library(readxl)
Data_survey <- read_excel("C:/Reneika Thomas/DataRen.xlsx")
na.omit(Data_survey)
## # A tibble: 200 × 11
##    `Student ID`   Age Gender Game 1 Action (Time Played…¹ Game 1 Action (Viole…²
##           <dbl> <dbl> <chr>                         <dbl>                  <dbl>
##  1            1    20 Male                              4                      3
##  2            2    25 Female                            5                      4
##  3            3    18 Male                              3                      2
##  4            4    30 Male                              2                      1
##  5            5    22 Female                            5                      5
##  6            6    28 Male                              4                      4
##  7            7    19 Male                              3                      3
##  8            8    21 Female                            4                      5
##  9            9    26 Male                              5                      3
## 10           10    23 Female                            3                      2
## # ℹ 190 more rows
## # ℹ abbreviated names: ¹​`Game 1 Action (Time Played)`,
## #   ²​`Game 1 Action (Violence Rating)`
## # ℹ 6 more variables: `Game 2 Adventure (Time Played)` <dbl>,
## #   `Game 2 Adventure (Violence Rating)` <dbl>,
## #   `Game 3 Simulation(Time Played)` <dbl>,
## #   `Game 3 Simulation (Violence Rating)` <dbl>, `Voilent rating` <dbl>, …
View(Data_survey)
gender_freq <- table(Data_survey$Gender)

summary(Data_survey)
##    Student ID          Age           Gender         
##  Min.   :  1.00   Min.   :18.00   Length:200        
##  1st Qu.: 50.75   1st Qu.:20.00   Class :character  
##  Median :100.50   Median :23.00   Mode  :character  
##  Mean   :100.50   Mean   :23.39                     
##  3rd Qu.:150.25   3rd Qu.:26.00                     
##  Max.   :200.00   Max.   :31.00                     
##  Game 1 Action (Time Played) Game 1 Action (Violence Rating)
##  Min.   :2.000               Min.   :0.000                  
##  1st Qu.:3.000               1st Qu.:3.000                  
##  Median :4.000               Median :3.000                  
##  Mean   :3.915               Mean   :3.405                  
##  3rd Qu.:5.000               3rd Qu.:4.000                  
##  Max.   :5.000               Max.   :5.000                  
##  Game 2 Adventure (Time Played) Game 2 Adventure (Violence Rating)
##  Min.   :0.000                  Min.   :0.00                      
##  1st Qu.:3.000                  1st Qu.:2.00                      
##  Median :4.000                  Median :3.00                      
##  Mean   :3.725                  Mean   :3.25                      
##  3rd Qu.:5.000                  3rd Qu.:4.00                      
##  Max.   :5.000                  Max.   :5.00                      
##  Game 3 Simulation(Time Played) Game 3 Simulation (Violence Rating)
##  Min.   :0.000                  Min.   :0.00                       
##  1st Qu.:3.000                  1st Qu.:2.00                       
##  Median :4.000                  Median :3.00                       
##  Mean   :3.725                  Mean   :3.32                       
##  3rd Qu.:5.000                  3rd Qu.:4.00                       
##  Max.   :5.000                  Max.   :5.00                       
##  Voilent rating     BPAQ Score   
##  Min.   : 0.000   Min.   : 0.00  
##  1st Qu.: 8.000   1st Qu.:19.00  
##  Median :10.000   Median :23.00  
##  Mean   : 9.975   Mean   :23.72  
##  3rd Qu.:12.000   3rd Qu.:28.00  
##  Max.   :15.000   Max.   :32.00
summary(Data_survey$Age)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   18.00   20.00   23.00   23.39   26.00   31.00
summary(Data_survey$`Game 1 Action (Time Played)`)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   2.000   3.000   4.000   3.915   5.000   5.000
summary(Data_survey$`Game 1 Action (Violence Rating)`)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   0.000   3.000   3.000   3.405   4.000   5.000
summary(Data_survey$`Game 2 Adventure (Time Played)`)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   0.000   3.000   4.000   3.725   5.000   5.000
summary(Data_survey$`Game 2 Adventure (Violence Rating)`)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00    2.00    3.00    3.25    4.00    5.00
summary(Data_survey$`Game 3 Simulation(Time Played)`)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   0.000   3.000   4.000   3.725   5.000   5.000
summary(Data_survey$`Game 3 Simulation (Violence Rating)`)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00    2.00    3.00    3.32    4.00    5.00
summary(Data_survey$`BPAQ Score`)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   19.00   23.00   23.72   28.00   32.00
library(dplyr)
## Warning: package 'dplyr' was built under R version 4.3.3
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
numeric_data <- select(Data_survey, where(is.numeric))
cor(numeric_data)
##                                      Student ID         Age
## Student ID                           1.00000000 -0.00726321
## Age                                 -0.00726321  1.00000000
## Game 1 Action (Time Played)          0.05017995  0.24555239
## Game 1 Action (Violence Rating)      0.09539073  0.14343142
## Game 2 Adventure (Time Played)       0.09573010  0.12544731
## Game 2 Adventure (Violence Rating)   0.08079735  0.09419605
## Game 3 Simulation(Time Played)       0.13420986  0.10414698
## Game 3 Simulation (Violence Rating)  0.06543939  0.16000990
## Voilent rating                       0.08459812  0.14089758
## BPAQ Score                           0.14903732  0.20318929
##                                     Game 1 Action (Time Played)
## Student ID                                           0.05017995
## Age                                                  0.24555239
## Game 1 Action (Time Played)                          1.00000000
## Game 1 Action (Violence Rating)                      0.81073081
## Game 2 Adventure (Time Played)                       0.77247505
## Game 2 Adventure (Violence Rating)                   0.68843150
## Game 3 Simulation(Time Played)                       0.75447619
## Game 3 Simulation (Violence Rating)                  0.74250937
## Voilent rating                                       0.78932214
## BPAQ Score                                           0.80097148
##                                     Game 1 Action (Violence Rating)
## Student ID                                               0.09539073
## Age                                                      0.14343142
## Game 1 Action (Time Played)                              0.81073081
## Game 1 Action (Violence Rating)                          1.00000000
## Game 2 Adventure (Time Played)                           0.68634094
## Game 2 Adventure (Violence Rating)                       0.81507338
## Game 3 Simulation(Time Played)                           0.81886296
## Game 3 Simulation (Violence Rating)                      0.86330098
## Voilent rating                                           0.94224184
## BPAQ Score                                               0.86989164
##                                     Game 2 Adventure (Time Played)
## Student ID                                               0.0957301
## Age                                                      0.1254473
## Game 1 Action (Time Played)                              0.7724750
## Game 1 Action (Violence Rating)                          0.6863409
## Game 2 Adventure (Time Played)                           1.0000000
## Game 2 Adventure (Violence Rating)                       0.8080810
## Game 3 Simulation(Time Played)                           0.7739384
## Game 3 Simulation (Violence Rating)                      0.6590045
## Voilent rating                                           0.7568656
## BPAQ Score                                               0.7954315
##                                     Game 2 Adventure (Violence Rating)
## Student ID                                                  0.08079735
## Age                                                         0.09419605
## Game 1 Action (Time Played)                                 0.68843150
## Game 1 Action (Violence Rating)                             0.81507338
## Game 2 Adventure (Time Played)                              0.80808101
## Game 2 Adventure (Violence Rating)                          1.00000000
## Game 3 Simulation(Time Played)                              0.82538671
## Game 3 Simulation (Violence Rating)                         0.84791637
## Voilent rating                                              0.93710327
## BPAQ Score                                                  0.86087724
##                                     Game 3 Simulation(Time Played)
## Student ID                                               0.1342099
## Age                                                      0.1041470
## Game 1 Action (Time Played)                              0.7544762
## Game 1 Action (Violence Rating)                          0.8188630
## Game 2 Adventure (Time Played)                           0.7739384
## Game 2 Adventure (Violence Rating)                       0.8253867
## Game 3 Simulation(Time Played)                           1.0000000
## Game 3 Simulation (Violence Rating)                      0.8745951
## Voilent rating                                           0.8884830
## BPAQ Score                                               0.8878007
##                                     Game 3 Simulation (Violence Rating)
## Student ID                                                   0.06543939
## Age                                                          0.16000990
## Game 1 Action (Time Played)                                  0.74250937
## Game 1 Action (Violence Rating)                              0.86330098
## Game 2 Adventure (Time Played)                               0.65900450
## Game 2 Adventure (Violence Rating)                           0.84791637
## Game 3 Simulation(Time Played)                               0.87459509
## Game 3 Simulation (Violence Rating)                          1.00000000
## Voilent rating                                               0.95822846
## BPAQ Score                                                   0.90331854
##                                     Voilent rating BPAQ Score
## Student ID                              0.08459812  0.1490373
## Age                                     0.14089758  0.2031893
## Game 1 Action (Time Played)             0.78932214  0.8009715
## Game 1 Action (Violence Rating)         0.94224184  0.8698916
## Game 2 Adventure (Time Played)          0.75686559  0.7954315
## Game 2 Adventure (Violence Rating)      0.93710327  0.8608772
## Game 3 Simulation(Time Played)          0.88848297  0.8878007
## Game 3 Simulation (Violence Rating)     0.95822846  0.9033185
## Voilent rating                          1.00000000  0.9287354
## BPAQ Score                              0.92873540  1.0000000