2.4%)
tailgate_total_waste_tons [numeric]
Mean (sd) : 3.6 (7.1)
min ≤ med ≤ max:
0 ≤ 0 ≤ 67.7
IQR (CV) : 4.3 (2)
405 distinct values 33 (2.4%)
tailgate_diversion_rate [numeric]
Mean (sd) : 0.1 (0.3)
min ≤ med ≤ max:
0 ≤ 0 ≤ 7.8
IQR (CV) : 0.1 (3.3)
374 distinct values 33 (2.4%)
combined_trash_tons [numeric]
Mean (sd) : 15.9 (16.3)
min ≤ med ≤ max:
0 ≤ 11.8 ≤ 140
IQR (CV) : 14.6 (1)
1220 distinct values 0 (0.0%)
combined_recycling_tons [numeric]
Mean (sd) : 6.1 (6.2)
min ≤ med ≤ max:
0 ≤ 4.1 ≤ 61.8
IQR (CV) : 5.5 (1)
1015 distinct values 0 (0.0%)
combined_compost_tons [numeric]
Mean (sd) : 1.3 (2.2)
min ≤ med ≤ max:
0 ≤ 0 ≤ 14.6
IQR (CV) : 1.9 (1.7)
456 distinct values 0 (0.0%)
combined_total_waste_tons [numeric]
Mean (sd) : 23.2 (19)
min ≤ med ≤ max:
0 ≤ 18.2 ≤ 159.9
IQR (CV) : 19.6 (0.8)
1270 distinct values 0 (0.0%)
combined_diversion_rate [numeric]
Mean (sd) : 0.4 (0.3)
min ≤ med ≤ max:
0 ≤ 0.3 ≤ 5.2
IQR (CV) : 0.4 (0.8)
1303 distinct values 5 (0.4%)
attendance [numeric]
Mean (sd) : 73494.2 (27953.9)
min ≤ med ≤ max:
1275 ≤ 78306 ≤ 115109
IQR (CV) : 53134.5 (0.4)
1202 distinct values 1 (0.1%)
game_start_time [character]
1. 12:00
2. 15:30
3. 19:30
4. 19:00
5. 12:30
6. 20:00
7. 11:00
8. 18:00
9. 14:30
10. 16:00
[ 46 others ]
357 ( 25.6% )
248 ( 17.8% )
131 ( 9.4% )
101 ( 7.2% )
71 ( 5.1% )
62 ( 4.4% )
60 ( 4.3% )
55 ( 3.9% )
53 ( 3.8% )
52 ( 3.7% )
206 ( 14.8% )
0 (0.0%)
game_weather [character]
1. 85
2. 65
3. 68
4. 70
5. 75
6. 64
7. 79
8. 54
9. 84
10. 38
[ 106 others ]
9 ( 4.1% )
8 ( 3.6% )
8 ( 3.6% )
7 ( 3.2% )
7 ( 3.2% )
6 ( 2.7% )
6 ( 2.7% )
5 ( 2.3% )
5 ( 2.3% )
4 ( 1.8% )
157 ( 70.7% )
1174 (84.1%)
game_win_flag [numeric]
Min : 0
Mean : 0.7
Max : 1
0 : 418 ( 30.1% )
1 : 972 ( 69.9% )
6 (0.4%)
tailgate_included_flag [numeric]
Min : 0
Mean : 0.5
Max : 1
0 : 766 ( 54.9% )
1 : 630 ( 45.1% )
0 (0.0%)
Sstadium_waste_per_capita_lbs [numeric]
Mean (sd) : 0.5 (0.4)
min ≤ med ≤ max:
0 ≤ 0.4 ≤ 6.9
IQR (CV) : 0.4 (0.8)
1390 distinct values 1 (0.1%)
stadium_trash_per_capita_lbs [numeric]
Mean (sd) : 0.4 (0.4)
min ≤ med ≤ max:
0 ≤ 0.2 ≤ 2.7
IQR (CV) : 0.4 (1)
1390 distinct values 1 (0.1%)
stadium_recycling_per_capita_lbs [numeric]
Mean (sd) : 0.1 (0.2)
min ≤ med ≤ max:
0 ≤ 0.1 ≤ 3
IQR (CV) : 0.1 (1.3)
1359 distinct values 1 (0.1%)
combined_diversion_per_capita_lbs [numeric]
Mean (sd) : 0.2 (0.2)
min ≤ med ≤ max:
0 ≤ 0.2 ≤ 4.4
IQR (CV) : 0.2 (1.1)
1355 distinct values 7 (0.5%)
stadium_compost_per_capita_lbs [numeric]
Mean (sd) : 0 (0.1)
min ≤ med ≤ max:
0 ≤ 0 ≤ 1.3
IQR (CV) : 0.1 (1.8)
611 distinct values 1 (0.1%)
combined_compost_per_capita_lbs [numeric]
Mean (sd) : 0 (0.1)
min ≤ med ≤ max:
0 ≤ 0 ≤ 1.3
IQR (CV) : 0.1 (1.8)
612 distinct values 1 (0.1%)
stadium_diversion_per_capita_lbs [numeric]
Mean (sd) : 0.2 (0.2)
min ≤ med ≤ max:
0 ≤ 0.1 ≤ 4.4
IQR (CV) : 0.2 (1.2)
1360 distinct values 1 (0.1%)
combined_waste_per_capita_kg [numeric]
Mean (sd) : 0.3 (0.2)
min ≤ med ≤ max:
0 ≤ 0.3 ≤ 3.5
IQR (CV) : 0.2 (0.7)
1389 distinct values 1 (0.1%)
stadium_waste_per_capita_kg [numeric]
Mean (sd) : 0.3 (0.2)
min ≤ med ≤ max:
0 ≤ 0.2 ≤ 3.5
IQR (CV) : 0.2 (0.8)
1390 distinct values 1 (0.1%)
combined_diversion_per_capita_kg [numeric]
Mean (sd) : 0.1 (0.1)
min ≤ med ≤ max:
0 ≤ 0.1 ≤ 2.2
IQR (CV) : 0.1 (1.1)
1361 distinct values 1 (0.1%)
stadium_diversion_per_capita_kg [numeric]
Mean (sd) : 0.1 (0.1)
min ≤ med ≤ max:
0 ≤ 0.1 ≤ 2.2
IQR (CV) : 0.1 (1.2)
1360 distinct values 1 (0.1%)

Generated by summarytools 1.1.4 (R version 4.5.1)
2025-10-01